diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..dfe0770
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,2 @@
+# Auto detect text files and perform LF normalization
+* text=auto
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..c25b494
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,12 @@
+*/OriginalData*
+*/.ipynb_checkpoints
+*/.ipynb_checkpoints*
+/.ipynb_checkpoints
+*Icon?
+/Icon?
+"*/Icon[\r]"
+"*/Icon?"
+"*/Icon\r\r"
+"*/Icon\r"
+*Icon
+*/__pycache__
diff --git a/1-Country-Distance-Main-Analyses.ipynb b/1-Country-Distance-Main-Analyses.ipynb
new file mode 100644
index 0000000..3055efd
--- /dev/null
+++ b/1-Country-Distance-Main-Analyses.ipynb
@@ -0,0 +1,1769 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathout = pathfb + 'Regs/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathfbor) == False:\n",
+    "    os.mkdir(pathfbor)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's load the pairwise distance data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mypairs = pd.read_stata(pathout + 'AllDists.dta')\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ISO_CODE_1</th>\n",
+       "      <th>ISO_CODE_2</th>\n",
+       "      <th>CosDist1</th>\n",
+       "      <th>CosDist2</th>\n",
+       "      <th>CosDist3</th>\n",
+       "      <th>CosDist4</th>\n",
+       "      <th>CosDist5</th>\n",
+       "      <th>CosDist6</th>\n",
+       "      <th>CosDist7</th>\n",
+       "      <th>CosDist8</th>\n",
+       "      <th>...</th>\n",
+       "      <th>total_non_binary</th>\n",
+       "      <th>CosDistAll</th>\n",
+       "      <th>CosDistBin</th>\n",
+       "      <th>CosDistOptions</th>\n",
+       "      <th>CosDistScale</th>\n",
+       "      <th>FBDist</th>\n",
+       "      <th>dist</th>\n",
+       "      <th>distcap</th>\n",
+       "      <th>distw</th>\n",
+       "      <th>distwces</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AE</td>\n",
+       "      <td>0.649726</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.233552</td>\n",
+       "      <td>5209.694824</td>\n",
+       "      <td>5209.694824</td>\n",
+       "      <td>5239.464994</td>\n",
+       "      <td>5239.175640</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AF</td>\n",
+       "      <td>0.027777</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.279233</td>\n",
+       "      <td>5806.358887</td>\n",
+       "      <td>5806.358887</td>\n",
+       "      <td>5712.403090</td>\n",
+       "      <td>5707.325970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AG</td>\n",
+       "      <td>0.298230</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.227161</td>\n",
+       "      <td>6565.212402</td>\n",
+       "      <td>6565.212402</td>\n",
+       "      <td>6574.278222</td>\n",
+       "      <td>6574.205836</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AI</td>\n",
+       "      <td>0.917672</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.262021</td>\n",
+       "      <td>6589.531250</td>\n",
+       "      <td>6589.531250</td>\n",
+       "      <td>6593.265340</td>\n",
+       "      <td>6593.264953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AL</td>\n",
+       "      <td>0.002674</td>\n",
+       "      <td>0.998614</td>\n",
+       "      <td>0.998062</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.999967</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.216498</td>\n",
+       "      <td>1519.550659</td>\n",
+       "      <td>1519.550659</td>\n",
+       "      <td>1523.718420</td>\n",
+       "      <td>1523.040130</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 46 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  ISO_CODE_1 ISO_CODE_2  CosDist1  CosDist2  CosDist3  CosDist4  CosDist5  CosDist6  CosDist7  CosDist8  ...  total_non_binary  CosDistAll  CosDistBin  \\\n",
+       "0         AD         AE  0.649726  1.000000  1.000000       1.0  1.000000       1.0       1.0       1.0  ...               NaN         NaN         NaN   \n",
+       "1         AD         AF  0.027777  1.000000  1.000000       1.0  1.000000       1.0       1.0       1.0  ...               NaN         NaN         NaN   \n",
+       "2         AD         AG  0.298230  1.000000  1.000000       1.0  1.000000       1.0       1.0       1.0  ...               NaN         NaN         NaN   \n",
+       "3         AD         AI  0.917672  1.000000  1.000000       1.0  1.000000       1.0       1.0       1.0  ...               NaN         NaN         NaN   \n",
+       "4         AD         AL  0.002674  0.998614  0.998062       1.0  0.999967       1.0       1.0       1.0  ...               NaN         NaN         NaN   \n",
+       "\n",
+       "   CosDistOptions  CosDistScale    FBDist         dist      distcap        distw     distwces  \n",
+       "0             NaN           NaN  0.233552  5209.694824  5209.694824  5239.464994  5239.175640  \n",
+       "1             NaN           NaN  0.279233  5806.358887  5806.358887  5712.403090  5707.325970  \n",
+       "2             NaN           NaN  0.227161  6565.212402  6565.212402  6574.278222  6574.205836  \n",
+       "3             NaN           NaN  0.262021  6589.531250  6589.531250  6593.265340  6593.264953  \n",
+       "4             NaN           NaN  0.216498  1519.550659  1519.550659  1523.718420  1523.040130  \n",
+       "\n",
+       "[5 rows x 46 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mypairs.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We need to construct some stats and prepare the data for plotting\n",
+    "# Drop duplicates and FB if necessary for plots\n",
+    "\n",
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'FB'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlations with Facebook Distances (Mantel Tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df = pd.read_stata(pathout + 'AllDistsFull.dta')\n",
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "#######################################\n",
+    "# Figure with all measures\n",
+    "#######################################\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Top 4 Correlations by Type (Figure 2 Panel A in paper)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "corrs3m = pd.read_stata(pathshare + 'FBCorrs_com.dta')\n",
+    "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n",
+    "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n",
+    "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n",
+    "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n",
+    "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "textstr = 'A'\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(y=\"Dist2\", x=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2,  ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Pearson Correlation', fontsize=36)\n",
+    "ax.set_ylabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n",
+    "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Full Sample -  Figure B1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Correlations Between Facebook and Selected Distance Measures, Using Full Sample."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B3.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Common Sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# List of measures by Type Common sample\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "# List by Type FB Only Common Sample\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].max()])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B1-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Regression Analysis and Partial Mantel Tests"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Some functions required for the analyses\n",
+    "# Regressions\n",
+    "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n",
+    "             cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n",
+    "    '''\n",
+    "    Create sample dataframe based on variables\n",
+    "    First variable is dependent variable\n",
+    "    It adds dummies for FE\n",
+    "    Adds cluster variables\n",
+    "    '''\n",
+    "    if len(myvars)<2:\n",
+    "        print('A regression needs at least one dependent and one independent variable!')\n",
+    "        pass\n",
+    "    else:\n",
+    "        k = 0\n",
+    "        for v in myvars:\n",
+    "            if k==0:\n",
+    "                mydf = (df[v].isnull()==False).astype(int)\n",
+    "                k += 1\n",
+    "            else:\n",
+    "                mydf *= (df[v].isnull()==False).astype(int)\n",
+    "        mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n",
+    "        if zscores:\n",
+    "            mydf[myvars] = mydf[myvars].apply(zscore)\n",
+    "        myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n",
+    "        if FE:\n",
+    "            dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n",
+    "            dummies = dummies.T.groupby(level=0).sum().T\n",
+    "            dummy_columns = \" + \".join(dummies.columns)\n",
+    "            myeq += ' + ' + dummy_columns\n",
+    "            mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n",
+    "        clustercols = []\n",
+    "        for v in cluster_cols:\n",
+    "            mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n",
+    "            clustercols.append('cluster_'+v)\n",
+    "        return [mydf, myeq, clustercols]\n",
+    "\n",
+    "# Partial Mantel Test\n",
+    "def mymantelreg(Dist1, Dist2,  ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n",
+    "    mydist = df[codes + measures].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    myvars = [Dist1, Dist2]\n",
+    "    for y in myvars:\n",
+    "        [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        #print(results1.summary())\n",
+    "        mydist[y + '_res'] = results1.resid\n",
+    "    results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    r1 = results1.rsquared\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n",
+    "    mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    mydistor = mydistor.values\n",
+    "    np.fill_diagonal(mydistor, 0)\n",
+    "    mydistor = (mydistor + mydistor.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n",
+    "    return mymantel, r1, mymantel_semi\n",
+    "\n",
+    "# NO FE\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n",
+    "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n",
+    "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n",
+    "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Figure B1-B\n",
+    "## Partial Correlation (Residuals on Residuals)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].max()])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B1-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Figure B1-C\n",
+    "### Semi-Partial Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6AAAAKGCAYAAABUR/YuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACCw0lEQVR4nOzdd5hU1fnA8e9L7x1FUVlLgr0gtthQY2yxYYstwYap9hJNs0X9RY010RgLNow1kNhLwJqoqNFYMBHFCgjSO7Ln98fcWQfYOrvMssv38zz3uTP3nvLOsCjvnnPPiZQSkiRJkiQtby0aOwBJkiRJ0srBBFSSJEmSVBImoJIkSZKkkjABlSRJkiSVhAmoJEmSJKkkTEAlSZIkSSVhAipJklYIETEsIlJEnNcIfY/O+h5S6r4laWViAipJK5GCf+AvfcyMiH9HxGURsUZjx7myi4gOEfGjiPh7RHwcEXMjYk5EfBgR90fEURHRvrHjbAoioiwizouIUxo7FkmSCagkrawWAZOy4wugE7AZcAbwn4jYoRFjW6lFxL7AOOCPwHeBNYFyYDFQBhwE3AG8HxG7NlKYTUkZ8BvglBrKfQy8B8xYzvFI0krNBFSSVk4vppT6ZMeq5BLQ7wPTgW7AfY6wlV42/XME0IdcMnQ00Cul1Cml1IXcn83BwGhgdWCnxoizOUopfT+ltH5K6a+NHYskNWcmoJIkUkpzU0p3ACdll/oABzReRCufiNgUuIHc/5sfAbZIKd2ZUvoyXyalNCOl9EBKaRfgMGBW40QrSVJxTEAlSYXuJTfdE2DLwhsR0SIijo6IJyNickQsjIjPI+KeiNimssYiomVE7BIRV0fEqxExqaDeX6ubQlq4KExEdIuI/4uIsdnzkNMLyrWJiJMj4sWImB4Ri7J+3oiIP0TEdlW0v2pEXFHQ5oyIeDkiTo+ItlXUqVgkJ/tsp2T9zI2IqRHxUEQMrOE7rspvgbbAZ8ARKaV51RVOKd0L/L6SGNtGxGkR8VL2meZFxHsR8fuI6FPF5xqSfa7R2fsjI+KZiPgyu35Adn189n5QRPSNiD9GxAcRsSAi/r1Um50i4tyIeCWLY35E/C8iromINev65UTEOtmfzdPZs7Dzsz/vf2XXlxmxj4jxwKjsbb9Y9tnnIQVlq12EKCK6ZH/ub0TE7Ox4MyLOj4iuVdQ5L2tzWPb+B9mfy6zIPXc9KiJ2r+YzbxYRt2ff+4Ks3gcR8Vj2s9ehtt+fJK0oWjV2AJKkFUdKaUFETAFWAbrkr0dEZ+BB4Nv5ouRG31YDDgUOjoiTU0rXLdXkBsA/Ct4vABZm9Q4ADoiIX6SULq4mrN7Aq8A6BfXzcbUCngB2LohrBtAz+wybZq//WdhgRGwNPAr0yC7NAtoAW2XH0RHxnZTSF1XE1Ap4CNiT3PO0C4DuwD7AbhGxa0rpn1XUXUZE9M3qAlyTUqrVc4gppbRUO72Bx4Etskv57+ub2TEkIvZOKf2rmliuAX5G7hcRM/j6FxKFvgncB/QC5pL7Dgrb2IDc99svu/RVFst6WdtHRcS+KaUXavM5M/fy9S9F8n/OXYFtsuN72fdeOCo8mdzPcffsc0xeqs1qk/yCz7Me8FTB55mbnTfJjiER8e2U0v+qaeMm4Dhyz/LOyeIaBOwUEYemlB5Yqvze5KZjt84uLcg+w9rZsQfwGDC2Np9BklYUjoBKkipko0i9s7fTC27dTi75fJNcotQxpdSV3D/szyWXYFwdEdsv1eRCconKvuSm9bZPKXUCVgV+Re4f4xdFFSOomV+T+0f4XkCH7FnI/CjjEeSSz7nknpfskFLqTm4ksR/wU+CNpT5jd3L/sO8B/AfYOmuzE3AIMI3cgkx3VRPTT4CtyU2D7ZRS6pzVeQtoB1xdTd3KDAIie/23OtYtdDu55HMauV8MdMw+21bkPmt3YERE9Kqi/pbkvrPfAD1TSj2yOi8uVe4KYAKwfUqpY/ZnejBANhr4CLnvfwQwgK//3Ncmt4BSd+CBiOhWh8/2OrmFhNYD2mV/zu2B/YD/kvuZuLSwQkppK2Bw9vaTguee88c9NXUaEW2AB7LP8wnwHXI/K53I/Z34GFgL+GtVI+fA/sCRwI+ALtnfnXWAZ8n9W+za7Jcpha4l93P/ENA/pdQuq9eV3LO/fwbm1xS/JK1wUkoeHh4eHivJAQwjN3o0uor7P83uJ+Cg7Nq3s/cfAj2qqHdWVuahOsbzq6zerZXcG53dWwhsXEX9P2Zlri+iz2lAn0ruf6fgO9i1iu8vATtUUnfLgvv96hDTRVmd+UAU+We7Y0Hfe1Zyf1Vganb/gqXuDSmoe3E1fYwv+O5WreGzjKjqswAPZ2XOqOL7Pa+On30dcqOwc8j9EqLw3qCszfE1tJH/eRuy1PWjs+uLKvs5BDbKfkYTcOxS984r+F6PrKTuauRGNhOwU8H1VQrqVfo9e3h4eDTVwxFQSVrJRU5ZRJwB/C67/BHw9+z1D7LzsJTS1CqaGZ6dd4mIlnXoPt/H0iOnhR5NKb1Vxb2Z2Xm1OvR5cHa+KaU0cembKaUn+HrK7qFVtPFcSun5Suq+Cnyavd2oDjH1zM7TUkqp2pJVy3+uMSmlxyqJbRK5RY6g6s+1mEqeK63E7Vl7lcn/vFxZzWe5OztX+fxjXaSUPgDeBjoAmzdEmwXy3+uIyn4OU0pvA/dnb6v6Xj/m678jhXUnAC9nbzcuuDWLr6c+1+VnW5JWeCagkrRy2jm/EAu5f+h+CFxGbkrjBOCAlFL+WctvZedTI2JiZQcwJivTga+TKSA3rTciTs0WefkicosE5ft+PSu2ejWxVvcs5aPZef+I+FtEDI6InlUVzqZT5v+hP6qqcnz93OqAKu6/Uk3dz7Jz92rKLA/5WGvzub4ZER0ruf9+SmlKLfqq9M8kW1xojeztfdX8vFyTlanTYkQRsXtE3B0R4yK38FMq+FnaLCtW3c9SMeryvVb18zKmmmR8mZ+XlFuA6pns7eMR8cuI2LyOv9yRpBWSixBJ0sppEbnpmJCb5jcH+AB4ktzI4LSCsvkRmPzzZzWpWJkzIlYjN7XxmwX355CbwlkOtCS3kE1lyVDe0gvHVEgpPRMRvyb3nOi+2UFEjCU3zfNPacmFYXrw9S9fP6Nq+VHM3lXcr277k/xzea2rKbO0/FYr3SMiihwFzcdam88V5L73OUvdr/K7rmW5wtG6qr67QrVexbVgcaS8/M9wfgGkHuS+8+p+lopRl++1ZxV/fsX8vBxP7vnPDYALs2N2RDxLbgT5Lymlr2oKXpJWNI6AStLK6cX09UIsq6WU1kspfSeldNlSySd8/f+K/VNKUYtjfEHdq8glnx8AB5F7hrRTSmmVlFIfYNtaxLq4upsppQuzPs4htwLsTGB94HTgnYj4fhVVq1owpjG8m53bAv3r2VZ9Ple133UtyhX+u6JrLX5WymrTWUTsRS75XEzuucr1gLYppZ75n2PgpXzxWn6Guirpz0s2rXhT4EDgRnI/I52Avckt5PRSRHQqZUyS1BBMQCVJNck/67dhXSpl0133z94emVJ6sJLkdtX6BgeQUvowpXRpSmlPciNhu5BbYbQV8MeIWCUrOpWvn63rt2xLFfLTSGs7Ilhfz5AbiYbcqq7FyMdam8+VgNpMta2rwudC6/TzUoNDsvNNKaXzU0rjKhllbJCfpUrU5Xv9sh7P8C4jpfRVSmlESunElNKG5EaYzyQ3ajqA3GrFktSkmIBKkmqSf97voDrW68XXo0avV1Hm21VcL1pKaXFKaTTwXXLTMzuSbduSPdeaX0hml2qa2TU7v9bQ8VUmpfQpua1LAH4WEV2qK58XEYWjfflYd17qeqH85/pvSmnp6bf1llL6kK+T0MHVla2jfIJX6c9RRPQjNypamfwvHIodGc1/r43+85JSmphSupzczAL4ev9bSWoyTEAlSTUZlp0HVjOdFajYYzNvJl+P6m1SSdnVWPKZvjrLRlmrspCvp4oWTp/Mr1g6JIth6Ta/A2yXvb23PvHV0S/JbcmxBjA8ItpVVzgiDgVOK7iU/1wb8fXIc2H5VYEfZm+X5+calp1/HBEbVFUoW325Ns8UA8zIzsv8HGUupuoEM79Scm37Wlr+e90rIrZY+mZEbMTXK+U2yPcaEa2r+SUCwLzsvCJNI5ekWjEBlSRVK9vS48Hs7S0RcX5h4hYR3SNi/4gYScEWHiml2cC/CuptnpVvERG7kZt2Wt/n9W6PiFsjYo+I6FwQUxlwG9CO3D/Wnyuocx25lX7bA49FxMCsTsuIOAj4S1buqZTSPyiRlNK/gZ+QS9r3AV6PiKMioke+TER0zVb6HQXcA3QuqP8ckN9+5ZaIODi/ampEbAk8QW6l1UnA1cvxo1xK7pnfjsAzEfGDwmcVI2LNiDgBeJXc84218WR2PjEijs3/4iEi1oqI24DDyS1sVZn/kRsJ75r9+dbVPcCb2esREfHtfHKY/Rw/Qm4BobeBu4povzIbAW9FxCkR8c2C/lpnnyH/i4fHG6g/SSoZV8GVJNXG98n90vIAcivO/joiZpBLIAuniw5bqt6p5Lav2IRcQjUna6c9uecxjwVG1COudsBhwBAgZTG14evVVRcDJxZuLZJSmhYRB5BL1jYFXomIWeSSiPyo45vAkfWIqygppZsj4kvgT+QWUroDICJmk0tMOxcU/4ivt//I+z65RHNz4D5gfkQsKqg3DTgwpfQly0lKaXpE7AH8jdwKrsPIJcTTyf25ty8sXstmhwHHkFu06mbgxuzPrFt2/9fAblQyJTWlNCci7ib33dyf/YxMz26fkVK6f+k6S9VfmCV9T5F7DvRJYG6WE+Z/zj4GBqeUFtTy89TGhsCV2bEg+7vTja8HD8YAFzVgf5JUEo6ASpJqlFKak1I6kNxzlQ+S25KiPblk731gOLlpiD9eqt5L5KazjiCX/LQGviCXYG0OvFHP0H4OnEUumfwgi6clMA64FRiQUrqjks/zMl//A/+/WVxfkftH/ZnANimlL+oZW1FSSiOAdciNhj5CbouPVtkxntyU0COA/imlZ5eqO5nc9306uc+yiNx38j9yzw1ulFKqbl/VhvoM7wNbkPt5GEXulw1dyH3HbwLXkksWl/mzqaK9heSeF86PrpZnbT0J7JuthFydHwKXAO+Rm7baLztqtYps9nk2Ay7g62eIyV5fCGyaUvpvbdqqpXfJ/X26gdxzr9PJfX8zgefJTV3fPqU0s6oGJGlFFQ24WJskSZIkSVVyBFSSJEmSVBImoJIkSZKkkjABlSRJkiSVhAmoJEmSJKkkTEAlSZIkSSXhPqANrFevXqmsrKyxw5AkSZKkRvHqq69OSSn1ruyeCWgDKysrY8yYMY0dhiRJkiQ1ioj4qKp7TsGVJEmSJJWECagkSZIkqSRMQCVJkiRJJWECKkmSJEkqCRNQSZIkSVJJmIBKkiRJkkrCBFSSJEmSVBImoJIkSZKkkjABlSRJkiSVhAmoJEmSJKkkWjV2AJIkSWpeUkrMmjWLmTNnMnfuXBYvXtzYIUmqo1atWtG1a1d69OhBq1YNlzaagEqSJKnBpJT44osvmDNnDj169KBPnz60bNmSiGjs0CTVUkqJhQsX8uWXX/LJJ5/Qr18/WrRomMmzTsGVJElSg5k1axZz5syhX79+dOvWjVatWpl8Sk1MRNC2bVtWW201WrVqxbRp0xqsbRNQSZIkNZiZM2fSo0cPWrZs2dihSKqniKBbt27MmTOnwdo0AZUkSVKDmTt3Lp06dWrsMCQ1kA4dOjBv3rwGa88EVJIkSQ1m8eLFjn5KzUiLFi0oLy9vuPYarCVJkiQJfOZTakYa+u+zCagkSZIkqSRMQCVJkiRJJWECKkmSJEkqCRNQSZIkSZSVlRERjB49urFDWS4igohg/PjxjR3KSs0EVJIkSVoBzZ07l+uvv559992XtdZaiw4dOtCxY0fWXnttDj74YO68884G3R6jKuPHj+e8887jqquuWu59qflr1dgBSJIkaeWz2YFHN3YI9fLGX+9Yru3//e9/Z+jQoUycOLHiWseOHWnRogXjx49n/PjxPPDAA5x99tnccccd7LrrrsstlvHjx3P++efTr18/TjnllOXWj1YOjoBKTcCgQYMYNGhQY4chSZJKYNiwYRxwwAFMnDiR/v37c8cddzBlyhRmz57NzJkzmT59Ovfffz+DBg3i888/59lnn23skKVaa3IJaET0iYirI2JcRMyPiEkR8feI2K0B++gUEZ9ERMqOIQ3VtiRJklSVN998kx/+8IeUl5ez99578/rrr3PUUUfRs2fPijJdu3bloIMOYtSoUdxzzz107ty5ESOW6qZJJaARsSnwFnASsA6wAOgFfBd4MiJ+3kBdXQSs0UBtSZIkSbXyi1/8ggULFtC3b1+GDx9O+/btqy1/6KGHctpppwEwevRoIoKysrIqyw8bNoyIqPXMqrKyMnbZZRcAPvroo4qFfPLHsGHDKsrWtMjP+PHjK8osbdCgQRXtTZ8+nbPPPpv111+fDh060K1bt4pyU6dO5bbbbuOggw5i/fXXp3PnznTs2JENN9yQ0047jc8//7xWn0uNp8k8AxoR7YG/AT2B14GjU0pvR0QX4NfA6cAlEfFaSumJevQzAPgp8BKwTf0jlyRJkmr22Wef8fDDDwNw0kkn0bVr11rVqyyhayi9e/dm5syZTJs2jRYtWtC7d+8l7teUINfV5MmT2XLLLfnggw9o27Ytbdq0WeL+xRdfzBVXXFHxvkuXLsybN493332Xd999lzvvvJOnnnqKTTfdtEHjUsNpSiOgJwL9gNnAvimltwFSSjNTSmcAI7JylxTbQUS0AP6Uvf1R8aFKkiRJdTN69GhSSgDst99+jRxNziuvvMKDDz4IwJprrsnEiROXOA477LAG7e+CCy5g0aJFPProo8ydO5eZM2cyZsyYivt9+/bl5z//Oa+99hqzZs1ixowZLFiwgDFjxrDHHnswefJkjjjiiIrvUSueJjMCChyZnYenlD6r5P5lwAHAgIhYP6U0tog+fgYMBK5LKb2+PH+bJEmSJBV69913AWjbti39+/dv5Ggax4IFC3jkkUfYeOONK66tt956Fa9PPfXUZeq0bNmSLbfckpEjRzJgwADefvttnn32WXbeeeeSxKy6aRIjoBHRGdgye/t4FcX+BczIXtd5HeqI6AtcCEwCflnX+pIkSVJ9fPnllwB07959uU6rXZHttddeSySfddG2bVt23313AF544YWGDEsNqKmMgG4A5P8Wvl1ZgZRSeUS8B2wNbFhEH9cCnYEfp5Rm1FRYkiRJUsPabrvtaiwzduxYrrvuOp599lnGjx/P7Nmzl5ly62JEK66mkoCuVvC6up+m/L3VqimzjIjYFzgQGJ1SurOOsUmSJEn1lt9qZdq0aaSUVspR0KUXOVraX/7yF77//e+zaNEiAFq0aEHXrl1p27YtALNnz2bOnDnMmTNnuceq4jSJKbhAx4LX86opNzc7d6ptwxHREbgOWAT8pO6hSZIkSfW3wQYbALnnIN97771GjqZxtGzZssp7kydP5oQTTmDRokUcdthhjBkzhvnz5zNt2rSKRZHyz4i6CNGKq6mMgC7PX/9cAKwF/C6l9E4xDUTEUGAowFprrdWAoUmSJGllsfPOOxMRpJT429/+xvrrr1+n+q1a5f5pP3/+/CrLzJix/J40a9myJYsXL66y//r2/eijjzJ79mw23HBDhg8fTosWy46lTZo0qV59aPlrKiOgswteV7fZUIdKylcpIjYHTgY+IZeIFiWldGNKaWBKaWBN0wYkSZKkyqyxxhrsvffeAFx77bXMnDmzVvXyo33dunUD4IsvvmDhwoWVln3llVfqHFc+0atpVDHf/6efftpgfRfKt7vppptWmnymlPjHP/5Rrz60/DWVBLTwuc/VqymXvzehlu1eDbQEfgFERHQqPArKtc2udai8GUmSJKn+LrroItq2bcunn37KEUccUe1oJsC9997L73//ewC++c1v0rZtW1JK/P3vf1+m7Pvvv88DDzxQ55i6dOkC1DyCuckmmwAwcuTIZe4tWLCAq666qs59F+ratSsAb731VqXJ8J///GfGjRtXrz60/DWVBHQskP8p26iyAhHRAshvmFTbqbT9svPtwKxKjrwbsvdFTdGVJEmSamPzzTfnD3/4AxHBww8/zBZbbMGdd97J1KlTK8rMmDGDBx98kF122YXDDjuMWbNy/2xt06YN+++/P5DbL/P555+nvLyc8vJynnjiCXbffXfat69uMmHlvvGNb9C6dWtmzJhRbQJ76KGHArlE8NZbb2XBggUAvP322+y99971Xpn229/+NhHBW2+9xUknncT06dMBmDlzJpdddhk/+clPKhZy0oqrSSSgKaVZwJjs7e5VFNsG6Jq9fnq5ByVJkiQtB8cddxwPPvggq6yyCmPHjuXoo4+mZ8+edO7cmS5dutCtWzcOOuggRo8eTb9+/dh1110r6l5yySX07NmTTz75hB133JHOnTvTsWNH9thjD7p168Z5551X53g6duzI4YcfDsDBBx9Mt27dKCsro6ysjPvvv7+i3PHHH88222zDggULOPbYY+nUqRNdu3Zl44035t///je33nprvb6X/v37c8oppwBw3XXX0b17d3r06EGPHj0466yz2G233fjhD39Yrz60/DWJBDQzPDsfGRGVbbNyRnZ+NaVUq2XDUkplKaWo6igoekx2rawe8UuSJEm1csABB/DBBx/whz/8gb333ps11liDr776iq+++oqysjIOPvhghg8fznvvvcdOO+1UUW+dddbhpZde4vDDD6d3794sXryYNdZYg1/84he88MILFdNp6+qGG27gnHPOoX///ixYsICPPvqIjz76iNmzv156pXXr1jz55JOceeaZlJWV0aJFCzp27MiQIUN49dVX2Wyzzer9vfz+97/nxhtvZIsttqBt27Z89dVXbL755lx11VU8/PDDFQsxacUVTWWJ4ohoD7xLbtrsa8DRKaV3IqIz8CvgzKzoHimlJwrqlQEfZm+PSSkNq0Of+S+n1vUGDhyYxowZU3NBqQ4GDRoEwOjRoxs1DkmSavLuu+9WbCciqXmo69/riHg1pTSwsntN5lcEKaV5EbE/uem1A4C3I2ImuT0/W5B7RvTcwuRTkiRJkrTiaEpTcEkpvQFsDFwDfAC0Bb4EHgZ2Tyld2ojhSZIkSZKq0WRGQPNSShPJ7d15ci3LjweipnJV1C2qniRJkiRpWU1qBFSSJEmS1HSZgEqSJEmSSsIEVJIkSZJUEiagkiRJkqSSMAGVJEmSJJWECagkSZIkqSRMQCVJkiRJJWECKkmSJEkqCRNQSZIkSVJJmIBKkiRJkkrCBFSSJEmSVBImoJIkSZKkkjABlSRJkiSVhAmoJEmSpCYhIogIxo8f39ihqEitGjsASZIkScuaP38+d9xxB4899hivvfYakydPZtGiRXTv3p0NN9yQ7bffnkMOOYRNN920sUOtt9GjRzN69Gg233xzDjjggMYOR8uRCagkSZJKbsOTL27sEOrlnavPXa7t//3vf+fEE09kwoQJFdfatWtHx44dmTx5MqNGjWLUqFFcdNFF7L777gwfPpxevXot15iWp9GjR3P++efzgx/8oNoEtH///gC0bt26RJGpoTkFV5IkSVqB3HzzzRxwwAFMmDCB/v37c8stt/D5558zb948pk6dysKFC3n11Ve58MILWX311XnyySf59NNPGzvskhg7dixjx46lb9++jR2KiuQIqCRJkrSCeO211/jxj39MeXk5+++/P3/5y19o167dEmVatmzJgAEDGDBgAGeddRYXXnihI4JqMhwBlSRJklYQv/zlL1m4cCH9+vXjzjvvXCb5XFqbNm248MIL2WijjZa5V15ezh133MHuu+9O7969adOmDauvvjqHHXYYL730UqXtnXfeeUQEQ4YMAeC2225jm222oXPnznTp0oVddtmFJ598stqYFi5cyHXXXceOO+5Ijx49aNu2Lf369ePYY4/l3XffXaLs+PHjiQjOP//8iv7yCw1VtuBQTYsQzZkzh8svv5xvfetb9OjRg3bt2rHOOuuw3377cdddd7Fo0aJqY9fy5wioJEmStAL45JNPePTRRwE4+eST6dSpU9FtzZo1i8GDB/PUU08BucStc+fOTJgwgXvvvZf777+fq6++mp/+9KdVtnH88cdz880307JlSzp27MjMmTMZPXo0zz77LPfeey8HHXTQMnUmTJjAXnvtxRtvvAFAixYt6NixIx9//DG33nord999N3fddReDBw8GcqO5q666KrNnz2bOnDm0a9eOrl27LtFmy5Yta/WZ33nnHfbZZ5+K5LRVq1Z06tSJDz/8kA8//JC///3vbL/99pSVldWqPS0fjoBKkiRJK4Bnnnmm4vU+++xTr7a+//3v89RTT7Hpppvy8MMPM2fOHGbMmMG0adO4+OKLadWqFSeffDIvvPBCpfVHjhzJXXfdxfXXX8/MmTOZMWMGH3zwATvttBPl5eX87Gc/46uvvlqizqJFi9h///1544032GmnnXj22WeZN28eM2fOZOLEiZx++unMnz+fo48+mnHjxgGw5pprMnHiRM444wwADjvsMCZOnLjEseaaa9b4eadOncqee+7J+PHjWXvttRkxYgRz5sxh2rRpzJw5k+eee45jjjmGVq0cf2ts/glIkiRJK4D89NR27drxjW98o+h2nnrqKUaMGEFZWRmjRo2iR48eFfe6devGOeecQ8uWLTn77LO55JJLeOihh5ZpY/r06dx5550ceeSRFdfWXntt/vKXv1BWVsaECRN48cUX2WmnnSru33bbbbzyyitstdVWPPHEE7Rt27bi3qqrrsrll1/O3Llzuf7667nyyiu57rrriv6MS7v00kv55JNP6NWrF88999wSixR17tyZHXbYgR122KHB+lPxHAGVJEmSVgBTp04FckliRFRa5re//S19+vRZ5jj55JMrytx2220ADBkyZInks9ARRxwBwKhRo1i8ePEy99daa62KMoVWW201tt56awDeeuutJe7l+/3JT36yRPJZWb81PUdaV3fccQcAZ5xxhivkruAcAZUkSZKaiFmzZjFp0qRlrs+YMaPi9YsvvgjAlVdeyfXXX19te3PnzuXLL79klVVWWeL6wIEDq0yC8wnetGnTKq599dVXvPzyywCcdtppnH322ZXWzSe7n3zySbVx1cX48eOZOHEiAHvvvXeDtavlwwRUkiRJWgHkRyunT59OSqnSBPDSSy/l0ksvrXh/1FFHcddddy1RZsKECUAuKS1MTKsyd+7cZa517ty5yvL5lXkLV5TN70+af12TefPm1VimtgoT8rXWWqvB2tXy4RRcSZIkaQWwwQYbADB//nz+97//Fd1OeXk5kFtIKKVU49EQq8Lm+wR44403atVvQ2nItrT8mYBKkiRJK4Cdd9654vXDDz9cdDurrroqkNuWpFR69uxZsV1KKfsF6NOnT8Xrjz76qKR9q+5MQCVJkqQVwJprrslee+0FwNVXX83s2bOLame77bYD4IEHHmiw2GrSunVrBg4cCMCDDz5Y5/otWuTSkmJGM8vKyiqS0EceeaTO9VVaJqCSJEnSCuKiiy6iTZs2fPTRRxx11FHMnz+/zm0MGTIEgDFjxnD77bdXW7ZwIaH6yvf7wAMPMGrUqDr126VLFyD3/Gsxjj76aACuuOIKPvvss6LaUGmYgEqSJEkriAEDBvDHP/6RFi1aMHLkSDbffHNuueWWioWFIDdKOG7cOC677DIef/zxZdrYc889GTx4MADHHnssv/nNb5aoP23aNEaOHMn+++/Paaed1mCxH3fccWy77baUl5fz3e9+l6uvvnqJBYm++OIL7r77bgYNGsTVV1+9RN2NNtoIgOeff76o51/PPvts+vbty5QpU9hxxx3529/+VrEo0uzZsxk9ejTf+973+PTTT+vxCdUQXAVXkiRJWoEcd9xxrLLKKgwdOpT33nuP4447DsitPtupUydmzZrFggULKsrvtddenHPOOUu0cfvtt1NeXs6IESO44IILuOCCC+jatSspJWbOnFlRLj9q2RBat27NyJEjGTx4MC+88AKnnHIKp556Kt26dWPRokVLTCneZZddlqg7aNAg1l13XcaNG0f//v3p1asXHTp0AHJJ6RprrFFt3z179uTRRx9l77335sMPP2T//fendevWdOzYcYlR1cIVhNU4TEAlSZKkFcy+++7LBx98wJ133smjjz7Ka6+9xuTJk5k5cyY9evSgf//+bL/99hx55JFsuOGGy9Tv2LEjf/3rX3n44Ye55ZZbeOmll5g8eTItWrRgvfXWY+utt2bw4MENvm/mKquswjPPPMM999zDXXfdxauvvsrUqVNp06YN66+/Pttvvz0HHXQQ3/72t5eo17p1a55++ml+9atfMWrUKCZOnMjkyZOB3B6jtbHJJpvw9ttvc+211zJixAj++9//Mn/+fNZZZx023XRTDjvssBoTWS1/4bLFDWvgwIFpzJgxjR2GmplBgwYBMHr06EaNQ5Kkmrz77rsV24lIah7q+vc6Il5NKQ2s7J7PgEqSJEmSSsIEVJIkSZJUEiagkiRJkqSSMAGVJEmSJJWECagkSZIkqSRMQCVJkiRJJWECKkmSJEkqCRNQSZIkSVJJmIBKkiRJkkrCBFSSJEmSVBImoJIkSZKkkjABlSRJkiSVhAmoJEmSJKkkTEAlSZIkSSVhAipJkiRJKgkTUEmSJElSSZiASpIkSVI1hgwZQkRw3nnn1bnusGHDiAgGDRrU4HHV1aBBg4gIhg0b1mgxtGq0niVJkiRVaf78+dxxxx089thjvPbaa0yePJlFixbRvXt3NtxwQ7bffnsOOeQQNt1008YOVao1E1BJkiSV3Dcv/2tjh1Av/z3jwOXa/t///ndOPPFEJkyYUHGtXbt2dOzYkcmTJzNq1ChGjRrFRRddxO67787w4cPp1avXco1JxenatSv9+/dnrbXWauxQVghOwZUkSZJWIDfffDMHHHAAEyZMoH///txyyy18/vnnzJs3j6lTp7Jw4UJeffVVLrzwQlZffXWefPJJPv3008YOW1U48MADGTt2LLfffntjh7JCcARUkiRJWkG89tpr/PjHP6a8vJz999+fv/zlL7Rr126JMi1btmTAgAEMGDCAs846iwsvvJDWrVs3UsRS3TgCKkmSJK0gfvnLX7Jw4UL69evHnXfeuUzyubQ2bdpw4YUXstFGGy1zr7y8nDvuuIPdd9+d3r1706ZNG1ZffXUOO+wwXnrppWrbHTduHCeeeCLrrLMO7dq1o3v37uy0007cdNNNLF68uNq6t912G9tssw0dO3akR48e7LLLLjz00EMAlJWVERGMHj16iTrnnXceEcGQIUMoLy/nuuuuY+utt6Zbt25EBP/+978BWLhwIQ8//DAnnHACm222Gb169aJdu3b069ePI488kldffbXKuAr7/vjjjzn++ONZc801adeuHWuvvTZnnHEGM2bMqPazASxevJirrrqKzTbbjA4dOtCjRw+++93vMmbMmErL12YRonfffZcf/vCHfPOb36Rjx45069aNTTbZhJNOOmmZz1Sf72BF4AioJEmStAL45JNPePTRRwE4+eST6dSpU9FtzZo1i8GDB/PUU08BEBF07tyZCRMmcO+993L//fdz9dVX89Of/nSZug899BCHHHII8+fPB3LPMM6ZM4fnnnuO5557jnvuuYcRI0bQsWPHZeqecMIJ3HTTTQC0aNGCNm3a8MwzzzB69GiuuuqqGuNOKTF48GBGjhxJy5Yt6dy58xL3n3jiCfbdd9+K9x06dCAi+Pjjjxk+fDj33nsvt9xyC0cffXSVfbz//vsceuihTJ48mU6dOhERjB8/niuuuIKRI0fy7LPPstpqq1Va96uvvuK73/0ujz32GK1bt6Zt27ZMmzaNhx9+mKeffpp//OMfbLfddjV+zkLXXnstp556akVi37FjRxYuXMhbb73FW2+9xZtvvrlEwt4Q30FjcgRUkiRJWgE888wzFa/32WeferX1/e9/n6eeeopNN92Uhx9+mDlz5jBjxgymTZvGxRdfTKtWrTj55JN54YUXlqg3btw4vve97zF//nx23nlnxo4dy/Tp05k1axZ/+tOfaNu2LU899RQnn3zyMn3eeuutFcnnOeecw9SpU5k2bRoTJ07kuOOO48wzz2Ty5MnVxv3ggw/y2GOP8cc//pGZM2cybdo0Jk2axDrrrANAp06dOOaYY3j66aeZMmUKc+bMYd68eXz00UeccsopfPXVVwwdOpSPP/64yj7OOOMMunbtynPPPcesWbOYM2cOI0aMoFevXrz//vv84Ac/qLLuH/7wB15++WXuueceZs+ezaxZs3jjjTfYeOONmT9/fqXfS3Xuu+8+TjrpJBYvXszBBx/MO++8w+zZs5kzZw6ff/45d955J1tuueUSdRriO2hMJqCSJEnSCuDdd98FcqvdfuMb3yi6naeeeooRI0ZQVlbGqFGj2HvvvWnfvj0A3bp145xzzuHCCy+kvLycSy65ZIm6F198MXPmzGHdddflkUceoX///gC0bduWoUOHcs011wBwyy238P7771fUSylxwQUXALlR0IsvvpiuXbsCsMoqq3DTTTex++67M3fu3Gpjnz17Ntdccw0/+tGP6NChQ0X9Ll26ALl9LG+55RZ23XVXevbsWVFvrbXW4sorr+TYY49l/vz53HrrrVX2sWDBAh599FF22GEHIDdSu//++3PvvfcC8OSTT/L8889XWnf69OmMHDmSQw89lDZt2gCw6aabVuyr+corr/DRRx9V+xnzFi1axGmnnQbA4Ycfzn333ccGG2wA5EasV1ttNY488kiuuOKKJeo1xHfQmExAJUmSpBXA1KlTASqee6zMb3/7W/r06bPMUTjydttttwEwZMgQevToUWk7RxxxBACjRo2qmPqZUuKBBx4A4NRTT61IAAsdf/zx9O3bl5QS999/f8X11157jfHjxwNw1llnVdrn2WefXeVnz+vZsyfHHntsjeWqkp+auvTIbqFDDz2U9dZbb5nru+yyC9/61rcAlvhshXbccceKxLXQlltuyRprrAHA22+/XatYn376aT799FNatmzJZZddVqs6tVGb76Ax+QyoJEmS1ETMmjWLSZMmLXO9cPGcF198EYArr7yS66+/vtr25s6dy5dffskqq6zCBx98UNHOLrvsUmn5Fi1aMGjQIO666y5ee+21iuuvv/46AH369Kk0uQPYdtttad26NYsWLaoynoEDB9KqVfUpytSpU/nDH/7Ao48+ynvvvceMGTOWWRjp888/r7J+dYsB7bzzzrz44otLfLZCW221VZV1+/bty6effsq0adOqjT/vX//6FwCbbbYZffv2rVWdvPp+B43JBFSSJElaAeRHK6dPn05KqdJR0EsvvZRLL7204v1RRx3FXXfdtUSZCRMmALmktDaruuanxRY+n1ldQpQf6SssP2XKFIAqF++B3Iq9PXv2ZOLEiVWW6d27d7WxvvPOO+y6665LJOGdO3emffv2RAQLFy5k2rRpzJkzp8o2qvts+XtVPau69KJIhfIrFleXYBfKf4a11lqrVuXzGuI7aExOwZUkSZJWAPnn/+bPn8///ve/otspLy8HYOTIkaSUajzKysqWaWPBggV16jOlVHS8hVq2bFnt/WOOOYZJkyYxYMAAHnvsMWbNmsXMmTOZNGkSEydO5L777qtXPA31OZZnX8v7O1jeTEAlSZKkFcDOO+9c8frhhx8uup1VV10VyI2U1UXh6GN1C+l8+umny5TPv86PvlZm4cKFfPnll3WKqdDHH3/Myy+/TMuWLfnb3/7GHnvsscxWNZVNT15adVNT8/HXNBLbEPr06QNU/10vraG+g8ZkAipJkiStANZcc0322msvAK6++mpmz55dVDv5fSjzCwrV1jrrrEO3bt2A3OJElSkvL6/Yk3LAgAEV17fYYgsAJk6cyLhx4yqt+9JLL9V6emplChPfqqbR5vc9rU7hdjdV3Sv8bMvLtttuC8Cbb77JZ599Vqs6DfUdNCYTUEmSJGkFcdFFF9GmTRs++ugjjjrqKObPn1/nNoYMGQLAmDFjuP3226stW7hgTkQwePBgIJcAV7Zlyk033cRnn31GRHDwwQdXXB8wYAD9+vUD4PLLL6+0r9/97nd1+hxLy2/rMmnSJL744otl7v/nP/9h+PDhNbZzzz338MEHHyxz/dlnn61YOfaQQw6pV6y1sdtuu9G3b18WL17MmWeeWas6DfUdNKaiE9CI6B4RP4uI+yPitYj4X0R8UMNR+a9DJEmSJDFgwAD++Mc/0qJFC0aOHMnmm2/OLbfcssTU1pQS48aN47LLLuPxxx9fpo0999yzIpE89thj+c1vfrNE/WnTpjFy5Ej233//in0o884991w6duzI559/zj777MN7770H5J4J/fOf/8xJJ50EwHHHHbfEarcRwa9+9SsAbrjhBn71q18xc+ZMILegz9ChQ3n88ccr3dqltjbYYAPWWGMNUkocdthhFfuQLlq0iAcffJDdd999memolWnTpg177bVXxWrB5eXl/P3vf69IqHfffXe23377ouOsrdatW1fs8Xn33Xdz6KGHMnbs2Ir7EyZMWOI7h4b7DhpTUQloROwPvA9cBRwIbA6sC5TV4pAkSZJUheOOO44RI0bQp08f3nvvPY477jhWX3112rdvT+/evWnfvj3rrbceZ511FlOmTGGvvfbinHPOWaKN22+/nQMOOIDFixdzwQUXsPrqq9OtWze6du1Kjx49OOCAA/jb3/62TN/rrrsud999N+3atWP06NGsv/76dO/enc6dOzN06FAWLFjAbrvtxlVXXbVM3WOPPZZjjjkGyI3k9ujRgx49erDqqqty00038fvf/55evXoB0LZt2zp/Ly1atOCaa66hRYsWjB49mm984xt06dKFTp06cdBBB9G2bdtK41ra5ZdfzrRp09h+++3p3LkznTp1Yr/99mPy5Mmst956FfuolsJhhx3GFVdcQYsWLbjvvvvYYIMN6Ny5Mx06dGD11Vdn6NChvPnmmxXlG+o7aEx1TkAjYgBwL9ANCGAi8DBwB3BbDUf1cwAkSZIkse+++/LBBx9w4403cuCBB9KvXz9atGjBzJkz6d69OzvvvDPnnnsub7/9No888gj9+/dfon7Hjh3561//ykMPPcTgwYPp27cv8+bNY+HChay33nocccQR3H///fzxj3+stO///Oc/nHDCCZSVlTF37lw6dOjADjvswI033sjjjz9Ox44dl6kXEdxyyy3ccsstbLXVVrRt25aUEoMGDeLhhx/mpz/9acWoaP5Z07o68MAD+cc//sHuu+9O586dWbRoEf369eOMM87g9ddfr9gipjrrrbceY8aM4dhjj6Vr164sXryYsrIyTj/9dMaMGVPtVjLLw2mnncbrr7/OMcccQ1lZGYsWLaJdu3ZsuummnHzyyVx55ZVLlG+I76AxRV2X542Ie4GDgQXAUODOtKKu8dsIBg4cmMaMGdPYYaiZyW+YnH/oXwJ/LiStmN59992K7USkQuPGjWO99dajTZs2zJo1izZt2pS0/7KyMj766CNGjRpV8f9Q1U5d/15HxKsppYGV3WtVRP87AAn4XUrpjiLqS5IkSVrJ5Bch2mmnnUqefGrFUcwzoD2y86MNGYgkSZKkpu2YY47h/vvvX2K/zw8//JAf//jH3HjjjQCcfvrpjRWeVgDFjIBOAtYAvmrgWCRJkiQ1YU8++STDhg0Dcs+htmjRglmzZlXc/8UvfsGee+7ZSNFpRVDMCOjz2XmThgxEkiRJUtN22WWXcdhhh/HNb36TVq1aMX/+fFZffXUOOuggnn76aS666KLGDlGNrJgR0N8DhwCnRMSdKaVFDRyTJEmSpCbo8MMP5/DDD2/sMCo1fvz4xg5BFDECmlJ6FTgZ2AgYERG9GzwqSZIkSVKzU+cR0Ij4dfbyJWAvYHxEPAW8C8ytqX5K6YK69ilJkiRJavqKmYJ7HrltWMjO7YHvZkdtmIBKkiRJ0kqomAQUIGp4L0mSJEnSEuqcgKaUilk5V5IkSZK0kjOZlCRJkiSVhAmoJEmSJKkkTEAlSZIkSSVRrwQ0InpHxDkR8Y+ImBwRi7JjcnbtHPcJlSRJkiRBPRLQiPgh8CFwEbAz0BNomR09s2sXAR9GxIn1D1WSJEmS1JQVtQ1LRJwNXMzX26/MBF4DJmbXVgW2ALoCHYA/RkSXlNJl9Y5YkiRJktQk1XkENCI2JDeyGcAk4PtA75TSrimlI1JKh6eUdgVWAY7m66T0txGxQcOFLkmSJK3chg0bRkQwaNCgxg6lQYwePZqIoKysrGR9DhkyhIjgvPPOK1mfK7NipuD+jNw02y+Bb6WU7kwpLVq6UEppUUrpLuBbWdmWwE/rE6wkSZLUnOWToeaSUDam6dOnc95555lYrmCKmYK7K5CA/0spfVhT4ZTS+Ij4P+B3wG5F9LeEiOgDnAN8F+gLzABeBq5KKT1dRHsDgf2BrYD1gN5AO2AKMAa4NaU0or5xS5Ik6WuH3DqqsUOol/uO2aWxQwCga9eu9O/fn7XWWquxQ2kQHTp0oH///vTt27febU2fPp3zzz8foNokdLXVVqN///706tWr3n2qZsUkoPmfhufqUCdftl4/SRGxKfAPcoscQe7Z017kktF9IuLclNKldWz2eKBwkaTZQDmwOrAfsF9EPAAcXtlIryRJktRYDjzwQA488MDGDqPBbL311owdO7akfV5yySVccsklJe1zZVbMFNzU4FHUQkS0B/5GLvl8Hdg4pdQV6A5cQe4500si4jt1bPqfwKnAlkDnlFLnlFJ7YC0gv2jSQcDP6/8pJEmSJGnlVUwC+ll23qkOdXbMzp8W0V/eiUA/ciOU+6aU3gZIKc1MKZ0BjMjK1enXFyml21JKV6WUXkspzS64/klK6SzgzuzSkHrELkmSJDW46hYhKisrIyIYPXo0U6dO5bTTTmPttdembdu29O3blxNOOIEJEyZU2/5tt93GNttsQ8eOHenRowe77LILDz300DLtF6rNoj6DBg0iIhg2bNgS16tbhKi8vJxhw4axyy670LNnT1q3bk3v3r3ZaKONOPbYY3nssceWaH/ttdeueB8RSxyFsdUm3scff5yDDz6YNdZYg7Zt29KnTx+23XZbLrroIj755JMq62lZxUzBfRr4JnB2RNxf03OgEdEPOJvcyOk/iugv78jsPDyl9Fkl9y8DDgAGRMT6KaWGGrt/BTiK3JRcSZIkqUn59NNPGTJkCB999BEdOnQgIvj888+56aabeOqpp3jttdfo3r37MvVOOOEEbrrpJgBatGhBmzZteOaZZxg9ejRXXXVViT8FHH300QwfPrzifdeuXZk5cyZTpkzhnXfe4Z133mHPPfcEoEePHvTq1YspU6YAsOqqqy7RVqdOnWrV58KFCznuuOO48847K6517dqVL7/8kkmTJvHSSy/x1VdfudBRHRQzAnotsJjc1Nd/RsT3I6LN0oUionVEHAW8SG7a7GLgmmKCjIjO5KbIAjxeRbF/kVuQCHILJTWUb2XnGhdckiRJklY0P/vZz+jevTsvvvgic+bMYfbs2YwcOZJu3boxfvz4Sp9/vPXWWyuSz3POOYepU6cybdo0Jk6cyHHHHceZZ57J5MmTS/YZnn32WYYPH06LFi248sormTlzJtOnT2f+/Pl8/vnnDBs2jB122KGi/IMPPsgrr7xS8X7ixIlLHGeccUat+j311FO58847admyJb/5zW+YOHEi06dPZ968efz3v//lsssuY/XVHaeqizqPgKaUxkbEOeRWte0N3ApcFxFvAF+QG+lcFdgM6Eju2UyAc1JK7xUZ5wYF7bxdRVzlEfEesDWwYZH9ABARnYB1yE37PSy7fF192pQkSZIaQ9u2bXnqqafo2TO3jmerVq3Yb7/9+OUvf8kZZ5zB/fffz+9+97uK8iklLrjgAiA3CnrxxRdX3FtllVW46aabmDBhAo888kjJPsO//vUvAL7zne9wyimnVFyPCFZbbTV+8IMfNHifb7/9Ntdffz0Af/zjHxk6dGjFvVatWvGNb3yj1omsvlbMCCgppcuBHwJzySWGnciNFB4AHJi97pTdmwOcmFK6oh5xrlbw+vNqyuXvrVZNmUpFxBoRkSIiAbOAN4AfA/OBX6eU/ljXNiVJkqTGNnTo0Irks9ABBxwAwIcffsicOXMqrr/22muMHz8egLPOOqvSNs8+++wGj7M6Xbp0AeCLL76gvLy8JH3ecccdpJRYf/31l0g+VT9FJaAAKaUbyS0KdBbwJDARWJgdE7NrZwFlKaU/1zPOjgWv51VTbm52rt2k7iUtBiZlx8Ls2lfkFjVy9FOSJElN0lZbbVXp9cK9NqdPn17x+vXXXwegT58+rLfeepXW3XbbbWndunXDBVmDb3/727Rp04bXXnuNQYMGceedd/L559WNS9VfftR17733Xq79rGyKTkABUkpTU0qXp5T2SCn1TSm1z46+2bXLU0pfNkCcUXOR+kkpTUgp9Ukp9QHaA/2B24HzgX9HxEZVBhcxNCLGRMSYUs6FlyRJkmrSuXPnSq+3a9eu4vWiRV9vd59fuGe11aqeVNimTZtKR1WXl/XWW4/rr7+e9u3b89xzz3H00UfTt29f1l57bX70ox9VJM0NadKkSQCstdZaDd72yqxeCWgJzS543b6ach0qKV9nKaXylNJ/U0rHAb8ntyfonRFR6feVUroxpTQwpTSwd+/e9elakiRJalQppcYOoVLHHnssH374IVdddRX7778/PXv2ZPz48dxwww1sueWWSzyr2hBW1O+hqWsqCWjh+Hp1y0zl71W/oVHdXJudNwe2aMB2JUmSpBVOfkCluj1CFy5cyJdfVj7RsVWr3Dqn8+fPr7L+jBkzqrxXnVVXXZWTTz6ZESNGMHnyZF5++WUOPPBAUkr86le/4s033yyq3cr06dMHgI8++qjB2lTTSUDHkltdF6DSqbDZ6GT/7O07Ddh34Z6j6zZgu5IkSdIKZ4stcmMuEydOZNy4cZWWeemll5aYtluoW7duQG7/0crMmTOHd999t95xRgRbbbUV9913H2ussQbl5eU8//zzFfdbtPg61SlmNHPbbbcF4NFHH613rPpalQloRHyQHeOquF7MUflPcA1SSrOAMdnb3asotg3QNXv9dDH9VGHtgtf1mtorSZIkregGDBhAv379ALj88ssrLVO4bcvSNtlkEwCeeOKJSkdBr7zyShYsWFCnmBYuXFjlvZYtW1YsiFTYbn7lXFhykaXaOvroo4kIxo4dy5/+9Kc611flqhsBLSs4qrpezFGs4dn5yIio7Ino/CY8r9Z2v9GIaBkRNS1wdGZ2/gr4Z23alSRJkupj0aJFTJkypdqjqhHI+ooIfvWrXwFwww038Ktf/YqZM2cCMHnyZIYOHcrjjz9Ohw4dKq2/77770r59eyZPnsz3v/99vvjiCyA37fa3v/0t5513Hl27dq20blXOPfdcDj74YEaMGMHUqVMrrk+aNImTTjqJDz/8kIhg992/Hqvq1q0bq6+ee0Lv1ltvrVN/ABtttBEnnngiAD/5yU8477zzKj7L4sWL+d///sd5553HDTfcUOe2V2atqrl3Wx2vL29/Ak4ht/XLQxFxdErpnYjoDPwKGJyVO7ewUkSUAR9mb49JKQ0ruL0m8EBE/AF4IqX0aVanBbApueTziKzstSmlaQ39oSRJkqSlvfjii9S0uOWoUaOWW//HHnssL7zwArfeeisXXXQRl1xyCV26dKkYSbzmmmu47LLL+Pjjj2nbtu0SdXv06MGll17KySefzH333cd9991Ht27dmDlzJuXl5Zx//vn84x//4Jlnnql1PF999RUPPPAADzzwAJAb3UwpMWvWrIoyF110ERtvvPES9Y4//nguuOACTj/9dH7961/Tq1cvAE455RROOeWUGvu96qqrmDp1Kvfeey/nn38+559/Pt26dWP27Nl89dVXAPzmN7+p9edQNQloSumYulxf3lJK8yJif3LTawcAb0fETHJ7frYg94zouSmlJ+rY9ADgZoCImE9umm1noPBv0jBye5pKkiRJzV5EcMstt7Djjjty/fXX8/bbb5NSYtCgQZx55pnstddeFaOk+Wc+C5100kn06dOHK6+8kjfffJPy8nK23357TjvtNA444AD+8Y9/1CmeU089lXXXXZenn36ad999lwkTJrBgwQLWXHNNvvWtb/GTn/yEHXfccZl6v/71r+nYsSN33XUX77//fsWCQrWdktu2bVvuuecejjzySG666SZefvllpk6dSq9evSgrK2PfffflBz/4QZ0+y8oumtrywhHRBzgH+C7QF5gJvAxcmVJa5tnP6kZAI6INcACwG7A1sBrQE5gPfExuyu2tKaUXahvfwIED05gxY2ouqFrZ7MCjGzuEFcK453K/V1l3x+80ciQrhjf+ekdjh7BCGDRoEACjR49u1DgkqdC7777LBhts0NhhaDkbN24c6623Hm3atGHWrFm0adOmsUPSclTXv9cR8WpKaWBl96qbgltVY/mdWD9LKS2uZZ2W5JJFUkof17XPQimlicDJ2VGb8uOBSp/zTCktBO7NDkmSJEm1kF+EaKeddjL5VJ0Usw3LeOADvt7ypDbKCupJkiRJWsEdc8wx3H///Uvs9/nhhx/y4x//mBtvvBGA008/vbHCUxNV5xHQTE0rxzZ0PUmSJEkl9OSTTzJs2DAAOnbsSIsWLZZY9OcXv/gFe+65ZyNFp6aq2AS0rvKJZ3mJ+pMkSZJUD5dddhkjR47k9ddfZ9KkScydO5fVV1+d7bbbjh//+MfsuuuujR2imqBSJaD5fTtnVVtKkiRJ0grh8MMP5/DDD2/sMNTM1CcBrXH53IhoDawL/CK79F49+pMkSZIkNWE1JqARUdlKtwG8FVGnRzoTcH9dKkiSJEmSmo/ajIBWlWXWdUGhe4Gr6lhHkiRJktRM1CYBPX+p978hN5p5A/BFNfUSMB+YALyYUhpXVISSJEmSpGahxgQ0pbREAhoRv8le/iGl9M5yiUqSJEnScvXee7nlWfr379/IkWhlUswiRMdk508bMhBJkiRJUvNW5wQ0pXTb8ghEkiRJktS8tWjsACRJkiRJK4f67AMKQER0BzYDegHtqWF13JTS7fXtU5IkSZLU9BSdgEbEIHIr5O5Qh2oJMAGVJEmSpJVQUQloRPwIuJbcaGdd9wOVJEmSJK2E6vwMaERsAFxDLvH8D3AAsE92OwHrAlsBPwJey64/D2wErFO/cCVJkiQ1pPPOO4+IYMiQIcvcKysrIyIYPXp0g/YZEUQE48ePb9B2teIrZhGinwEtgSnAjimlvwEf52+mlD5MKb2aUvoTuUT0MnLTdK9NKX3UADFLkiRJzdKQIUMqkrPCo3Pnzmy00Ub8+Mc/5t13323sMKWiFTMFd2dyI53XpJRmVVcwpZSAsyNiS2CXiDg2pXRLEX1KkiSpGbn4b/9u7BDq5dz9Nl+u7bdu3ZoePXoAkFJiypQpvPPOO7zzzjvcfPPN3HnnnRxyyCHLNQaAddddl3bt2tGhQ4cGbbd///5A7nNq5VLMCOga2fm1gmsp/yIiKvspupHclN2jiuhPkiRJWql861vfYuLEiUycOJFJkyYxf/58Hn30UcrKyli4cCHHHHMMkydPXu5xPP3004wdO5att966QdsdO3YsY8eOpW/fvg3arlZ8xSSg7bLz5wXX5hS87l5Jnfez84ZF9CdJkiSt1Fq3bs2ee+7JXXfdBcCcOXN44IEHGjkqqe6KSUCnZueOBdcm8/Uo6DcrqdMrO3croj9JkiRJwHbbbUenTp0AeOedd5a5v3DhQq677jp23HFHevToQdu2benXrx/HHntsUc+O1rQI0TvvvMNhhx3GKqusQvv27Vl//fX5zW9+w/z586td3KimRYjGjRvHiSeeyDrrrEO7du3o3r07O+20EzfddBOLFy8uKtaa+h05ciR77703q666asUU6P79+3P44Ydzzz33VNmm6qaYZ0DHAqsA3wBeBEgpzY2I/2XX9iO36m2hA7Pz8p8nIEmSJDVjuWVWWCYRmzBhAnvttRdvvPEGAC1atKBjx458/PHH3Hrrrdx9993cddddDB48uEHieOqpp9h3332ZP38+AF26dOHDDz/kggsu4IknnmDQoEFFtfvQQw9xyCGHVLTbtWtX5syZw3PPPcdzzz3HPffcw4gRI+jYsWMNLdXeL37xCy6++OKK9507d2bevHn897//5b///S+jRo3isMMOa7D+VmbFjIA+T+55zp2Wuv5gdv2kiDgmIjpGxCoRcRZwPLkR0n/UK1pJkiRpJfbiiy8yZ07u6bd11vl6h8NFixax//7788Ybb7DTTjvx7LPPMm/ePGbOnMnEiRM5/fTTmT9/PkcffTTjxo2rdxxTpkzhe9/7HvPnz2frrbfmP//5DzNmzGD27NncddddvPXWW9xwww11bnfcuHEV7e68886MHTuW6dOnM2vWLP70pz/Rtm1bnnrqKU4++eR6f4a88ePHc+mllwJwzjnnMHnyZGbOnMm8efOYNGkS999/P/vss08Nrai2iklAH8rO+0dEu4LrV5CbntsauAmYCUwALiG3bct84NLiQ5UkSZJWTosWLeLxxx/nqKNya3q2bt16iRG52267jVdeeYWtttqKJ554gh133JE2bdoAsOqqq3L55Zfzox/9iLlz53LllVfWO55rr72WL7/8klVWWYXHH3+cjTfeuCKuI444gptvvpnp06fXud2LL76YOXPmsO666/LII49UrJbbtm1bhg4dyjXXXAPALbfcwvvvv19dU7X28ssvU15ezvrrr8/FF19Mr169Ku6tssoqHHTQQdx8880N0peKSEBTSi8BxwBnU7DgUErpS2APYDy5kdDC4wvgwJSSmxZJkiRJNXjxxRfp06cPffr0YdVVV6Vdu3bsueeejB8/nhYtWnDDDTewxhprVJS/7bbbAPjJT35C27ZtK23ziCOOAODJJ5+sd3wPPvggAEOHDqVbt27L3D/00EOXGKGtjZRSxcJKp556aqVbvxx//PH07duXlBL3339/3QOvRJcuXQCYMWMGc+fObZA2VbVingElpXRbFddfjYj1gV2BjbL2/wc8nlLyT1OSJEmqhUWLFjFp0qRlrvfo0YPHHnuMrbbaquLaV199xcsvvwzAaaedxtlnn11pm/lnRj/55JN6xbZgwYKKBZB22GGHKsvtsMMOfPDBB7Vu94MPPmDGjBkA7LLLLpWWadGiBYMGDeKuu+7itddeq7RMXW2zzTb06NGDCRMmsN122/GTn/yE3XffnbXXXrtB2teSipmCW62U0qKU0uMppd+nlH6XUvqryackSZJUezvvvDMpJVJKzJ8/n3//+98cfPDBTJ06leOPP55p06ZVlJ06dSoLFy6seD1p0qRKjylTpgAwb968esU2bdo0ysvLAVhttdWqLLf66qvXqd3CfU2r2x80P/LbUPugdu/enTvuuINu3brx5ptvVqy+u9pqq/GDH/yAZ555pkH6UU6DJ6CSJEmSGk7btm3ZbLPNuPfee9ljjz0qkqS8fDII8MYbb1QkrtUd9VHf+rWxYMGC5d5Hob333pvx48dz4403cuihh7L66qszceJEbr/9dgYNGsTQoUNLGk9zZgIqSZIkNQERwTXXXEPLli257777KkbmevbsScuWLYHK9wZtaD169KBFi1waMWHChCrLVXevMr179654/dFHH1VZ7tNPP12mPECrVrmnC/PbtywtP723Kl27duWEE07gnnvu4bPPPuPtt9/mhBNOAODPf/4zDz/8cM0fQjWqMgGNiJ2Wx1HKDydJkiQ1J9/85jcrVr/9xS9+AeRWnh04cCDw9eJAy1Pbtm3ZcMMNAXj++eerLFfdvcqss846FQsajRo1qtIy5eXljB49GoABAwYscS9fN5+gLu2VV16pUzwbbrghN954I9tuuy2AU3EbSHUjoKOBUQ18uA+oJEmSVA9nnnkmAC+88EJFMjZkyBAAHnjggSqTt7zC50eLdeCBBwK5kcHKRhYfeOCBOu83GhEMHjwYgKuvvrrSFWlvuukmPvvsMyKCgw8+eIl7m2yyCQAjR45cpl5Kif/7v/+rtN/887NVad++PVD6acHNVU1TcJfeTqUhDkmSJJXQoEGDGDRoUGOHoQay+eab8+1vfxuAiy66CIDjjjuObbfdlvLycr773e9y9dVXM3Xq1Io6X3zxBXfffTeDBg3i6quvrncMP/vZz+jRoweTJk1ir7324u233wZyK/L+5S9/4Zhjjql0e5aanHvuuXTs2JHPP/+cffbZh/feew/IJX9//vOfOemkkyo+73rrrbdE3UMPPRSAhx9+mP/7v/9jzpw5AIwfP57DDz+cMWPGVNrn9ddfzx577MHw4cOXmDY8ffp0Lr744ookf4899qjz59GyqtuGpfK1jyVJkiQ1qrPOOounnnqKp59+mn/+859st912jBw5ksGDB/PCCy9wyimncOqpp9KtWzcWLVrE7NmzK+pWtcVJXfTu3Zvhw4ez//77889//pONN96Yrl27Mn/+fBYsWMD222/PjjvuyKWXXlrlvqSVWXfddbn77rs59NBDGT16NOuvvz7dunVjzpw5LFq0CIDddtuNq666apm6e+21F4MHD+bBBx/k5z//Oeeeey5dunRh+vTptGvXjpEjR1aaRKaUeOKJJ3jiiScA6NixI61bt2b69OkVZYYOHcree+9dty9JlaoyAU0pOclZkiRJWgHtvvvubLHFFrz++utcdNFFPPzww6yyyio888wz3HPPPdx11128+uqrTJ06lTZt2rD++uuz/fbbc9BBB1WMntbXHnvswZgxYzj//PMZNWoUc+bMYe211+bwww/n7LPPrtiPtK4jofvuuy//+c9/+N3vfseTTz7J559/TocOHdhkk034/ve/z7HHHlux6NLS7r77bi6//HJuv/12PvzwQ1q3bs1BBx3Er3/9azbddNNK6xxxxBF06tSJp556ijfffJMJEyYwe/ZsVlttNbbaaiuOO+449ttvvzp9BlUtSrGM8spk4MCBqarhfdXdZgce3dghrBDGPZf7jdy6O36nkSNZMbzx1zsaO4QVQn46XX5qkCRVpZT/vXj33XfZYIMNlns/qr/89Nb+/fsvl/Z33HFHnn/+eW699daKZ1TVNNX173VEvJpSGljZPbdhkSRJktSg/vnPf/L888/TokULdtttt8YORyuQ6p4BrVFEtCD3rOh2QB+gA/CLlNKEgjJtsn4Wp5RcOkqSJElqBm688UamTJnCYYcdRllZGS1btmT27Nk8+OCDnHrqqUBuYaA111yzkSPViqToBDQi9gauBcqWunU5ULjr7PFZudkRsXpKaU6xfUqSJElaMXz88cf89re/5Re/+AUtW7aka9euTJ8+nfLyciC3Wu+1117byFFqRVNUAhoRxwB/5uspvF8CPYHKHii9CbgI6ArsDwwvpk9JkiRJK47vfe97zJs3j2eeeYZPP/2UqVOn0qVLFzbccEMOPvhgfvjDH1bsoSnl1TkBjYi1gevJ7en5DPDjlNK7EVFeWfmU0sKIeAA4DvgOJqCSJElSk7fxxhtzxRVXNHYYamKKWYToFKANMBbYM6X0bi3qPJ+dtyiiP0mSJElSM1BMAvptclNtr6rDokL/y85rFdGfJEmSJKkZKCYBzS9j9Vod6uQXHupYRH+SJEmSpGagmAS0ZXZuV4c6PbLzrCL6kyRJkiQ1A8UkoPktVtauQ50dsvPHRfQnSZKkJiSlyjZGkNQUNfTf52IS0OfJrYB7RG0KR0QX4Ifknht9poj+JEmS1ES0atWKhQsXNnYYkhrIokWLaNmyZc0Fa6mYBHRYdt4jIvatrmBEdAMeBFYjl4DeVER/kiRJaiK6du3Kl19+6Sio1EzMnDmTzp07N1h7dU5AU0qjgfvJjYI+EBHXRMROBUX6RMSOEfFb4L/ALmTJZ0rprQaIWZIkSSuoHj16sGDBAj799FNmzZrF4sWLTUalJialxMKFC5kyZQrTpk2jR48eNVeqpVZF1vs+0B3YDfhJduT/y/JkQbnIzo8CPyuyL0mSJDURrVq1ol+/fkybNo1p06bx+eefU15e3thhqRITJ04E8M9HlWrZsiWdO3dmrbXWom3btg3WblEJaEppfkR8BzgFOB1YvYqiU4DfAVckf/UlSZK0UmjRogU9e/akZ8+ejR2KqvGjH/0IgNGjRzduIFqpFDsCSpZQXhkR1wJbAwOBVcht0zIFeB14PqXkU+iSJEmSpLonoBFxUvbyjZTSMymlr4AXs0OSJEmSpEoVMwJ6FbnnPQ9p2FAkSZIkSc1ZMduwTMvOHzZkIJIkSZKk5q2YBDSfePpUuSRJkiSp1opJQP9KbnuV/Ro4FkmSJElSM1ZMAnoNuVHQodlWLJIkSZIk1ajOCWhKaRbwHWAs8HBE3BQRu0REj4iIBo9QkiRJktQsFLMNy+LCt8Ax2ZG/X131lFIqeu9RSZIkSVLTVUwyuHSG6ainJEmSJKlGxSSg5zd4FJIkSZKkZq/OCWhKyQRUkiRJklRnxTwDelL28o2U0jMNHI8kSZIkqZkqZgruVUACDmnYUCRJkiRJzVkx+4BOy84fNmQgkiRJkqTmrZgENJ949mzIQCRJkiRJzVsxCehfyW29sl8DxyJJkiRJasaKSUCvITcKOjQivtPA8UiSJEmSmqk6J6AppVnAd4CxwMMRcVNE7BIRPSIiGjxCSZIkSVKzUMw2LIsL3wLHZEf+fnXVU0qpmJV3JUmSJElNXDHJ4NIZpqOekiRJkqQaFZOAnt/gUUiSJEmSmr06J6ApJRNQSZIkSVKdFbMKriRJkiRJdWYCKkmSJEkqiXqvSBsRbYFtgE2AHtnlqcB/gJdSSgvq24ckSZIkqekrOgGNiI7AecDxQJcqis2MiD8D56eU5hTblyRJkiSp6StqCm5ErAX8GzgN6EpuK5bKjq7A6cDrEbFGA8QrSZIkSWqi6jwCGhGtgEeAdbNL7wG3Av8CJpJLPFclNy33GGB9YD3gkYjYIqW0uAHiliRJkiQ1McWMgB4HbAgk4HfAximl36WUnk0p/Tel9F72+jJyz4X+X1Zvo6yuJEmSJGklVEwCekh2fiil9PPqRjRTSotTSucAD5EbGT2kqrKSJEmSpOatmAR0E3KjnzfVoc6fs/OmRfQnSZIkSWoGiklAu2XnT+tQJ1+2axH9SZIkSZKagWIS0GnZec061MmvgDu9iP4kSZIkSc1AMQnof7LzCXWoc3x2frOI/iRJkiRJzUAxCeh95BYU2jsiLouIllUVjIgWEfFbYF9yz43eV1yYkiRJkqSmrs77gAK3AD8jt63KacD+EXEbuX1AvyCXaOb3AT0a+GZW762sriTVy4YnX9zYIawQPnr/Y8DvI++dq89t7BAkSVIN6pyAppS+ioi9gaeB9YB1gQuqqRLA/4C9q9uypbYiog9wDvBdoC8wA3gZuCql9HQR7a0FDAZ2AzYjlzwvBD4AHgWuTilNqG/ckiRJkrSyK2YKLimlT4DNgcvILSwUVRzTgd8BW6SUPqtvsBGxKbmR1JOAdYAFQC9yyeiTEfHzOra3JjAeuDJrY01gPtCe3JYxZwNvR8Qu9Y1dkiRJklZ2RSWgACmluSmls4E+wPbAieRGJs/JXm8P9Ekp/TylNLe+gUZEe+BvQE/gdWDjlFJXoDtwBbmE95KI+E4dms0/v/owcAjQI2uzA7A38GHW/ohs5FWSJEmSVKRingFdQkppEfDP7FieTgT6AbOBffMjqimlmcAZEbEucABwCfBELducRm509o3CiymlhcCj2VTj14EuWf/nN8DnkCRJkqSVUtEjoI3gyOw8vIrpvJdl5wERsX5tGkwpzVg6+Vzq/lhyiysBbFnrSCVJkiRJy6hxBDQi+gIHZW/fTCmNrm3j2bOTm2Rv700pTaxzhLl2OvN1Avh4FcX+RW5Boq7ArsDYYvqqxJfZucrtZiRJkiRJNavNFNzLgMOAydR9FPC/wN1Ab2AL4Jg61s/bgNwzngBvV1YgpVQeEe8BWwMbFtnPEiKiFblnWSG3+JEkSZIkqUjVTsGNiH7kkk+As+u6km1W/kxyyeNR2WhqMVYreP15NeXy91arpkxd/ITcIkvlwO0N1KYkSZIkrZRqegb0CHLJ4ziKT8DuJDcS2oKvn+Osq44Fr+dVUy6/2m6nIvupkG35kt/d/bqUUqUjr5IkSZKk2qkpAd0JSMCDKaVUTAdZvQfJJbI7F9MGX0+/LYmIWA0YQW47llfJ7QdaXfmhETEmIsZMnjy5BBFKkiRJUtNTUwK6cXZ+vp79vJidN6m2VNVmF7xuX025DpWUr5OI6EFuG5e1gf8B+6SU5ldXJ6V0Y0ppYEppYO/evYvtWpIkSZKatZoS0B7ZeUI9+8mvftuzyPqFz32uXk25/L2i4o2IruRW2d0Y+Bj4dkppUjFtSZIkSZKWVNt9QGuzWm518luYFDWNl9yWKvm6G1VWICJaAP2zt+/UtYOI6Ag8AgwklzB/O6X0cd1DlSRJkiRVpqYENP9AY3WjjrWRX5V2SjGVU0qzgDHZ292rKLYNuT1AAZ6uS/sR0R74O/Atcvt+fjul9L8iQpUkSZIkVaGmBPSD7LxTPfsZlJ3H1aON4dn5yGyRoKWdkZ1fTSm9V9tGI6INuUWSdgGmA99xxVtJkiRJang1JaBPkVuB9siI6FxMB1m9I8lNoa3TyORS/gR8BHQGHoqIDfPtR8TvgMFZuXOX6r8sIlJ2DFnqXktyie2ewCxgr5TSa/WIUZIkSZJUhZoS0HuBxeQWD7qqyD6uzuovBu4psg1SSvOA/clNkR0AvB0RM8iNWp5JLsE9J6X0RB2a3R44KHvdGhgREROrOF4pNnZJkiRJUg2LC6WU3o+I24FjgCERkYCTUkpza2o4IjoA1wJDyCWHt6WU6jMFl5TSGxGxMXAO8F2gL7mE9GXgypRSXUdYCxPwdtlRlWq3YpEkSZIkVa82q9ueCmwHrE8uEd0rIv5MbsXY11NKi/IFI6I1sAW55PA4oE92613gtIYIOKU0ETg5O2pTfjy5acSV3Rtd1T1JkiRJUsOqMQFNKc2MiL2Ah8htgdIH+FV2lGfTYOcAHcmtQpsfVcwndm8B+2Yr2UqSJEmSVlK12gc0pfQRsDW55znnk0sug9z+nj2ANbJzy4J788g9N7pNVl+SJEmStBKrzRRcoGIRoFMj4iLge8DOwObkFhjqTG4V2S+BfwPPAH9JKX3ZwPFKkiRJkpqoWiegeVlS+YfskCRJkiSpVmo1BVeSJEmSpPoyAZUkSZIklYQJqCRJkiSpJExAJUmSJEklYQIqSZIkSSoJE1BJkiRJUkmYgEqSJEmSSsIEVJIkSZJUEiagkiRJkqSSMAGVJKkZGTRoEIMGDWrsMCRJqpQJqCRJkiSpJExAJUmSJEkl0aqqGxHxwXLoL6WU1l0O7UqSJEmSVnBVJqBA2XLoLy2HNqVmb90dv9PYIUiSJEn1Vl0CelvJopAkSZIkNXtVJqAppWNKGYgkSZIkqXlzESJJkiRJUkmYgEqSJEmSSsIEVJIkSZJUEtUtQlRrEVEG9ALaA1Fd2ZTSsw3RpyRJkiSpaSk6AY2I/sC5wH5Al1pWS/XpU5IkSZLUdBWVDEbEAcBdQDtqGPGUJEmSJAmKSEAjYk3gTnLTbT8DLgPmAjeSG+H8NtADGAgcDawOPA+cByxuiKAlSZKkYl38t383dggrhI+/nA34feSdu9/mjR3CSqGYEdCTgA7ALGCblNLnEbFR/mZKaVT28oGIuAC4GTgMOC6ldGR9A5YkSZIkNU3FrIL7bXIjnX9MKX1eXcGU0jzgKOB14HsRcVAR/UmSJEmSmoFiEtCy7PxiwbWUfxERS4yqppTKgWvIPSt6bBH9SZIkSZKagWIS0I7Z+ZOCa3MLXnetpM7b2XmzIvqTJEmSJDUDxSSgM7Jzu4JrXxa8XreSOvmktFcR/UmSJEmSmoFiEtD3svM6+QsppVnAR9nb71RSZ/fsPL2I/iRJkiRJzUAxCeg/s/O2S11/iNxznmdGxC75ixFxKHAyuedEXygmSEmSJElS01dMAvoIuURzcES0LLie3w+0E/BUREyOiFnA3eSm65ZnZSRJkiRJK6FiEtDRwPnArUDf/MWU0sfAIeSeEQ2gJ7kFiwJYAJyQUvpXPeOVJEmSJDVRrWousqSUUiKXgFZ279GIWI9cIrpR1v7/gHtTSp/VJ1BJkiRJUtNW5wS0JimlqcCfGrpdSZIkSVLTVswUXEmSJEmS6swEVJIkSZJUElVOwY2ItfKvswWGlrlejMK2JEmSJEkrj+qeAf0wO6elyn1YSdnaWrotSZIkSdJKorpkMOp4XZIkSZKkKlWXgB5Tx+uSJEmSJFWpygQ0pXRbXa5LkiRJklQdV8GVJEmSJJVEnRcEiojvZy9HpJRm1rJOJ2AwQErp9rr2KUmSJElq+opZkXYYudVsxwDv1LLOqlm9csAEVJIkSZJWQqWegusKupIkSZK0kirVnpwts/NXJepPkiSJQ24d1dghrBDenjgd8PvI26Jn98YOQVpplWoEtH92nlqi/iRJkiRJK5gaR0AjYqcqbm0VEb1qqN4WWBc4g9xzo/+uU3SSJEmSpGajNlNwR5NLHgsFcEsd+omsjT/VoY4kSZIkqRmp7RTcKDgqu1bT8Snwk5TSiAaJWpIkSZLU5NRmBHSXgtcB/IPcaOZxwIfV1EvAfGBCSumToiOUJEmSJDULNSagKaVnCt9HVAyCvpxSqu0+oJIkSZKklVwx27BsQW5001FNSZIkSVKtFbMNy+vAa+Sm4EqSJEmSVCvFJKDzyT0L+s8GjkWSJEmS1IwVk4BOyM5Lb80iSZIkSVKViklAR2fnrRowDkmSJElSM1dMAnod8BVwRkR0beB4JEmSJEnNVJ0T0JTS68BPgTWA5yJihwaPSpIkSZLU7NR5G5aIuCV7+R6wMfBMRHwCvAlMAxZXUz2llFw9V5IkSZJWQsXsAzqErxcgSuRWxF0LWLOGepGVNwGVJEmSpJVQMQnox7gCriRJkiSpjuqcgKaUypZDHJIkSZKkZq6YVXAlSZIkSaozE1BJkiRJUkmYgEqSJEmSSqKYRYiWEREtge5Ae3Kr3VYppfRxQ/QpSZIkSWpaik5AI6IX8DPgAGBDajeamurTpyRJkiSp6SoqGYyIbwEPAr2pYcRTkiRJkiQoIgGNiJ7ASKAnMBu4CZgOnEduhPN4oAcwENgPaAe8ANzcEAFLkiRJkpqmYkZAf0ou+VwAbJdSejsiNiKXgJJSujVfMCJWA+4Cdgb+mVI6u94RS5IkSZKapGJWwd2L3EjnLSmlt6srmFKaAOwDjAPOiIhdi+hPkiRJktQMFJOArpednyq4lvIvshVxv76R0jzgSnLPiv6wiP4kSZIkSc1AMQlol+z8UcG1+QWvO1dSZ0x23qaI/iRJkiRJzUAxCejs7Fz4/OjUgtdlldRpl51XKaI/SZIkSVIzUEwC+n52Xit/IaU0HZiYvd2lkjo7ZOc5RfQnSZIkSWoGiklAX8rOWy11/TFyz3meFRHfyF+MiG2BM8k9J/pKMUFKkiRJkpq+YhLQx8klmoOXuv574Cty02zfjohXIuId4DmgW1bm6iLjlCRJkiQ1ccUmoLcD/4qItfMXU0pvAT8CFpN7PnRLYH0gvyrueSmlx+oXriRJkiSpqWpVc5ElpZQWAUOquHdzRDyf3d8oa/9/wB0ppTGV1ZEkSZIkrRzqnIDWJKX0HnBOQ7crSZIkSWraapWARkRb4DhgL6AfuWm1nwP/AG5MKX253CKUJEmSJDULNSagEfFN4BFg7aVurQ/sSm7V28EppVHLIT5JkiRJUjNR7SJE2cjnSGAdcivfVnZ0BR6MiDWWb6gVMfWJiKsjYlxEzI+ISRHx94jYrcj2OkfEfhFxYUQ8GhFTIiJlx/oNHb8kSZIkraxqWgX3KKA/uT08XwZ2BzoD7YCtySWnAF2A05dTjBUiYlPgLeAkcknxAqAX8F3gyYj4eRHN7kbuc/wS2BPo2TDRSpIkSZIK1ZSAHpCd3wV2Tik9nVKak1JamFIak1I6EHiI3EjogcsxTiKiPfA3cgni68DGKaWuQHfgiiyGSyLiO0U0/wW5acbnA0MbJmJJkiRJUqGangHdjNzo51UppQVVlLmY3AjkmhHRNaU0oyEDLHAiuQWQZgP7ppQ+A0gpzQTOiIh1ySXMlwBP1KHdv6eURuTfRERZA8UrSZIkSSpQ0whor+z872rKFN5bntNXj8zOw/PJ51Iuy84D6vLsZkppcb0jkyRJkiTVqKYEtF12nltVgZTS/ErKN6iI6Axsmb19vIpi/wLyo6+7Lo84JEmSJEnFqykBXVFsQO4ZT4C3KyuQUioH3svebliKoCRJkiRJtddUEtDVCl5/Xk25/L3VqikjSZIkSWoENS1ClPfjiPiiIcqllC6oZZ+FOha8nldNufxU4U5F9CFJkiRJWo5qm4D+qIb7qZblAIpJQKPmIo0nIoaSbd+y1lprNXI0kiRJkrRiqs0U3GjAo1izC163r6Zch0rKL3cppRtTSgNTSgN79+5dyq4lSZIkqcmoaQR0l5JEUbPC5z5X5+vFhpa2enaesHzDkSRJkiTVVbUJaErpmVIFUoOx5Kb5BrARlSSgEdEC6J+9fad0oUmSJEmSaqNJrIKbUpoFjMne7l5FsW2Artnrp5d7UJIkSZKkOmkSCWhmeHY+MiIq22bljOz8akqpqim6kiRJkqRG0mAJaESsHhG3RMTNDdXmUv4EfAR0Bh6KiA2zfjtHxO+AwVm5c5eKqywiUnYMqSL2XvkD6F5wq1vhvWyaryRJkiSpCLXdhqU2ugNDyD2reVwDtgtASmleROxPbnrtAODtiJhJbs/PFlm/56aUniii+clVXP/nUu/XBsYX0b4kSZIkrfQaMgFd7lJKb0TExsA5wHeBvsCXwMvAlSkln/2UtNLod9DxjR2CJElSnTSpBBQgpTQRODk7alN+PDXsQZpSqs8epZIkSZKkWvCZRkmSJElSSZiASpIkSZJKwgRUkiRJklQSDfkM6BzgWXKr0UqSJEmStIQGS0CzxX4GNVR7kiRJkqTmxSm4kiRJkqSSMAGVJEmSJJVElVNwI2Kn/OuU0rOVXS9GYVuSJEmSpJVHdc+Ajia3oFBaqlz+ejGWbkuSJEmStJKoKRmMOl6XJEmSJKlS1SWgu9TxuiRJkiRJVaoyAU0pPVOX65IkSZIkVcdVcCVJkiRJJWECKkmSJEkqCRNQSZIkSVJJFL0lSkS0AvYBdgTWAToDLWuollJKuxXbpyRJkiSp6SoqAY2IQcCtwFqFl6upkrL7xe4fKkmSJElq4uqcgEbE5sCjQBtySeV84H/AdKC8AWOTJEmSJDUjxYyAnge0BRYApwG3ppTmN2RQkiRJkqTmp5gEdAdyU2l/m1K6voHjkSRJkiQ1U8WsgtsuOz/WkIFIkiRJkpq3YhLQ8dm5dQPGIUmSJElq5opJQEdk550aMA5JkiRJUjNXTAJ6NTABOCMiyho2HEmSJElSc1XnBDSlNBnYG5gHvBQRx0dE1waPTJIkSZLUrBSzCi4ppTcjYifgJeBPwA0RMQWYW3PVtG4xfUqSJEmSmraiEtCIOAi4GegMRHasUouqqZj+JEmSJElNX50T0IjYDvgL0DK79BHwJjAdKG+wyCRJkiRJzUoxI6C/JJd8zgCOTCk90rAhSZIkSZKao2JWwd2S3FTa35h8SpIkSZJqq5gEtGN2fr4hA5EkSZIkNW/FJKAfZucODRmIJEmSJKl5K+YZ0AeBjYE9cBRUkrSC+Oblf23sEFYIn34yBfD7yNusZ7fGDkGSVKCYEdArgP8Bp0TEwAaOR5IkSZLUTNU5AU0pzQJ2A94Cno2I30bEphHRrsGjkyRJkiQ1G8XsA7q48C3w8+wgImqqnlJKxUz7lSRJkiQ1ccUkg0tnmTVmnZIkSZIkFZOAnt/gUUiSJEmSmr06J6ApJRNQSZIkSVKdFbMKriRJkiRJdWYCKkmSJEkqiXqvSBsR6wLbAX2ADsAfU0pT6tuuJEmSJKl5KToBjYjNgauBHZa6dT8wpaDcT4DfADOADVNKi4rtU5IkSZLUdBU1BTci9gReJJd8RsFRmduB9sA6wD7F9CdJkiRJavrqPAIaEasAfwHaAe8CpwPPAzMrK59SmhURfwO+B+wFjCg2WEmSJEkN4/jf3tTYIWglVMwI6MlAF+ATYIeU0mMppdk11BlNboR0yyL6kyRJkiQ1A8UkoHsBCfh9SmlaLeuMzc5lRfQnSZIkSWoGiklA18nO/6pDnfz03C5F9CdJkiRJagaKSUDbFlEnn3jOKaKuJEmSJKkZKCYB/SI7r12HOltn58+L6E+SJEmS1AwUk4Dmp97uW5vCEdEaOJHcc6PPF9GfJEmSJKkZKCYBHU5uRdvDImKb6gpmyecwYL3s0m1F9CdJkiRJagbqnICmlEYCz2Z1n4iI0yJircIyEbFmRJwA/Jvc/p8JGJlSerH+IUuSJEmSmqJWRdY7iNzenhsBl2VHyu69vlS7AbwG/KDIviRJkiRJzUAxU3BJKX1JbmGha4H55JLM/NG64PUi4I/AjimlWQ0RsCRJkiSpaSp2BJSU0jzg5Ii4ANgDGAisArQEppAbCX0kpTSxIQKVJEmSJDVtRSegedlo6PDskCRJkiSpUkVNwZUkSZIkqa7qPQK6tIjoBqwLlAMfpZSmNnQfkiRJkqSmp8YR0Ihokx0tayi3QUQ8DkwGXgbGAF9ExD8iYouGCVeSJEmS1FRVm4BGRD9gHjAX+FE15TYH/gl8m9wiRPlVcFsAg4AXImLnBolYkiRJktQk1TQCujO5RHI+MKyyAtnI6HCgS1Z2IfAccA/wflasHXBbRLSrf8iSJEmSpKaoNgkowBMppdlVlBkMrA8k4BNgYEpp55TS4SmlbwIXZeXWBA6tb8CSJEmSpKappgR0Y3KJ5ehqyhxW8PrklNJbhTdTSr8G/pW9/W5dA5QkSZIkNQ81JaCrZOc3qymzU3b+EvhbFWXuIDc9d9PahyZJkiRJak5qSkB7Z+dKt1KJiHWBXuRGSZ9NKZVX0U4+ge1T5wglSZIkSc1CTQlo/n5ViwdtVfD61WramZWdO9QmKEmSJElS81NTAjolO/ev4v63Cl6/XE07XbLz/NoEJUmSJElqflrVcP8NYA3gYHLPcVaIiAD2y94uIrcPaFXWzs4TiohRkiRJ9TDo7CsbOwRJAmoeAR2Rnb8bEUOWunc2sBa55z8fTynNraad7bLze3UNUJIkSZLUPNSUgA4HPspe3xwRL0XE8Ih4HfhtQbkqf60WES2A/cklqv+qqpwkSZIkqXmrdgpuSmleRHwPeJzcc5wDswNy26oA3JhSGl1NM/sAq5FLQJ+uV7SSJEmSpCarphFQUkovkUs67ye3iFBkx3jg1JTSj2po4pfZeWLWliRJkiRpJVTTIkQApJTeBw7NptP2BhaklKbXso9ds/NXdQ9PkiRJktRc1CoBzUsplQOT6lhnTp0ikiRJkiQ1SzVOwZUkSZIkqSGYgEqSJEmSSsIEVJIkSZJUEiagkiRJkqSSMAGVJEmSJJWECagkSZIkqSRMQCVJkiRJJWECKkmSJEkqCRNQSZIkSVJJmIBKkiRJkkrCBFSSJEmSVBImoJIkSZKkkmhyCWhE9ImIqyNiXETMj4hJEfH3iNhtRWxXkiRJkpTTpBLQiNgUeAs4CVgHWAD0Ar4LPBkRP1+R2pUkSZIkfa3JJKAR0R74G9ATeB3YOKXUFegOXAEEcElEfGdFaFeSJEmStKQmk4ACJwL9gNnAvimltwFSSjNTSmcAI7Jyl6wg7UqSJEmSCjSlBPTI7Dw8pfRZJfcvy84DImL9FaBdSZIkSVKBJpGARkRnYMvs7eNVFPsXMCN7vWtjtitJkiRJWlaTSECBDcg9iwnwdmUFUkrlwHvZ2w0buV1JkiRJ0lKaSgK6WsHrz6spl7+3WjVlStGuJEmSJGkpTSUB7Vjwel415eZm506N3K4kSZIkaSmtGjuAWoqaizReuxExFBgKsNZaazVEk8q88dc7GjsESWpSBj10NQCjzziwkSORJGlZTWUEdHbB6/bVlOtQSfnl3m5K6caU0sCU0sDevXvXsmtJkiRJWrk0lQS08PnM1aspl783oZHblSRJkiQtpakkoGOBlL3eqLICEdEC6J+9faeR25UkSZIkLaVJJKAppVnAmOzt7lUU2wbomr1+ujHblSRJkiQtq0kkoJnh2fnIiKhsO5QzsvOrKaX3Krlf6nYlSZIkSQWaUgL6J+AjoDPwUERsCBARnSPid8DgrNy5hZUioiwiUnYMaah2JUmSJEl101S2YSGlNC8i9ic3DXYA8HZEzCS3N2cLcs9ynptSemJFaFeSJEmStKSmNAJKSukNYGPgGuADoC3wJfAwsHtK6dIVqV1JkiRJ0teazAhoXkppInBydtSm/HggGrpdSZIkSVLdNKkRUEmSJElS02UCKkmSJEkqCRNQSZIkSVJJmIBKkiRJkkrCBFSSJEmSVBImoJIkSZKkkjABlSRJkiSVhAmoJEmSJKkkTEAlSZIkSSVhAipJkiRJKgkTUEmSJElSSZiASpIkSZJKwgRUkiRJklQSJqCSJEmSpJIwAZUkSZIklYQJqCRJkiSpJExAJUmSJEklYQIqSZIkSSoJE1BJkiRJUkmYgEqSJEmSSsIEVJIkSZJUEiagkiRJkqSSMAGVJEmSJJWECagkSZIkqSRMQCVJkiRJJWECKkmSJEkqCRNQSZIkSVJJmIBKkiRJkkrCBFSSJEmSVBImoJIkSZKkkjABlSRJkiSVhAmoJEmSJKkkTEAlSZIkSSVhAipJkiRJKgkTUEmSJElSSZiASpIkSZJKwgRUkiRJklQSJqCSJEmSpJIwAZUkSZIklYQJqCRJkiSpJExAJUmSJEklYQIqSZIkSSoJE1BJkiRJUkmYgEqSJEmSSsIEVJIkSZJUEiagkiRJkqSSMAGVJEmSJJWECagkSZIkqSRMQCVJkiRJJWECKkmSJEkqiVaNHYAkSWo4o0ePbuwQJEmqkiOgkiRJkqSSMAGVJEmSJJWECagkSZIkqSRMQCVJkiRJJWECKkmSJEkqCRNQSZIkSVJJmIBKkiRJkkrCBFSSJEmSVBImoJIkSZKkkjABlSRJkiSVhAmoJEmSJKkkTEAlSZIkSSVhAipJkiRJKgkTUEmSJElSSZiASpIkSZJKwgRUkiRJklQSJqCSJEmSpJIwAZUkSZIklYQJqCRJkiSpJExAJUmSJEklYQIqSZIkSSoJE1BJkiRJUkmYgEqSJEmSSsIEVJIkSZJUEpFSauwYmpWImAx81NhxSJJWar2AKY0dhCRppdUvpdS7shsmoJIkNTMRMSalNLCx45AkaWlOwZUkSZIklYQJqCRJkiSpJExAJUlqfm5s7AAkSaqMz4BKkiRJkkrCEVBJkiRJUkmYgEqSJEmSSsIEVJKkFVhEDIuIVIvjlII6o6sosygivoiIpyLi+Iho2YgfTZK0EmrV2AFIkqRaWQRMreb+nEquzQdmFLzvCPQGdsuOoyNiz5TSvAaLUpKkajgCKklS0/BiSqlPNcefK6lzz1JlOgN9gN9l93cCzijZJ5AkrfRMQCVJWomklCallM4Gnswu7duY8UiSVi4moJIkrZzezM4dGzUKSdJKxQRUkqSV0ybZ+f1GjUKStFJxESJJklYiEdEbOBX4DlAOXN24EUmSViYmoJIkNQ3fioiJVdx7NKV0TCXXD4uIPQvedwQ6Za+fAy5JKf2jIYOUJKk6JqCSJDUNrYFVq7jXvYrr7bKjMj2BVeoblCRJdeEzoJIkNQ3PpJSiiuOAKurcVlgOaAv0B84FyoBhEfGr0oQvSZIJqCRJK42U0sKU0n9TSpcAp2WXfxURazdmXJKklYcJqCRJK6fbgERuau+BjRyLJGklYQIqSdJKKKU0H5icvV2nMWORJK08TEAlSVoJRURboFf2dlFjxiJJWnmYgEqStHI6iK//HfBaYwYiSVp5uA2LJEkrkYjoDBwMXJ5d+hx4sPEikiStTExAJUlqvg6LiD0L3rcGehS8nwwckFKaU9qwJEkrKxNQSZKar3bZkZeAmcB/gUeA61JKkyurKEnS8hAppcaOQZIkSZK0EnARIkmSJElSSZiASpIkSZJKwgRUkiRJklQSJqCSJEmSpJIwAZUkSZIklYQJqCRJkiSpJExAJUmSJEklYQIqSZIkSSoJE1BJ0golIsZHRIqIYY0diyRJalitGjsASVLTFBGDgFGV3CoHZgIzgM+AV4F/AiNSSvNKFZ+Wr4goAz5sgKbWTimNb4B2JElNgCOgkqSG1gLoBvQDvgX8DBgOfB4Rl0ZE+8YIKiL+v707DZajKsM4/n8IMQuyyxaBJIRFAopG0UIQEsMiVKAAQVQMRhQQAUsFy3IjKRQ+qJSWKKgBY2QHIVFRJEaMIlapREUwskUuiwvRBBBICBFeP5wzmWbS0zNzM3eu5D6/qq7p7nNOT3dPVyXvPX3eMyv3rMZgfL+ZmZm5B9TMzLrjEuDiwvYmpCB0b+Ag4Ii8/QngSEnTIqK09ywixg3kiVrX/A14dUX5LcAY4O/AYS2OY2ZmQ4QDUDMz64ZlEXF3yf5bgAsljQcuA6YAE4GbJO0XEf/p5Ula90TEGqDsNwdA0pq8uqbJs2FmZkOQX8E1M7MBl3s7DwF+kndNBGYO3hmZmZnZYHAAamZmPRERzwPvBVbmXadJ2rqxXqssuJJGSDpT0q2SlklaI+lxSfdJWijpk5L2LNSfkcd9zizsi5JlXKF8I0lvlfQlSbdL+nf+nick/THv37nqeiUtysddlLfH5Hb3SVqVz/lWSce3c/8kjZb0YUkLJP1d0mpJj0laLOmrkg6QpIr2UyTNlbRU0kpJT0laktvu0s45dIOkowr3/J1t1P94of6kwv7Jhf2Tlbxf0m3591op6c+SzpO0aZvnNknSNyTdk+/PSkkPSLpU0j4t2nb0XJqZDVV+BdfMzHomIpZJugr4AGmc6KHA1e22l7Q98FPS2NKiLfKyGzAV2AdoGdxUOJfyHtrN87H3AU6X9J6ImNfqYJLeDMwHtinsHkl6JXmKpAsj4pyK9gcC1wLbNxRtm5dJpGRP44G+hrajgLlAWaC7Z15Ok3R6RHy71bV0wY9I40LHAO8HrmlR/335848R8fsmdV6Wj3t4w/6JeTlJ0tSIWFrWWNIw4MvAmUBjED8hLydLmhkRnytp36vn0szsJc8BqJmZ9doCUgAK8BY6CECBi6j/J/9q4AZSEps1wHakQGwaUMx0Ox+4A/gQcHreV5Y8p5gMZ2PgH8A80hQyfwWeBXYiZfb9EPBy4CpJkyLiLxXnvAPw/bz+aeCXwCpgX1KguwNwtqSbI+JnjY0l7Q8sBIaTpri5BriRFGgOB3YnBfJHl7TdCPgBcHDetQC4kjR9yrOk+/UR4FXApZKWRcRNFdey3iLieUlzSPdiqqSxEfFQWV1J+5ECZEhjiJv5POl+3kpKhvUg8ErgZNJ9GQsskPSaiHimpP1s6oHub4BLgaWk6YQmAmcAbwLOk7QiIr7e0L4/z6WZ2dAUEV68ePHixUvHCzCZ9B/qAGZ10G5Cod3CkvK+XPadhv0jgedy2YUtvmPrkn2zat/bxjmOA4ZXlO8IPJqPd3mTOosK1/kwsFNJnd1JgWAA80rKR+S2kesdWnXNwKiGfR/Nbf8LHN2k3ajCuT4IbNyl56P2O/aVlI0nBdMBzKw4xuzCtW9Z8fwFcFmTY1xQqHN+SfkxhfKzmhxjGGkqoSAFpVsWytbrufTixYuXobZ4DKiZmfXa8sL6Vh2024rU4wfwi6qKEbG8qryViOiLlOW1WfmjwBfz5lFVYy+zsyLikZLj3EfqoQU4sKTddFKvK6RAbUHFOS2PiFW1bUnDgdprvd+MiPlN2q0i9ehCCrynNL2KLomUlKrW2zuj7P5JGg2ckDfnRcTjFYdcBny4Sdm5wP15/dR8X4o+lT9/HBEXNTnf50m9oKuBTYHjCsU9ey7NzDYEDkDNzKzXni6st5UcJltO6mkCmC6pZ8NIJG0mabykvSTtLWlv6smUNiP16DXzJPDDivI78udWkrZoKJuWP1eT5lrtxBtJ4ywBrq+qGBFLqP9hYL8Ov6e/ZufPcaTxkY2Op/58VL1+C3BdlL9aS0T8F/hu3nwF8LpamaQxwBvyZqt79Dj1aWeK92jQnkszs5ciB6BmZtZrxaCz7XlAI2I19fGixwFLc1bZaZK27OYJAkgaK+kiSX2kIPKvpADkrrx8q1D9FRWHui8iXqgoX1FYbwzIa1lf74zO50x9Q2H95yrP/Lt2Ib3CC+smOhoo84F/5fWTS8pr+/qo95Y289sOyl9TWN+3sD6njXv0+lx37T3q9XNpZvZS5wDUzMx6rRisrWhaq9xZpMRAADsDZ5N6F5crTY/yWUnbNG3dJkmHA0tIWVHHttFkVEXZyooySGMha4Y1lNWu5R9tnEOjbfvRBmB0P9t1JCKeo94zeUyx91fSBFKCKkhjgVsl71nWovyxwnpx6p9u3aOePJdmZhsCvyZiZma9Nqmwfm8nDSPiKeBYSa8H3kFKRDOJ9O9ZbXqUcySdGP3M5qo0N+lVpCDjaeBLwC2krKhP5sAJSW+l3jPXagzo+upP9tRiMHsI8M8221WNtey2S0nB2kjg3aQMtpB6P0UKzue0cZxW96fZ71O8R+8Fmk3z0uhFr/v24rk0M9tQOAA1M7NeO7Swflt/DhARi4HFAJI2IfWWnUgKYjYDrpU0ISLaDbqKjifN3QhwTEQsbFKvkwRK/fVvUsbdMa0qNmlbsyYi7m5ac5BExD2SfgUcQJoT9OI8dcxJucrCiHi4jUNt16K82NNZTARUvEda33s0wM+lmdkGwa/gmplZz0jaFnhX3nwa+On6HjMinomIn0TEdOAzefdo6gl81lZt85B75c8VFcEnvHiM5UBZnD9fK2mzDtv+obD+ti6dz0CoJSOaJGkf4DBS0A3w7TaP8cYW5cWxnncV1gfsHnXwXJqZDSkOQM3MrCckDQPmUh8v+c2I6HQMaCvFZDWNiYGeLZzLiIpj1N4OGpl749aRpwiZ3q8z7Ewte+7LqE+V0q5fUe/hO0VSL3ps++N64Im8fjL15EMrqE9R08rx+TdZR37uar/VcgpBZ0QspZ7Z9u2Sdm37rDtT9VyamQ0pDkDNzGzASRpH6u2s9TItAc7r8Bi7SJrcolrx9d4HG8qKiXwmVByjNmfkaNJ4vsbzGEYau9if12I7dQXwaF6fKenQZhUlbS1pbTKknJ31C3lza+B7kjavaD9C0hmSRnbhvNuW5yG9Mm9OB47K61fka2jHdsBXmpTNAvbI67NrY3gLas/hcGBenpqllKRhkk6UtGNh3/o+l2ZmQ4rHgJqZWTdsm+fGrBkNbEl6nXUycAT1hC9LgGn9mFZkZ9J0IveQesZ+RwrOXiAFg0cDM3LdR4DGZC+/Lqx/WdL5pKC09mpuX54z8jrgAmAEaWqO15KC5yfz9ZxFmo7jdmD/Dq+hIxGxWtKJpB60kcDNkq4GbgAeIgVNu5KSDB0H7E2atqTmQmAKcHj+/Iukb5B6R1cAmwC7kcZgHkv6zeYO5DU1MRs4I39/Tbuv30J6Fk6RNJ6UyOghYAdSb+qxuU4fcH5jw4i4XtK3gFNJ9+/PeftWUvbcUaS5Svcj3eMdgFdT/8PA+j6XZmZDilpnNjczM1tX7vX5eQdNniDNnTkr93o1O24faeqTuRExox/f9whwZETcWXLsaynp1czGR0Rfrvc+Ui9nszeFriUFTbUxolMiYlHDdy0CDgJ+ERGTm52spBnUM72uPYeGOlOBa2j9+uY67fPrxhcBH6B1tt5ngG2qfp92FX7HhyJiXBv1f0d9XO3iiKgcY9vwPBwGfCx/lnkEmBoR95cV5letZwGfpPUf558D9oqIB0rOo0rT59LMbChxD6iZmXXbC8BTwH9IPUGLSb2P89czsLmN1At1MCmwG0t69XI0aeqQu0hjJmdHxDNNjvEe4A5ST9YewKaUBJkRMUfSvcDHSb2cW5DGU94JzImI69p47bJrIuJnknYBPkhKYjMR2Jw0pvFvpHtzTVnwml9jPVXS10hB6EGkXrtNSQHnw6RxkQuA73cj+Oyny6kHoJd12PY5Ui/7KaQMuq8iPRcPknqLv1jV4x4RLwDnSpoDnAZMBcaT7vGzpHv8J9IfHG6MiGL23G48l2ZmQ4Z7QM3MzGzQSZpNCpBXAWMi4okW9SdT73lcpwfazMz+PzkJkZmZmQ0qSS8HTsibN7QKPs3M7KXLAaiZmZkNttNJrwQDXDKYJ2JmZgPLY0DNzMyspyRtTMosOwI4kJQACFLCpl83aWZmZhsAB6BmZmbWaztSn2+1ZiVw5iCci5mZ9ZBfwTUzM7PB9C/S3Jj7R8Tdg30yZmY2sJwF18zMzMzMzHrCPaBmZmZmZmbWEw5AzczMzMzMrCccgJqZmZmZmVlPOAA1MzMzMzOznnAAamZmZmZmZj3hANTMzMzMzMx64n/ul7i4EKnmQwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Semi-Partial Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B1-C.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Figure B1-D\n",
+    "### Semi-Partial $R^2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B1-D.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness -  By Type of Distance (Figure B2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Figure B2-A\n",
+    "### Semi-Partial $R^2$ (Joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    myvars = ['FBDist'] + allcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    r1 = results1.rsquared\n",
+    "    myvars = ['FBDist'] + diffcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B2-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Figure B2-B\n",
+    "### Semi-Partial $R^2$ (Individual)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2 by measure controlling for all measures of all other types\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    for m1 in mcols:\n",
+    "        myvars = ['FBDist'] + diffcols + [m1]\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        r1 = results1.rsquared\n",
+    "        myvars = ['FBDist'] + diffcols\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B2-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Figure 2 Panel B"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# New dataframe\n",
+    "df = pd.DataFrame([['Facebook', 59170], ['WVS', 130]], columns=['Measure', 'Interests'])\n",
+    "\n",
+    "# Color scheme\n",
+    "sns.set_style(\"white\")\n",
+    "\n",
+    "textstr = 'B'\n",
+    "# these are matplotlib.patch.Patch properties\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(df.Measure.unique(), sns.color_palette(\"coolwarm\", n_colors=2)))\n",
+    "palette = {'Facebook': (0,0,0),\n",
+    "           'WVS':(0.43581480630588237, 0.57070730315294116, 0.95171738128235295)}\n",
+    "sns.barplot(x=\"Measure\", y=\"Interests\",  data=df, palette=palette,  ci=None, saturation=1, ax=ax)\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_yscale('log')\n",
+    "ax.set_ylim([10, 100000])\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Measures', fontsize=36)\n",
+    "ax.set_ylabel('# Dimensions', fontsize=36)\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in df.Measure.unique()]\n",
+    "ax.legend(handles=handles, labels=df.Measure.unique().tolist(), prop={'size': 30}, loc='upper right')\n",
+    "ax.text(-0.11, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Principal Component Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Figure 2 Panel C"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Color scheme\n",
+    "sns.set(color_codes=True)\n",
+    "explained = pd.read_stata(pathout + 'PC_Explained_Variance.dta')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "textstrC = 'C'\n",
+    "# these are matplotlib.patch.Patch properties\n",
+    "propsC = dict(boxstyle='square', facecolor='white', alpha=1, edgecolor='k')\n",
+    "fig, ax = plt.subplots(figsize=(30,20), facecolor='w', edgecolor='w')\n",
+    "plt.plot(np.cumsum(np.hstack([0, explained.FB_Explained_Variance[:35]])), label='Facebook', color='k', linewidth=6)\n",
+    "plt.plot(np.cumsum(np.hstack([0, explained.WVS_Explained_Variance[:11]])), label='WVS', color=(0.43581480630588237, 0.57070730315294116, 0.95171738128235295), linewidth=6)\n",
+    "plt.xlabel('Number of components', fontsize=36)\n",
+    "plt.ylabel('Cumulative explained variance', fontsize=36)\n",
+    "plt.legend(loc='upper left', prop={'size': 30})\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.text(-0.075, 0.99, textstrC, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=propsC)\n",
+    "plt.tight_layout()\n",
+    "plt.savefig(pathshare + 'Figure-2-C.pdf', dpi=300, bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Figure B11-B\n",
+    "### Variance explained by PC (covariance)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10), facecolor='w', edgecolor='w')\n",
+    "plt.plot(np.cumsum(np.hstack([0, explained.FB_Explained_Variance])), label='Facebook')\n",
+    "plt.plot(np.cumsum(np.hstack([0, explained.WVS_Explained_Variance])), label='WVS', color='r')\n",
+    "plt.xlabel('Number of components', {'size':MEDIUM_SIZE})\n",
+    "plt.ylabel('Cumulative explained variance', {'size':MEDIUM_SIZE})\n",
+    "plt.xticks(fontsize=SMALL_SIZE)\n",
+    "plt.yticks(fontsize=SMALL_SIZE)\n",
+    "plt.legend(loc='upper left', prop={'size': SMALL_SIZE})\n",
+    "plt.savefig(pathout + 'Figure-B11-B.pdf', dpi=300, bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Variance explained by PC (correlation)\n",
+    "### Figure-B11-A"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "explained_std = pd.read_stata(pathout + 'PC_Explained_Variance_STD.dta')\n",
+    "fig, ax = plt.subplots(figsize=(15,10), facecolor='w', edgecolor='w')\n",
+    "plt.plot(np.cumsum(explained_std.FB_Explained_Variance), label='Facebook')\n",
+    "plt.plot(np.cumsum(explained_std.WVS_Explained_Variance), label='WVS', color='r')\n",
+    "plt.xlabel('Number of components', {'size':MEDIUM_SIZE})\n",
+    "plt.ylabel('Cumulative explained variance', {'size':MEDIUM_SIZE})\n",
+    "plt.xticks(fontsize=SMALL_SIZE)\n",
+    "plt.yticks(fontsize=SMALL_SIZE)\n",
+    "plt.legend(loc='upper left', prop={'size': SMALL_SIZE})\n",
+    "plt.savefig(pathout + 'Figure-B11-A.pdf', dpi=300, bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/10-Country-Distance-Robustness-Population-Penetration.ipynb b/10-Country-Distance-Robustness-Population-Penetration.ipynb
new file mode 100644
index 0000000..0f0c071
--- /dev/null
+++ b/10-Country-Distance-Robustness-Population-Penetration.ipynb
@@ -0,0 +1,1196 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness Analysis\n",
+    "## Robustness to Population Size and Facebook Penetration"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathregs = pathfb + 'Regs/'\n",
+    "pathsamples = pathfb + '/DemographicData/'  \n",
+    "\n",
+    "pathout = pathregs + 'Robustness/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Import Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n",
+      "  warn(msg)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Type of distance measure\n",
+    "m = 'Cos'\n",
+    "\n",
+    "# Import all data\n",
+    "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n",
+    "\n",
+    "# Import all distances\n",
+    "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n",
+    "\n",
+    "# Import samples\n",
+    "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n",
+    "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n",
+    "\n",
+    "mysample_all = sample_all.countrycode2.unique()\n",
+    "mysample_wvs = sample_wvs.countrycode2.unique()\n",
+    "# Drop countries not in sample\n",
+    "mysample = mysample_all\n",
+    "mypairs = mypairs.loc[np.logical_and(mypairs.ISO_CODE_1.apply(lambda x: x in mysample), mypairs.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n",
+    "df = df.loc[np.logical_and(df.ISO_CODE_1.apply(lambda x: x in mysample), df.ISO_CODE_2.apply(lambda x: x in mysample))].copy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We need to construct some stats and prepare the data for plotting\n",
+    "\n",
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'FB'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlations with Facebook Distances (Mantel Tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "#######################################\n",
+    "# Figure with all measures\n",
+    "#######################################\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Top 4 Correlations by Type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "corrs3m_copy = corrs3m.copy()\n",
+    "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n",
+    "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n",
+    "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n",
+    "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n",
+    "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "textstr = 'A'\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(y=\"Dist2\", x=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2,  ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Pearson Correlation', fontsize=36)\n",
+    "ax.set_ylabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n",
+    "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Full Sample -  Figure B4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B4-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Common Sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# List of measures by Type Common sample\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "# List by Type FB Only Common Sample\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B4-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Regression Analysis and Partial Mantel Tests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Figure-B4-C\n",
+    "## Partial Correlation (Residuals on Residuals)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Some functions required for the analyses\n",
+    "# Regressions\n",
+    "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n",
+    "             cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n",
+    "    '''\n",
+    "    Create sample dataframe based on variables\n",
+    "    First variable is dependent variable\n",
+    "    It adds dummies for FE\n",
+    "    Adds cluster variables\n",
+    "    '''\n",
+    "    if len(myvars)<2:\n",
+    "        print('A regression needs at least one dependent and one independent variable!')\n",
+    "        pass\n",
+    "    else:\n",
+    "        k = 0\n",
+    "        for v in myvars:\n",
+    "            if k==0:\n",
+    "                mydf = (df[v].isnull()==False).astype(int)\n",
+    "                k += 1\n",
+    "            else:\n",
+    "                mydf *= (df[v].isnull()==False).astype(int)\n",
+    "        mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n",
+    "        if zscores:\n",
+    "            mydf[myvars] = mydf[myvars].apply(zscore)\n",
+    "        myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n",
+    "        if FE:\n",
+    "            dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n",
+    "            dummies = dummies.T.groupby(level=0).sum().T\n",
+    "            dummy_columns = \" + \".join(dummies.columns)\n",
+    "            myeq += ' + ' + dummy_columns\n",
+    "            mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n",
+    "        clustercols = []\n",
+    "        for v in cluster_cols:\n",
+    "            mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n",
+    "            clustercols.append('cluster_'+v)\n",
+    "        return [mydf, myeq, clustercols]\n",
+    "\n",
+    "# Partial Mantel Test\n",
+    "def mymantelreg(Dist1, Dist2,  ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n",
+    "    mydist = df[codes + measures].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    myvars = [Dist1, Dist2]\n",
+    "    for y in myvars:\n",
+    "        [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        #print(results1.summary())\n",
+    "        mydist[y + '_res'] = results1.resid\n",
+    "    results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    r1 = results1.rsquared\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n",
+    "    mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    mydistor = mydistor.values\n",
+    "    np.fill_diagonal(mydistor, 0)\n",
+    "    mydistor = (mydistor + mydistor.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n",
+    "    return mymantel, r1, mymantel_semi\n",
+    "\n",
+    "# NO FE\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n",
+    "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n",
+    "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n",
+    "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B4-C.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B4-E.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Semi-Partial Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B4-D.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness -  By Type of Distance (Figure B2 - robustness)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Semi-Partial $R^2$ (Joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Semi-Partial R^2\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    myvars = ['FBDist'] + allcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    r1 = results1.rsquared\n",
+    "    myvars = ['FBDist'] + diffcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$ (Individual)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Semi-Partial R^2 by measure controlling for all measures of all other types\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    for m1 in mcols:\n",
+    "        myvars = ['FBDist'] + diffcols + [m1]\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        r1 = results1.rsquared\n",
+    "        myvars = ['FBDist'] + diffcols\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/11-Plot-Region-Boxplots-Panel.ipynb b/11-Plot-Region-Boxplots-Panel.ipynb
new file mode 100644
index 0000000..1bffd97
--- /dev/null
+++ b/11-Plot-Region-Boxplots-Panel.ipynb
@@ -0,0 +1,821 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Panel Plot generation\n",
+    "\n",
+    "This notebook contains the code to generate the panel plots of regional data. The data files required are allRegionsAndContriesSimilarity_Jan19.csv and translation.csv"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "First of all, define a function to load countries and regularize all column names."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "loadCountries<-function()\n",
+    "{\n",
+    "  allCountries=read.csv(\"./data/RegionalAnalysis/allRegionsAndCountriesSimilarity_Jan19.csv\", row.names=1, check.names = FALSE)\n",
+    "  country_codes=read.csv(\"./data/RegionalAnalysis/translation.csv\",header=FALSE)\n",
+    "  cc=as.character(country_codes$V2)\n",
+    "  names(cc)<-as.character(country_codes$V1)\n",
+    "  new_colnames=c()\n",
+    "  for( country in colnames(allCountries))\n",
+    "  {\n",
+    "    if(nchar(country)==2)\n",
+    "    {\n",
+    "      new_colnames<-c(new_colnames, cc[country])\n",
+    "    }\n",
+    "    else\n",
+    "    {\n",
+    "      new_colnames<-c(new_colnames, country)\n",
+    "    }\n",
+    "  }\n",
+    "  \n",
+    "  new_rownames=c()\n",
+    "  for( country in row.names(allCountries))\n",
+    "  {\n",
+    "    if(nchar(country)==2)\n",
+    "    {\n",
+    "      new_rownames<-c(new_rownames, cc[country])\n",
+    "    }\n",
+    "    else\n",
+    "    {\n",
+    "      new_rownames<-c(new_rownames, country)\n",
+    "    }\n",
+    "  }\n",
+    "  \n",
+    "  colnames(allCountries)<-new_colnames\n",
+    "  row.names(allCountries)<-new_rownames\n",
+    "  return(allCountries)\n",
+    "  \n",
+    "}\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For simplicity purposes, use variables for colors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "escol<-\"red\"\n",
+    "decol<-\"orange\"\n",
+    "itcol<-\"darkgreen\"\n",
+    "frcol<-\"blue\"\n",
+    "othercol=\"white\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In reality, this could be comprised into a single function that receives as input the country name, but for only 4 countries and also taking into account that some tweaking is needed, specially when putting names and more, I found it easier to simply replicate code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Spain plot\n",
+    "\n",
+    "This code is basically the same with the exception of some text values. Essentially, it opens the regions and neighbors in each country and loads the data correctlly. Then it plots the boxplot chart sometimes simplifying values that are too long."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [],
+      "text/latex": [],
+      "text/markdown": [],
+      "text/plain": [
+       "character(0)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<strong>pdf:</strong> 3"
+      ],
+      "text/latex": [
+       "\\textbf{pdf:} 3"
+      ],
+      "text/markdown": [
+       "**pdf:** 3"
+      ],
+      "text/plain": [
+       "pdf \n",
+       "  3 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<strong>pdf:</strong> 2"
+      ],
+      "text/latex": [
+       "\\textbf{pdf:} 2"
+      ],
+      "text/markdown": [
+       "**pdf:** 2"
+      ],
+      "text/plain": [
+       "pdf \n",
+       "  2 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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",
+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "COUNTRY<-\"ES\"\n",
+    "\n",
+    "#par(mar=c(8.5,3,0.2,0.2))\n",
+    "par(mar=c(8.8, 3, 0.2, 0.2))\n",
+    "allCountries<-loadCountries()\n",
+    "items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \".csv\", sep=\"\"), header = FALSE)\n",
+    "reduced_items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \"_reg.csv\", sep=\"\"), header = FALSE)\n",
+    "  \n",
+    "regionsAndCountries=as.character(items$V2)\n",
+    "regions=as.character(reduced_items$V2)\n",
+    "  \n",
+    "regionsAndCountries[!regionsAndCountries %in% colnames(allCountries)]\n",
+    "  \n",
+    "  \n",
+    "allCountries=allCountries[regions,regionsAndCountries]\n",
+    "allCountries<-allCountries[order(sapply(allCountries, median))]\n",
+    "colnames(allCountries)[13]<-\"Valencia\"\n",
+    "allCountries <- 1 - allCountries\n",
+    "\n",
+    "colors<-c(decol, itcol, frcol, rep(escol,17))\n",
+    "#png(filename=paste(\"./PanelFigures/\", COUNTRY, \".png\", sep=\"\"))\n",
+    "#pdf(file=paste(\"./data/RegionalAnalysis/\", COUNTRY, \".pdf\", sep=\"\"), width = 15, height = 10)\n",
+    "# Step 1: Call the pdf command to start the plot\n",
+    "boxplot(allCountries, las=2, outline=F, xaxt=\"n\", col=colors, ylim=c(0,0.15))\n",
+    "text(seq(1,length(allCountries),by=1), -.01, srt = 60, adj= 1, xpd = TRUE, labels = paste(colnames(allCountries)), cex=1.25)\n",
+    "#text(x=9.5, y=0.735, labels=\"Spain Regions and neighbours\",xpd=TRUE,cex=1.5)\n",
+    "dev.copy(pdf, paste(\"./data/RegionalAnalysis/Figure-4-A\", \".pdf\", sep=\"\"))\n",
+    "dev.off()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### France plot\n",
+    "\n",
+    "This code is basically the same with the exception of some text values. Essentially, it opens the regions and neighbors in each country and loads the data correctlly. Then it plots the boxplot chart sometimes simplifying values that are too long."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [],
+      "text/latex": [],
+      "text/markdown": [],
+      "text/plain": [
+       "character(0)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<strong>pdf:</strong> 3"
+      ],
+      "text/latex": [
+       "\\textbf{pdf:} 3"
+      ],
+      "text/markdown": [
+       "**pdf:** 3"
+      ],
+      "text/plain": [
+       "pdf \n",
+       "  3 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<strong>pdf:</strong> 2"
+      ],
+      "text/latex": [
+       "\\textbf{pdf:} 2"
+      ],
+      "text/markdown": [
+       "**pdf:** 2"
+      ],
+      "text/plain": [
+       "pdf \n",
+       "  2 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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\nAElFTkSuQmCC",
+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "COUNTRY<-\"FR\"\n",
+    "\n",
+    "#par(mar=c(8.5,3,0.2,0.2))\n",
+    "par(mar=c(10, 3, 0.2, 0.2))\n",
+    "allCountries<-loadCountries()\n",
+    "items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \".csv\", sep=\"\"), header = FALSE, stringsAsFactors = FALSE)\n",
+    "reduced_items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \"_reg.csv\", sep=\"\"), header = FALSE, stringsAsFactors = FALSE)\n",
+    "regionsAndCountries=as.character(items$V2)\n",
+    "regions=as.character(reduced_items$V2)\n",
+    "\n",
+    "regionsAndCountries[!regionsAndCountries %in% colnames(allCountries)]\n",
+    "\n",
+    "\n",
+    "allCountries=allCountries[regions,regionsAndCountries]\n",
+    "allCountries<-allCountries[order(sapply(allCountries, median))]\n",
+    "colnames(allCountries)[12]<-\"Provence-Alpes\"\n",
+    "allCountries <- 1 - allCountries\n",
+    "\n",
+    "#png(filename=paste(\"./PanelFigures/\", COUNTRY, \".png\", sep=\"\"))\n",
+    "#pdf(file=paste(\"./data/RegionalAnalysis/\", COUNTRY, \".pdf\", sep=\"\"), width = 30, height = 20)\n",
+    "colors<-c(escol,itcol,decol,rep(frcol,21))\n",
+    "boxplot(allCountries, las=2, outline=F, xaxt=\"n\", col=colors, ylim=c(0,0.15))\n",
+    "text(seq(1,length(allCountries),by=1), -.01, srt = 60, adj= 1, xpd = TRUE, labels = paste(colnames(allCountries)), cex=1.25)\n",
+    "#text(11, 0.765, \"France Regions and neighbours\", xpd=TRUE)\n",
+    "dev.copy(pdf, paste(\"./data/RegionalAnalysis/Figure-4-B\", \".pdf\", sep=\"\"))\n",
+    "dev.off()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Germany\n",
+    "\n",
+    "This code is basically the same with the exception of some text values. Essentially, it opens the regions and neighbors in each country and loads the data correctlly. Then it plots the boxplot chart sometimes simplifying values that are too long."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [],
+      "text/latex": [],
+      "text/markdown": [],
+      "text/plain": [
+       "character(0)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<strong>pdf:</strong> 3"
+      ],
+      "text/latex": [
+       "\\textbf{pdf:} 3"
+      ],
+      "text/markdown": [
+       "**pdf:** 3"
+      ],
+      "text/plain": [
+       "pdf \n",
+       "  3 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<strong>pdf:</strong> 2"
+      ],
+      "text/latex": [
+       "\\textbf{pdf:} 2"
+      ],
+      "text/markdown": [
+       "**pdf:** 2"
+      ],
+      "text/plain": [
+       "pdf \n",
+       "  2 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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",
+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "COUNTRY<-\"DE\"\n",
+    "\n",
+    "par(mar=c(9.2,3,0.2,0.2))\n",
+    "\n",
+    "allCountries<-loadCountries()\n",
+    "items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \".csv\", sep=\"\"), header = FALSE)\n",
+    "reduced_items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \"_reg.csv\", sep=\"\"), header = FALSE)\n",
+    "\n",
+    "regionsAndCountries=as.character(items$V2)\n",
+    "regions=as.character(reduced_items$V2)\n",
+    "\n",
+    "regionsAndCountries[!regionsAndCountries %in% colnames(allCountries)]\n",
+    "\n",
+    "\n",
+    "allCountries=allCountries[regions,regionsAndCountries]\n",
+    "allCountries<-allCountries[order(sapply(allCountries, median))]\n",
+    "colnames(allCountries)[13]<-\"Mecklenburg\"\n",
+    "allCountries <- 1 - allCountries\n",
+    "\n",
+    "#png(filename=paste(\"./PanelFigures/\", COUNTRY, \".png\", sep=\"\"))\n",
+    "#pdf(file=paste(\"./data/RegionalAnalysis/\", COUNTRY, \".pdf\", sep=\"\"), width = 30, height = 20)\n",
+    "colors<-c(escol,itcol, frcol, rep(decol,13))\n",
+    "boxplot(allCountries, las=2, outline=F, xaxt=\"n\", col=colors, ylim=c(0,0.15))\n",
+    "text(seq(1,length(allCountries),by=1), -.01, srt = 60, adj= 1, xpd = TRUE, labels = paste(colnames(allCountries)), cex=1.25)\n",
+    "#text(7.5, 0.765, \"Germany Regions and neighbours\", xpd=TRUE)\n",
+    "dev.copy(pdf, paste(\"./data/RegionalAnalysis/Figure-4-C\", \".pdf\", sep=\"\"))\n",
+    "dev.off()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Italy\n",
+    "\n",
+    "This code is basically the same with the exception of some text values. Essentially, it opens the regions and neighbors in each country and loads the data correctlly. Then it plots the boxplot chart sometimes simplifying values that are too long."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [],
+      "text/latex": [],
+      "text/markdown": [],
+      "text/plain": [
+       "character(0)"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<strong>pdf:</strong> 3"
+      ],
+      "text/latex": [
+       "\\textbf{pdf:} 3"
+      ],
+      "text/markdown": [
+       "**pdf:** 3"
+      ],
+      "text/plain": [
+       "pdf \n",
+       "  3 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<strong>pdf:</strong> 2"
+      ],
+      "text/latex": [
+       "\\textbf{pdf:} 2"
+      ],
+      "text/markdown": [
+       "**pdf:** 2"
+      ],
+      "text/plain": [
+       "pdf \n",
+       "  2 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl\nR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi\n6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lp\nurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZP\nC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q4\n4WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23B\naIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys\n2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y\n5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrl\nSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98\nhTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7C\nlP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmK\nPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZf\nsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJ\nxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19\nzn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNC\nUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU\n97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KT\nYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyA\ngccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/\nqwBnjX8BoJ98VQNcC+8AAEAASURBVHgB7N0JnCxnWSju6jlbdkhYkkACCVlIQFaR7c+qIIh6\n2VXAKAqIC+oVhItwZVcvKP4VBEXkmovI4hVUUFYlyC5LSAIkYU1ICJCQlZCTs8xM3/c9ZzpM\n+lTP6a2qq7qf7/d7z3R/VfUtT/WZ6bdr6aJQCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE\nCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMFigM3iRJSHwjIinkyBAgAABAgQIECBA\nYC4FPhKz+vX1M9u8/onH+wjcI2qui3jTPktUECBAgAABAgQIECDQZoEHxuDv3z8BCVK/yL7P\nz4+qv9i3Wg0BAgQIECBAgAABAi0XOKV//Ev9FZ4TIECAAAECBAgQIEBgUQUkSIu6582bAAEC\nBAgQIECAAIF9BCRI+5CoIECAAAECBAgQIEBgUQUkSIu6582bAAECBAgQIECAAIF9BCRI+5Co\nIECAAAECBAgQIEBgUQUkSIu6582bAAECBAgQIECAAIF9BCRI+5CoIECAAAECBAgQIEBgUQUk\nSIu6582bAAECBAgQIECAAIF9BCRI+5CoIECAAAECBAgQIEBgUQUkSIu6582bAAECBAgQIECA\nAIF9BCRI+5CoIECAAAECBAgQIEBgUQUkSIu6582bAAECBAgQIECAAIF9BCRI+5CoIECAAAEC\nBAgQIEBgUQU2jzHxTbHNvSKOjjgn4isR45bjYsP/L+LvBzRwm6jvDFh2SdQvD1immgABAgQI\nECBAgAABApULnBQ9nBfRXRdfjMfHRoxaDosNzo24dsCGt4z69f30Pz55wHbTrD49GstQCBAg\nQIAAAQIECBCYL4FnxHQ+3z+lUY4g5ZGcN0TcOuK0iE9GPDjizyM+GnGHiOsihimHx0pviTg1\n4vsDNrjrWv2/x88vlKxzVUmdKgIECBAgQIAAAQIECNQi8GvRSx7FeXpfb08bUN+32g1PHx2P\nvrW2zc74OegI0v9YW+eB8XNW5fToOEMhQIAAAQIECBAgQGC+BEqPII1yk4Ynh0cmNG/rc8nn\nOyKe2ldf9vQnovIdEVsjHhmRp+cNKnkEKROyMwetoJ4AAQIECBAgQIAAAQLTFBg2QdoSnWbC\n8uWIq/sG8L14fn7EXSJyvY1K3lThZRF5/dA7N1oxlvX6y2TqCRG/E/GwiAMjFAIECBAgQIAA\nAQIECExdYNhrkPKaoUxUrhgwgiujPpOjW0R8a8A6Wf2BtdhglT2LDop/M4n6bsQFEYdG9Ere\nNe/nIz7Vq/CTAAECBAgQIECAAAEC0xAYNkHKO85luXzvj33+zQQpy8F7f0z8752jhTy6lYnZ\n/4z414i8SUQmRs+JeFfEqRG9fuPhUOXZsdZvD7Xm3pUy4btshPWtSoAAAQIECBAgQIBAiwWG\nTZDyGqMsg07Jy+9GyrKy98fE/349WsjT6i6O+Ni61p4Xj7OvTJKeGZHJ0yjlHbHyRke4+tv6\nk6iY1pz62/acAAECBAgQIECAAIGWCmQitRpxxoDxfyjq84YKNxuwfFD1mbFg0F3sBm1zx1iQ\nff3boBWmWJ+n82UoBAgQIECAAAECBAjMl8BEd7FbDos81eyIASZZvz2i/wYOA1afqDqvS8py\n2N4f/iVAgAABAgQIECBAgMB0BIY9xS57Oy/ifhE3j1h/LVJep5PXA30iYlqno+Ud63414kUR\n+YWy68spa0++tL5ywR7nfrhnyZy3RV3e3OLzJcvyCOCbI1xTVYKjigABAgQIECBAgEAKjJIg\nvTrWf1DEL0e8IqJXnhIPsp1X9Sqm8POiaCPf6D8/4q0ReUpdlrxRQ16HlOWNe38s5L8Pilk/\numTmeVTt+IizS5al4ccjJEglOKoIECBAgAABAgQIjCqwFBucG5FHiV4a8ZCIl609z5sfrC93\njif5hrzsjfr69c6MJ2XXIOWNGD4YkW2cEXFaRCYE74/IutdH1FHadg3STwVKmWcdVvogQIAA\nAQIECBAg0CaB0muQRp1Anl73nog8XSsTlYz3RRwVsb5MmiBlW4dH/GVEXv/U6ytP7ctbdddV\nJEh1SeuHAAECBAgQIECAQL0CU0mQekPOL2794Yj+xKi3fJo/D4jG7hRx3DQbHbItCdKQUFYj\nQIAAAQIECBAg0DKB0gRplGuQ1s83T+P67PqKCh/ndzB9vsL2NU2AAAECBAgQIECAAIE9Anld\nkUKAAAECBAgQIECAAAECISBBmq+XQV6rpRAgQIAAAQIECBAgMKaABGlMuIZu9rEY19MaOjbD\nIkCAAAECBAgQINB4AQlS43fRSAO8OtbO741SCBAgQIAAAQIECBAYQ0CCNAaaTQgQIECAAAEC\nBAgQmE8BCdJ87lezIkCAAAECBAgQIEBgDAEJ0hhoNiFAgAABAgQIECBAYD4FJEjzt18Pmb8p\nmREBAgQIECBAgACBegQkSPU419XLg6Kjr9bVmX4IECBAgAABAgQIzJuABGm+9mgePTp4vqZk\nNgQIECBAgAABAgTqE5Ag1WetJwIECBAgQIAAAQIEGi4gQWr4DjI8AgQIECBAgAABAgTqE5Ag\n1WetJwIECBAgQIAAAQIEGi4gQWr4DjI8AgQIECBAgAABAgTqE5Ag1WetJwIECBAgQIAAAQIE\nGi4gQWr4DhpxeF+L9d894jZWJ0CAAAECBAgQIEBgTUCCNF8vhfNiOj87X1MyGwIECBAgQIAA\nAQL1CUiQ6rPWEwECBAgQIECAAAECDReQIDV8BxkeAQIECBAgQIAAAQL1CUiQ6rPWEwECBAgQ\nIECAAAECDReQIDV8BxkeAQIECBAgQIAAAQL1CUiQ6rOuo6fbRyd/V0dH+iBAgAABAgQIECAw\njwISpPnaqyfFdB41X1MyGwIECBAgQIAAAQL1CUiQ6rPWEwECBAgQIECAAAECDReQIDV8Bxke\nAQIECBAgQIAAAQL1CUiQ6rPWEwECBAgQIECAAAECDReQIDV8BxkeAQIECBAgQIAAAQL1CUiQ\n6rPWEwECBAgQIECAAAECDReQIDV8B404vO2xfoZCgAABAgQIECBAgMAYAhKkMdAavMkHY2z5\nXUgKAQIECBAgQIAAAQJjCEiQxkBr+CZXN3x8hkeAAAECBAgQIECgsQISpMbuGgMjQIAAAQIE\nCBAgQKBuAQlS3eL6I0CAAAECBAgQIECgsQISpMbuGgMjQIAAAQIECBAgQKBuAQlS3eLV9ndY\nNP/YarvQOgECBAgQIECAAIH5FZAgzde+vX9M52/na0pmQ4AAAQIECBAgQKA+AQlSfdZ19NSJ\nTjIUAgQIECBAgAABAgTGEJAgjYFmEwIECBAgQIAAAQIE5lNAgjSf+9WsCBAgQIAAAQIECBAY\nQ0CCNAaaTQgQIECAAAECBAgQmE+BzfM5LbOqWODwaP+OA/o4NuovLlnWjbqzI75fskwVAQIE\nCBAgQIAAgUYISJAasRumNohMQuoovxWdvGiMjn4ltnn9GNvZhAABAgQIECBAgACBBgh8JcaQ\n0ZZy0xjoz9U02E3RTybY6+Ou8TyTtFv01ec6ub5CgAABAgQIECBAoCkCz4iBfL5/MPnGVZkf\ngatjKm+taTorJf306vLncslyVQQIECBAgAABAgQaLSBBavTuKQ6J4W2tYYh5XdCuGvrRBQEC\nBAgQIECAAIFGC0iQmrt7bhVDuyii8lPTtmwqPrx7pXhgcymMjAABAgQIECBAgEA9AhKkepzH\n6eXg2GjT+39za3HLQzrjbD/UNm/8r5Xirz6yfPNIkBQCBAgQIECAAAECCy8gQWr4S+DUI5eK\nW920ugTpqJvIjBr+EjA8AgQIECBAgACBGgV8UWyN2AvQVZ4S+LqI7y3AXE2RAAECBAgQIEBg\nDgUcQZrDnTrDKV0Tff/qDPvXNQECBAgQIECAAIGJBBxBmojPxgQIECBAgAABAgQIzJOABGme\n9qa5ECBAgAABAgQIECAwkYAEaSI+GxMgQIAAAQIECBAgME8CEqR52pvmQoAAAQIECBAgQIDA\nRAISpIn4bNwncHQ8PyvigL56TwkQIECAAAECBAi0QkCC1Ird1JpB3jxGepeIg1ozYgMlQIAA\nAQIECBAgsE5AgrQOw0MCBAgQIECAAAECBBZbQIK02Pvf7AkQIECAAAECBAgQWCcgQVqH4SEB\nAgQIECBAgAABAostIEFa7P1v9gQIECBAgAABAgQIrBOQIK3D8JAAAQIECBAgQIAAgcUWkCAt\n9v6f9uyviQavjNgx7Ya1R4AAAQIECBAgQKAOgc11dKKPhRG4KGZ6s4WZrYkSIECAAAECBAjM\nnYAEae526UJMKI98HhnRKZltfkntoCNY341lu0u2UUWAAAECBAgQIEBgj4AEyQuhjQJPiUH/\n9RgDf3ls89wxtrMJAQIECBAgQIDAgghIkBZkR485zW2x3dYxtx1lszziM8qRnb+N9T9U0sHB\nUfe5iEdGnFey/JsldaoIECBAgAABAgQI3CAgQbqBwoM+gU1xHtsVq0WRSUelZUtRXBjZ0fEj\ndLIc636lZP3D1uouHrC8ZBNVBAgQIECAAAECBH4gIEH6gUUjHz39LTuLA7eUXWozneF++bJu\nEUlQ5Cj7lE2ZHP1Nsbm4U+mlPvusP1bFB6P3FxQrR4y1sY0IECBAgAABAgQITFlAgjRl0Gk3\n9+4vdqPJjOrKtk3FwNu9nxzJ0d0HL554UBdUPLeJB6gBAgQIECBAgACBhRIY+MZ4oRRMlgAB\nAgQIECBAgAABAiEgQfIyIECAAAECBAgQIECAwJqAU+wa/lI4+3nbiqMOq+4apNd+eLn44w8s\n7ypWGg4x3PC2x2rvi/j2cKtbiwABAgQIECBAgMCNBSRIN/Zo3LMjDuoUNz+kugTp4LyRd9UX\nOdWnmne3e3h93emJAAECBAgQIEBg3gScYjdve9R8CBAgQIAAAQIECBAYW0CCNDadDQkQIECA\nAAECBAgQmDcBCdK87VHzIUCAAAECBAgQIEBgbAEJ0th0NiRAgAABAgQIECBAYN4EJEjztkcX\nez5505G3R9xisRnMngABAgQIECBAYFwBCdK4crZrosBBMajHRBzTxMEZEwECBAgQIECAQPMF\nJEjN30dGSIAAAQIECBAgQIBATQISpJqgdUOAAAECBAgQIECAQPMFJEjN30dGSIAAAQIECBAg\nQIBATQISpJqgdUOAAAECBAgQIECAQPMFJEjN30dGSIAAAQIECBAgQIBATQISpJqgdVOLwO7o\nZTni+lp60wkBAgQIECBAgMDcCeT3xigE5kUgE6MjI66clwmZBwECBAgQIECAQL0CjiDV6623\n6gUkR9Ub64EAAQIECBAgMLcCjiDN7a6dzsQeU+wutk6nqdJW8pDPalF4HZbqqCRAgAABAgQI\nEKhbwBvTusVb1t/lNYx3Uw196IIAAQIECBAgQIDAMAJOsRtGyToECBAgQIAAAQIECCyEgCNI\nC7Gbx5/krWPTA8bffL9bfj/WuKIouvtdcfgVfi5WfUfEruE3sSYBAgQIECBAgACBvQISJK+E\nDQXeUmwp7lNUd6Dx7cVKcVqxvLLhIIZfeGis+paIu0WcNfxm1iRAgAABAgQIECCwV6C6d76E\nCdQv0Fnrsvez/hHokQABAgQIECBAoNUCEqRW7z6DJ0CAAAECBAgQIEBgmgISpGlqaosAAQIE\nCBAgQIAAgVYLSJBavfsMngABAgQIECBAgACBaQpIkKapqS0CBAgQIECAAAECBFotIEFq9e4z\n+D6Bad4uvK9pTwkQIECAAAECBBZBQIK0CHt5ceZ4bUz1qRHnLs6UzZQAAQIECBAgQGCaAr4H\naZqa2mqCwBuaMAhjIECAAAECBAgQaKeAI0jt3G9GTYAAAQIECBAgQIBABQISpApQNUmAAAEC\nBAgQIECAQDsFJEjt3G9GTYAAAQIECBAgQIBABQISpApQNTlTgYNm2rvOCRAgQIAAAQIEWi0g\nQWr17jP4PoED4vmVESf31XtKgAABAgQIECBAYCgBCdJQTFZqicDWGOe2iINbMl7DJECAAAEC\nBAgQaJiABKlhO8RwCBAgQIAAAQIECBCYnYAEaXb2eiZAgAABAgQIECBAoGECEqSG7RDDIUCA\nAAECBAgQIEBgdgISpNnZ65kAAQIECBAgQIAAgYYJSJAatkMMhwABAgQIECBAgACB2Qlsnl3X\neiawX4GbxxpH7HetH6ywKR5+JOLAiFFu9X1trP/tCIUAAQIECBAgQGDBBSRIC/4CaPb0t5xZ\nFLuPHWOMHxttm85yUXTz1uC7RtvO2gQIECBAgAABAvMmIEGatz06V/PpRNLy2pjRoyqc1VnR\n9iPy/8GWCAlShdKaJkCAAAECBAi0QUCC1Ia9tNBjPDxmf3SFApdU2LamCRAgQIAAAQIE2ibg\nJg1t22PGS4AAAQIECBAgQIBAZQISpMpoNUyAAAECBAgQIECAQNsEnGLXtj1W83g/XawW11XY\n5zlFt8LWNU2AAAECBAgQIEBgNAEJ0mheta/9pNN37Togbx8wRNm+q1t848ruplOPWloZYvU9\nq1x4eXdpNW7hVrL+ctwz+7LfLVbiNttDN1fSzP6r4kV40f7XsgYBAgQIECBAgACB6gUkSNUb\nj9vDN2LDl3z4q6sHjdDA7WLdn7r4qtVXjbBNrvrZkvVXIy06sqR+6lW7p96iBgkQIECAAAEC\nBAiMJyBBGs+tjq3yltMvHLGjn4r1fzzi2SNuZ3UCBAgQIECAAAECBELATRq8DAgQIECAAAEC\nBAgQILAmIEHyUiBAgAABAgQIECBAgMCagATJS2GaAnk7idOm2aC2CBAgQIAAAQIECNQpIEGq\nU3v++7p9TPGNEXHnO4UAAQIECBAgQIBA+wQkSO3bZxuN+KpYeMVGK1S8rFNx+5onQIAAAQIE\nCBAgUKmABKlS3tob/1j0eHztveqQAAECBAgQIECAwJwISJDmZEeum0bZl76uW+whAQIECBAg\nQIAAAQKDBCRIg2TUEyBAgAABAgQIECCwcAISpIXb5SZMgAABAgQIECBAgMAggc2DFqgnsIHA\nL8WyXy1ZfuBa3fvj50rJ8pdG3b+W1KsiQIAAAQIECBAg0AgBCVIjdsPUBnGLaOnxEa+dWovl\nDX0uqt9esiiPSN4t4rMly/LaqPNL6lURIECAAAECBAgQaIyABKkxu2IqA7lXtPLyiKoTpLOi\njwyFAAECBAgQIECAwFwJuAZprnanyRAgQIAAAQIECBAgMImABGkSPdsSIECAAAECBAgQIDBX\nAhKkudqdJkOAAAECBAgQIECAwCQCEqRJ9GxLgAABAgQIECBAgMBcCUiQ5mp3mgwBAgQIECBA\ngAABApMISJAm0WvetqsxpLydtkKAAAECBAgQIECAwBgCbvM9BlqDNzkjxvbIBo9vxKF1I4H/\nQGxz9YjbjbL6N0ZZ2boECBAgQIAAAQJzLiBBmq8dfH1MJ5OkOSndTUXxv2MuGQoBAgQIECBA\ngACB6gWcYle9sR4IECBAgAABAgQIEGiJgASpJTvKMAkQIECAAAECBAgQqF7AKXbVG+thbIGl\nlaL4rdj6vmO3sP8NvxarPH//q1mDAAECBAgQIEBgIQQkSPO1m/OI4DERF83JtOKufPeJqfxs\nhdP5TLQtQaoQWNMECBAgQIAAgVYJOMWuVbtrv4N9SKzxuf2uZQUCBAgQIECAAAECBEoFJEil\nLK2t3Bojz1AIECBAgAABAgQIEBhDQII0BppNCBAgQIAAAQIECBCYTwEJ0nzuV7MiQIAAAQIE\nCBAgQGAMAQnSGGg2IUCAAAECBAgQIEBgPgUkSPO5X82KAAECBAgQIECAAIExBNzmewy0Bmzy\n0zGGB5SM43ZRlzdp+OOSZXHL7OI1EReVLFNFgAABAgQIECBAgEAISJDa+TI4NoZ9asnQD4y6\nSwYs60b9TSMkSIGgECBAgAABAgQIECgTkCCVqTS/7rUxxAyFAAECBAgQIECAAIEpCrgGaYqY\nmiJAgAABAgQIECBAoN0CEqR27z+jJ0CAAAECBAgQIEBgigISpCliaooAAQIECBAgQIAAgXYL\nSJDavf+MngABAgQIECBAgACBKQpIkKaIqSkCBAgQIECAAAECBNotIEFq9/4zegIECBAgQIAA\nAQIEpiggQZoipqYIECBAgAABAgQIEGi3gASp3fvP6AkQIECAAAECBAgQmKKABGmKmJoiQIAA\nAQIECBAgQKDdAhKkdu8/oydAgAABAgQIECBAYIoCEqQpYmqKAAECBAgQIECAAIF2C0iQ2r3/\njJ4AAQIECBAgQIAAgSkKSJCmiKkpAgQIECBAgAABAgTaLSBBavf+M3oCBAgQIECAAAECBKYo\nIEGaIqamCBAgQIAAAQIECBBot4AEqd37z+gJECBAgAABAgQIEJiigARpipiaIkCAAAECBAgQ\nIECg3QISpHbvP6MnQIAAAQIECBAgQGCKAhKkKWJqigABAgQIECBAgACBdgtIkNq9/4yeAAEC\nBAgQIECAAIEpCkiQpoipKQIECBAgQIAAAQIE2i0wToK0KaZ834jHRpw04fSPi+2ftJ82jonl\nPx3xoxEH72ddiwkQIECAAAECBAgQIFCbQCZE50V018UX4/GxEaOWw2KDcyOu3WDDF8ey3RG9\n/pbj8XM2WH/ai74SDWYoMxHYekVRvCX2fbfC+HTvtSX5nsk+1ikBAgQIECBAYGYCz4ieP9/f\n+yhHkDqx8Rsibh1xWkQmS78ScXzERyNGeYN5eKz/DxGnRgwqD40FL4h4V8TdI+4V8e8RL4/4\nzQiFAAECBAgQIECAAAECMxP4teg5P21/et8Injagvm+1G54+Oh59a22bnfGz7AjSQVF/QcQ3\nI/KUvl7ZGg+y/uKI9fW95dP+6QjStEVHas8RpJG4rEyAAAECBAgQIDCKwMRHkJ4cvWVC87a+\nXvP5join9tWXPf2JqHxHRCY6j4zI0/PKygOj8riIN0WsRPTKrnjw5oi8LunhvUo/CRAgQIAA\nAQIECBAgMA2BYU+x2xKd3TXiyxFX93X8vXh+fsRdInK9jUpeQ/SyiJMj3rnBivdcW/apknV6\ndfcoWaaKAAECBAgQIECAAAECYwtsHnLLvGYoj/rERfOl5cqozeToFhHfKl1jb+UH4kfG/sqR\nayuU9Zd9ZclroUYteTrgL4+wUR6pygRQIUCAAAECBAgQIEBgAQSGTZDyjnNZLt/7Y59/e0nL\nKDdq2KeRdRUb9TdJX5+LPv5lXT/7e3hSrJCnFSoECBAgQIAAAQIECCyAwLAJUl5jlGXQKXm9\nGyasv15o7xbj/btRf5P09ZkYTsaw5SnDrmg9AgQIECBAgAABAgTaLzAo4emf2XeiIu9gd0T/\ngrXnvfprBiwftbp3ml6v3fXb9+qm1df6tj0mQIAAAQIECBAgQGCBBYY9gpQ3V7gsopec9JNl\n/faI/hs49K837PNhEqRLhm3Mem0WyPuCfGKECXwz1s1Lx4Yt+b3HCgECBAgQIECAAIG9AsMm\nSLl2vpO8X8TNI9Zfi5Q3Zjg1It/FTusUu9671rzd9z9FrC9Zl6V3N7u9z/w7hwLdSMpfGMn3\nCyue29L3i2I1byGvECBAgAABAgQIEBha4DGxZp5m95y+LZ67Vv+4vvphnp4ZK5V9UWxue07E\ntyN6N2zIuptE5Ol+ebOFUZK7WH2s4otix2Kb2kZ5CmjePXHYuFmsm6/RHxlhm2y7d11bPFQI\nECBAgAABAgQWROAZMc/PTzLXfLN6bkQeJXppxEMiXrb2/B3xc325czzJN6pnr68sebxRgvSE\ntTY+Gz8z+Xp8RK6fp/vdPaKOIkGqQ3l6fRwWTeXr7m7Ta1JLBAgQIECAAAECcyowcYKULnl6\n3XsiViPyjWjG+yKOilhfppEgZXtPirgyotdXPq7zznISpABvUZEgtWhnGSoBAgQIECBAYMYC\nU0mQenM4NB78cER/YtRbPs2fnWjsxIg7RmybZsNDtCVBGgKpQatIkBq0MwyFAAECBAgQINBw\ngdIEadzrePK6oTz1rY6SR4++WkdH+mi9QNxsoXhlxNdbPxMTIECAAAECBAgQmInAuAnSTAar\nUwL7EchTP393P+tYTIAAAQIECBAgQGCgwLBfFDuwAQsIECBAgAABAgQIECAwLwISpHnZk+ZB\ngAABAgQIECBAgMDEAhKkiQk1QIAAAQIECBAgQIDAvAhIkOZlT5oHAQIECBAgQIAAAQITC0iQ\nJibUQIMEtsZYvhRxmwaNyVAIECBAgAABAgRaJCBBatHOMtT9ChwQa5wccbP9rmkFAgQIECBA\ngAABAiUCEqQSFFUECBAgQIAAAQIECCymgARpMfe7WRMgQIAAAQIECBAgUCIgQSpBUUWAAAEC\nBAgQIECAwGIKSJAWc7+bNQECBAgQIECAAAECJQISpBIUVQQIECBAgAABAgQILKaABGkx9/u8\nznpHTOyiiKvmdYLmRYAAAQIECBAgUK3A5mqb1zqBWgV2RW+3rbVHnREgQIAAAQIECMyVgCNI\nc7U7TYYAAQIECBAgQIAAgUkEJEiT6NmWAAECBAgQIECAAIG5EpAgzdXuNBkCBAgQIECAAAEC\nBCYRkCBNomdbAgQIECBAgAABAgTmSkCCNFe7c+En0wmBl0UcuvASAAgQIECAAAECBMYSkCCN\nxWajhgpkYvT8iBMbOj7DIkCAAAECBAgQaLiABKnhO8jwCBAgQIAAAQIECBCoT0CCVJ+1nggQ\nIECAAAECBAgQaLiABKnhO8jwCBAgQIAAAQIECBCoT0CCVJ+1nggQIECAAAECBAgQaLiABKnh\nO8jwCBAgQIAAAQIECBCoT0CCVJ+1nqYn8MRo6uqIa/ri4rUuPtxX31vveWvL/SBAgAABAgQI\nECBQKrC5tFYlgWYLvCeG9wsDhnhy1H95wLIzB9SrJkCAAAECBAgQILBHQILkhdBGgati0O9s\n48CNmQABAgQIECBAoNkCTrFr9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJot\nIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAA\nAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQ\nIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4x\nOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQ\nINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAEC\nBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAg\nQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsC\nBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq\n9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIE\nahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECA\nAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIE\nCBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWI\nrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJot\nIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAA\nAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQ\nIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4x\nOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQ\nINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAEC\nBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAg\nQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsC\nBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq\n9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIE\nahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECA\nAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIE\nCBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWI\nrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJot\nIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAA\nAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQ\nIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4x\nOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQ\nINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAEC\nBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAg\nQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsC\nBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq\n9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIE\nahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECA\nAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIE\nCBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWI\nrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJot\nIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAA\nAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQ\nIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4x\nOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQ\nINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAEC\nBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAg\nQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsC\nBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq\n9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIE\nahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECA\nAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIE\nCBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWI\nrSsCBAgQIECAAAECBJotIEFq9v4xOgIECBAgQIAAAQIEahSQINWIrSsCBAgQIECAAAECBJot\nsHmM4W2Kbe4VcXTEORFfiRi1HBMb3C3iuoj/WvsZP/Ypt4mazj61eysuiR/LA5apJkCAAAEC\nBAgQIECAQOUCJ0UP50V018UX4/GxEcOWF8eKuyN6bWSS85ySjW+5bp3euut/nlyyzbSrMvkb\nJwGc9ji0R4AAAQIECBAgQIDAdAWeEc19vr/JUY4g5ZGcN0TcOuK0iE9GPDjizyM+GnGHiDwi\ntFF5aCx8QcQ/Rbw0YkvESyJeHnF9xKsjeuWuaw/+PX5+oVe57udV6x57SIAAAQIECBAgQIAA\ngVoFfi16yyM4T+/r9WkD6vtWKw6KigsivhmRp+n1ytZ4kPUXR6yv/x/xPPt7YMSsiiNIs5LX\nLwECBAgQIECAAIFqBUqPII1yk4Ynx/h2Rrytb5z5fEfEU/vq+59monNcxJsiViJ6ZVc8eHNE\nXpf08F5l/MwjSJkgnbmuzkMCBAgQIECAAAECBAhUJjBsgpSnwmXC8uWIq/tG8714fn7EXSJy\nvUHlnmsLPlWyQq/uHuuW9frLI0xPiPidiIdFHBihECBAgAABAgQIECBAYOoCm4ds8fBYLxOV\nKwasf2XUZ3J0i4hvDVjnyLX6sjZy+yx5fVOWPB3v5IjvRlwQcWhEr+Rpbz8f0UuqevXD/Hxs\nrPRzw6y4ts5R8fPaEda3KgECBAgQIECAAAECLRYYNkE6bG2Olw+Yay/BOXjA8qzeqI3+7e8c\n6+fRrUzM/mfEv0bkTSIyMco73r0r4tSI3nbxcKiSR7suHWrNvSvlqYCrI6xvVQIECBAgQIAA\nAQIEWiwwbIKU1xhlGXRKXu/mCuuvLdq7xQ/+3aiN/u2/HpvlaXV544aP/aCJ4nnxONfNJOmZ\nEZk8jVI+ECtnDFvylD6FAAECBAgQIECAAIEFERiU8PRP/ztRkTdMOKJ/wdrzXv01A5Znde/U\nu96661ft1fW2vywWvjVifXLUW/+Naw/u1qvwkwABAgQIECBAgAABAtMQGDZBWo7OMmnpJTL9\nfWf99oj+GzisX2+YBOmS9RsMeJzXJWXpnbK395l/CRAgQIAAAQIECBAgMKHAsAlSdnNexB0i\nbp5P1pW8MUNeD/TZiI1Oscvts+TtvvtLr65344XfiRW+FJGn2fWXU9YqcrlCgAABAgQIECBA\ngACBmQg8JnrN0+zy+p/15bnxJOsft75ywONzov7bEeuP/twknucpfJ+L6F0TlXebyza/EJE3\nZ+iVfPzeiFz2gF5lhT/zjnkZCgECBAgQIECAAAEC8yVQ+kWxo0wxjzadG5FHiV4a8ZCIl609\nf0f8XF/uHE8yiTl7fWU8ziNCWZ9HmzKhenzEmRF5Ct/dI3olb8TwwYhc94yI0yIeHfH+iKx7\nfUQdRYJUh7I+CBAgQIAAAQIECNQvMHGClEPO0+veE5G3vs5EJeN9EUdFrC+DEqRc50kRV0b0\nts/HT4noL4dHxV9GZPLUWzdvM/7siLqKBKkuaf0QIECAAAECBAgQqFdgKglSb8j5xa0/HNGf\nGPWW7+9nnip3YsQdI7btZ+UDYvmdIo7bz3pVLJYgVaGqTQIECBAgQIAAAQKzFyhNkHrX/Iw6\nvGtjgzxNbtySR4S+OuTGO2K9zw+5rtUIECBAgAABAgQIECAwtsAod7EbuxMbEiBAgAABAgQI\nECBAoA0CEqQ27CVjJECAAAECBAgQIECgFoFxT7GrZXA6IdBQgfvGuN4SUfYBQ97I5JqI3RH9\n5f9GxTP7Kz0nQIAAAQIECBBojoAEqTn7wkjaI5DXxP1eRFmC9FdRn8lT2TV6rqULGIUAAQIE\nCBAgQKC9Au5i1959N6uRXxUdP2pWneuXAAECBAgQIEBgaIHSu9iVfQI+dItWJECAAAECBAgQ\nIECAwDwJSJDmaW+aCwECBAgQIECAAAECEwlIkCbiszEBAgQIECBAgAABAvMkIEGap71pLgQI\nECBAgAABAgQITCQgQZqIz8YE9hH4btRcuU+tCgIECBAgQIAAgVYIuM13K3aTQbZI4PYx1m6L\nxmuoBAgQIECAAAEC6wQcQVqH4SGBKQhIjqaAqAkCBAgQIECAwKwEJEizktcvAQIECBAgQIAA\nAQKNE5AgNW6XGBABAgQIECBAgAABArMSkCDNSl6/BAgQIECAAAECBAg0TkCC1LhdYkAtF/j1\nGP9RLZ+D4RMgQIAAAQIEFlZAgrSwu97EKxL4g2j33hW1rVkCBAgQIECAAIGKBdzmu2Jgzbda\n4Ikx+nuNOIMDY/2nRDx4hO12xLovjMifCgECBAgQIECAwAwFJEgzxNd1wwWWimd3Di7utHRo\nsTrsSFevKZY6BxUP62wZbovuclGsXlbk2qdHnDfcVtYiQIAAAQIECBCoSkCCVJWsdudBoLP5\ntsWmrad0No04maHX7+7sFtvftaf1zoh9WJ0AAQIECBAgQKACAdcgVYCqSQIECBAgQIAAAQIE\n2ikgQWrnfjNqAgQIECBAgAABAgQqEJAgVYCqSQIECBAgQIAAAQIE2ikgQWrnfjNqAgQIECBA\ngAABAgQqEJAgVYCqSQIECBAgQIAAAQIE2ikgQWrnfjNqAgQIECBAgAABAgQqEJAgVYCqSQIE\nCBAgQIAAAQIE2ikgQWrnfjNqAgQIECBAgAABAgQqEJAgVYCqSQIECBAgQIAAAQIE2ikgQWrn\nfjNqAgQIECBAgAABAgQqEJAgVYCqSQIECBAgQIAAAQIE2ikgQWrnfjNqAgQIECBAgAABAgQq\nEJAgVYCqSQIECBAgQIAAAQIE2ikgQWrnfjNqAgQIECBAgAABAgQqEJAgVYCqSQIECBAgQIAA\nAQIE2ikgQWrnfjNqAgQIECBAgAABAgQqEJAgVYCqSQIECBAgQIAAAQIE2ikgQWrnfjNqAgQI\nECBAgAABAgQqEJAgVYCqSQIECBAgQIAAAQIE2ikgQWrnfjNqAgQIECBAgAABAgQqEJAgVYCq\nSQIECBAgQIAAAQIE2ikgQWrnfjNqAgQIECBAgAABAgQqEJAgVYCqSQIECBAgQIAAAQIE2ikg\nQWrnfjNqAgQIECBAgAABAgQqEJAgVYCqSQIECBAgQIAAAQIE2ikgQWrnfjNqAgQIECBAgAAB\nAgQqEJAgVYCqSQIECBAgQIAAAQIE2ikgQWrnfjNqAgQIECBAgAABAgQqEJAgVYCqSQIECBAg\nQIAAAQIE2ikgQWrnfjNqAgQIECBAgAABAgQqEJAgVYCqSQIECBAgQIAAAQIE2imwuZ3DNmoC\nCy1wRMz+ZRFbSxRuH3WXRVxVsuycqHtVSf2oVdnvKyIOKdnwuKjbEfGdkmWXRN0LS+pVESBA\ngAABAgQaIyBBasyuMBACQwvkkd8DIraUbHHHtWXbS5ZtK6kbp6qz1kdZeyfHsu9HlCVoOWaF\nAAECBAgQINBoAQlSo3ePwREoFbg8an+5dElRnBX1b4r48wHLp1G9Mxr51QEN/UvUfy3imQOW\nqyZAgAABAgQINFpAgtTo3WNwMxbYtvsLRbH7C90ZD0P3BAgQIECAAAECdQm4SUNd0vohQIAA\nAQIECBAgQKDxAhKkxu8iAyRAgAABAgQIECBAoC4Bp9jVJa2fNgqsdg4uis5B1Q29u1oU3Suq\na1/LBAgQIECAAAECowlIkEbzsvZiCezefHzcS/uUvGlbNaW7s1tsf9dU216J1jJmVWbd/6zm\nrV8CBAgQIEBgTgQkSHOyI02DwJrAafHzmzPUeFb0XXaL8RkOSdcECBAgQIAAgeEFJEjDW1mT\nQBsEzp3xIC+Ycf+6J0CAAAECBAhMJCBBmojPxgQIzEjgD6Pfo0r6PjrqtkZ8o2RZfoFtHuHa\nXbJMFQECowkcGKuXfVl13vwprq4sLTuidlfpEpUECBBokIAEqUE7w1AIEBhaIN+EbSpZ+7ZR\nl7fVKDvN0F07S8BUERhD4IjY5tKIUd9DfC22OXGM/mxCgACBWgVG/eVW6+B0RoAAgQECzx1Q\n/6qov3XELw5YPi/VPxUTuXfJZOK+i8UJEeeULMtP9V8b8Z2SZaoIjCJwZax8p4g8itRf/iIq\nvhTx6v4F8dw9O0tQVBEg0DwBCVLz9okREZhE4KTY+NsReTrZLMqx0WnepMEboWr1T43m71XS\nxS2j7pSIsjeueYfBt0VIkAJBmVjg/AEtXBv1l0Z8bsBy1QQIEGi8gASp8bvIAAmMJPCWWPv0\niPwUdxblz6LTr0c8exadL1Cffxxzzegvj4uKv4p4aP8Cz+dKIE8vfUBE2d/wPIJ6ecTOiP6S\n1+Z9ub/ScwIECBC4sUDZL9cbr+EZAQJtEsj/02XX5owzh/8eG/3JiBvmdT7diN8ZYbtc//ER\n/zzCNlYlMEuBO0fnL4ko+5K0H4r6vNbm+oj+8m9R8df9lWM8z6OE2VbZ3/Csy6OF+f+qv7w/\nKvL0TIUAAQIENhAo++W6weoWESCwQAK3Wrppsbr1TqV3qiplWI37U3WWik5nhN8sOz4Vn3Tv\nLL0jXWkfKgk0QCBPI8skqCxBekTUnx1xYUR/ydNfp1G+GI3kzUjKynlR+ecReSRxnkteT3ez\nkgneKuryQ6KLS5ZdE3W/FpEJpEKAAIGBAiO8jRnYhgUECMyrwLZiddORZe8Byyc8zqGrzqbu\natlH3eU97Ld2Odbw5me/TFaYUOCC2P5ZA9r41ah/fcR7BixXPR2BPI2wrOQRvLz9+FklCzNB\nmuKvm5IeVBEgMBcCEqS52I0mQYDAmsDL4+cBNAgQmJlA3pzh3Bp6f8GAPl4X9YdG/PqA5aqn\nI3DPaCavg+svmZxmklp2k45MTv8houzoXlQrBJojIEFqzr4wEgL9AsdHxd36K/fz/CaxPK+P\neMx+1lu/OI+6vDciTpBrfcm7Zy1yWY3JZygEZiXwe7PqWL+1Ctw7evvZkh4Pibq8Ru7kkmWZ\nIJ0ZIUEqwRmxKj8I/OmIsvfxJ0T9JRE7IvrL+VFRlrz2r7fwz8tgFx4FAIGGCPxRXOHwuDib\nfvhTxlbil2Wn+IViqfj5oeewXGyNdR8WkRdwK8MJfCBWu0/JqnmWYf5eLbuD2O6ov3tEnp5V\nVclxPamqxte1m9d53HXd8/UP849zXp/TX/LN0ccj8jQnhQCBdgvkd85l9Jf7RcVHIjKBGv5v\nV38rnu9PIBPQP43Ivzn95RZRkV/1UXajmPdF/S/1b+D5vgISpH1N1BBoisDmzccXm7bdvVP2\nC3CjMead5IYu1729uxxn5Y/ax9Dtz+mKz4x53aZkbo+OugdG5B0A+0seoftGf+WUn+fNAzJJ\nqrr8SnTw7JJO8oK1AyO2lyzLqqdEvHXAMtUECBAgMJzAObHasQNWzQ/hXhxx+oDlqocQkCAN\ngWQVAgQI9Al8Pp5n9Jc8tSRPi8xbMM9zeVFMLqO/3CMqPh1xy4jr+hcuyPM8UjjL01VfH/1/\ndEGsTZMAAQKVCEiQKmHVKAECMxLIN+bbIi6eUf+6JZCnHlZ9pHAj5TztZpFLXlOZSapCgACB\nsQUkSGPT2ZAAgQYKPDfGdEzEzzRwbIa0GAJVXmPWBsHfjEHmNWjvntFgXxj9OmV4Rvi6JTAv\nAiNdqzAvkzYPAgTmViA/9FnkN0d5DdDRc7t3TawNAj8Zg7z/DAea34+06HeznCH/DV13b3jk\nAYEWCjiC1MKdZsj1Cax+Ny8mGP73/OrVRbGUNzkd9n9WngyiEJieQL45/auIPIqmECBAoG6B\nvI33z0f4uoG65fU3VYFh38ZNtVONEWiFwGrx7pXvFt2I4ctq8UMrnbj+pTPCrYw7cTvObvHt\n4TuxZoMFvhljm+UpVvndGBkKAQIEZiGwPTr9+1l0rM8bBP4oHv3nDc88GEtAgjQWm40WROB5\n8RnY80ac61WR7Dwz4p9H3K5s9aXli+KLJC4d/ghWWSP7revGtyYp0xJ4WzSUsajlqzHxl0fk\nm6RFLQ+Mif9XxI4ZAbwz+n1dxLzfSXFGvLol0HiBv278CFswQAlSC3aSIS6wQJyCF99SpBBo\ni0CcZFrkjTKqLk+LDl4Tkddc9Ze8Bm3QF1T+fiz7X/0bTPl53pzgMRH5hYyzKCdFp8fOouOG\n9Jlzz/c2szyS2xAKwyBAYFwBCdK4crYjQKBqgeOig1+KKHsTPKjve8WCQyNeMmiFAfX/GPX5\nxXtKOwT+bwyz7A3wTaI+9+XTI+L46z7l7H1qpl+Rr1dHZafvOmyLedQ/rwQ9bdgNrEeAAIF+\nAQlSv4jnBJokEJ+Fd7ZWO6Du9dW2P0HrPxlvM5+3dEQx9DG07s7YIs5I7BxQPHvYfuPGGpuj\nh/xdKEEaFm326+WRqn8vGcYt1uo+GT/PLVmuqnqB/JLcndV3M7CHTE4X+U6WA2FqXHBY9PW9\nGvvTVf0CR0SXb40ou+Y1j+J+P+KqiP5yflT8Sn9lE59LkJq4V4yJwF6B1c23jW89vfsoB1BG\np7vu7d3VTCqaWDoHFrsPfFD8W2G5/sPdnauXjXSUqsLRaJpA6wXyqO8iX4PW+h044QTuFtt/\nLOLgiCr/stwn2n9SRH/JBPnuEXk3vbI76b0l6nN8ymQC18Xm+SFVWYKUvwPy9lYfiugvF/RX\nNPW5BKmpe8a42irwezHwT7R18MY9sUC+ObhnxOsmbmm8Br4Qm715vE1tRWAqAldMpRWNtFUg\nE6P8UCsTlZUKJ5GnUR5Z0n72nadaXxmRb+L7S56CPe8lbxLzkoh/q3CieZT4FQPa/9Go/8+I\nHENriwSptbvOwBsqkN9BM62ya/nrcY+Gr3dH+RSud7hplG3y98DuaQ16wdvJPwxPiJhVgpSn\nL/zWDPfB8dH3ByJOiRj61MgZjlfXBMYVyOvg7lSycb5xzzfp+Ql6f8nTD3884jv9CzwfWSB/\nz2T0lzy966KIZ0R8vX/hgjy/Zcyzd7rxgkx5+tOUIE3fVIsEpiXwrGjoDSM2lm/M3xvxTyNs\nl29kP1q2fl6fs+Ojo+RaZa1sXNfdVWzZeI3WLe0lqZMOfCkaeFxE2SkMk7bdv/0Xo+Kz/ZVj\nPL9ZbHNCxLYICdIYgFPY5OJo49tTaEcTGwv8TSw+rmSVh0ddJk7/f8my/NT98pL6capeExs9\nomTD/L+X1wCVJWh5RCd/p5wVoRAgsIGABGkDHIsIzFgg3+SM+kYnL4z8SsQBgVsrAABAAElE\nQVR/TGXsu4qllao/61xyx68B++rUqH9bsTW+T2daKVdZR3mDitU4X7+757SU9WtsjX6/FhU3\nXV+5n8eb9lx10CkujfVGyazPirXvv5+2h1l8Xaz05Yg8vWZW5bnR8adn1Xn0m0colOoF3jeg\ni/yQID/Br/oo8v+JPj5TMoZ7R93jI8pOb8oEKf8+KAQI7EdAgrQfIIsJECAwI4E8glQc9PDi\ngM7W6jKkXed1i93nRZK0bzpzQNQds/XOcVfAg4cTyJNBu5GiLx265wLtoTZaic+541TSU0r6\nH2r7vpXy5gC376ur++mr6u6wYf3ldXhXRORpTrMo/xCd5lGUeS+figlm9Jc8je8nI/62f4Hn\nBAgMLyBBGt7KmgSGEch3svu+1Rxmy+HXyU/0XxBRdmraraP+sREnRvSXL0RF1Z9q9vfpecsF\nlm4R90w+vLoErVjpZoKkzI/AH8ZUzox4/oymNJ2j5zMavG4JzIFAfnlIc79AZEhgCdKQUFYj\nMKRAnr7wlIj/HHL9cVbbGhsdHVGWIH0r6vMTxFzeX/K0p5FKvDnedcB9q/009vr3FTsb/F1M\nI3lZmQCBPSeE7jn6yWIhBfLI4b9E5Ol8syi9W3v3fs5iDIve588FQB7Nb3WRILV69xl8AwXy\n/PPDKx7XZdH+EyruY2/zceCgs7nCowfZS6fqA25jS50Ub/X+Nq6QyoR0uLIat53tFkfE11SW\nnfoyuI2VIi/4/uvBK1hCgACBVghkgvSoGY70kuj7wREXznAMs+767BjAN2Y4iGtm2PfUupYg\nTY1SQwQIzJlAXstyny23H+EmEvGZZTfu3dbZWvzIsBYrccwv7haYJ5lJkIZFW5z1fiKm+qMj\nTveusX6+SR3lRhV5x8GXR1wdoUwmkG8O5+IN4mQMM936QzPtffadzzJBnf3spzQCCdKUIDVD\ngMD0BeIW4Jt3fKraI0yr34vjPYNKp1jdeofO0qDF06jfeX03EyRlOgL5N+2PI34/Iu/oOIuS\nn9z+TMR/Tdx5p/iNzgHFwzuHDX+6UtwkYykS9G4c9xz6P87qpXuOkr4/xnvGxGPWwGuCYJbX\nel4V/Y+SHNtjBAiUCEiQSlBUESDQEIGVYtNKfhZeZelskCBV2a+2qxA4PBr97xGvjzi3ig6G\naDNuaxGnWU6nLG06pti07S6dwUn8FPq57h9H+jLqKfRYaRMvjtYPjXhmpb1s3HgekZtVeXd0\nnN+FpxAgMIFApZ+MTjAumxIgQIAAAQLtFBj66FUF0zsq2sxY5OIGBYu892c/9/vGEI6b/TAm\nG4EjSJP52XoxBQ6LaT8youwDhryz3IMjbhLRX86OirP6Kz0nQKChAp3i3+JEtYeMOLr8HfDO\niFHepOYtcU+IyO8PanvJ74HKu2kqiylwbEw7XwOPnuH0T42+z5th/4ve9R8EQJ6u+5I2Q0iQ\n2rz3jH1WAneMjvM/fqdkAJk0PT4iE6j+8vaokCD1q2zwPK6/2HnAg4oDN1hl4kU7/6vYtToP\nb0snltDAPgKd4oTNxxVbN+W3iw1Z8otyOwfFF++WfXxS0kZ3Z9yX/9N7rgHKD1Wa9kp8Wswj\nr+cq+11XMpuxq5YjnTwttv7o2C3YsCkCt42BPCoiTwtdmcGg8uhhnl57m4iLZ9B/E7p8YQzi\nHyO+OKPB5O+Lqn9nVD41CVLlxDqYQ4FPxJyOn8N5NW9K8St26aCKf89umuXZQM0jN6IbCyzF\n8eLNR1X3Glzd3ujX3506hxa32nJitdfp7Tq72B0J0okh358g3T3qfjtilB1wr1g/j+K9MWKU\n8pexcv5un7ScEg2cFPGuSRuy/VgCue+z9H7ufbZY/z45pvuNiFklSHOhLUGai91oEgQIECBA\nYPoCSwcXq1uOr/YmEbu/0F3J2+OXlAfH29wnbr51HJEbsqzmyYqRcy4dNPyHWMvfKpbj67W/\nFltOI0F6TLTziIhZJUh5vPPHI/42QiFAYEyBoX/pjNm+zQgQIECAQF0CvVN6dtfVoX6qFYjT\nbHdvu0en0vcqq2d0l6d8mu0oR7ymDfigaPClERKkactqb6EEhjxLeqFMTJYAAQIE2imQ3/9y\nl4ivtHP4Rk2AAAECTRCo9FOZJkzQGAgQGFugu3plsen6D3V3DNtCd3tcq7BUdONT36Hv4BWt\n57nijb4QY9j5W2/KAp3ig3H1SV7TUW3pFt+JV2Be76IQWC+Qv5vuF5E3HBi2nBAr5g03HjLs\nBmvrnRM/LxtxG6sTaKpA6/+mS5Ca+tIyLgKzF3hzXDq9c/XykS6QznPvr447eX18hOFnMvXe\nEdavb9XVYum6f6749/zek8IGnpKz+8K4Qn1zdWNYvWoPZ1PPJviRzccXhyzl179WVLrXFsXu\nLxVHR/P5Jrh3il5FvWm2ZQL5++yfI4b+wCfW7f1fft8Ic81t/ibiV0bYpqmrbo+B5ZVgo5ht\nNJf/FgtvtdEKfct6vy2eGPWX9y3b6Ol3YmHua2VygT+KJr4xeTOzbUGCNFt/vRNoskB+b1PG\nKOX3R1m5FeuWXzxe29B35+fKVZel5t7xadMt4y5yt+6955w+xMrl3UyQFAJlApvj9hC7Dn5U\nZ2vZwv3UDf2i3fGpbnflouFvRLGffqe5+MBI986K6CUdw7Z9Xax46bAr71mvGx+qdffcHrx/\ns7cV24pO3CZkuIQrPkvq7i6WO1uK592Qqva32Pe8uxLnPezc8wFJE+9896wYWd74Y/iyUhwZ\nc39ezOppQ2+0WuwI/5+P9b899DaDVxzlw4HBrcx4iQRpxjtA9wQIEGiywK64UWxna4VHsPKt\nVHekU5iazGVsBKYpkInZkyNGSdDuEesfHPGMiFHKmbHyx/s2ODT+b568Jb75b6nCb6Nb+W5R\nLF9U3CP6KitL2+5RbN189ND5Zq+Nod/frlzaLXZ8ZOSjx8dER0+IKBvYXaM+b7FddrOYj0T9\n8HdL7BQ/uXTT4r75QdGwJRLE+FSpOKnT2XO7+f1vFu67z9+z2nHx7zQSpP332YI1hn4BtWAu\nhkiAAIHpCsSfvqW8mqDCsponpOyqsIMJm17NE0+qLp34rFMhQKBf4M5R8brOwXtOWetfVv58\npejELdM3d7YVryhfYd/a7q54O71cfDISlAf0Ld2TsmyOE9yWDivLA/rWHvNpdzW6uWjMjWe3\n2fHR9WMjymB+JOoz5YgTePcp+dt++AQpVt5088iQ71jWzT5tj1WR/msJUtn2D4nKx5UtmHJd\nHiF8ecQ3ptzu2M1JkMamsyEBAnMv0ClWD3xIp9I37zs/2y2WLxjw2WkAb41bB1R5k+P4Dphi\n5Vuln3Q2Yfdu2hknee46t/yj5WkMcMD37/Sa3rr7y/npdoX9b3zi0NJKnKi08zPV9d+bqJ/N\nFTjwocWBnc0jv0Ee+v3dri/GG+Qvx4cUrsAb5UWQR4LuPWCD/F/9GxFnDFjepurHdw4snrp0\nxOC/UdOYTPwNyjMJPhz/SpCmAaoNAgQIzLvA5jiRo7N15DdHQ7OsXtfNBGnjt+lDtzb1FTtF\nHGGbYXrQ6cbl5hkzKkvd70WCFqEQIEBgFgJLNyu6B9y72i+Lvu5fujub9jHd0J8wzGKn6JMA\ngdYJPDJGnHcO+ljrRm7ApQLb7lftaYbLl8T57+fEn8YZZkGlE1e5RyBOAe3svrDandONu0Xi\nJkCAQJMEJEhN2hvGQqD9Ar8cU/hahASp/ftyzwziWoa4QLu6I1hL+7sBRN58u8q3z3nsbKNT\ni3LqVfafuUdTj9/F0LrXFJt2fSYeVFk6btJRJa+2CRAYXUCCNLqZLQgQIECgHoHlbfes/jbf\nOz40cDI7t8Zl8ltOqi5BXN3eLa5/98D+lzfdNq5DO3Xg8qksuL6Z30I2lblphAABAuMISJDG\nUbMNAQIECBCoQSC/gWfpkOoStL1TqPYUukmY4vqvrdvfX+34utub+z1gk9jZdmYC+YKt9kU7\ns6ktTscSpMXZ12ZKoH0C8QV+K1dU+3cmbnFb9bvP9rkbMYE1gc5NipUtJ1b7Jaa7zo6THMu+\nMSbHsBq3ra76JhVLG/wOiOujdnyy2t9Bq1d6uc2ZwJNiPp+eszkt3HQkSAu3y02YQGsEruju\nKLbtOKPy8cZn9HtuLFF5Rzog0DaBpYOK7pbjqv0MYffn93wTTjNpuvEhzTdnO7Tt/5z9V5uk\nxVVg+XtQmY7AW6fTjFZmKSBBmqW+vgkQ2Egg/8i8I6Lad2d733k0+KtaNyKyjMCcC3QiM6j6\nrftGN+mYc94bprfBjUKu/3D8El6qLkFb+y6yLTeMxQMCDRCQIDVgJxgCgZYJHBLjPSfi4JJx\n3yTq8u1GnmLQXy6KivyG8VGKxGUULesSmDOBzkHFroMeFl9VWWG5/ozurtUrKuyg7U3vqPz4\nVX4MVvUHYW3fC8Zfs4AEqWZw3RGYA4HvxxyeEZGJUn85Oiriz2lxVf+CeH5pSZ0qAgQINFdg\nU7F80MOrPYa186z4VGmD0/g6N4v8ocL0YfW64N8VR+ocSdv3ddgp3hmVD9h3wdRrvhd74I7R\n6rVTb1mDYwlIkMZisxGBhRcYfGPihacBQIDAPAl0DqgwO0mo/Zy+duD9I0HaXN0Ydn2xW+z+\n8sDbZBRFfBdap8LvAttzit1KpAflZ/F1li+Me3V8t3zhNF5nexLEQQ11ijttvm1xk01HDlph\n8vq4U2MRNyrJsy8OjZAgTU46lRYkSFNh1AgBAg0ReFCM46YRey5rbsiYDIMAAQKtFTjwgZHD\nHVZdgrb7gm6x63MDE7TOyiUbf5fzlGAHTnAp/qJsPmbg4om7X702kr+zJ25GA1MWqPAzgSmP\nVHMECBDYv8BjYpXT9r+aNQgQIECAAAEC5QKOIJW7qCVAgEAjBLo7Yxjd6k4vcd3BBru5W+yM\nU1+6u86u0H9v9/nx9KBvAtpggBYRIFCxQGc1ToFbubq63wGr2yuegebHEpAgjcVmIwIECFQu\nkDe7KK5/X+X95B2k8jJtpV+gWzw6qo7rr97P87w+70URn9rPeusX51uki9dXeEyAwB6B1S13\nKYpNcaOKqspKfFHv7rMGXAFVFFuXzy+KDGWxBCRIi7W/zZYAgfYIfCWGemLEAZUPuVt8q/I+\n2tnB12PYGaOU/EaZuC9Z8cFRNrIuAQLlAktxv9RNR1R3DVCxO25SUd51E2o3L387TiLYUd0R\nrCpPUGgC4LhjkCCNK2c7AgQIVC/wteq70MOUBX452vv4lNvUHAECiymw1P1eHMGKUOoVkCDV\n6603AgQIVClwh2j8tyOeXmUn2t5Q4K0bLh1x4Wqc/rPr/OE/PV6NN1L5taqdLSN1VOHH8yON\nw8o3FsijkcX2d+UBjuFfAzduYohnq0XesKvBB1GGmEN1q6ws3SLu4pc34a6odOPr0Fcuqqhx\nzY4tIEEam86GBAg0UCC/6nDPm4oGjq2OIWWC9NgICVId2lX30S3+Y/Wq4uiI4ctqcfu4puzy\niCuG3qgTX+7cHflUwqGbt+LYAnmq5k/GjVS2jt3C8BueO/yqC7Xm8uZjimLLCdV9hpC3+b6+\nwQlSd3fRWb2mwgQ9X07d+I3VsCJBatgOMRwCBCYSeEVsHZ+fK9MSWP5GfLp5WXV/HFev3nik\n3bh9QZV/nDf8ksiNh1bH0ldGuv/KETu6c7zZuCBiKl84Gf5LyxcPv//zjl/FpvjEfYS39N29\nRzBGnOZCrJ4f9uRNP5TFFdi1+XaRoN2+OoD4/1fs2OBmQKuXFp3rP1Bd/3ta7hSNy0caN6CK\nd4HmCRCYb4G4nFWZksD2+EzvjOWvF3GCSeXlzAE9fC9usx2XaFde8i5y83Lk8Zwpan1l9Zri\nezs/PUKLq3v210qctJWp0nClu8c+UvHGlU6MbNOuc4dPEMeZQRhPsxwUjZ0a8dlpNqqt2Qnk\n6bJLB1d3gKW7Wu3re3Zyk/UsQZrMz9YECMyvQL5t27T9vd3h3+iNYRHfc5RXizTxzflyHIX4\n0YjZlW5xUnSeb/iGLXnHv7dH5JcFx9U7Q5fcx9Oa6aHR1lSO3gw9+upWfHWoZIxS3hsrfy5e\n0b83ykYNXffcmPvHd39pz//Rqof4n1Pq4JHRzv+KuO2U2tMMgYUUkCAt5G43aQIEhhD4SKzz\n293v5wlDlZcPV95DOzvIIzsZw5Y82nXPiPzbdvmwG015va9He4+JyNeP0m6BTJAe0LIvU14K\n8jp+Z7V7zxr90AKdQ4rupiOrvUZo+cL4SCWvIG5QkSA1aGcYCgECjRLIG6u+ulEj+sFgtsXD\nm/7g6Q2P8l5LeS7GkTfU/OBBHqX67g+eelSRwMHRbh2nBVY0fM0SIEDgBwJLNy262+5W3Sl+\n2dPyRd0VCdIPzD0iQIDAtAVuFg1m8jDvX3z6dzHHx2+A950By34s6j84YJnq+RA4MaZxSUSl\np4bOB5VZECBAoFzAEaRyF7UECLRT4Hkx7Lgpa/GzMxp+XgOTSVq+Qa2yPC0af8GADvLIUtm9\n4fII0lcGbDPN6hOiMV9wO03R0dr6p1j9zyLeMNpm1ibQSIHurrOKnbu+mPdaG6LE9XLd64qt\nnYOLXUOfFLZ7z/dAlZ+W2C2Wd50T8YU4wlFV2XuL67zv43BzrGoc2r2RgATpRhyeECDQcoEt\nMf5Z/l7LxOWJEfep2DHvezXde19NZ8B3iWbyjnR5Y4Wd02lSKyMK5Os//x/MquR+3zGrzhvQ\n71NjDI+IyOvQ5qLs+K9iZ2dzd7RbdYww8+6OPddMDWr/aZHw3HqE5vI04+d2ryn+In6OcqOW\n8jugdoufi1O/Thjx9K+/ib5fFnFhxLDl+7HioCP/w7ZhvSkKzPKNxBSnoSkCBAg0QiA/BRzh\nG2AaMeZpDiLfmOdF4vm3pcoEKY/UnRLRXw5fq8hlZfvhq1Gfb0SU6gR+MZpe5ATpljH/smsA\nqxOvruW80cnvRrJx2KDsZYpdnzegrTydeJRybKz83Ii/ivj6KBsOWDdvlz7qLdPfGtvkzfHP\nGNCm6hYISJBasJMMkQABAgRuJPCUeJafEA8qeavvsvKiqHxx2YIR6/IN8JMiyq5czr+refTg\nDhH95ZNR8bH+yjl7XnZ655xNsdHTydfXK6Y0wsyLXjliW/l/Ir7adGan2X4n+n5pxCUR81C6\nuy8sluPLuncPO5nV7cWWztZipbN56FP2cp8dMGz7i7KeBGlR9rR5EiBAYH4EXhNTedOA6eS1\nBIOuF8g7E06jHB+NPCGiLEHKI1T3jrhbRH/JI2zzniD1z9nzegUujO5eVW+XN+otb7P/0Yi8\nWc4srqnJROIFEfNRusUfxrH4M1ZHOx7/zPh+vTMiu/3cCAi7Yt2zR1h/7leVIM39LjZBAgQI\nzKXALK/ByiNBPzKXqiZFYDKB/BAg31uWfXgwWcuLufV/xLQzRil5hP1dEaePspF1bywgQbqx\nh2cECLRD4MUxzKNKhnrfqMvvoXldybJroy7PTV8uWaaKQJsE8gtxXxRR9jc8/1/kjULKjmDl\nDTTK/m9EtUKAAAECPYGyX669ZX4SIECgqQKHxsAy+kt+EWqeRlW2LD/RzBsIKATaLpB/u/M1\nXvY3/IKozw8Dyv4P1PEFtveIvvPi/gsjJi0r3WuLbdf90/DXX8RJXXv/jy+NcHrXyp4begw6\nLXPQHO4TC44tWfhDUZe3+v+ZkmV5olR+sj+LU89KhqNqAoGbx7Y/HTHoSNlPxLLjS9r/VNR9\noaReVcMEyn65NmyIhkOAAIF9BJ65T00zKj4ew1jkJCzfnOcRiu3N2B1zO4q8JfEvNHR2eYF8\nHql6/hTGd3q0cUFcUTboTWhZF3n9V1yiXny4bOEGdR/ZYFnZohdF5V1LFuS1N3kHxVeXLMsE\nKe9u9q2SZaraJZBHaPM1Xvba3BH1+V18ZWcrnB71VSdIb4w+PhMxlbJyadG9/oPd66fS2KBG\nlvdcszZo6UzqJUgzYdcpAQJzKvCJmFfGopYrYuK/uqiTN+89AvmGcVofEuQd8f5lRNd/HnH9\ncVd/2LgbVrzdQ6P9TFIzUVzEcnhM+tyIO0Xkkcyqygei4ROranzCdl844fbrN399sbv45uoo\n3yi1fuvhH+dR1Q8Ov3r1a0qQqjfWAwECBAgQIECgDoFbRifH1NBRJohlSeKt1vr+k/gZN1K7\nUcnnr484/0a1031ySDR3VMRhEVUmSNMddXNb+0wMLWPhigRp4Xa5CRMgQIAAAQIEJhLIROyE\nkha2RV2eanu7kmWZIGXiohBovIAEqfG7yAAJECBAgAABAo0S+LsYTYZCYC4FpnWe8FzimBQB\nAgQIECBAgAABAosl4AjSYu1vsyVAoFqBR0Xz/y3il6vtprGt3yZG9o6IvEC87A5OjR24gY0k\nkLcQf3PEQSVb3SXqbh9xz5JleerVU0vqp1n1O9FYfhfay6bZqLYItEggfwe/KuJDMxpz3sHx\nExH5O6K1RYLU2l1n4AQINFAgz8nPN4iLWvK6hB+OyOsQJEjz+yrYEVP7eERZgvSdqP9+xGUR\n/eWi/ooKnp8SbWYCN+/lh2KCJ5dM8h5Rd0DEY0qW5Z3C3huR+6/t5aiYQH4xeH+52VrFw+Ln\npf0L43m+cf92Sf08VeUtyI+b4YSqvoNgLVOTINXCrBMCBAgQIDA3ArtjJn80N7Np50SeFcPO\no9X9Jd/XHRiRd4vrL/lluPkFpp/tX9DC5zn3P4zo/x6ifJ7z/IOIvCnE+pLPXxDx2vWVHhMo\nE5AglamoI0CAAAECBAg0V+CXmju0Wkb219FLhkKgEgE3aaiEVaMECBAgQIAAAQIECLRRQILU\nxr1mzAQIECBAgAABAgQIVCIgQaqEVaMECBAgQIAAAQIECLRRwDVIbdxrxkyAQFMFLo+BZSxq\nuSYmfmXErkUFMO+ZC1wRI9g581EYAIHZCcz679Cs+5+d/AL1/JWYa4ZCgAABAgQIECBAgMB8\nCTwjpvP5/ik5xa5fxHMCBAgQIECAAAECBBZWQIK0sLvexAkQIECAAAECBAgQ6BeQIPWLeE6A\nAAECBAgQIECAwMIKSJAWdtebOAECBAgQIECAAAEC/QISpH4RzwkQIDC+wKmx6RPH37z1Wx4S\nM3hO62dhAm0WeEAM/qFtnoCxE5hQ4Kmx/XETtjHJ5o+Nje86SQNN2FaC1IS9YAwECMyLwE/E\nRJ45L5MZYx6nxDYvjzhojG1tQmAaAk+KRn5pGg1pg0BLBZ4f437QDMf+m9H3I2fY/1S6liBN\nhVEjBAgQ2CPQiX8zFr0wWPRXgPkTIECgxQISpBbvPEMnQIAAAQIECBAgQGC6AhKk6XpqjQAB\nAgQIECBAgACBFgtIkFq88wydAAECBAgQIECAAIHpCkiQpuupNQIECBAgQIAAAQIEWiwgQWrx\nzjN0AgQaJ7AaI8pY1NJdm/giGyzqvm/KvBf9/2BT9oNxzE5g1v8HZt3/7OQXqOevxFwzFAIE\nCAwjcPNY6YeHWXFO19kU8/qxOZ2babVD4PgY5kntGKpREqhE4D7R6mGVtDxco3eJ1Y4abtVG\nrPWMGMXnGzGSFg1CgtSinWWoBAgQIECAAAECBEYQKE2QnGI3gqBVCRAgQIAAAQIECBCYbwEJ\n0nzvX7MjQIAAAQIECBAgQGAEAQnSCFhWJUCAAAECBAgQIEBgvgUkSPO9f82OAIF6BQ6I7m5d\nb5eN6+2Exo3IgBZJ4KYx2Zst0oTNlUCfwG3i+Za+ujqfHh2dHVxnh1X0NU6ClHcpum/EYyPG\nvVPMMbHtT0f8aMT+EEdZN5pTCBAgMDOBp0XP/ziz3mffcd696MsR22Y/FCNYUIGXxbxfuaBz\nN20CKfDvEY+fIcUbo+/fmmH/U+l61AQpE6IvRHwsIt8E5B/CL0YcGzFseXGseEHEOyP+I+Ka\niOdElJVR1i3bXh0BAgTqFNganWUsatkSE8+/K5sXFcC8Zy6Qr8FF/j848x1gADMXmPX/gVn3\nP5UdMEqC1Ike3xCRp4+cFnFSxK9E5HcOfDRif0eCYpXioREviHhXxN0j7hWRme7LI34zYn0Z\nZd3123lMgAABAgQIECBAgACBygV+LXrIb0l/el9PTxtQ37dacVBU5JGjb0bkaXq9kp/0ZP3F\nEb36UdbttVPFT9+DVIWqNgnMr8CzYmqfnd/p7Xdm94g18u/EMB+Y7bcxKxAYQ+B1sc2bx9jO\nJgTmRSDfUz95hpP5UPT9whn2P2rXE38P0pOjx50Rb+vrOZ/viHhqX33/0wdGxXERb4pYieiV\nXfEgf5nltUYPX6scZd21TfwgQIAAAQIECBAgQIDAZALDnmK3Jbq5a0Rec3R1X5ffi+fnR+TF\nubneoHLPtQWfKlmhV5efPmYZZd29W/iXAAECBAgQIECAAAECEwpsHnL7w2O9PBXuigHrXxn1\nmRzdIuJbA9Y5cq2+rI3cPkvv9rijrLt3y+H+/dFY7aeGW3XPWnmr0O0jrG9VAgQWQyBPLT61\nZKp5bWX+HvvTkmW7o+4PIvJDpbaXQb9Le7+7/ygmuFwyyf8ddXmjH4XApALPjwbyb3R/uXdU\n5PuVsv+D+X/vJRGrEQqBNgvcMgb/7IjepSnr55Lv2X8u4s7rK9ce5yngf19SP2rVgbFB3lOg\n7I6lJ0R9/h+8SUR/+XpU/EV/ZROfD5sgHbY2+MsHTOLKtfqNzjvfqI3+7UdZd8CQSqszgcsd\nN2zJUwHzLnsKAQIE1gvcJp6U/S7Jo/L5e7JsWZ5OXPbHJKpbV/KPc9kc84OyCyNuG9FfulFR\n9gezfz3PCQwjcLtY6eYlK+alAPlhRNnrM/+e5/9RCVIgKK0WyGv18/9A2fv470R9Jihl/wdy\n2TRKtp/953f/9ZeroiL/j5X1v/4Sm/7tGvW8DLZsgHmNUZb8xVJWNq1VbjTxjdro336UdcvG\nM6gur5fKGLacPuyK1iNAYKEEfn+hZrvvZN8aVRkKgVkJPGVWHeuXQAMELowxPHaG48gPG352\nhv1X3vWghKe/48w489O/I/oXrD3v1W90tOVbfeuub6p/+1HWXd+OxwQIECBAgAABAgQIEBhb\nYNgEKc8lvyyil8j0d5j1ea1O/w0c1q83TNJzydoGo6y7vg+PCRAgQIAAAQIECBAgMLbAsAlS\ndnBexB0i+s/5zet68mLlvPBro1PscvsseQvv/tKr693NbpR1+9vynAABAgQIECBAgAABApUL\nPCZ6yNPsntPX03PX6h/XV1/29Jyo/HZE7yYMuU5etJun8H0uYv01UaOsG5tWUk6PVjMUAgQI\nECBAgAABAgTmS6D0i2JHmWIebTo3Io8SvTTiIREvW3v+jvi5vtw5nmQydfb6ynj8hLX6PNqU\nCdXjI86MyFP47h6xvoyy7vrtpvn49GgsQyFAgAABAgQIECBAYL4EJk6QkiNPr3tPRN6+LxOg\njPdFHBWxvgxKkHKdJ0VcGdHbPh8PuhvNKOtGM1Mvp0eLGQoBAgQIECBAgAABAvMlMJUEqUdy\naDz44Yj+xKi3fH8/O7HCiRF3jNjf94KMsu7++h11+emxQYZCgAABAgQIECBAgMB8CZQmSOuv\n+RllutfGynma3Lgljx59dciNR1l3yCatRoAAAQIECBAgQIAAgX0FRrmL3b5bqyFAgAABAgQI\nECBAgMAcCUiQ5mhnmgoBAgQIECBAgAABApMJSJAm87M1AQIECBAgQIAAAQJzJCBBmqOdaSoE\nCBAgQIAAAQIECEwmIEGazM/WBAgQIECAAAECBAjMkYAEaY52pqkQIECAAAECBAgQIDCZgARp\nMj9bEyBAgAABAgQIECAwRwISpDnamaZCgAABAgQIECBAgMBkAhKkyfxsTYAAAQIECBAgQIDA\nHAlIkOZoZ5oKAQIECBAgQIAAAQKTCUiQJvOzNQECBAgQIECAAAECcyQgQZqjnWkqBAgQIECA\nAAECBAhMJrB5ss0XYuv7xSxPX4iZmiQBAgQIECBAgACBxRE4pWyqm8oq1d0gsByPDrnhmQcE\nCBAgQIAAAQIECMyLwOUxkXdFfGpeJmQeBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ\nIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ\nIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ\nIECAAAECBAgQIECAAAECBAgQIECAAIEpCixNsS1NERhVwOtvVDHrEyAwTQG/g6apqa02Cvg/\n0Ma9ZsyVChwcrX8o4vBKe9E4gcECvxOLfmPwYksIEJhDgXxDdruGzMvvoIbsCMOYiYD3gTNh\n12nTBf5nDLAb8f6ITU0frPHNncAhMaOrI3ZH/Njczc6ECBAYJJB/b3ZE/FHEoWsrPS5+fjTi\n5LXndfzwO6gOZX00WcD7wCbvHWObmcDto+erIjJJ+vOaR9GJ/h4W8aaIv4r4xYjNEYtUtsZk\nnxTx7IjnRDwyYtEMXhtzztffFREnRij1Cjw6untPxD9EPDnCByWBsEBllvt/NZzz//63I54S\ncUHEdRG3jqiz+B1Up/aN+zo6nr4qIn8H5c8TIpR6BWb5PjBnOsvfQfVK6611Ag+NEecn+PmH\n6qk1jj6TouxzfXwtnj8xIpOnOsssEpVMjC6JWD//fJx1L4nofaoaDysvs/wjlQnhv0fk3M+N\nOCyi7jLL+edcZ9X/q6Pv/tffl6PuUTmomsus/0guYv+z3v+/Fq+xyyPWvwb/subXXXbXhN9B\nOY5TIn43Ij8s++2I20bUWe4Wnf1BxCsj/jjifhFVlvxArPcBbe81kO9FXhdxiyo7HtD2LN4H\nrB/KgfEk/0+8IuLPIn4z4oiIOsqs3gfO+ndQHbb6aLlAXgOSv6B2Rdy/hrnkL//sL38Zfjzi\nPyJ6nyZmfdb9SEQdZRaJyiNiYssRKxH/FpEJ0d9FXBOR889PVOtKkJrwR+rwmO+X1uaeHnl9\nQl1l1vOfVf+nBXDv//z/icd5BGnnWl3WZ9L6QxF1lFn/kVzE/puy//P/fr7+8jWXkX8H3hRx\nTESdZZa/g/JN8D9FrP8bmBb59+HdEQ+OqLJk//8a0dsH63+eH/X5Wpl2OSgaPCci+zo7Iv8P\n9v4GZF2eev3MiExa6iizeB+wfl5pfGnEevt8nKeh5v+HoyOqLnW/D2zK76CqXbU/BwKviTnk\nf8jLIo6LqLJ8LRrP5Ojx6zrJQ+uvj1iJyHHkH4u/jajyF8MsEpWbxZyujchffP1/+Hp/pH4p\nlmX5xYhf3/Oomn+a9Efq5Jhi79PEV1Qz3X1anfX8Z9X/TUPiuoh8Dd57ncpPx+P8v9eLTOL/\nOuLIiKrKrP9ILmL/Tdr/+brKD4fyNfe5tZ/5OF+fvx+Rn6rXVWbxOygTgP+MyDl/M+JPI17+\n/9g7D7C5qmphX3oLVXoCCb0XkY6QiCC9XqoBExDp0qTX0KsgTZoFRDqCKEWB0KsgCNJDSOi9\ndwL3+d83nsW/OZyZOTNz5vuCzHqel93XLmfvtdeeL94L/4Q4h3sR75RMhOJbwL60v7+DM+Fm\niP4N/wRV/nX/qEz/5YQTgjIe3A9pvyNIbwidlDVR3ps/WK6R9e+874DT4Fx4HWIt/EvrutBp\nOZ0O7PM1GACdknHNBnVqnl29/yUroJG6ATwc/qLTBzohi6LUPs6roXxx8uPCsN57sC9MAlVK\nbz1UtmcSzuvg3GRWz/LvI/Si8MEYTqzxTsi4dEk5v1XAh7Pro+Paaent+fdW//FLoecqlWEk\nXPv9YGQWN+0+PBl0JLzYqpLeviS/rf2PK98/9tHORPwLiuIj3X/m6b6T0bAxpGKd76YZFcZ7\nywb545h3cMjSRPyR0LWYGPwx5c9Q5SMFdf9zDLjO/sV4CkjFf/J3BcS3sI5jaVecp/9KQic8\nnY+P4Y/hbtDeRL+GPpy2gcWgSuktPyDmMCMRfRzvvbUjMwv1ebaCt8A1sM5q0Enx2/SEHziu\n2aBOrmlX93/JCugwxJ+5NYw66lXLMij0sP+kgeJNKB8NYSR9tFX5T69666HiJeOcFoQQjdLj\nYP7yWaaXRXwLHdaqZVy6pNK57UDCdfgElk0LKo739vx7s/8HWEsdkdQ5cXndb667e0/HYTjE\n+TP8APpCVdLbl+S3tf9x5fvX2kc64XvCuxD7zx/NBsJC4F86zF8YOiE9ZYO8z14E59knmYj3\nro8E5+hjUDkLTJ9joiJxnd8AHfS8LUi72IXEF2D/v0gLWoyvm+k6Mtf+x1n+oVn+5oQfZXn2\nLSdBldJbfkDMYQ8izivmHPlp2J/EP8F6PionhU5KT/iB47oN6uT6dnWPoytwOOO6Hk4AHyiL\nQ/4XoTnI02h7GK1fpWyAsvlAJ2znEop11A4Cf8E+sET9Zqr01kPlZgbp2i6QDHa3LO/CJM/o\nz7P8P+Xyq0j2xiWlc30fnA97gb+GzQJ5OYoM1+hl6JcvrCjdG/NPh96b/fvQGZUOhvhK4Jpf\nnuTPTNxfsR+DS2B3qFJ6+5L8tvY/rnz/RntpJir8BsI5d38GNzVqXKN8XLJB38/mc2lurFtk\n+X9P8rfO8nzM5O/spFpTUe2v6+nZbiSnUMG6IxpVLFHu41ddQ3J1/abmL5zkn5Hl/YHQcp33\nKuVGlNlnb/1geXfWf+oPFM1vdjLfz+oOLqrQRF5v+4EO9Ztig5pY1m7Vb/IK+OfyMaAxSDHv\n33AB7A0rwZLwJlhvU6hC+qLEQ+Ev1zIKJoMy0o9KVf9qcjM6nV9qmHrioeJlZL+utTI9+Iuo\nj0DnmcrPSFj33DSzovie6FH3kJy+Tl5SPozsM4+/inlRnQj+iugj/Uyw3v1Qdp9QtbT0xvzT\nwfVm/88xENd2kWRA52V5/oiRiut/dZpRYfwDdI3K6dP+OLaeeKh9W/sfF77/eHxjHfQ/gmd9\nCPhX1SL5Lpk+FtwX8gzMBPXEf4pV9JAYl2zQQMbofLwTQqYg8gJ4L6dO+/iktZPWT88tyZZl\nQ1qq76ISGnyYWPf/oGhdS6j4ssrWxNSVnvE5Sav7IUhlbRLWXTLNrDB+c6a/p/2AmMLDWf/z\nRUad8FdZ3SPq1GlU1Nt+YIxvXLBBMZZu2F2B/5mVNdgEDgENso+iT0Hjk0fj/FaW/xHhElBW\n/NW5SKYn8zeQ/hr4IOm5iyr3QJ5r4Lx7+qHig9N+XV+N/hlZ+mDCvPyeDOv6T4Gqlt64pAYx\niR3hNLgJXgbnV0Q4A5ZdDFVLb8w/nUMn+691BqN/HSLX1W+g6JR9AD7SJ4NUPKM+XjshvX1J\n/rf2Pzkfa8o6H2xc+P7xA0h69kcyZn8g8fFUJD56dJgb/RXB8tfhqaw+wZcyiNi4YoN0yp2/\nY/UMKv66b55/sclL/MuOAfmCFtNr0M6+RkGZHyDfoJ739yTQSOrZIB94n4F9r5QpGpalD8nS\nEayX5X8/MioOe8sPiGncm81v+8ioE+6c1T2yTp1GRT3lBzYax7hggxqNsVv+LV+BCZj/vLA+\n7A/+uvZP0FHSeAU6EjNAI7HOO3AZDIAi8bF1O4Tu94j7SGn3VylUNCW9+VC5g5E6f/9k/jk8\nC5NBKguReBesM1VaUDLeyEkaVy6paZnPCuBfy/wL0t/A/fZ/EHvEcB+oUnpi/r3hJJQ5g675\nCFguW9ClCV3j4Vk6Ai9T8y+MjCbDevNXVacvyd7uv9EZ7NT8j2JtX4atoOix0VPfn+4LZVdy\n3Vf+EHcXuO/S827eUtCq/IiGH4J9iDZlAaglvWWDvH8fAcf4e5gLPgYfIo4plf4krPcSTJgW\ntBGfiLbePeo9toGefpT7jbQbjaSMDdodJX+B2J/XEnccK0IqZ5Ewf940s8J4p/2ARjZgu2x+\nbxL2bTCvc7K6gxvUa7bYfej6VuUHlum/t21QmTF263RXoHAFNFoDYE3w8tJA3QBhzIgWys/J\nta542OrJZhTGL7jWHwHr1mvQgbKeeKgUrZkX4WMQa/Uw8S3AS6g/+GuSF6HlP4VW5Cga1XOS\n1DmuXFJF85uSTJ0kfzUbA1/AICgr41NxzgaVOzn/3nISyp7BPsnarE7cvfY0pM6XTpP5a0Gz\nUmb+nbwke7t/16vRGezE/P1LQPyl4QHinoMi6fT3L+oz8kYS8UxvHBmE2sRzwHPuntMZ/z3M\nAq2ItvQCUJfY38ngmpeVdm1QmX5WpVKM0R8Xje9Y0PC3WdmhBWXtZGlfo//fEc//UBe6f53V\nOygy6oRlbVD81UxV94DjGAohfsM34b7I6FDYST+gkQ2YhDnFefW+/kGNOc5LvvvjXUjPbo3q\nlWTruwyAZv3Asp2n8+jEHVR2HN163+IVmIm5HwwXg4d1HmhGvFBGgcZrixIN16COv/qEaOxt\n52HLi8b4EPgQ1C/Xw4LQE9ITD5XdmUjRL5gah8sg5l0U+heVVqSsk6TunrikJqafwbAX7A3+\ns4nUESdZV3aj1PUZAUX7qKjxBGR+AkeDjo6yEXgZetmEdGr+vekkNHMGXQfP+GfgGrtX/UZn\ngE6qzmwz34rqY6Xs/Dt1SfZ2/2XPYCfmPx1f4FRY8T+fYuw/STub+GxZOh904vvn+4j0okTc\nZ+dFRi5cnPStEPbQf2GwL+hItiLL00gHO/S9QXwH0D40I63YoLL6D6DiFxBjPIH4EtAXloZL\nwbJHYSpoR9xvAxMFnm33SvQ9mrjn34fpRDAAfg2WPwXTQBlp1gY5Z/vwex8Je4D23rytoZPS\nKT+grA1Yksk9D871c7gcBsHk4Df4XxgFlu8ErYj35mrwRzgThkAzdr1ZPxD1TUlP2qCmBtat\n/N+7AgswtbfBgxV4AM+FflBWNqSi7W8s2yCrp4H3f9tg27tBY18kXtwXQYxxDPEjiiq2mWc/\na8FyEI6xF8ZlEH0Xha0+VDRAz2W6ndPJoCFIZSUS54P/tCL6vp+4jwiNWqsyHQ2bcZLspxOX\n1GD0vggxtwjNOwzi8UK0rjxMqW2/X7fWVwt18G3zMvwURoGPcfdlkVQ9/3HBSXCuZc7g0dSL\nbxOhe3KJooUqmdfs/Ku+JHu7/2bPYNXzj890EhG/qXvfH8smg7x04vvn+zC9DDiWn5ioI5tQ\nNhpiLz5EfHxoRbSjR0LoMtSerAzNSCs2qKx+9+pbkI4xjb9B2ZxlldWpF+uwda6O9vFTSPtM\n444t/WEp17xusowNmgMNRffEJXU1V1fYB1Wd8APK2oCZ6P9OSNc8Hz+9jen6KMrrG0nej6Gs\nn7FhpqNZP1D9q0Gjx1lP2SCG0pVv+wpMzQKMAg+Fhucv8FKWNs/L8iAouizJ/ooMJGWb17+S\n2zjxHar416QvwPY6rOeBv04VyQpk3g/W3b2oQot5M9DOv6CpN9g2p2sl0lU/VLzQB0N68XjR\n7QATQCr+2uRjwV+NOiFlnKSqL6k1mcjn4Pe/Bg4D1/hd8Du8DGUfSDdnbXYiLCuus+sd39zw\njDqNq55/2lVvOQnNnMFdGbC/Er8Dw+G7UJWUmb99deqS7O3+nVuZM9jq/LXjk9hJgaxD3tMQ\n5+BZ4psW1Ovk97e7DWA++AR2hkbinLyjvKsObFS5Rnl/8u+BmHs+vIIyz30ZuZlKtm/GBqV6\n+5Fw3t5Fx8FCkIrOtH+pehRinM7dH+hq3ZkUlRbn6dqrW2c8LwPI8IfJ1E/4jPRvoJ3HWVkb\nNBf9XAnvw3OwP0wMVcqyKPsDnAKrFijuhB+QdlPPBviDqmfkOgifyW/1BPiDQt5nIKuUeK7V\nMwbuAm27vljsMfOWgkYykAq2adYPPDNrF/0ZjoSix1mnbRDddqW7Av85UG7EO6BPtiATEW4O\nbs7YrKOJbwz15FIKre9l0oosRqNbIPrUAO4HRRf6+OQ7RsdahdjH/WDfGvuPQAe9lmNe1UNl\nXvoYBfabGqNYg4fJXxl6Sso6SVVdUl6Kfmcv5B/kJnk1addhqyx/COGOWbwoWJTMz8E2xpuR\naal8HsS6+y38JUtnpUiqmn9et+txFsTF5zgc1yyQSqf6b+YMpuNpNl7LUS87f/vrxCXZU/3X\nmr/zKnsGW5n/Ueh/GtazowKZmLy94T2Is3Ab8SWgJyQeqB/TmYwC16qMeFa1y83KTDQYAc73\neJgHHMcK4Nn7FCzTRrl+cU8S/Zq0Y4NUNgBehFh7Q23AJTAA8jIVGY6nqntQ/ZeD/Y7JwjkI\ni0RHvT+47lMXVWgibzB1l8/qL0Z4C8QaeD/sB0V+ANmVi4+i6Nuwnt9TlR+Qn0RZGzA9DWcD\n96s+UTuiv+c3T+frPXMOpPfR70nn7yOyvpRW/EBtmWtt/3fBcEj9IfPKPM6o1pXuClS3Aleg\nyo05Z4FKDdK+oIGyjtwKi0NePKjq8lHxvXxhk+mNqD8Kos9niPuLSSflBJTb30NQyym2/z1h\nQSMViEZmNGgIDoMZYQKYPUu/Rhhr4NoWfSOyK5eJ0dhTTtL29OUcD87NYvUs/z7C8UBD/SHo\npBgvki3JfBYuLioskXc+dRzLg1lo3D4PgrJOGlVbFh9p7oPxobedhE6fwaOYYz1HvTfm35Pr\n32j+nTiDU7Dmb0LYlBuILwxFMjOZvwNtk/V1kHSUtFGdFO+R34D9xTg9j3NDp+RXKLavI2p0\noD2+I6tjvZfgJ6Bdyks7NmhqlI0A+zC8CJ7I0ub5YHSMfsdOyQ9QbF83Q9hD/0LTSdkJ5e6z\nV6Bv0lGnbVDS1ZfRuI/8geCsjPTxOR95q8Lk0GnphA2oNeZFKfC7n1ejgj7frVkd67k++ob6\niKl4flvxA0fSbgy0+zhLx9KNd1eg7RW4Dg3PNNCiI/970Ih5OLy8NoEiqcqRnBTlB8IHYJ8y\nHBaBqmVKFHrgZao6ylehzDV4HvzVsV05EQXOS6e4SGYg8+8Q8/dx4AXp2vSE9ISTdCMTcX7p\no3NC0o9n+fGrovvqySxvP8JaMgEF6YVWq15R/s5kXpkV+AveUxBrP5p4arxJjv2l/7tGKhAd\nz3+D/fmNQ3rDSYi+O3UGm3HUe2r+Pbn+zcy/6jPYj497AcS+/pz4aTAdFMmSZN4JUf9d4nuC\nzlsnZQmU3w7Rr7Z5b+hEvy+gV7vuWtcSbdLFEOMxvKlG5UY2SOe6T0Hbn5Kn3mvA/hQfYWvD\nExB9v0jch5hlVYrjfgjsZ2lYK4s/SlhL/FGh3cfCG+iwzz9D3uHulA2iq6+JP0B+Bm/DMrlS\n98YNEN/gU+Kb5upUkVwRJfojqVRtA1LdEXe+zu0nkVEj3IT80RDr4H7xB728NOMHVvU4y4+h\nm+6uQMsrMA0th8AweBU0jo1kKSrcBa+D7duVDVBwHVwKQ6FoDP6idD54gXkovdCPgSplZZSp\n+5IGSjVUj2d1hzWoW6Y4LuZZ6lT2ErwawiAZOobloKekk07SzUzCOS2QTGa3LO/CJM/oz7P8\nP+XyO5XUGdMZfBdi/f0VbSAsBF6k5i8M7UrM7QMU/TCnrFNOgntrNfgjnAlDIBwzol9KJ85g\nM456p+b/5QSJ9PT6NzN/x1n1GfSHh/sg9vWbxHeGou9P9th/zvw8YdT3x4P0Rw3rdEI2Q+lz\nEP2OIL5uhR15BvzBz/ulTwO9PgZeg1HgHXggtCJH0chHjs6o/YdcTcR5alvyMhEZu0PYHOvd\nDT5kqpLtUaTesLv26b4wb3Eokt+T6fdp9V+N+CDyX6j4DaaEWtIJG5TvS7/CuW6bK5iT9Kis\nzPLAx9RAqEpmQNE78AwU+UJV24AYt37YfPAJaAMaiY+fg+BDaPUMpH1U/ThLdXfj3RVoaQVO\nopUH/a0s3KGkFg36XCXr1qt2KoVhaCL00l2/RqNlyb83a+NFUaVsiTLHcFkJpQOzuk+UqFuv\niuv4eaar3sWgDp0pLxD71Cg5Vo2zhq0KmQklB8PF4OU9DxTJ5mRW7SRdgk7n46/DyvSgE+A8\nnXcqPyNh3XPTzB6Iuz6/Ab+B/afcRLoK2R8l6j2+jrKqnYQzsz7T+Ywk78eQOm4xpE6cweVR\nfh/EGOo56lXPP+Zl2Bvrb7/NzN/6VZ5Bv/FW8DLE+j9CfFUoEv9ScCh8BC/CFNATokN2CITt\nc6zXQ1UPtGfRpc4NoZFcQYWnYRrw4d6s2CZdb+80z5XiA+nVsbHa/9E+em7DFv0f8cG1q5cu\ncT6vg2s8W9LqHOKuTZFdWop8+7ed7ZsV27ifz4B3YWJoJJ2wQdHnP4g41/Q+npe0P2Sa70PO\nv6C477T75p0MVclZKFKn1DqD9lWlDdCmfgAfZ4wi9LyVEe/nVs5AqlsfpjcfZ+lYuvHuCny5\nAusTewbiQI4hvg94aXZatqQD+/0MzoNL4VOIsdxIvOhXecemgZoIqpRBKLPvV6CMoXetNJrt\nSlzM65RQ5MPkcpgdXJ9Yv3mItyML0Dj9VVK9n8O5oAHMy+RkHAplnaRG67kpuuzTh/qS4GVp\n+mDIy+/JsGynfEGbaY30deA+HAoTQJF8l8y/g2MQz89M0K74i/jS4L7at4SyKpyEXenHOdjn\nXTAc/g9ibubpAOWlE2dQnVtB6jg+QrqWk1DF/NN59eT6z5x2nMWbnX+zZ7Cgy69k6RAeA6kN\nvor03F+p9f8T2qCV/n+ykphO2Q5wHPwKfg75f/an434RxB517x4B7Ur8WOf+m6WBsisp95z4\nDVoVHznaOe2sc1HfH0D7/glMBY1kMSrcAq0+TvL6TyLDsRySK/hhlu/9M36uTBthm+1z+WWT\n0Wec+11LNuyEDbLrJ8D5+M87lYUgxvYO8eXMzET/xLo+1KsQv+cX4J5W77lQT6qyAe7F34B9\n2688CLXOPkWVSV80fQAfZ4wi7MnHGd11pbsCtVdgEor2B38ZicNxC3EPa6dEh9lfqbwIlk06\n8ZEQYzD08jgbqnBAUVNXPJQvgf1eBBNCLZmZAi80jUgjsW49OY1C+3wG6j0k/JXGb3QHKI7v\nabDtCdCqTE3DUaCeF+EvEOtgnt/pICgyWrOTvxLUkxkofBPOAuO1xHnZn3P0uz8L+T69rN4F\n65RxIKhWSk6lln2nPEV6/TqtPR9rQ71vVqf5V4rikvCieA9GQ5n5teskjKQfL+ONIWQuIudA\nXJbu899DI6eRKpVIM456u/OPAffk+nsG3oHLYADkpZn527bMGcz3EWnXLy9+/z9DnIVPiR8L\njquTsiXKX4XoN0LviD9Cfv+tQN79Wf3dCVuRaWl0GOj06yRG//5IVuthPhtlH4J9VyGLouQm\niPlGuHMTygc0UbdWVe2YdvVZyNvdCchzTRzbIAj5MRHzHgLrtCKb0uh5iHlrbw6H/EOMrMqk\n3p0cd4G28QLwR0DH9jYsBaksSMKyi9PMNuK30FZ9P81C7zrv/UbSjg1IdfsovB3iW3gX7Q0T\nQ6fEc9dbj7NOzamr979wBWZlTueBBsoDopN6JriBq5adUGgf++YUD8vy9yPUQMVB9UI6GdaE\nKhxS1BSKl3T0eSdxDU+RhBHds6gwyWvkDFl1RngD7PcZ+B4Uyc/JtI4XeshWRMy7OjJaCH+S\n6fCB0idrPxHh5pB+g9GkN4ZmxW8Za6pjuAeoPy9zkfEYRN2HiW8B/aA/bA/xcPMCqUrim3+G\nQvf/pfApxDhuJL4wdFL8AeB8iLNn30+CF3CnRMfMfpxzkSxO5q0Q6+Bl6Xn1B5WeEPfDnyH6\n95t0ylHvyfWPc+y81oda0un5T0HHj8Au4I8teVmFDMtj/XWQt4ZOOK5roNf7xr60Q6fBufA6\nRP/ayHUhFceyORTZk7ReUVy7+29Q/xFZhTkIwwZ5Fv8Cq8LkMAGsDp5L2+wMVcqGKNP+x3zt\nfxiMBz0lzv/7NTrzmzg2fzxRXJPnwbxB0I6o61D4CGL+w4kvAFVLozvZH0v8cSzGYfgs+INY\nXo4nw/J65zjfplZ6o0zXNVmF+7J0vTvXiNfeeQAAQABJREFUsXZCNkPpcxBrMIJ4/uxV3e8S\nKLw96dP7Zm/o5OMM9V3prkBzK7AM1e+BOBz+crIbtHIJ0axQHiD3Y5gqV+rl8wn4C9Z3QCMZ\n4zD8ADplFFA9Vvbjv9GnYzwHfLRMBwPAh5rlGo1poJ6UdYbmQ0lcjjoKl8FA0JjPDPuD+c5/\nHggZRMSxXBgZLYRXZDrmLGirM6xT/H5Wx75uhcWhrIxHxcHwAthenoA1IS8+0Jx71CsKT8w3\naiPt9/sQ3HPLJnrWIZ727dqfDTrSnRTHcC9E3677LjAhVC2ec/v5SQPFm1A+GmJM/lqsY1qV\nTIGim6BoP9jHKvAIRP+ddNR7av19EJwFITsS2QI8K3np1Py3paNYUx8Fq+U7Ju2jYCd4E6Lu\n/cSLbAXZLcmMtNIZGgNr5zRof7aCt8D+rVM0TrKblrDN2tQfJq2nJn4DxHwj9MES8YOS+lVG\nna+2PrW3t5Aucs7JrkxWRNOUDbR9n3Lnrz+gL+A4TV8OVcnsKLoEYp393t6300JVEt/dPtav\nodR7V7v7B/gpuCfy4np8Bq+D360dmZTGo8D5Lpgp+gWhY/xzls4H+gHeW2fkCypK64MdAt6P\njkOuhxgf0bakyNapcDN4DqLPEcTXha50V6BHVmAWejkFrsvCuQp6dfNuCS9CbNTHic8PVYiX\n0qicopVI21dqcGcm7cXkBa7h3B16QtaiEx2xmHs+9MKet+RAyjpDOgr31ulT45l3Io/O6u9K\n2Kq4D55p0Ng983vwW7gWX8AmUE80sOnFoSN8OHwMsZ7XEi/aU+6F83N1dczWg1qGlaKmRefP\nseybazksy/exPDKLW8/Lwgvb7+DjqhPi/IbASxDr5P5fDaqSDVA0H3jB7lxCqd/yIHD+B5ao\n30wV90TM071YtB8mIN9v1UlHHfVjpSfWP/oy7AvaQ9fgblga8tKJ+Wtbb4ZYe8O/QvoDDMmx\n4o9Dp8Ln4J3gWa5K9kCRfR9aR2F/yv6Z1XuNcNI6dcsWhYN/fEEDfwDYGG4HneBYo2eJbwed\nllnpQOc87K3rfiZMD1XLDCh8B7wD3Ge1xHPxPLgWm4MPJW35HNCK+FA5Db5T0HhF8h6AWPc3\niO8A9cZHcWlZg5pnJbV3JL4FOMd64j2hvdR/0nY6vnWgXTkABepSb8hsRPz+n0LRA9Gzahvb\ntireA9rcS2EoFK2v47gI4lvohxwB7cruKPgbLFCgyPvmEPC+iX6rfJwVdNnN6q7Af/5Hdxq2\n2HSGbniNhYYyL16ER4KGsMqLMX4hWCTp8DzijsdDm4qO8dVpRkVxjeFq8Efw8hkCE0KIh9Q8\nnRbHJR+BRr0/tCJ9afQBqEu9eWdoIvK8mDUGcTEb/gl+AKk4Bi+296EVZ902Q2AYvApFxpHs\nr8hSpO6C16FRn0dR52nwUZPKABKXgWsgzu8kKNKnIzQlTA6dEC9h9/ZUOeVPkvYCdA94gQ+H\nGK+h39Bv2Unpg3LXMC5i+/VSnAfakdiDzltGgfMsI/2oVIVzmvbVn4QXtPOTevuhk446XX9F\nOrX+X+mEhPtL+/sFOH+dIm3hLJCXquZ/LIq1+9FfrL3hp+CjIX8myBr7P1hfxUiFEvZ1gQY6\nZ6dcW+cYBzeo26h4XSpoe12DfRtUdr/PCzqK3hmdEHWvBcvBFEkHyxC/B+L7eHfvBt4TVYl7\nL/Sv2kDpCVnd+A5HNqhfq9g9/06m603Cn0N695Ic+1fqbQhfhRjfw8TbtX+o+IqEPbSPojs5\nKg8g4tmMsfho3QfalejfdfB8p3I7CfvbNs0kvlqWP4qwVXt8aqYj5mP4FKwPRbICmfpi1vNx\n0474rcMH9AyeDNMWKPRcXAQxRuseUVCvm9VdgbZXQCdTA+Nmewg8IE9mafM0WHvAxJCXOcgY\nlM9sIx2b/qZMh5eCTqe/GOSdtQfJuxGqFh9FcfAiHEnejyF/EXohuS55I05WoWi0Fi4o8WLw\nQvoC7LOeM0Tx2D5TA+g6LQkrwaOgDr9ZK+KjxPZvZeEOJZW4NnM1qOs4NfixrjcQz6/HQPL+\nldR5nfh2UOahRrVKxD03KqfJtXXclyf5MxP3Wz0Gl0C7FwQqxsr0/PcXcCIcCpvAJJDKnCSu\ngFjLT4kfnFZoMm6fv4HYg+r1jM0NvSkD6dxxxDzr7YeFqLdKBYPtjfWvNezFKLgFYv7vE98P\n8vuBrLYeKuq0D+8C19DzrI1ZG/4O0b+O6TYwPnRS4k6ar0Qnv6KO4zuiRN1aVfpS4LmX92A0\nTAW9ITPQ6cUQa26Yd4b9PlvCi0m9x4nPD+2Ke047oONp3+dCPVmSwhir4+lTr3KdMuc0FF6G\n0Od9tirkxW9zAvjDiX16t7Qi09RoVPZOXoT2+gzeZWeAj9cq5HCUuAY7FSjbOSu7JSmbkLj3\nkG02SvKbibqfbO+angf+QOW9Et9Cf2thyIu2YHOYKF/QZFo9gyHt8w3S+iBF9/8K5N8Pjq+q\nuxdVXemuwP9fgaOIusEuBw+ZoqGKjReHYwR5G1rYQfHXAvtZLuvDX/Psf3iWjmDWLP/CyKgo\n3DXTO4bwLrBfHeBYA/OWglblABr6C9OvQQOcl2acoWjrt0od5fiWUV4r1LkvkvXJfAZizq6F\nv4jZTxXSDyUXQOh3PU6D6SBEQ7ktvAZRz0fTIOgJeY5O7NfLL8QLw7wNIiMLPSdX5/LaSe5G\n408g5h2hD4OjIX0Yk/yflSGcySouiSXQdztEv+8R3xsmht6SntwPvb3+tdZYp2cUxHfxjOb3\nYq22jfJ1yN1znrdadmEwZT7Oov8HiFflDKLqa3IvOfa1/ddKvp6xc1b3yK8Xlc6ZiZrnQ2rv\nnyS9YGkN1VScBDVx9+qofgTvwpRQJD4MnPfH8CK0+lCg6ZdyCzHX/qdZaP95u0PWV+Q+UrbR\nyW5XnOsxkNrBq0jPXaB4XvK0ga2I+/5NOAuMF0krd3KRnmbztHmbQtHDwL3qvelenQ2UXcD1\nvwVakWlo9CG45ssmCtYhrt7Afs8Gx1Cl+B1Hgf2kZzD69Y4r+s6u0+YwEXSluwKVroAPIn+t\n8WL0F5mQyYhocO+GkyE2qaHGexvQcHRC+iRKVydun09DPN4sPhbMX8tEhTISXT4INk50zkX8\nHPgC7NPD+3uYBZqVG2igDnkLNGrpvEiOlWacoflp8QCo8xXYBzQa9cTL4B24DAZAXryk94fU\nIbqFdJXffHn0xaXq2L2odHTS9Zia9ImgoxDrdjnxAdBJuQjl9ndT1skUhB+AF4hnI5UHSdyY\nZrQR17lwf3kJXQungd/IfmP+/yQ+AFLxEh0CVV4Sm6HvOYh+RxBfF3pT3A+uSXqBVrkfxpX1\nn405rgXLgXsvZFIiB4J7Mb7LcOKLQDuiPVffmQ2UOJ4vsrrWd58eD46ratkOhfahXejbQLn2\n2bqDG9QrU6xzGI8zdWoDa9npMvqarXMCDez3IehXp/GelKWPtzlID6pTv2zRRlS0/2uyBvdl\n6Y2zdFHg99FubwHjFVVoMc+798/geORTOA6mgipkP5SEbu/DPaCWDXVdRiX1nyG+AfSW3EjH\njn0vcD3eAM9mq3f0TrRV376QyjAS5rtWI7O4ae8kfcM1wcdVOzILjUeDdv0wmBG802bP0vqn\n9ilXwJzQle4KdHwF1qUHN92RuZ5+nOUfmuVvTugvWbFJDU/KyjoZTIvycI7/RnxvOAM8SB7W\n1Jkm2ZYsSmvndV4NLYuTf2tWx3r+sq4x8TFRVrw8vMRfgFjLx4ivBnlp1hlKHam8rnz652RE\n/+vnC5P0rMRdD9fb+jpEZ8L0UIW4HlvByxDjeYT4qpDKfCS8sKOOj3cfgp0S990IWC7rYGlC\n+x6epSNwfcy/MDJKhjMU1HMvvw1ePCvkyh3P/uC87U+nsScuCR+Dh4Bjsl+5HlLHjGSPyxr0\nmNoj18WLuqyMq+vvuC6GWGvDbQsmpUN6PqTn8piCemWzDqaifemcN5KzqWDdB7LQ+K3QjP2h\nekPRrr4I6tc+/ACKxF+edW7fhT5FFVrI0y4NgZfA/qWWnaaoMpkSTd4rMlUdratQ5rd/Hmaq\nU6/ZIu+cUTAG4oz/grjz/zMUyTxkfgJnFBVWlOd8U+f8FdJbw/ht6vc7D4b0Pn6CdC1b4voc\nCB9A7AvvhEWgp2UbOnQM98CwLH4WYaviedaO5vfdk+T5fb0LvgPON+Zu6Fpoj9qRE2msrsNq\nKNEu/j2rYz3HcwT4PbrSXYGOrcCeaHbDDcn1cFOWv3CSrwG07h/A8mmgXZkYBRvD6XAO6Ljn\nDf7R5Nlvigd5CahSlkGZffykgdJNKB8NMZ6HiDdrqHUmDgfnEXr+StzLJi8anyqdodCvk5ka\n1B1J1/oF0LXREMdYdeR3g4mgCtExOAY+hejjKuJzQyqO2QvMOrunBR2Ip87W6lmfTxNOmPR1\nbJa/VpLXKKqxd/3+COnFsgpp53Uc1JLFKBgB1nN9qpANUHIdXApDYQLIy2xkXATxbcYQPyJf\nqc209uR4mK6knlOo9wX8Fl6BsvZoXFt/hj5WJuG/94Nr/Bn4AHwXPBu1ZFkK7gXbtHMetsp0\n3Eeo01hPfkqh/ekUbgMfZulzCauWJVH4PNifP85cDoNgctD2/C+MAst3gqpFG3AU6JDZh9Sy\n0xS1LSujwT4uaaBpZsofz+oOa1C3meIDMp2erRDPvo8xbfO0kZmErodjtm0nZQqUXwPxHQxv\nrahDdR8O6X18Len5a+jvS/754Lo4Dvem91cVUsYe2492UjvhGHykvAPatlZFHaNyjVci7fw8\ndyHuPfv0BwP3aTt2h+Zj5QX+q85Z/pMs/K926WpwPIFnYDnoSncFOrICW6M1fwDmJM/N+lCu\nx7Wzul5aVchkKPkbxGaPUGPjr9SDIGRXIk+BRmA4fBeqFI3SfOBFuHMJxY79INA5OLBE/VpV\n7HM0xNy9hI6H/K84ZI39d8H3Elq3CqOkzhANvgZS3XfD0pAXDdSW8CLEeDVQtS4RipqWuWjx\nZwj9rsexkDqJOkY/A8MqZVKUOe91wDOQyrQkvIwcl3t2bzgDPCcjYUIoK3tQMebnmruP7HvN\nLH8jwnqyIIWuizpWqFexRNmpmZ4Yj6HnbP0abe3vfrBe1XvwpEzvm4SewUZrunJW/3uE6f4g\nWVfGpfVPB3oCCdf1IeiXFuTie5J2D4R4LjeBds6D51/bZ//a2nqivbPeKlmloVl6DKHnpGqZ\nCYV3gn3W4vQ2Ot2AttfBpTAUJoC8aA+ugOjf83dwvlIFae2rfVxWQtfArO4TJeqWqeIe0B55\n/nS+U7mdhOPaNs0kvlqWP4pQG9aKbEMjbV8Z8QGgf3ADjIB27l6af00GkOPaO1fR5muXpoEi\nWZbMKu/kZu3x1fQfY23XHj+X6Vokmeh5WZ5nJBXvAPuuQrRfflPn0ciO96POF+Ce1/eKb5Qf\nH0Vd6a5A+yvgYQjHb6VM3TBCN94hWTqC9bL870dGG2Ef2t4C9vMo+Cg4BXTOzRPHNQQ6LXEx\nfExHMgp8AJURD2yrF8M+tPXBF/NNw1fJ9+IYH1Jp1xlaDGX+1S4v3yHjLND4OA4df43jLJCX\nKcg4ElyrF8F01aLz9QjEmrxCfGvIrwdZlcjGaLGP6O954vm+jk7Ko55rsAQ0Kxr0kRB6RhPf\nM0vvS9hI/Fa23bFRxTrl4Yx5zvzWOog6fjGmG4kvDHlxXTaHVhzyyWlX6xJ0PC9D9O/3XxVq\nyRYUWNdz0qyMC+ufjtk1eS+j6MeRqOu58Gy6P2eKzIrCw9ETa/9L4kXfV0fRffsRxLmfMMuz\n7ZLQiuiQ+89svAt0vvYCbVKIffjNroMvIMapo/QTmABakWYd0pXp5GGw/91b6bBBm0GUq1tb\nVMspp+hLGUPshS9T7UXi++9UoGZn8hzXLUmZ3+QxMH+jJL+ZaNy96rgW5i/R+Dbq/BW8xyYp\nUb+VKgNp9C9wXPI6bAdF+6zdOxm1Y6UVe6xP5h7wHBSd17GKS/7nIuo515uy+p7vD+BDyPtD\nD5Ln/VCVPIsi+16nhMLnqXM5zA6OwXbeYfNAV7orUPkKaOj/Ah50RUPlplvRRCLhlM2b5LUa\ntU/78ILKy1Jk3AyWy0HQSZke5b+B9OLVAMzdwU73QLdz84Lx4ncMHvAdQGMXc/8n8fx3IKsl\n8cLV0D8Fa9fQ4APqFoj+3ye+HxRdRHOQPwhakVlodAro8BjOBXnxMvKyfhNiPDpPc0KVsjHK\nQr8XwqdwaI0OdiXf9XsHhsN3oVVxTX0MucbRv6EOTz0nmeKx62Ldo0y0IO4FL75PYNmkvRdU\nOpbPSZ8NVTnjjvdl2ArC3hD9UqYkdgz4DWIcVxEvOotXZnWWIGxFenP98+PV8Xa+l+QLcumZ\nST8O1h0GVYrf4wiIdR9NfE/oD36XQXAPWO6eSOUWEua3cjf4HUJv9G34Ltj/xJCKtnI20Lke\nPy1oMr4l9e3nMzgPyv5AoF0aAu06pKj4muiIvgSO6yKYEGqJe8HHsndVFeJabgrOLy+ef22B\n/bn2yi7gOG+BVmVWGl4G6hG/xUmgfaolT1PwQq3CCvNdj23hNYjx/Yv4IKha2rHHCzKY1Ia3\nOrZpaTgClssULE3ovL3nUvGbmX9hmtlm/LRM5zOE9b79pJR7X94BiufD/eB4ToCudFegIyvg\nrwUhcVkNjQzCfqCjel+S1070Fhp7Ada6ZDROwyAM01rEOy06WrdD9Pke8b1hYqhSZkSZDqCG\nV2OTFx0VH0qfQIzlYuL+YtKO/IjGOsWh82/EF6ihcCPyRyV1NVwb1KjbbPbcNHgbYhyG/gp2\nFswAeZmODB/SXtAvQrpXSbYlOhka3C9gtzqaZqHsiDrl7RSp+1zQ+Yg1uYb41FBLTqfAun6n\nVmQnGtl+31zjYVn+foQjs7j13Dcnw5pQ7wKjuKZ4ufn91PcAeMZryVwU/BmsKzpOXqKLwaLg\nXjH/BWhXemP982Pekgznc1m+oCA9MKv7REFZ2SzP0E3g98zLNmR4Hh1PETeTn9pEHSv3xxtQ\n5FyTXVd+Qan9vA5Hwi/hLYi+nyJe6wcdiloS97Bj/gSWTTSsQzz6NdTmnA1V/UCAqq+J63cY\nxHmIvWD/d0Itu69NtM6e0BNyI53Y314wFfi9tZueyXZlIAr+BeoX98J2kN9Pi2flfyHsKdEO\nnwjaoBjf5cQHQFWyE4rU3ZP2uGjsfZLM1bMxPU04YZJ/bJa/VpLXblSfyP3kGuhrfA+K5Odk\nWsfzErIVEfOujoxu2F2BTq7ACSh3w/lA8MLaA/xlwbytoQp5BCX/KKHoHOrY7x0l6lZVZTMU\nPQf2K859XahKdEDU++sGCpek3As8xvERcY1WO9KPxhdA6NQR0vH1ks6LDu2B8AFE/eHEF4FW\nZXIaPgzqewi85J/M0ua9A+631AEjOVYW4r+rZPGqgmEosl/DWuKD9Vaw3gG1KlWQvxQ67gL7\nkZHgozYvOnSeTb+L69mKPECjj0FHJxW/hXvOX7K/A37vGI+hffaFVmU6GvrNV8wU6KjqgM6W\npfOB3/sRSMcQcR2WovXJ6yib7vT6z1xnIIMoc16vgGvSSDy3LzSqVKf8cMpiHa8jPn+urg/U\no+FFiIe7jtJBkH+4n0Seuo6AVsSHmt9y0aTxFMTty0dMjPNvxGv9oENRUzKuOKQ6hv+G/Prt\nl+WZ7zk9B74Hnp8BoM22bASU2S9Uqyk6naeB572ebEOhfd4Dw7L4WYStiDY1Lz4Qt4XXwH7k\nUdgE3J+rQ5T9jHiVor3bAY6DX4Fr4lqnMh+JayDG5nfZJ63QRry37LF214fOcuCZS0WfIB6F\nnr294QzQHoyECaFKcX19HLm+n8NlMBBmAG3n/mC+d9A8EDKIiG0ujIxu2F2BVldgDRreBhqe\nS2AQ5GUOMrwYwxBEaP12RWOuEfwt6OTlfyEi6yuikbL/T6DqA/mVjnKJyUgfAh9CzP964gtC\nu3IwCtR5fAlFB2R1/0H4OrR7GUaXyxO5D2Ju/nqzAxR9j77knw8aRutrpI6BVuQoGqnjcojv\n6WV5f5Yf4/Hi3xA6LZ4F+1ygQUe7ZfXeJ5yyQd12il2LwfACxFr4nbwchsKZ8C58BmtDq+Il\nMyrXeCXS9um3CfFi8rs/Bp7/3aFKCefac+a58NzlxT25Feigx5q4PjpOVUun1t9L/h24DAZA\nXpz3S+D8LoI4G0S/JvFNHvxaSfmM/lS9FGI93U9+iyL74pr0AcMQnRkfNH4zdYwGHapW5G0a\nXVOjYT/yL4AY5xjiJ0OrfdF0rPSWQxr9R6gj7tw8jz+MzCxci/AViLnnw7comzer22rgo8h9\nqe43wfHU2nvexe4T7YHjtZ37uhXRjvwNiuzu1OSfCPaVn7PpG2EiqEq2RNGrkO/rE/L+CLNA\nKmuQeAKs7zyqkJ62x363iyGds35ZXo4mI61j3IfhEvmKFaVnRM+9kO8z0p7/NXN9xRh3zeV3\nk90VaGoFNqC2xi02W4TDyVskp2ku0leCDuFzsD9MDO3KSSiwX42Pob9KNJJwHKroP+3L9bgO\ndBSGgo5YXmYj4yKItfKAHpGv1GR6q0zfg4RFfabqdELsewuYOS2oIK7DcyTE3AwfhpWhSJYl\nM4xXKxeDF+/L8BpMBSGTEdHo3g0nQzoeH07bwGLQCRmJUvtbqITym7O6m5Wo226VKVBwOLgu\n6Xp4kfqAWRXaEc+0etNzf16W57lIxW9wdZpRYXwddKUPn2dJb1pDv2dlLlge3EudlKrXX8cz\nvuP6NQauoxZ17iQ+e416p2b19qxR3kz2QCprh6Lf14lvB/Xs0tKUh/223UewDLQqN9DwwgaN\n/eb3QYzTPVNvjA3UjXXwR+UqrZTp93yFaHO9Mx+DS6AVu0ezmuK96pyOr1FD2zgEtI0xd9f7\nNOgP7Yp3wFDQLof+R4nXsi/agajX6lp4dsP+1Hvwzk29c8E69vkFXAnp3UGyLVmD1p+D+u8A\n1/Vc8BzEPN8gvi6kMhGJn4FhFRLr0RP2eBIGrE13fp+B++ldmBKKZFcynwIfxMPhu9Cu+Og8\nBa7LQu16iGu6MVwPji/G+SfiP4BU+pNwXPqp06QF3Xh3BZpZAY3SW+Bm08jtA7dlafM0Er8G\nf1HqpOgcPAP2KR+DebVkRgo0jM/XqtBifjgZMQ5DjUCtsaxAWRiVVi+GGGo/Is7bPodBPfFh\nYL1j61Vqoaw/be4BdRdxBflzQF68UDeBVi4GLxn7OhJS+TEJ8w/NMjcn1Gin4zopK6s6uCXr\nZ78Sig/I6m5Tom6ZKhtQyQui3gO9P+WXQayFjkwVD7SLMp03ESpTwAfwIeiUpfIgiRvTjIrj\n/vCxN7wHMU9tU6d+pUT12H8+cyKhzqDnei8osn1Vrr/O2FkQsiORLcAzFeI+jDXQRpwD34Pp\nYACcDJaPgKocgvHRtS34w0X0/S/ig6BIDifTb/Up3ArzQ6vSh4ang31P3UCJ6zQUPAN7QDvy\nHI2da084pLXGqT1cGsbAvrUqJfnaXM+Kd3nVonN8DKQP36tIz53raD3SjvcJaOUOUJ37bTC4\nf2K/vUF8B5gA8uI+XxLmyBe0mZ6R9u5j57N2TpePiK3gLXCM1lkNOiU9aY9PYBLO6SHQF6kl\ne1KwYK3CNvLdU29DfPtYX23jDAV63fOTJvneVe4Hf9DQftu+XXuAiq58m1fAzeRGuhi8aEKW\nIXIXxGbVIOwCnTDCqB0rGp/9QYcs+v0V8byD4jj/kNXJO9VktyzxS62/TpwHl0JqrHUGF4a8\naNg3h1YvhlTfwSRi7o6hT1qYxE/J6uUNeFKl6ehMtBiR6T2ecB7oCyuAY4m18LI8CmqNjaKm\nRIPrnIfkWumkm5+u+RlZnt/f8ladwZlpW092pdC+dUY1uvXk1xRaVyehXWn2gT6QDh8E+9+9\n3c5pPy24B5bLdOmoqdtfCFOZlYT5F6aZHYr7rX4H/wf26Q8j54COTJWi/bkH7CPlXdLuUS/k\nvAwko8r197yF/bubuOsfshaRVyAdWxrXRs8blSsMp0bXaRDrb5+XwwDIi2tY5Mzm69VKT0/B\nPyGd1/Wk83dAUXud+XZt8EVZ39oWpad/IIjv7x7QSR8NU0Fvy1wM4M8Q38W74DhIx6bTvCy0\nIu7bUaD+dJ9Ffw+TvzL0hOhU2++hdTrrT1ns09eIp456nWZNF/WUPfbsuN8k/ab5Aa9Cht/n\nedBfqEomR5Hf2HV/CLwHn8zS5r0DfpciG0z2WN/1CkLrBtqornRXoK0V2JXWbqilCrSMR95g\neAFi0z1GfDVoRTaj0d/Bw/UIFD1+yB77f8FNhzwM5UfEfwu7Z9xL6HhuhqoMk472h/AJpEZ+\nHdIxd8PP4Wyo0jig7iuyL6mY+4vEDwB/0fFx6gXqxeRYXMf8r/pktSx+D/UeUUPD7OTfkdWx\n3kvwE3CfNJJ632lrGqsvNWhzknYNNJaprE3CukummU3G/TVKg3sZDIAi0dGLX6HcEzsWVSJP\nx0Fdb4Jt2pF2Huhb0HG7zmGMvU9ECFcH1/tpcP+FHEvEfJ32VmUgDa8FL+UXQIdjO6glfvM7\nwX7lXdgTal2aFDUlv6C2el+HI+GX8BZEf08Rd//lZXwyqlp/HwJngY9A+/UMaAtnAcXzPgTu\nhhiX9vE06A+dlDVQbl/Rrz8erFlhhz7E4rEZfUSordu4wr5qqZqWghGwXFZhaULHMDxLR9Cp\nHwi8V84Hv3vM/UniC8K4IKswiJEQY3uFuPbbM9CquLdHg3M+DGaECWD2LP0aYfSnEzwndFLi\nbC3QoBPH9z44Nv2kTklP2OOVGbzzuKTBJGam/PGs7rAGdZspPirTeTlh3DP6Ffdn+fH9PZsb\nQl7mJ+MBsJ57ch9oZ0/SvCvdFfjPXwfcVPPWWQx/RTscvBBjow4lXlbc6Dqj0TZCL716zs0y\nlN9T0M5Hw9EwJVQlO6HIcfk4SWUYCfP3g/Ri8DF1Mugg+LiqWjZCYeqMxJpFqMM6oOJOdVK9\npDSCtUTjdTHEOAxvqlU5yff7Fxk2qywCn4G6VgJlGJg+BFJZj4T5308zm4z/PNOhnvXrtPUx\nmn7zh0n/FMz30rKt30E9O0M74h5yT/kYWzZRtA5x9QefE+/0Az3pfuxflOLb/I2CveEMcJ+4\nNnGZEW1KDqZ2zCkN3feNZHMqaDui3VPEq3Ag3cfOdVEI0fYdBH6b6M91aOQ8UaUtWYzWt0D0\nqSOmDZoEQnwQaz9b/Qbqcd8dD9OZKCGnUOcL+C3oiNi+KvkZipzvneD3nB+OhHBCLbsVFodO\nimc7ZHUi9us5T9f52Cx/LcJOiDbgXki//y6k0zF0ot8yOj0T10CMLb5LmbZFdU7MdPk4KpIZ\nyPw7RH+fED8CJoVOiHbevuYrofxXWV3H0xPiA74T9nhL9Drny0pMYmBW94kSdctUcU+/DD6E\np0oaTEZcn/Nu0NeK72/ow2kb0E6m4t7sSncFKlkBX9hzwRjw8m0k/alwKbwI6SXSqF1cJjp3\nv4NdwQ3voWwkPq6sZ59xQB4nvgZUKQ+gzMOYHlD1PwkaZA+rv+4OhxiH4Qegw1xP6j0C67Vz\nvU8CjUf0qXG8GmaBKsV1/gJ0fBt9W420xmwUvA4HQj1ZkULHr6Oj41Mku5P5F3AcyrVgG9um\nchYJ8+dNM1uIu3/UFbIjkS0g+o/8qYn8EeyzFqdH5TbCnTL9++Z0DMvy9yMcmcUdhw67Z2hN\naMdJdR39fueAe20Q5H95O5q8/Nw9K0tAK7IljULfXcR/DD4EvfBc7xCdUy/HpSMjCScnfij4\nI4K2oYqL8W306PgVST8yL4AYtzbT9fcsdFJ8MI6C6PcZ4htU2KHfXN1vws6gs1JPVqbQ+t+D\nKetVbKHsCtqo2zspFW3duaBtsvwLOBt0nDstft9OOKRlxq0tGgIvgfOWx2A16IR4/rQnZcS1\n/xxugBGgDWlVXqCh39bvXEtcC++9WAdD/YDloGq5F4Xq376EYs+MdY8sUbeqKlXbY8c1CJzH\nK1DmPtH++d2qkHVRUrSG3gvma+eVzUF7b16g/epKdwUqXwEPv45/bDQ33qYle5muZD2rbQ32\noUP1fagn81H4M9gWFsxV1AHSCKknxqwzY5sqxIfOqJyilUjb1+VJ/szENeZeVJfA7lBP5qfQ\nC9ZL7nY4Fw6GwbAslL3kddB0HKp2SlD5pTxLzPlu+GVO7YjOzNOgMZ20drWxJdPz32dA3U9B\n6gST/FJSJ/cecq0/9MvS6v+fEofqvkT8/vZ3NywNeVmYjFPhHbCe/As2g/yDgqym5QFauLen\nyrV8krTntJ0Hek7ll0mdofQ8xby8+I6F9LvuStpv5/yHw3ehFVmBRs7HvtRZSyak4HGwnuft\nPChyoGYnfyWoQm5AyYUNFC1P+X0Qa+UZmKBBm3yx++00eARGgf2uB7XE73AgxB61b7/BItCu\n+Fh9GWI+jmnVOkq3yOpuU6dOq0V30ND1qCVLUXAXxFjdi3vARNCqTE/DX8CJoCO2CUwCqRxN\nIvqM0HPT6g8Eqe4y8T5UOgri3DiGv8I8UJW4J2N/XUt8/hKKb6OO45gY8mtWovnYKuPx38/B\nOTW62/pRx8fxE/Ah2Ma7tdkfDLxnZoJash0F6n4TXJd6cg6F1h1cr1IHyqqyxzE075eXwLlc\nBNrfWjIzBdrkB2tVaDJ/T+rb75Bcu5uyfO/ekDOIWPcPYPk00JXuClS6AkPR5gZ3o+XREfEA\nVCEeslfBPjQ6tcRHwsWQH8tZ5GlAU5mDhA+WqKuB/CVMDe3IczRWZ+p0uBbm5Q3w/eRdDWXk\nOirFWGuF71FHZ/tPcBy4Vjopc0I9Q0VxpeIDwDG+DEXOaNrZlSTcQ5OnmXXiGjnnqX7Xbnyo\nJydQaF3bHAl7wAgwb2toRWoZ0++gzL3m5at+5+W3L1oDx92OQ0DzQtE5GZUrWYm043G/h8Tl\nVPaBHu3y4YZkeHY+Ai9E951zfhfsU+4C16YqGQ9FjlvdJzdQqgMQ44jwffL2g0katG2luA+N\nTofXoJEtcR5DwXPivmxGlqWy3zrmFOEOJZTorJ0PYbt1LI8p0c4qs8EQ8DvvBDqbIVMSUc+n\nEOO5ivjckBfPvXWWyBe0kfZcbgGO7R2YHGqJa68z+gI4jteh1rmmqK7sRuknEHOOUJ1Hw6QQ\n4n58ChzfcPguVCnamlPA+8JwLsiL94E/TMU4/V4H5yu1mJ6VdpdB6NY2nAT11vZpyv0O7cqz\nKLDfdUooep462sPZ4UawnWNt5rF4BPXfg71AW54X7cuLoG7P+A+gSOYl0/2gzdR+fNNlSyYQ\n3/9O4q5xkYSfsGdRYQt53uf2m95z7nXt3EOQytokrLtkmtmNd1egyhXQqOkMbgca5nXhDojD\nofHYBzQU7cjqNFbnE+DFViRzkzkSou8xSdw8f9krkkFkenii3SFFlZrIuyjTdVPWZgpCHRl/\nqfLXlVQeJKFxbiQ607eBY/RXuQ1gGHjJedl+DjH+WqHr4UX0d/g19IMqRWdj+Uzh9ITxoH2F\n+KpZfj6YjQzX5f58QYO0F6D7zrke3qDuHJTHJZWuzSUN2tUqnoGCN+EsMF4ki5F5C0R/nXTI\n8/0/l/W7SFJwXpbnvknFdb86zWgyPgH1XQsfA/Pn2vYhvQf4fV0H92mRs0Z20xL24C1aFjkm\nodBHmXXs/xewL/gt4rt4FqoS9/w/IXQbXg+OoZFMSYWJGlVKygcQj/P1OPGDYU/Q9jRja31k\n3QuOdXdoJKtR4W1I56jzYb/pY8Tv/Oek3mfETwPPxaLg2VGH90eVchLK1BvffIcSyrXP2pCt\nS9QtqrIlma6BNljb7Dx9IMS+dzzuiwHQafEOzH8f7X4tW7UyZQ+DYyzz/alWV6al9DAYHwbC\nv0Dd8jpsB9qMVBYnYflf0swa8Zlr5Ee2a6+uZ2CayCwIJyVPO3BHVjYhoXejbU/I8hoFA6jw\nMdhGRsC6kJclyXgerOMeuRwGgefFM/+/MAos3wnKyhpU7Fu2cp16s1Lm/KuW/VDonMR1Oge+\nB9PBADgZLHPd6n0rikvLItTU1qh3pazVsCx9SJaOYL0s//uR0Q27K1DlCnjRuRHPL1C6CXmj\nwXLR+KwPrcofaKgeHa4i0QkOI+RldQbofGuw04PqoSgSjfb28BDo2DUrg2mwfNbIPj30y2Xp\npQkd+/AsHYGGyfwLI6NBOCPlz4FtvPDGg5BJiPg9NoPD4D2wnmthmEenKG1Psi3RsNvXK9A3\n0+Q3eQxiHF6APpS8GFxvndwnwfKdoVnZhwahu9Hemou6V4KXomu4P9RzrCmuKel+eoda7sla\nzu1GlI0CxynPwAbQjjS6THRW7eumrJMpCD8AHbbJsrwIHiRyYyRaCAfRxr78FrVkIQoeB+v9\no1alJvMvzvSd2aDd6Vm9Rwjdc8oscA04Hs9BFTI1SlxLdeZ5nryNoSrxMeV87Edna1KoJX7v\nNWEX2BCK6moHtNe19jBFY8V9q4Nnv/448WoWj/neTzqvfxXyYqxRL0IdmR9Bs2IfC9dopB3w\njEUfY4hrW6qwdTOgJy86lm/Dh7BCrtB7QDvzMTieN2FO6JRoVx8G+3oIToWwr+aFrcrbPc/F\nEGj0/alSV7yf/g32dURWc3zCbeE1MF8eBffb/LA6RNnPiNcT1985XAYDoEgcwxtgP+4DHfIi\n+TmZ1vGuDNmKiHlXR0aD0H1l/TzXk7dgru1MpO8sqJu2PT3Xpl4y1uIDKh0E+XNXr21a5rm4\nD/wmi6cFFcXXQs8rkM4zjb9F2bwV9RVqdieirxFn/lri9rkipHIWCfOr7j/toxv/Fq+Al58b\nbEiNNfBy9vB+CNYTnbFalxtFNSUM/zoFNfqTNwrU7wX+Y8jLJWRYfn6+oIL0Tuj4P9AQxOOg\nT6LXS8C+nwYv1JBjiZivESkrGvyPwHa/qtEovsvLlE8H88F6sC+cC/fAslClxKX0Z5T6WAvR\ncbwBHG+K6xVp90ir4vdUz3uwQKtKmmyn4R0ML0DM4Qnia0KRTErmgeBlFvWHE18EmhUvRh0t\njbvxItExGwHLZYVLE9qvfaYyKwnzL0wzm4xvlOmoNfdQNw+R2Lfuz3blMRQ49h/UUaSd0R5Y\nL9/njln+PwirEJ07+9EJWhDmhyPhfTBfboUqnJBw7p5C35RQSzalIN2jjuE1WKxWgzr5M1Km\nM6OOP8HcoBj+BmKOe5qZEx3wrUD7F/Uc1ybQihxAI7/rr+E7BQq0P/tDuva3kW5l3qHes/Y2\n/BH6RibhKuCcjkvy8lH79Txa76p8YYXpo7I+LiecMNOrrbo/y4+1dywbZuVVBrEvtXM/zCme\nmvSJ8BnEONLwRvIngnoS+m23fp2K3nfxSHafXAYDwW84M7g3zHec80DIICLqLmsPXVvX2jbP\nwu1Z3PQYOAW8f0P8JhvAdfAFWE+8O34CnpOysi4V4+GtjtGwMTQrQ2lge9ci3dckmxL9iT+A\nc14111I/cAjcDfYlH8Fp0B86IVMkSvV37HNokteP+JtwX5LXjXZXoLIV0EDpCGhoNDj1xM14\nAcThOLBe5Rpl92btf5crn4P06KxMozMYisQ+7f+GosI2897IdOcfB6FWhzUuhr8R3xvOAB8J\nIyEuM6KlxDnGWu6Qa6GuR7LyrXJlnUpOgmKdEdd/yoJO/BVR4+0FEuvg+L1UtoN2xL7DAPpr\nqRdxT4lG+HBIL6prSescF4kX0Pngd3f+np1joBnZj8rx7d8hvgcUORZ9EqWrZ22eJkz32rFZ\n/lpJ3WaiG1F5YKZjrxINT87qtnL+U/XjkYh9tHxakIvvS9q18lzmZWcyLKvqgrwi0zdXrqNZ\nSJ8L8c09I2eDzlqrEvv9x3UU+Mt47BPDMUn6VeLzQDNyHpXV8xAU7bdwFJ+po3QCylwfv1m6\nD+s0KSzShsfcfLTtAkX6ZiXfccfae97OhOmhWfGcRZ8fED8IJoU1s3zPQj3xrvwU1LFCvYot\nljn/l+E1mCrRMRlx7dPdEOcv5nE/eduAD7gqZH+UqPv4OsrmpuxciP3oebgS0jGTrClrUHJW\nUroj8S1Am5DKjCTuhZhrPrR/v10qR5Ow3q5pZoO4e+AusJ2PA/fBqCxt3huwE7j3U3EPzgZ9\nwfuxFRlAo8vAfoJbiS8OZcS72j1j2wPKNKhRx3lH/4b1Hmrajomh6LyS3RE5Aa2O6z04EjzL\nI8C8raEr3RWodAU81F4S/grwCXgpTgGNxIvxT6BRaVbSC38IjeeEdeElcKNraH8CteRgCqx3\nVa0KLeZPQrt6j4NQG8bXMQReXEtEhSZDLyH1jIEfJG13zvLvI8xfGkm1yqLToGlz8MH3Lmj8\n6onffl7wcqhqfDOj63lwPf5SoV5UfUUmJ1X0ABxAfnpRfUb6JHBtimRZMuPy3r2oQp0812ww\nvACxj54gnr/syfpSpiXmmKz/N2j3gY6KsRe7NkCnTwfUc1hrvhSNlW35r2M46j/Jtv77aqZr\nnQZaVqRcW5EXx+BYhucLWkzfQbtRddouRdldYJ/yDnhRFz02yK4pPjBs/ybUaqsTEP08RXwT\n0CFZFExb9iCUFfer39h2K9RotEFW/lKN8iqzi87AY3SwWo1OliH/Hog1eZv4blBr/SgqFOc4\nEkLPaOJ7Zul9CRuJjr1tdeqrFu9CdfvtU/kxCfMPzTK11d7bMQdDbVW7Yv9Lg/dRmbXQViwJ\nc0Cr0peG2iDncDfYfyp+X5316+EzsJ6hPsgPIJX+JDyT3uWOrRmZnsr++KT+XcE7zh+BYmzm\n/xt+CJ2QgSj9F9iPfAFnQ6MfYcInGUXdVnwymo39nyXY53vg/pb0XM1HelXw7uyE+GC+DR6F\nS2AQ5MU99iLE+kRo/a50V6DyFdAg/AY8iLHZvIDaMXY0ryseMJ2Q6C8NPyVfp7GePE6hbTRc\nVYmG1Aun7ONA4/kUaIh1zL4LrYq/SOnsOid/pdIJnA50nMxbHnpCvFzt7+UsdI69IUvQ6Yfg\nWA7t0AB0qp3nVjBeQR8DyUsvqtdJbwd+q7zYfhNIL5N8nXrpKSg8HD4G5yzXwvxQJEeTGfUi\ntK3r1ooU2YDrUOSZqCWnUmDfP61VoYn8uzNd2qFWZASNHMtOrTRO2jjfLeA48FzXcwT85tqp\neNy6P+qtF8Vfkw3Jcdz//FrJfzLihyDr+CDL61+APMtkLmgkjvlesP4FdSpvmdV5rk6dqouK\nzsBf6WSego6ch2NMHaXHSdc6LwUqxmZNwn99AOhIxzoa+k2ngnriXrOudqRq2ROF6h6SU3xT\nlr9wkn9GlvcHQsvzeySpWioaDxUfBO/BaGi0FlRpW76DBh3y8EN8xJ8Hs0CRTExm+hBw/ywJ\nK4EOtuu3B7Qi7jnvYceyXqbAdTkfHJe65Uooc+6o1pSMT+1t4TWIvrRHzmciyItj+ASsu1G+\nsGRan8MH59uwTK7NzKRvgBiLPtqmuTrtJv3BIl3b6Gs4+YvklDtf195zq43aH9wPXemuQKUr\nMC3aDgMP5BJwO8TG1EDuDZ3aeFOj+1aIQ/E5cQ/DslBPBlHoGDVeVRqnkzK9L2fhroQ9KX6L\nEeDcHoHfZfELCXtKNHrPQ+wBv83h4P7oadmYDu1f1qu4cy/WcK4eIF5rfubnL6p/kTcIOiED\nUHoZxPp7Ybkvi5we9+dT4MXpuWnngU7zsZK3Ac+Qu0pWlgb29R74iC0aW1q3THwXKjlnbUCz\nTu73srZjCKeHdsS1dhxvZeEOJZSFY791ibr5Kmtk/XxMOG+u8NCszPH8A4qcVB8Kzts6K0Aj\n+QkVrOt361en8lVZPdejp2U+OhwNjlN0xo6Hovm79keC6+d5Nt2K6ISfC9qa6Pca4lNDLTmd\nAuu26pDW0mu+e0ndl5vIZE5Cx/dQZGTh2oTWXTKX32pyJhqeD+laPEl6wVYVNtluMerfAvEd\ndIL3g0mglngOroBok1+7Wu3q5XuefHR4VpZKKuqfxI8M9mOdY2BKqFrcfyeC90DMzW+xJqRy\nJQnLb0kzm4w7B3V436XivhsF0X+EjmlgWrGN+IS0fQvUfTXsA7dlafO8F34NPqK70l2BHlmB\nGenl3+AGPCLpcTPiz2X5lo2AdaFTolOzFmiYG0l/KsQD5qJGlWuUT1Yjf1Pye/tx4CWk4+m6\ni8a5niNDceUyORp1zj6CGIcO+ALQqmjo5wYvsmZkGJUdw7vQrONMk7oyHaWnwopZLR39s2G2\nLJ0GRReVzsuAtFKF8YHo+hfE+r9OfDuYAHpC8jbgYTo9EHYAHUP3qI75OlCFeCZfAef7AiwG\nZUSnyb1pu2vKNGhQZ33Kn4FYd+e4MzS7b2lSSnTo45zpECwOc8B5EGO4j7h7s0gmJTPa+2it\nJ30ofAnUe1CdivNR9gXoIHtme1J0jN6BmHsavkr+NjA+5MU1G5TPbCGtI3wXRL8jif+oQI9O\nsmfgA9BeNit+93r3nb+Yh1O8UqZ8GKHjOiRLR7Belv/9yKgodI73Zrrt14fKLjAh9IRsRCej\nwL7Fc7kBFIl3wwNgPe2I+6hon5DdlGxCbc+BOvsnLbUHQyDOk/2+DN+DTohnUvtmP8G1xJ33\nD7M8z2xZu0nVr8k/yFF3+tCbl7T22Hy/v+uhj3ITmHcyVCHucfVdDK5tyDJE0vPoI6on92CM\noxt+C1fg58zZTamR95ClosNyCHwI1pHrwcPRW9Kfjh8Fx/IazAjNig7mv+B8KGo/OfmHwkcQ\n8x5OfAHoKVmfjjTK9n9dT3Va0M/s5F0CsQ46ixrEaaFZ8eGhHvfa3XAm7AgrwFRQSzSWl4Jt\nH4d6dSluS06itf245w8Gz0Be8hfVx1TYJ1+porQX/LbgXo9v4N4dBD0hYQPSs+A4vIjdl6tU\nPIi10OcvhfbhZbwG1BPP8pVgfZ3JpaGM6ET8CqapUXkS8vcHxxDrfhvxdpwPmtcUnb6Yd/QX\n4R2UTV2z5X/+mYt1/UYT1aln0VEQejevU/evWb2r69TpRNEeWb+PEbom08M8sAM8ATH2fxJf\nETol2pzBEI6h/fpIdU8MBW3Xu+Ce8683rcgRNPKBtRdMXEPB7uT/BcJhvJa4Y8nP/awsf17C\nqsW+h8BLEOvv91kNekImpRN/mPHeiP69j31AFokPz6plbxTat75H3mb4o4Pn6hNwjUx3UrSJ\n6VlwD74Kjs990I6E3iUyJQsRvgzqfgeWg5CFiZh/fWS0Ge6a6VuqQE/ReezJPVgwpG7Wt2EF\nNPhu8uPrTHY2yi7K6llXJ1nj3hNyCp1cAQeBl/YX4Bg+hdWhFdmeRurwgpuxjoIqHwd1uqlZ\ndAgljlN2qlmrZwpWpJsHIMbzBnGdFh3UMrIoleLbhY409DH4DFwJh8KGMDeEY6DDeivY5qok\nn2ilsg7anoYY27PEN63RQ3pR6ch0UnSQTwQvwxjb5cQHQLviPHT+vfwvgUGQl9nIyNsAz+Z0\n+YoVpN3rMUcfDafBnAV67fsCiLp7FtSplXVz1u51Qu1BrX08K2XngfvTfhyPzrGOe9UyBIU6\nITEfnS0dr4mhloxHQczFcTaSi6kQ+g1vBB2dVFYjYZlzzZel9aqOa4u16/4Y4Lrnxblqc3RE\nYw7ORzvdKZkCxYeDP4JEn4Y6656/VaEVGUCjVOcI0uvWUOQYQu4hYv9DI4OwH7wJ9yV5nYj2\nQan7MV1/72QfsD0hfenkfEjP4jE90XHWh+fetR8OE2V5aaCN+kGa0cG4/XvnvA2xL7UdM0A7\nciqN1TcSLoCPsrT95B8uC2ZlnsEqZAWU2Pe8dZQVncehdep3i7or0PIKaJCXBh88+5bQ4ga+\nH9zEnXYIHc4A8JIOAxChhmB1aEWmodHroK6yDtWK1H0ga2O7N8CLupZTRVElokNwBdin6/Aj\n6KRsgHL/KuBfa4ZCfn7jk7cNvArxLR4mXvaC1OlZGVy7k+HvMBriwgudafg+5XfCibAdxF9S\nyuxXqrckOqR7w3sQY7mN+BKQFy+qn4Fhu9Jo/dU/H1wDMS6drH2gVbHPovXXCSj6hTa1AY5B\nx2wnyO8VstqS/6V1evm7/90Hp8CxcBHopMY66Ch5XsrIJFTS2Ulty0Ok6zk3y1B+D0R/jm03\nqOK7o+ZL8YwtCSuB8UZyNBUckzZ8oUaVs/JVCB+BmIvrcBpMBxPCY2DZ6dCTom2x31836NT1\n+SSra/2PoNX7wDlrWx4F77a94DuQl/5kXAb2Jy/DZtCq7EzD0JWG15Ov41lLTqDA+u/BkbAH\njADztoZ2ZXoU/AJck0NhE/C8pDInibiX7NdH7cFphQ7Hl0X/vWDfu7fYl+f2ONgKFoYy9ss6\nYXt/T3xckBkYhLbsC2h1LdJ59CXxFLi2wbPEF4O8HE+GddbPF7SQ1tbNBdqx/Uq0708d/ZQX\noU+J+t0q3RVoagU8CB9kaGxHw1TQSNzIm0PVjkFRvzORqZH+B4yGu+AoKLrAyC4lJ1HLQ60R\n0BEuK867ncdB2X7y9Tz8j4Bj9mG4AHRCTkWpfaS4RkXGz33iRf0ZaKCmgHZkchovDjoch8BF\n8CB8COl40vhGlHVaZqaD30E8ILyEzoEZoWppZv3tew14AlyTVi9GneG3Mh1XE/rQui1Lq1fH\nWWc1f948C1vDKxDf5N/EfwhVSn+U/RHcZ9FPPnyVssHQiixKo5sh1fkn0nPUUDYe+VuCez7a\nPE58fuhp0Vnzu8c4hjU5ANvvBD5wQ4fxy7O0+yL/3cnqqOhkOxYdr0ZyABWs693wOkwDzYqO\nf/rojXV4l/w9oeh+GEi+tsm6rZ47mo59zMda64DeDtH/GOKnwHSQF/dmuv+izSX5ii2kd6PN\nJxA6I3R9j4ZJIZWVSTwM1mtnLVKdZeOeRR9vrfohe9A25mfoXXMH/Aq2AM+0di4v3sf/BNsc\nlC/sxfQi9N3qWuSH7aNrF/gD/BSmhrx8nwztsnvDc9SObE/jdN99RHrTkgqLzkjJpt1q3RWo\nvQI+Ps6HcP488E/CgvDfKho9Lx/nunaNSU5VIz+yLT8BqnochN564VwU6rA47pHQijNAs5qi\n06du53QeXAr+Kmie3AgLQ17mJcNLslPiJTg7/Ag02KfDcLgCqpQpUaZD5MPMS89LMJUlSdwJ\nsR71HKi0Xdl4q+vvhfgzaPViXIm2zulicK1DliFyF8R83Xuuvw+qVKYicRzEXnmHeNFlmrZp\nJT4rjfaCC+AB0JHRIdwa2r2cUfE//wujIOb7MfEjIb8PyBorU/Bfy633IpjutMxHB/fAaXAU\nvAAxXs9n/tuQVUp0ME6FzyH0GdpPT8tWdGjfPkAmaND5olndLQj9IaMV+QWN7E8nz+/5S3gL\nYh2eIr425EXH2X4nyhc0mZ6U+nHOTiG+EYyC6P8N4jtBfi28D66E9+E52B8mhnZEG6Qv4D64\nFvz+l4EPhxiPD4MBkIpjGwKN1sIfdPqmDVuMawta3evRpQ8AbVXM6+0kHnmG78HNcDxsCq67\ndnImeAasMxi+yTIFg78J1iwxiX2pszO4V+NBs06JdvWqDKXQfZeue8TPI7/Vs03TrnRXoP0V\nWBYV90JsSo3uLtCuEULFOCfXMSLn+bcaI/OS8VL0gaARrCfzUtjJx0G+7x+R4eX1BDS6jPJt\n66V9bHkJfgLuhRANX+wJQ/s+GxqtC1W+UeJ31BGJuT5aZ/T+5fT5pK57ZcE69csU9eb675rN\nZamCgeoIePmnjvhjpFcrqDs3eX+BPQrKvilZOqsHwAcQe+FF4htCLZmDgkG1CivO/y36Ylxp\nqKPs2NuVhVBwA6S6ryLtt+0p6UdHH4NjGAb1ZDEKrXdsvUoNynQMPwMfWyE6jP5Iok2MtfC+\nWAA6IdOj9GmwL8+j3/JASPfhv0n/EKqQGQqUTEje2+CcV8iVT0t6f4jv8ibxOXN1GiXt0weJ\nc3JtWwOPEq8AAEAASURBVN2v2qT74FFYHFoVHwP59d2avA3gCLgOXoP4/mno/P8OF2fl/jg0\nEL6pcjgDj/k57/lrTGQA+elDRn9gnxp1m8l+gcpfwHYwC6wLd0CM6T3i9lPFD2Go6Up3BZpf\nAQ3PEHgJYmPWcoaa1z5utNAoOrcxUMup3TOr8zqhjuu4Jv7i6S9xVcpOKHNd9s0pHZbl70c4\nMotbz0v0ZHA9x8U1YlilZWpqPgHOS2fpHFgfQjTKznPuyCCcHA4F/xmADrQOVTvSm+uvM+Tc\nfSTWEufnJfoxWFeGwn+rzMrE/gCpM3AR6Sl7ecJr0f8VoF3Wob4c3JtVy3ooDIfdb60D6COk\np+Z/MH3FPjuPeB8oklPItN7aRYUl83wUXFOjbj/yL4AYi/eGds8HQ9UyDwr9kUZH0fVX+sL5\nkO7DK0nPBa2KDxXn/EdQf8gqRJzncZFREC5G3giw3lUF5fWydHpT+zGa9Mb1GtQoG0q+/fu4\nScdPsmkps76zodX74DBwn7wCsR/S0AfkN1X6M/BLIebjDwYnQf5uX4S8M+EGOAOWgXbFHybs\n132el03IGA0xLm1SejeT7Ep3BXp2BbyMjoJPIDbmX4lrwL/JMhGDfxKck5dckcxI5rtgne2L\nKvyX5j3AvLy8psrNz/VyH0wG34HhEHvCsIpLCjW9Kr+hd+eigZ4gN5KfkfbXwpjzncRTZ212\n0itBu9Jb6z8+A9fZGgM+ghtJfyp4kb4I6To0avdNLV+WgT8B8f3vJd4J53hcXJ+JGdTe4K+3\nMX+dQ39ld990Wvalg3gYuN8OAB8sE4KOrY6843oetE+tis7ehQ0aL0/5fRDroKOWtxUNVJQq\nXoFa2tsPYamkhfvQvRf9W+cYaOXBukeiR/t9EEwKa2b5GxHWkwUp9MHsWBxvMzKAypdBzMPw\nVlgcyojzfRlsd0CZBiXruL7/gBiX63s01FrfvpStC/5IdjX4bVzDb7oMZAIPQqzD68S3g07s\nddSOlXiYD4mMXOjZdo96JmJcNxJfGLrSXYGOrICX32DYC7wE1wMvnlTmJHEFxKbUKB6cVviG\nxeNieINx13JyzqHM+T4EnTQKqB+nxItyVG5EOv6uxeVJ/szEdVoeg0tgd/gmi/vgI3gW8vv/\nMPJi76fh38mvWnpj/bdnEjoCMTfXYdOSE5uuZL3/hmpTMImwC66V+/7bJJ7534HnPvbKLj20\nADrr7svoNx/6UBkArYqP/NPhNZi6gZLxKB8KOujeJZ2STVDsWr8C/ZNO7H8IvASxDo7le9Cs\nbECDkRB6RhPfM0vvS9hIzqKCbXdsVLFG+UDy/wXR/xfEz4YZoJ74aLHNKKj6QVJrfYfSl2Xf\nFvHHj23BMxHfx281CKoW/xq0IHwOjf4C1486F0CM6UDiXemuQOUr4MPIX+Rio0Vonk5h/leT\nlcl7OKv/TXWINbzvZHN4lHARyMsSZGioXY9B0En5LsqPhF/C8fB96E15js6dd7ou52V5Xqap\n3E/i6jTjGxxfk7E7b79DKseRiHPxF+ILw8YQTuK0xKuUnl7/oQw+5hLzjNDvrlPcla+ugP+k\nJNZooa8WfStSSzLLO8F7wkdjlTI/ynTQ94ZdoT+EGD8JfAzE+vtPgLRBs0ArMj2N/gmhz/B6\n8K/kjWRKKkzUqFKb5a6DY/Kumiany0fdUeCPGz6WTLcik9DIx9D7kK7DC6SngnqyE4W2cRyt\nyvg0zDvi3tE+PovWdy7ynbP9bgSdEtfTh1j0ZX//gOXg2yT+YHAapPfE5aQHQBXSFyUfgD+A\nuNbPQBm7sjz1/gRVP5BR2ZVv+wroEPpa9yFwDRwG58O7oCHwEvICyIt/TRkCRYYrX3dcTC/M\noOKR5zxdg19DeiHeRtoyjUCnZDoUXw32k+cJ8raE3pCL6NTx3JR1rqHSeH0I/ok7lQdJ3Jhm\nfIPjmzF2531VNgd/KTw5yzP/Qkj/suTeMF8jXaX09PrrBGkDtgOdTP+5yB3g3OQ92Acmgf8G\n6cMk9ofJ25iMZ+JVcH1+2oaeb3rT/hVOQHt4JaROmOvr3rwWfgCp9COho1x0R6X16sV1/LRh\n9pPnefL8IWRckDMZhOMbDkX37pzk59eHrKbF838upN9A38B1qiWnU+DYNqpVoYl8+znx/7V3\nHtDSFHXeXrLkIFHC+xKUIFlAVBBwURYEAUUyEkwgKEFURECQICpLUFZElLBgAAFRWRAlB5EF\nRPwwEF8kimQlSNDzPY/b5WnbmblzI3dmfv9zntvVVdXVVb/prq7UfeFFKL/H7bhtq9Tt++wY\nfmXdcxzd6ns+lDypz1ngNThItjGFtRNTdHApfvO3GYke83PQN8B7vaT9c9xLQiwKTLgCdgYc\nLbK33qxYS6N91ypXO7P9SOXul42dPMv0GJQb8gncHwNn1fTz5h+vG9SH3JXgeZ6EU8GH4BVQ\n8uPW0ZG5YCLNGZE7oYySrYXbvPhwrttr2NHfjkM/2IIU4mWwTOfALZXb/f8Gr5m6Gcew5eue\nY+CeSP1XrspwZot8b43fvVW45bwLXAYxXmbj7MtwcbVdepxOdBTpWp77YXuYDkZit3KQ6dh5\njI1OgZk5/CpQTzvsx8IX4GbQTz4BY20fJEHTvg5WAGevjoT6TIr5WhXGyqz7vwi7worQrFfw\n+hczjh0V83rav4SOvceaJPkz8HxyN7wDmrY2Hg6gOIA2WzNwFPvLcmwpb8nDRfj5+/w76Gdj\nehWYSHsbJ/sVlDw9i/tg6OUZDGclvwQOUHRj1tFq/034A3j8WNnqJHQNFH29rj4J1g+xKDBh\nCuzOmbwID2mc8T8q/xvZ2nBYGqwE7Ejp7jezMXoCvATlpixbH5TjZUeTsOe5FByNrtty7JwP\nJR/GmegKwlH2YuWasIE8Y/FkawPGPL6z5tfrTivjonvZ2libvlEwR7yeg182/LvdNb2V4PXQ\n6sE0UfpvyPkt587QymbF0waAdUDRw+vRht1Y2jIk5kBBOYdb78mTYQEYS/PBXj+PDcE1h3kC\n68b7q3TeO8xjE/1fFTiq0tLBuXodsxb7jtbfAdaBNsIvgLlgLKzUs81nm53108Fze63YIPw6\njMW1uF+VZrkGn2X/WjgedgTr/2Z9g9ffl8+VDqP35Hib17iDhQ9AyavtggNhF3BA72l4ETaF\n8bCNSfR3UM7vuR6p9q0bXgmbgZN+BB6Dki+fA+o1me1QMrdkiwweh5/leBz2gvr9x+6/mJ1E\n478B5vyX0LHx2JZk7oOirwO27xqbpJNKFBhaARs5Xnwr1KJ6Y/y28n9z5W8D6fbK79OVXz9u\n1OGSqpzlpryI/deOQ2F90Fu5/gk6Peg/RrgPZvPzcRgLW5REToTbYBr8FDaHTmYn0geT+fgx\n2Ik4CWw83A1DVahE+RdbBJ8vw3jPFvzLibvw2JA4PjSOBRtoTfMB+SMYye+i/t8FGxYeL45W\nd1q+Nh76c8q/zwZ53b8MB+rRwRYj7FtQ8nxQh7jDDZqNA35VpX0r269AqXM831Ngo9L7ZqzM\n+s3GXimP1/JpsDB0Y2XQ4CUi+5vGRq6AnYEHwXtijloyNjivB3+jzSr/k6v9U6r90W6uJYFp\nHRKx4/wzKNdJuRZn6nBMpyA7WKZR0msOChR/nw1XwJdgG7ADpx4LwT1gvB1gImx2TnI4PA8l\nf26fgXPh7TCeptb7Ql0rNRyLzupo8m29fAJYB5i/yWxbkTl/M3Vrdmp2wu/hKtw4tg06/aY7\nVnE/wHY8zbbnZ8EBBPMlP4F6m5XdWBQYewWuIEkvuOVrSe9T+X275qfzo5X/eQ3/ftz1QXxH\nVV71eQF8SHXqyBA8LNuI2KZ9dhdH2Ykw7p1dxB0qytpE8KFmenX2GOpAwj/fOMbjfWCuDsO1\nZTig/rAzLR8yNn5e6YceWWhpq+F7CNhRvQnMs4234TSUNid+vXFUfoNu7qux1J9s/L1R77Xw\nHPwFbHTZEBrK7FiY31cNFXEY4UcRVy1sbM1YHWdjsOhcdPIeeHcVPhYbz7ErPAzlHDZMPwWz\nQDvzN78aPKZZV7Y7Jv7tFViHILU8pxGlNMQuqfnvVsX1d5q55j9c5zwcYPpfBO9JO+ntzOtk\nB3gAzOej4PEjsU04qF4H/z/2LdOWcARcDH+Ecj3Wt4/jrxYOsOjvs2k9mCibwom+ByVP3jfb\nTtTJOY/Phq+Bg4aTqUOyHPkZznOA6BNq1tXTwN/t6DZnnrMK85oqv+8PcPusbtr38TDOSJ79\nzbTsBNn+8D48Hj4K80HdFmfnO1DyZVvBeyUWBcZNARvnXnDOBmjzg41We+uLQd0+yI5xT697\n9rHbB+/+8DSUm/IR3B8ARztHa+8mAdP1ph/KfBAb1xHu0TQIpnK8ZTCt34KNfctoHmaBbmxv\nItl5tEFxGawGwzUbIr8C83ErTMRsAadpa4sQ8mWwYeLWkdpWdiqe5rnwa9xLtIrYxm9F/L23\nPP5G2BpeC6vCVOjGxkL/ch7v92+AjY1Spp/jXhIm0mbkZA+DjcL6IMSs7D8P18MJUPLo1o6T\n9+IqMBbWqnFwFwlvAzaO6+b9/10wH3Ys/V1jo1NgPQ5XT59JxeysPwA2hlYonmzV32vF+CvB\nSO04DjSNJ6rtHl0kZJ6cSbFDMxpblIPPBOt08yDfh3rdY6NwC/gc/A/8AUrc+vZA/Idjo3mG\nlPOsh+MWMB/7Fs8J3Pq7T+YOyQRK0dWpPkMsfyvrWeu6TuY1eAGUa+xF3CeCde3KcDIY5r05\nWtuJBEqbpJzPrfXqWeCzuW5vYacMmr0S1109L3H3uQI+/L0YfUCsASdV+zacm3YaHsbdsxnQ\n5/sLUb5mI/Jm/NYdZbk35nj1nAav6iKtx4hjQ7bbjkwzSSvF28Bzngudzjkr4ZvAx8COXKe4\nBA/bjuKIko8Zq6NthJaKzzC5Ezz/eNoyJP4klHO6fQl8CCwAdXPm6IdwHnwChvNbWM7bwfS/\nBTNAt/YeIjYb6d0e20281Yl0DRQNnsHtoMlYNKRIZkh7FzE895GNmNtX/odV/tuxdbar5NPt\ncVXYWG2ajQPP4Qj/PrABeE9cDCUP++GOjV6B5UlCTR8FOyHa4aDfl91p2IPsGza14T+cXTsf\n90D5Lb3v94LxvNdI/p9sbfb+F0oebBh+Hto1YhclzPvFe+JCuAGGUz8vR3wbvA+B9/zp4PN+\nBzAvzToPr7ZmR3VHmKltjARMBgW8ZqzTvcZ2gW5tQyKWNkO5PsvWa+gd3SbUJp5toJfBNK+F\nE+F0sA4o57Hd4/VeN687nwW57uqqxD0uCnhhejH+GbxYfw82kOv2enaeBuPMVQ8YIHezEWmj\nut1DrBtZvLnVWu2/MMQBixHuSOOdQ8TrFPxRAj3XHdAp33aaH6jilkrK0VpHj8bCZiQRR7FM\ns34tec09D9fDeM8WcIq/22z8/RVYzlvhK1A6Mfo9BTaAx6KjoK6m6W/oebu1A4jocQd1e8Ao\n4m3LsfeB5yt5bT6cRpF820P3r863cyPG5ZX/ijX/kyq//2Zr+Dy1sLF0bkhiN0LRotXWB/pE\nNqbHsnyvRFoLdzjpDISVxthpuJcG6wMbSPNC3aaw4+9hI9/6ZDTmIMeB4LOt/MZX4x6r+o6k\nhjSvoZ3B8pQ8WEfuAmN9fV1cO0c5V3P7J+L8Es6DL8KH4e2wFIxWb5KITbACZ3I+f2Prs+Fe\nT96Xu8JdUK6TB3C7+mE0tiAHe529BJs2EvKe9JxPgOc0zkYQiwITroAPot9AufhtMO4INsqn\nwO5QKu734x50s6FrI3LfIYSYnnAfKJ1sLwKL7qfibnZMy7FfreIdXDxGsP15lcb2HY79XBWn\n5MmKqbgfwf3aDsd2G2SD2zSPbBxgvvQ/rPKfiNmCo6pznsu2PPh9gNxU+Zey26l5N4zGruBg\n0/M379a8hq4Ej3P2cB0Yb/Ma/Cw8C55XfgIrwGisU+N4NxL2PP4Oxbx3HBSw41q3Tdkx7hp1\nz3F0b0zaF8FzUPT4HW4f4LHuFXBmwgGH78FUaGU2wovGxtX9kRYRv1mFlbqiRZRhe72GI84A\nrznP+zJ8DeaHibI5ONHn4S9QdPhf3G+CsTDrk6vBtL2mt4RD4Xy4AyxzOW+7rc+Eu+AS8Lm0\nGMQmrwJrk7VyTZ+A2w7PSMzjbCu+GcqzciTplGP2w+E11ukenkL4zVW8P7Idzkwp0WNRoL0C\nVrZHgJWZDxtHxq+C2aBpxvXB1a5S1P/Y5kEDvG8jcqYhym+F4oPOB16ZsdkK97XwOtCsaJy1\nKLrfi/uTsAiY/lTwIWS4D7B5YCRmxWYaj0O7fB9ZxSnn2pp987cyeG79b4HR2v4kYFo7NxK6\nvPJfseY/nrMFlu1hsOKdq3ZOf1tHrq8HHyjmtXAT7g/ASEaXywj1cJawcKq/v6w6ja15OEuP\nMTAbRo4knwO7gNdq0xbH4ztQym7D6IhmpC73h2ocr0Q6L4LnemuV5qHV/mer/bLZvPJfp3hM\n0HYWzrMsqEts+Ap8lEPKtbRFh8M/Q5iDASXuMbhXh0VhLfCaNezXUL9v2R0TeyOplMEkz/Mk\n7APt6k2CxtwcHDgfigY2cL33x6IzsiDp3FelfTLb6aCY17j1/bbwOfgTmIfSwC75KdsbCKsf\nz25sEingb+NvVH4vt7+Ct8ErbdeTAfOz/BAZWYLw8uzcYYi4CY4CXSngQ/xeqN8Yum+DTmbj\n5EywgViOtVFooyQVISIM08qD5WGOez9Mg2fBh33dDHsBiubN7ROElU5V/bhu3e+u0r65zQGH\nVOGe92fQ7IhZiZU8LY17NLYbB5vWubVElsKtVrfW/HRuCsZdw50xtneRnmnbMazb9uzof1jl\nuR3b5yo//eU4GI7Z4fW4l2Ak99He1fE2WEY7ilbvkJfy2AFu12h9C2HWAcbdF0Zi3TSOTfuH\nUPS5CLfnXBfqZqNO/9HcD/X04p44BTbmVP5+xT6CY0cov3nxN551Xrk+m9vHCLPOGKmtxoHe\n9/8JX4JmZ9v87AQPQjn3b3EvBxNpNmRt0JY8+Ow4GEZbB7yBNEqddjzuVrYhnp7XZ9d8sCzY\nDjgATgc7kc5OxCavAu8ja/6GXjdXVO5yLZ3P/mjuIQ4flZXr2utqKPMaNd8jHaAbKv2ED5AC\nc1DWX4IX1NPgQ+Dt4KiQlV4xHwKXgY3jWYtntbUCnhNma/hnd3gK7EF0H+alUnJ7UpskpuJv\nBfAQlPiOqn8DRluR2eAwTTu+zYblYVWY4f8Lc0HTvFZs3BvHBvNobCUOngyzBRM5kzU3ZVY7\nO4E2NoZrjhx7vOgeqdnoMw31PwMcjX8BStqX4l4RmjY9HtvBTM2AYex7DQ7VOJ69lp4NMPO1\nS83Psj8ON9b84uxNBRYl28+Av/H1sBbUzftkH3CmqFyfNvSOhUVgJGaaF0JJr779Hf7eH3Xz\nejwSrDcfhPr1ye6E2AycxY5k/Tni8906eTS2AweX8vucqtuM7NwGhu9aD4i7ZxSwHVjaEnaq\ntS3hbii/+19wfx6MO9F2Ayc0H7t3ceK9qrjei7EoMGIFbMj8ELzwHBWeH9rZjgSUG+X3uLdp\nFzH+o1JgXo62MVq0tpF8FrRr6PpwmlKF27AeC/PBXkYMr8a9KiwJ9XzZ6JwHWpkd5nK8o6+d\nzGtwqU4RCNsXvE6nq+JdxFZ91q32y8YGtf7NTl0JH812tyrtc2uJmG9/n1trfjo3BfOxhjsj\ntDIi7kDFcG0BDvD80ume7pSuv60NTB+Ka9ciboa7pO32Zfg6LATjZUM1jj3vMWB+/gQ+GPeD\nO0E/f7tYbyvwarLv/f1X8Df1vrM+atX5cdBmDpgJRmoeeyV4rifhVPgaXAH6Fc7D3Rwksq5c\nH15J8zlyArwE1p9jYV8iEcttmhvUEtyr8veZUOroWnCcPaDAUeTR3/ZemBWKzYLj01CWrRnH\njtTOMJG/9Yc5n+d2wMvnQSc7hUDj7tApUsKiwFAK2MnxQnoMlukQ2QbzA2DcOlezvxrERqaA\nFZEVUNPOxEOdb6m2um2sOrJTr7zYHTfbkpRt/NZ/7+K+Fv9OnbFyXdlJGqqR4oinjfDPw5yg\nbQWeo97R8Ros9krMFqzEySdyJusMzqfe90C97OwOaWsSw2PtLMw8ZOzWEfbE2zQOaAQfWvn7\n0KyPLnp92iDbBNp1nAkakXXTOF6SlB+Eco2W7dkjOmMOmqwKrELGroTy+9pw81psVY/iPWI7\nmiM9x6XQvP+Ww+/8KrzEGel9RjLjauZ1qDq42wxYV/8YLLNtBgeI5gMbrfq9GWK9p4B1p89g\nf8Ot22TfgYjTwYEJ44krSN4EE2He36V+fxj3Bm1OapvhKXgaHCSJRYERK1Aamp8YIoXPEe4N\ncR+8BewYlZvEET39YsNX4CgOuQs2bxzqiNz3K7/N2Dq7V/S+F/d7oW7GGY+O6s6ka2VTzv0Q\nbvM8M7Sz6Qi4AjzmjHaRGv6l0rXiez9MAxvci0IrOwZP05/o2YJ9OecPwTJq4zmTtSLpW0a5\nDOwkdGtfJaLHObMzUvsFBz4PzdHx2/HzYWpH3TyZt5JPt89Au9+NoFHZUI3jpUnd+8ZGs3XV\ngdDpWiU4NskUWJz87AxfBDvpi0ErcxBlGpRrz4GELVtFHIGf18xjYP3SvP7ryX2MHZ9/5uHj\n9YA+ds9L2e4Ey3wbnFq5v8021psK7EO2/T2v6iL7axHn+iq+x/jsPgtGW+fPSBrW72uCHfFW\ntgae94PndfD2XFgfZgMHAd4D08Bw645YFBixAo4seSFZwb+mQypLEPYcGHfbWrytcZdRh41r\n/nF2p4CjkmXkTW1/CjaKW5kP7P3haTCuWJmtB6+HJ0G/dscTNGKbniOtmN4KuoeyzxPBvLwE\n5q0b24NINkg8rnBShwOXJKyMJpX4biditsDfrVgZYNileLC1QefvemPNb6TOIzmwlO9u3N38\nvs7eqb3HvQFGas9w4LTGwV4DpntuzX9h3D4kfwPqbydyrGwOElqvRWJb4WfezIvcA2PVOCap\n2CukwEact9Rl5bf12voO2Ahq2qvwOAi8Vkv8y3CvBKMx82F63dQnX67i3jmaE/bYsSuQXzuP\nRXMHs9p1ZHusaAObXev2bp4vCuQA4Y7wAJRrwHvQe9F7cri2HgfcBSUtB2UvgGWgaQvhcR2U\nuK22/9U8KPtRYLgK2MHx4hpq1OC7VbxrWpzgj1XYJi3C4jW0Aj5UvgXlJn8Z94kwH7QyK4dv\nQBm1LMe5vbzVARPo56iPjeOSp0OHee55iX9G7XgbRo5MqVErWxrPsZwtML2D4IfV9o1sh7Jj\niGB5bSzYmdkPbCjptxuM1nwQ2TgsmjozYh7ngVa2PZ4vg/FPaBVhGH73VenUG5vl92l2Rm4i\n7oXDSLvbqKWD2ErL8Wocd5u3xBtbBbymyrVr/fYIlOverddYu8bXooSdCdYZxjWdo2Gk9m4O\nNB3vvaHMe9G4nnuQZiu3qMps2S+G2OAp4GDh4fA8eB3Ij2A45nPWDnY5vr51oHHlFok522R9\n4XVXbwv9jv33wQwQiwKjUsCGlhfjTzqkMi9hD4IX4eot4j2Gn2m8s0VYvLpX4M1EdcahVA5W\nDHuBFUErWw3PS6DEvwf3Qq0ijqPfsqT9c7BDdxQ8ACU/l+Jul3eC2pqNHNO4pdrqtvI8GGaF\n8bIvknDJe9na4Nl1iBMuSbj3RzmmbLsZeR4i6X8EO2v3aSizQp7jabDx9kHwQbETnAvlYXEz\n7llgNGb6nuvyKhEfho4S+ns0fwt/L3/zsTS1LTPU13VIeKwbxx1OlaBxUmBB0n0CvN7Og2VA\nc/sNKPfV/np2sLUJuwGMv2+HeEMFbVylMY1tu05ZPQ2fg957o73n6mn2gvuzZLL8Nnv2QoaT\nx3FRYCqpfg+8FjaAbm02It4NHvdLeCesCp8Dn7/6/xQ62fwELg4+B3xWxqLAmCiwB6l4AdqY\n6mRzEOiIWtPmxOMFMI11m4HZH7YC03HErvAwqKncBm+HdrYKAZuCo5gTbd/khCWf9a2zOt00\nKlrldy88PV7bDO6Akva9uN8LdTOOncXR2D4cXM7xW9x20u6v/P7K1kZXJ1uaQPPs7M59cCCM\nx0jyGqT7Yyh5bbc1L2NxPcxLOnfCm0BbCzznZe7U7DW49f92zW8snOdW6b5Ube0wdbKxahx3\nOkfCxkeBM0jWa+hWmKnFKcq14EDQUGY96uqIVukMdWwJ99jfg3n6QvFss10Mfxtz3iuDZmp9\nPqjTy/AOiA2uAisOs+j/SXyvnV+DnaW6fZwdw2TuekDcUWAiFNiIk3jxvQhLjeCEO1bH26Cf\nYQTH55DWCtjxdHlI6Xz6G/0Ayqgqzklhjvb4cPwN3AU2YsZ6qaUdDUeNn4ZSWV6Fez14PTxZ\n+Q+3Yuawv9vr+Ps8mLajVj7wNWe/7Gjo7+yN9gaw0v4oLAuvlK3EiY8CdXgK7Jg9Bo7gbQXD\nMUfcTE8t52tx4Bw1v//ArR7+1upTzAak/l4PY2UbkJBpXgF2WHXb8RzK/P1G2zge6hwJH1sF\n7NiW0eK3tEl6S/y9Bh5qEz4e3ntV5/S8p8KsbU7y1SrewW3C+93bOsKBPHWyPloeYlFgKAWW\nI4KDX+IzqGmL4OE1JSNpnzbTy34UGJYCjvL7wPECPGtYR/5f5B9Vxx4/gmNzyNAKODNxAZRK\nwg6TjdE5YdDM5YPfAGd0ih5le/koxLi4Su8atqVzVJKbvwq7hO15lbuc0+1XwA5GL9qiZPq7\nUO942tGapUNh5iXMwRTL7kzWJ+EksHF7N9Q7TeyO2BxsuRU8z1pgx0u3o4ztzLw1RyDbxY3/\n5FHAe+4G8Pf9Vods7VTFua9DnLEO8nr2Hjdvci94zdtwc4ZpKpTO0R2454FBNZ9VZYmkdcEg\nazGo18Bwy12evSe0OXB2/H22+MypD9R57y0BdsTXhPVhU9gAYlFgTBXYj9TKA8ALtdsG38bE\ntefvsV6ksfFTYEOSLiN06v0H2A26/a2IOunNTt/+8B04GOoVIrv/sNVw2WEp1+w9uO08jcSc\n7TIdr+MVWiRgZ6Gcx+1f4eGGX6dGHVEnpW1Orp6Cetl02wkcyj5PhOZxz+PX6v3EodJqF757\ndY5vVxF8ID5e+a1a+TU3p+FxH7yhGZD9Sa3A+8id19OzsFiHnP6gindchzjjFfR+EnZwqnnd\nl307Bq8br5P3ULrvIK8vw+/AezYWBdopUJ69jxFh3jaRPoC/99hV4CDZ2WA7qAzSlfuvbHcm\nLBYFxlSBmUnNC7BcZD6I7Ll3snUJfA485oJOERM2Zgo4qr4nlIai2t8ES0Gvm40LK8pyDXaa\nKShlXQXHpjDSkUof4LeD5zwBWtk2eJY8nYO7aO32J7Uw74desRXJqI1Ry3UjbA2vBTseU6Eb\n25tIjpg/BZfBajBW5u/5KJjHxWuJnoLbPH+p5leca+JwpNHjRno9lLSynTgF5uBUD4G/68Ed\nTrssYX8Ff+NlOsQbz6CpJH4ElPyaZxtqzmqXegHnwNvHUcDB01gUaKdA/dm7R7tI+P8CvM8c\ngHPbiRsInw5iUWDMFfDdA0d9ygVoA3U7mBGathEeT4Nx74NW7y3gHWuhgJ3R0Zp6u+zDkboH\nYXboZZubzJdr73LcNoS3qBVoFtyONo11w2g/0vQatmM2L7Sym/E0zpXQvBfM111g+KnQC2YZ\nSqfwW7jtdHdr7yHiRDyAnCFQ0882Mvbvlf/9bKdvhP2sCnPmKdY7ChxFVv2txedNO/sRAca5\nsF2ECfT3HpoCi4F1VywKRIHhKVCevb/isHbPIJ83pW5wcMQO0MlwKOwDu4EDmA6SbgCLQCwK\njJsCNrwvgHJRurUBfi4cAa61Lj16w+6B10OsOwWWI5ojjg/BNXA6HAI7wNqwAAzH1H7D4Rww\nSeM6Auv1dCY0K8sP4lefMbuOfUedR2tq/RR4Xhtfr4KmldkjR6+WaQZW+yeyNY1vtQmfbN6l\nTHeSsdmGkbkDiGs5DxrGMSOJOg8H/Rl+D7M2EvDa+AOYj/Wh2PY49LsVmtdPiZPt5FTgu2TL\n365wKe4VG1l1QM7wl1uENaJmNwpEgUmuQP3Z6/2+aIv8+jyeBt73l8DCEIsCk0IBe+YunykP\nrVbbHxI+/6TIbe9k4uIhNFXnP8Ev4Tz4InwY3g5LwYzQb+bMjUs1bRA3y/c5/Fpde1aYo7V3\nkYAdn5L+vbjfC8VsnJsnw48oni22/k7G+VKLsMnodUWV372GkbnpiXtldZwjeevAeNqSJN7u\nHKVD6iyjZifvfvA3WB9ivafAhmT5NvA3FDtC/s4O2Fkn/Ab0/y8YjTmw4gDBdKNJpDp2yhik\nkSSiwCAq4GDwA1Du92dxu7y2Pkj5mSp8GtuxGBAlmVgUGDsFfIi8E46Fn4KNdhv4J0BmjRBh\nmGYj82qwUrgItoRD4XywM2qjoFQY7bYvEecusIPgbN5i0Ovm0jnL+5+Ngtg5LDrYGXdU2Q7M\n3yp/O1ajtakk8D0o53F7FawKzuy5/yDMDq3MBpwdWuO9qVWESejn7Iz5XWCYebOs06pjzxrm\nsWMZfZ0qD0+ynQkOrPbPZRvrXQWc+dsT6rPFuv1dvV6fgFfDaKws57uORNYcRUKbcqx1sXVU\nLApEgeEr4DP1cGg1SLko/s+A9/3mEIsCUWAAFFiQMt4H3vgnQ30k0/dZVoZt4XNQGt6lQ+Ax\ndfrlhUTLa7l+AJqa2AkvZf02bkeRi5UG05uLxxhs1yMNBwDKOZ0leaHa34ltO/sCAR7zs3YR\nJpn/IlV+bdzVr71us7l3dbzXZn20r9vjxyKe+S4zRtvhtqPkQ3ZJiPW+AnbEvwLNASNnlEZj\nXjfXQLnHrVdPg+Eu3ZmZY8rqiuNwx6JAFBi5AlM4tDlIWQZJfjryZHNkFIgCvajAG8j0c+CD\n+vg2BdiwCn+YrQ2GZcGRlAPgdPg5rA39YHYaS2PoHNy3QGnE/DduR5brZhzDl697joF7etL4\nEPwRyvndfhycqWja0nj8BYyzRTNwku7PXeXXxqHX1XDNGcuije6xtuVIcH/4JOwNU6CVHYOn\n+fhztT2yVaT49bQCryf3NpDK9ebWQZRlYKRmJ2lXsF4t6drZ/xQ4QNWNeX167KMwTzcHJE4U\niAJDKrAeMerPfu+x82C4Kx2GPFEiRIEoMLkV2IHslQf0Ho2sOltyWxXuw3wQzAZx0aNsXdpp\np6Vu87Nj59LZnvEyOxGe+0Uoebkd9yZQt++zY/iVdc8ecLtUyXxvO4K8+rAqmvhbjJXZWVPP\n5mypM3kXwQZQtzXYKfl4EPcc9cC4+0qBzSnNXVB+b2d2nbmdE0ZqHns0mFZJ13MMNdCxIHGe\nro7ZnW0sCkSBsVOg1SDlUyS/H7QapBy7MyelKBAFJpUCXyI3Ppxd7lRvAO5V+d/IdjoYFHPW\n7Diwc7JWi0I7k/QjUDNndcbbnLX7HygNKLe+g+csx79X/jbgV4FesjPIrGW5B2YfZsZ9b8Nj\nHXV3qdFYmOlcBab7APj72wC+GfSTT0DTvD8M67QEsnlM9ntTAa+RT4LXXbkm/oB7N2gOouDV\ntTkLfAGUNN1eCitCKzsFT+PcCtZHsSgQBcZegblJsptByrE/c1KMAlFgUijgA/bH4AP3MVgK\nHEl/HPQby3dsSK4nbTVyfQjYIboJ1OV6mMjRpI053++qc3t+Z5YeqfZPZttrZuPPcshl8Gro\n1r5KRI/7ercHdBHvqCrNC9k6e1rMTrIzSneADeTZwMbsXKAZd0cYpEEEyz3ItjCFPxW8Lso1\n/LExEMTBmdtqab6M+0SwPi5mXeSAiOfdoHhmGwWiwLgp0GmQctxOmoSjQBSYHArMSzbuBB+6\nPqB9+Ov+NvSzzUrh9oAvwvHwUag3Rtj9uxU9SmPo1/guUYVN5MYO2b7wJJS8OPW/APSiHUmm\nSznuxt1uxLxetm3YcbbT495QDxiF29H/B+FpmKOWjp0eO8Kea7PK386o+47ixwZbgTUo/nXg\ntTPcWdB2yjlgtSeUASqvNd3WTXbGrwb9zoVYFIgC46PAIiQ7UyPp5iCl7wm/qhEnu1EgCvSh\nAitQpvrSkWfZX6wPy1mK5JKoMgNjg6PwF9xngRVkMWeOfgjngcusZoFX0uwQfQ0cSbbD1Ktm\nB+Q7ULT/M+6DYB5oZdvj6ai68U9oFWGEfutUaZ7TOH7Hyv+Smv9ulZ/3ijNKsSgwZRwkcKDm\nK1Cud6/5+8FtvpaICLEoMI4KXEvarth4S+Mcdpp85jow2cvP3kaxshsFosBQCmxBhLJsxPdc\n+tUcCSoNDytCl7GcDo+CDRB5DN4Fk9lWInPNUa7JnN9WeXP25tNQZoXU/mmw4/RB2BLszDpi\nbofQ8JthLDup61Xpns22mDMCD4D5cvCgmPl15NB8qH8sCoynAq8n8Z+C11vhyPE8YdKOAgOu\nwLaU33vNtlCr95CVZ37o9Wev5YhFgSgwDAU+S9zyIHapR7/ZghTI0X8bvps2Cmeje1d4AtTA\nOBtBbPwVcLnSj6Fce+223ydOuxmmkeZy+eq8dpDtGGmHg3n4sjsNe5B9w6Y2/LMbBcZLgc1J\n+C7w2ptjvE6SdKPAgCswK+W/D6zfT4dYFIgCUeAfCrjs6XywgnCW5R3QT7YfhbFsh3Uo1BTC\nnKUwnrMFWWeMCBNkzsocBVeByxhcduds3vdgKxgP872P28Df+zRYGlzG5Hnnhbp5bRjvIZix\nHhB3FBhnBVzSueI4nyPJR4FBVuBQCm/97nOnvsye3VgUiAKDqkD9owOOUJYGo41UR9j7xa6n\nIFaAQ5VJPawkjbsDxPpbgbdTPH9r8Zp3+xFo2jfxMKxTB7t5TPajQBSIAlFgciuwONl7Dqzf\nXfYdiwJRIAr824Zo4HIyXwouo+KOopelZnfjHutlTST5itivOKsV4LJdnP34Ku4RXcRNlN5X\n4DMUobzn5DVyDKwOi4Jr0c8B/X8Nc0EsCkSBKBAF+kOBD1EM3zuyveNy+1gUiAIDroAdojJb\ndGFDi3ew7zI7v+YyUyOsV3dvIOM2cnfvogB7VXGP7CJuovSHAhtTjDIw4HXS5DH8luqPoqYU\nUSAKRIGBU8AP//gRKge8dgGXWBdbA8f6ZSfbKBAFBluB0gnwH4++roUUH8fPRmO/2IcpiI3e\nx8GZgU52CoHG3aFTpIT1nAILkeND4LtwFLwW6jYfO/uAM0Wlg/Qs7mMh69IRIRYFokAU6EEF\nXCVT6vSy9Z+Ab9GDZUmWo0AUGEcFbAjaUbCicDnRIJhT5w+CZX4YNoBWZmfxKfCT03O0ihC/\nnlTAd8/q/2jX68BZ0tNhMWiaS+n8/WdqBmQ/CkSBKBAFekaBncip9b2DwWeAM0gvgH5yKawI\nsSgQBaLA3985smJ4BOYeID2cRr8fLLuN43NhfZgNbAi/B6aB4f34qXOKNZDmNV5+VzvJP4SH\nwN9ZnCU6GGaFWBSIAlEgCvSHAvNQDOv3v8DatSJthrvU/25tD3wdXGUQiwJRYEAV8NPVd4GV\nwgcHUAMrwOuq8tcryLr7vwZQl34u8vuq3/tatmVW0A7xduCLueW3vxf3eyEWBaJAFIgCva+A\nA53W7wc0inJo5e9X6+rPADtTJ8AmYOcqFgWiQB8q4Gj4HvBFOB4+Ci6t0+wkGTa9Oz1sfmhi\nuhHk3+PKC5t/xV0ayH6UwsZ0/eVNdmM9rsD55N/fuNVHFlx66cPzz1Uc410Fq0IsCkSBKBAF\neleBX5D158El03W7nZ2/gO2kV8NlUNoBbp+Bod5VJkosCkSBXlNgJzL8CNRveN1WCGfBItAP\ndiaF8P8X/BpcNnUc7AWO/iwLNn6HsvmJsDhYGfZ6h3Gosg5q+MUU/J4hCu89cRr8DbxX7Dhv\nDbEoEAWiQBToTQXs6ExrZP2t7FvHu8S+2MI4rPt/A2fDvhCLAlGgzxTYmPK4ntYKwCVFJ8Lp\n8CjoJ4/Bu6CXbW0yXxqzpVzNrY3c38Pl4JfpnE630fsGyPQ5IvS5+RvvDIeCAwbdzAyuSbyf\ngfdLrhFEiEWBKBAFelSB+8i37YKVavn3Qw36uYqkbjexc2HdI+4oEAX6R4EFKcqf4CXYtFEs\nZ1N2hSfAysE4G0Gvmnm3A+TSKN+l2gNOAjuFza+VWd5W+CW/G8HPPr8fYv2lgDOK/u7lmvca\n6camI9LS3URMnCgQBaJAFHjFFHDmp5N9h0CfAQ6SarODs0q+azQr1O0Wdi6te8QdBaJA/yiw\nH0WxMjisQ5GmEHZzFe+PbH0fqVftADJueZ0RW7lRCJdM/Tv47tUlYLxOM07vJDzWXwpsQXHu\nAX97cVDgU2AHKBYFokAUiAK9q8ACZP0p+B5MhVY2L553wpuqwLXY+iy4rNovm9dU/t8uHtlG\ngSjQXwpcT3G8+ZcfolhLEF5eSt9hiLiTPdjZH8tsZ8//YdTKnFUyzifAFzLfAh+AY8Ap9f+G\nWH8qMAvFOhDK9e51cCWsArEoEAWiQBToTQUc/LQ+FwfD2tkctYD/wG18v+Q7Y83/C5V/Bkpr\nosQZBfpJgV9RGG/+Zbso1PFV3CO6iDuZo8xG5pwat9y3wzxQt23ZMcxRpJnrAXEPlAKOEJ4B\nZRbR9/S+BvNDLApEgSgQBXpPgY3J8sm1bH8E947QbpWAM0ovgm2CH8MnwaX5Phfuhnqnid1Y\nFIgC/aLADRTEG3/3Lgq0VxX3yC7iTvYoU8jgo1V5rPTKy/iz4i4vaW6GOxYF3ogEPwfvE3kS\n9gH/L1IsCkSBKBAFelOBRcm27xdZr7uaxuV0rezzeJb6v2yfx2/1VpHjFwWiQH8o8GGK4Q3/\nOFhZdLJTCDTuDp0i9VDY+uT1JbBMx4J2KLjvO0ixwVFgOYq6Pzg6uDdMgbo5urgTPAheH/Jb\n8LhYFIgCUSAKTF4FmqtESk5dPu9skh9vsk53VshVA4tA03wu3AFPge8jrQaxKBAF+liBWShb\nafQ9jHuDNmX1XR0rhqehvj63TfSe8S6zYlaOB8NzYKdpBYj1vwLzUcTvQ1lGVzo/PjAvgub9\nMDt+zqA6euh9434sCkSBKBAFJqcCfpjBAWA7Qrpb2Sp4Xgml/vf900+D7aNYFIgCA6zAGpT9\nfrBy8D2Lc2F98F2dmeA9MA0M3xP6zb5JgUrF6PbL/VbAlKelAr5fdhX4mz8AziL64u3NUK4H\nP9LRypbEc/1WAfGLAlEgCkSBSaOAHZ1SnzvIux/YrmllW+E5DUr8e3Bv2Spi/KJAFBgcBRai\nqNdBqRhabf+rT+VwlOj6Wtnf2KflTLH+WYGjqt/8Qrb1F21dh+6Mkssp7EQ5UHABzAWxKBAF\nokAU6B0FpiOrvhbgIFhp1/wO9ybQyl6F50HwDJT4LqlbCWJRIAr0qQJWFBvBWeDXuHaGesNQ\nt6MlF4NLjErlYGXyPigfMsDZd+aaY5dMWebbYV6I9a8C01M0f+/mklHvkdJZ3qwq/slsvS5O\nqfaziQJRIApEgd5SwOXQh4PLo0vbxmXU7d4jXZSwM6Esv3Z1zdEQiwJRoA8VsFNUKoayvRu/\n7cGGYd3mZ2dxsJKwMTkI5szRX0BtHDGqdx7ZjfWRAutQFn/ncxpl2rHyv6Tmv1vl9ye2zijF\nokAUiAJRYHIr4Mz/nC2yOBW/70FpA/kJ7+NgHmhla+NZvva7b6sI8YsCUaC3FfALLFYIL8HP\nwA5AGRnRX781YdBtVwQoFaczB7H+VGA9iuXvfHateI4wPgDeIyvU/B0g+CMYP8ssasLEGQWi\nQBSYpAocRb4eBp/pzQFgs+wz4JdgvS6Pwoeh1UoZj98a2r27RFAsCkSBXlXAmSIbfu+tFWBp\n3KfAX8EKwg7TabAIDLKdQOFLpfnRQRaiD8ruevJWtjye5aFox0hz+YV+rT7SUZZfTiU8FgWi\nQBSIApNXAev9Umf/Ane7VTD6fwjKAJj1v52m9SEWBaLAACiwMmX0xj+jTVlXxf+qKo7xXEp0\nAMwCg2gurbsc1GKnQRSgT8rsp1udGW11HTtKeBv4G58GDha4Nv0xaL5/NgU/4z0EWXaJCLEo\nEAWiwCRXYD7y9xVYt8qnS+i+DotX+/XN3Oz4FVOX21nXi1/znQqxKBAF+lgB363xhn/fEGV0\nCvleKBXErbjbjbwQ1NfmO1jfAafWY72pwGVk22v5m22y//Yq3DhPVe6PtIjr8cY5rEVYvKJA\nFIgCUWDyK+B7Rtbjz8IhMCs0bVk8/geMJw6afQpiUSAK9KECW1Imb3o/PuA/RR3KrDQOBisR\nP3UZiwK9qsB+ZLw86Fp1fCzXZ+CvtXjH4F4dFgU/930OmMavIZ/5RoRYFIgCUaAHFfCrpHdB\neSb8Hvc2bcqxMf6/q+Lu2yZOvKNAFOhhBWzk+S1/R0FkGrQaNcH7X2wxfNq9v/EvkeMRBSap\nAqeSLx+ILp1Yp00efRg+AeXB2dy67G6pNsfGOwpEgSgQBXpDgZnJ5ifB1whKPX81bgfFmuYH\nGT4IbmNRIAr0qAILt8m3y8S+AfUR8lvYX6ZN/HhHgX5TwAfiteDD8GFw0KCVzYfnPuBMUXlw\nOovquvRB/2gJEsSiQBSIAn2jgG0mB8/+Btb3tpFOgQUhFgWiQJ8osADl8P0Jv+s/FVqZoyPX\nQGn4OXriKIqNx1gU6HcFfOi5nMLr/+cwC3Qyl9LNARk57KRSwqJAFIgCva3AGmT/Oihto6dx\n7w9pGyFCLAr0ugJ+hrrc3FsMUZhtCb+vFv9O3O8a4pgER4F+UMAv2rnc1HvFkcJYFIgCUSAK\n9LcCLp92CZ0rA86G9aGVbYfn/VDaUnfgXqFVxPhFgSjQWwpYCdT/qakvpO8I07Uoxqz4fRZc\nPlQqg5/gTmWACLG+VsAPlpQlFbv3dUlTuCgQBaLAYCtQr+9LW8ftZdDqH37Phv9h8Bw8COX/\n4+GMRYEo0A8K+I5FGSm/HvdabQq1OP7fgVJxvIT7iDZx4x0F+kWBgyiI1/wL8OZ+KVTKEQWi\nQBSIAv9QwP9XVz68cyFuP9XtTFJp77yM+6vwamjaEni8temZ/SgQBXpfAW94Z5PKhxkcMT8D\nFoFW9hY8bwIrjnzOspVC8es3BcrAwEMU7DX9VriUJwpEgSgw4ArYwbFN812or6R5I/s/q8IM\ntxP1MbBDFYsCUaBPFFiackzfKEu9IvCdiyuhjJj8GfenodUL6qazHeSldESI9b0CLjO9Ebw3\nfFjODLEoEAWiQBToDwX2phjW72u2KI7tpB3gASjto9/g3ghiUSAK9IECh1MGP9ldpoJnwO3X\nWJxKrttW7EyDUhHcg9u1ubEo0C8KLEtB5hpmYVyK6jpz7wtnXGNRIApEgSjQHwq4Msa6/XUd\niuM7Rraj/B+RpX20C+5YFIgCPa7AIeS/3NTn4D602j+ebdP8h6++e1HeTfK4di8qNo/NfhSY\nzAosSeb+An8DO/8XwGHwblgG6rOq7P6TObpYPlbyoX8KyU4UiAJRIAr0ogKuiHGFzUvgqpmh\nbAoRbEM5YOa/d4hFgSjQ4wosRf59+bB0ktxaISwG7cxR8zPBxqTxfVHxaIhFgV5V4FwyXr8H\nmm6Xll4PX4M9wJHF+mzTpux7H7wAb4JYFIgCUSAK9KYCfp3UAbPyHPCLdNt0WRT/WXgsCkSB\nPlLAdbN/hFIh3I97B+g0cr424TdUx+TDDAgR61kFnB1dGd4LB8O3wI+O2DEq90RzW2abHDX8\nOJxWxXUEMQ9JRIhFgSgQBXpMgV3Ibxn8bdb5ZxC2cI+VJ9mNAlFglAosx/HOHN0LT0KpGHz5\nvNULinj/3exAbQ0z/d9u/kaBvlPA2dQNYS/4CvwUHEBo9xC9lbAZIBYFokAUiAK9pYAfXfDr\nvR+GReBdcC2UNtGfcPuO9iwQiwJRYAAUWJoyXgxvg/nhJHDJkJWCDcHToD5yMg/7u8EcEIsC\ng6iA1/7qsD18Ds4GO0frQywKRIEoEAV6SwFXEdjmObNFth0IvhdKR+ku3FtALApEgQFUwMri\ncigVgiMnB8GCcGLlfy7bWBSIAlEgCkSBKBAFelkBVwrY3tm5TSH81w4uwS4f5THupbAixKJA\nFBhABd5Nme+B0lEqW2eW1odYFIgCUSAKRIEoEAV6VQFng1YAV84cOEQhFiPc91RLW8iB41gU\niAJ9psBClOcQ+C4cBa+FVuZ620/C41AqBfdjUWAQFFhiEAqZMkaBKBAFBlCBRSmz/77kOfDr\ndQ4I+/+NhrI3E+E88CM/sSgQBfpIgeUpS/2DDHZ8HD05HRwhaWW+d7E5rNIqMH5RoA8VcNmF\nHzDxAw0z9mH5UqQoEAWiwCAocDKFtD5vmu9dfwP8OEMZAP457iUhFgWiwIApMDflnQZWBg/C\nD+Ghal8/19i61tY1t7EoMKgK2CG6DbwnLhxUEVLuKBAFokCPK7AV+bced4ao/sGperH86M41\nYDx5BlwpMzPEokAUGBAF3kc5rQCuBWeFtJlgO7gbSgVxL27/N0wsCvSDArNRiDmHUZC9iOu9\n8CK8bhjHJWoUiAJRIApMDgVcAjcNrMuP7iJL2xLnviq+x9wJfu47FgWiwAAocD5l9MZfqkVZ\nfd/oAKj/k8yr2F+1Rdx4RYFeUsD37B6GXcH/4dXJ5iOwvHN3TKeICYsCUSAKRIFJq8BnyJnt\nHev+bgfIXD3zWah/se4n7Pshh1gUiAJ9rID/88gXETuZ/yTtNPgbWLm4PndriEWBXlTAUUSX\nk3ot/wKmh07mO0fGfQRckhqLAlEgCkSB3lKgfIDBunyXNll38HfBNmGL4/8d8HjxfdQjIBYF\nokCfKTAP5dkZDgUbfjPAULYmEX4Gj4LHx6JAryrgrJAdn3WrAng9fx18CNbNztRd4APxg/WA\nuKNAFIgCUaBnFPCfvlqP3witVg34asHt8BSsB+3sLQTcBKa1b7tI8Y8CUaB3FTiOrHuDP1Ft\n9+iyKFYsS3cZN9GiQK8oUO4Hl1EcAi6rKGYnyftjqJmmEj/bKBAFokAUmDwKrE1WygoYP8nd\nyvbD0zbRH2GolQI+C3xP205VLApEgT5TYAvK49I6KwRxuvhT0GpkBe9YFOh5Bez0+F5dK9sM\nzzJT5P3we9imVcT4RYEoEAWiQM8oYJvmBrBe/1abXC+AvzNHxvlQmzh6T+0QlqAoEAX6SAEb\niwdC/SMMV7K/CsSiQL8p4IcZ7ARt3qZgM+Pvp1z/BD4o5WpYHWJRIApEgSjQewq8jyxbl7s6\nYLE22Xd5tXFugXYrBZYn7EU4G1xVEIsCUWAAFHgNZTwDyhT0y7i/BvNDLAr0gwL+N/TyJTof\nhD+FFdsUbGH8T4VyP/hRklOg3cu7BMWiQBSIAlFgkikwB/l5CKzzD2mTt1Xxt443znpt4uj9\nYzDORe7EokAUGCwF3khxfw5WAvIk7ANZZ4sIsZ5XwNFDl1iU69uBgBPBDza0sjXwvA5K/Kdx\n7w/ONMWiQBSIAlFgcivgqoFSf38Yt8vtmnYVHsY5pxlQ29+0iuMM0nI1/zijQBToIwW8uW3k\nuZRob5gCdbMC2QkehFKx/BZ3KgVEiPWFAm+mFH7JqFzfziztBTNCK/Nl3PuhxL8Dd/4HRiul\n4hcFokAUmDwKfJ2slJUA1t++i+QHG4q9F4f+z8OU4tnYOiBmnW+84xph2Y0CUaAPFHCU/PtQ\nryy84Z1adsp4A6ibS5KOBCsOO0vux6JAvyjgQMCu8DB4H8ht8HZoZbPheRg8B7kfWikUvygQ\nBaLA5FOguTLGNpCf/PZrvPeCdf/h0M4cUDbOozBPu0jxjwJRoDcVcATkKvAmfwCOhS/AzaCf\nfAJa2ZJ4rt8qIH5RoA8UmJMyHA0vQLkXfoB7GWhlS+D51lYB8YsCUSAKRIFJqcB05Kq5Mqa8\nd2SbqN0A8IKEubTaZ8PuEIsCUaDPFCjrcC+kXPVlRGux72iK08cMr+h1AAAKAUlEQVR2ohwl\nvwDmglgUGCQFHE302i+dJDtMDiLYgYpFgSgQBaJA7ytQXxlT6no7SO9pUzQ/zmO8W2GGNnHi\nHQWiQI8q4CcrXRLkKIhfdCnmiMr14M2/WeV5crVvpRCLAv2ogA/Iy2GTNoXbEH+X2pWH5x9w\n7wbtPv1KUCwKRIEoEAV6SAFXxpwLpZ53ewWsAsVWw1FmmTYontlGgSjQPwqsQ1G8+c9pFGnH\nyv+Smr8NQeP6f2CcUYpFgX5TwLXmXuNyMbT6+IgjhXvC41Di3oR7KYhFgSgQBaJAfyiwPsVw\ndqjU83aI/Bcn/uPYqyv/89jGokAU6EMF1qNM3vz+c7NijqI7rfwSrFA82TpK/kcw/koQiwL9\npsAUCuRggde4vAh+majVy7d+2OQr4OfA82EGRIhFgSgQBfpMAQfEfL/oUSjPBT/Go9uPVDnb\nFIsCUaAPFVieMnmje/PbMdLKKPqX/2/3n/7aEDT+1H/yzU4U6C8F1qM4t4DXerk//D8ZPiyb\n9no8XHoXiwJRIApEgf5UwEEyB8scOC7PhSP7s6gpVRSIAipgg6+8U3Ea7qXBUZHHYF6o2xR2\nrBgeghnrAXFHgT5UwBnTD0GZNfXa/yWsD7EoEAWiQBQYPAVcdu3yaweL6+9tD54SKXEU6FMF\ndqBcb67K9na2Nv7kqWr7EbZN+yYexjmsGZD9KNDHCsxN2U4Ev+hY7hNf4J0KsSgQBaJAFBg8\nBRYevCKnxFGg/xXYkyLa2PMLXItWxf0M2/JFFhuBx8DqYLif+y7vZfwadz7zjQixgVNgY0pc\n1p57jzjTusnAqZACR4EoEAWiQBSIAlGgDxVw+ZwNvAtgllr5bAA+AWWUvLn1uKVq8eOMAr2u\ngOvKvwR+cKEb8708BxKcTXWAweNjUSAKRIEoEAWiQBSIAj2sgB2iP4ONvDlblMOG4j7gTFHp\nID2L+1hYBGJRoJ8U8KVbr3M/2b0XDPVu3duq+G9g2+r+wTsWBaJAFIgCUSAKRIEo0CsKONq9\nHZwE/mPYof6XkUvp5oCZIBYFelmBduvFd6JQD0MZDPCDJb6T187K/wf7QLsI8Y8CUSAKRIEo\nEAWiQBSYfAr4z193g+kbWSuj5aVBuHcjPLtRoB8V8J/6PQXfg6nQNGeCjoYXoHSUfoB7GWja\n9/Ewju/nxaJAFIgCUSAKRIEoEAV6QAE/213+8/Mhjfxuw/79UBqBfqjhcGh2pPCKRYG+UeCj\nlKRc81t0KJWfuL+gFtd/EuvX61aBleFkMJ0HIBYFokAUiAJRIApEgSjQIwrsTj5txLmEbsEW\neZ4NPz/TXf8a12Xs+w9jY1GgXxXwAyR2cIr5GXuXy01XPGrbDXGX/w1WOlZla6fpHbW4cUaB\nKBAFokAUiAJRIApMYgV8x+hRsDG3/xD5XILws6u4xn8JToB5IRYF+lkBP13/DHjdXw9+xr5p\nzsTuCndB6Rw5c7Q1xKJAFIgCUSAKRIEoEAV6RIHyjtEd5HeoDzCUIq2L4xdQGoF+ynsPsIEY\niwL9qMCrKZSzSX7J0evepaZnwCLQNO8Dl975T5VnbAZmPwpEgSgQBaJAFIgCUWDyKrAcWXMW\nyAbfZsPMpu8gfQAegdJR+hXu10IsCvSTAjtQGDs7mu8WXQnlmvfz958GP4UfiwJRIApEgSgQ\nBaJAFOhxBS4m/zb0noDXjbAsftb7GPA9iwdhdohFgX5RYE8K4myR/+DVZXbFtsIxDUpH6R7c\nW5bAbKNAFIgCUSAKRIEoEAV6T4FNyHJp3Lm1g2NHZ24YidnBettIDswxUWASK+DyUe8Pv1TX\nnCV6FX4HQXk3yXh+vGQliEWBKBAFokAUiAJRIAr0kAL+E9fbwQbdNeDX63SLS+Y+CPmMNyLE\nBloBO0QuofO9I//vUTtzZulMcKbJe+hlOBpiUSAKRIEoEAWiQBSIAj2iwH7k04aco+N+gc5P\ne58C5QV0w/wIw7oQiwKDqIBfd9wOTgIHELr5gMnaxLsBvH/2hVgUiAJRIApEgSgQBaJADyiw\nAHl8CmzE+X9d6rYaO1eDYYWzcU+BWBToRwVmbVOo8nXHhwn3Xti7Tbymt/8jyc96O0sbiwJR\nIApEgSgQBaJAFOgBBU4mjzb4/OKcnyNuZdvg+XsonaTncB8G/sPYWBToFwW8/n8JLo9zFrVu\n3gP3Q7kHXD53OGTpKSLEokAUiAJRIApEgSjQLwrMQUH8x5U2+ob6oIIj64fAs1V8j7HBuD3E\nokA/KLA7hfC6dglds4Nk+RwQcGDAAYLSUfIjDMtDLApEgSgQBaJAFIgCUaBPFLCTtNMwyrIY\ncb8NpYHo9jpYA2JRoFcV8B2jR8Href8hCrEE4S41LffAS7hPgHkhFgWiQBSIAlEgCkSBKDCg\nCviPMm+E0kh0ydGaA6pFit37CpR3jO6gKN18gMES+9ESP15S7gE/crIHzACxKBAFokAUiAJR\nIApEgQFUwBfQdwVfXL8SYlGgFxVYjkw7C2RHZ9M2BfAfILcy30H6ADwCpaPk+3yvhVgUiAJR\nIApEgSgQBaLAgCrg/4Rx2VEsCvSiAheTaTs3P26TeWeUnFk6BxZqE8cO1DHwIjwIs0MsCkSB\nKBAFokAUiAJRIApEgSjQUwpsQm7tHDmDtEKbnPtOknF8R8l3lTrZ6wgc6oMnnY5PWBSIAlEg\nCkSBKBAFokAUiAJR4BVRwP9NdDvY+fEjC63Mr9n5VTvj+JW7WBSIAlEgCkSBKBAFokAUiAJR\noC8V2I9S2fHx4wrtvkB3ShXnVrb5+AIixKJAFIgCUSAKRIEoEAWiQBToPwUWoEhPgR2kX8NK\n0LTV8fgrGGd9iEWBKBAFokAUiAJRIApEgSgQBfpSgRUplV+bs/MjL8NX4dVQ7Gochp1bPLKN\nAlEgCkSBKBAFokAUiAJRIAr0qwIumfsIuMSudJSewP0x2KHye57tkhCLAlEgCkSBKBAFokAU\niAJRIAoMhAK+f3QClP+FVDpLbo8cCAVSyCgQBaJAFIgCUSAKRIEoEAWiQEMBP/N9CdQ7SBex\nn3/62hAqu1EgCkSBKBAFokAUiAJRIAoMjgKbUVT/MWzpKL2A+0vgP4ONRYEoEAWiQBSIAlEg\nCkSBKBAFBk6BmSmx/yD2aSgdpUdwfwCmh1gUiAJRIApEgSgQBaJAFIgCUWDgFFiIEn8Dyue+\n7SzdDOtCLApEgSgQBaJAFIgCUSAKRIEoMJAK+D+RroEym/Qk7jkHUokUOgpEgSgQBaJAFIgC\nUSAKRIEoUCmwDdv7YN8oEgWiQBSIAlEgCkSBKBAFokAUiAL/9m+zIsJMESIKRIEoEAWiQBSI\nAlEgCkSBKBAFokAUiAJRIApEgSgQBaJAFIgCUSAKRIEoEAWiQBSIAlEgCkSBKBAFokAUiAJR\nIApEgSgQBaJAFJgwBf4/HYp341G1d1gAAAAASUVORK5CYII=",
+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "COUNTRY<-\"IT\"\n",
+    "\n",
+    "par(mar=c(9,3,0.2,0.2))\n",
+    "\n",
+    "allCountries<-loadCountries()\n",
+    "items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \".csv\", sep=\"\"), header = FALSE)\n",
+    "reduced_items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \"_reg.csv\", sep=\"\"), header = FALSE)\n",
+    "\n",
+    "regionsAndCountries=as.character(items$V2)\n",
+    "regions=as.character(reduced_items$V2)\n",
+    "\n",
+    "regionsAndCountries[!regionsAndCountries %in% colnames(allCountries)]\n",
+    "\n",
+    "\n",
+    "allCountries=allCountries[regions,regionsAndCountries]\n",
+    "allCountries<-allCountries[order(sapply(allCountries, median))]\n",
+    "\n",
+    "colnames(allCountries)[4]<-\"Trentino-Alto Adige\"\n",
+    "allCountries <- 1 - allCountries\n",
+    "\n",
+    "#png(filename=paste(\"./PanelFigures/\", COUNTRY, \".png\", sep=\"\"))\n",
+    "#pdf(file=paste(\"./data/RegionalAnalysis/\", COUNTRY, \".pdf\", sep=\"\"), width = 30, height = 20)\n",
+    "colors<-c(decol,escol, frcol, rep(itcol,20))\n",
+    "boxplot(allCountries, las=2, outline=F, xaxt=\"n\", col=colors, ylim=c(0,0.15))\n",
+    "text(seq(1,length(allCountries),by=1), -.01, srt = 60, adj= 1, xpd = TRUE, labels = paste(colnames(allCountries)), cex=1.25)\n",
+    "#text(10, 0.765, \"Italy Regions and neighbours\", xpd=TRUE)\n",
+    "dev.copy(pdf, paste(\"./data/RegionalAnalysis/Figure-4-D\", \".pdf\", sep=\"\"))\n",
+    "dev.off()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"dataframe\">\n",
+       "<caption>A data.frame: 20 × 22</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>Germany</th><th scope=col>Spain</th><th scope=col>France</th><th scope=col>Trentino-Alto Adige</th><th scope=col>Sardinia</th><th scope=col>Aosta Valley</th><th scope=col>Basilicata</th><th scope=col>Calabria</th><th scope=col>Campania</th><th scope=col>Friuli-Venezia Giulia</th><th scope=col>⋯</th><th scope=col>Puglia</th><th scope=col>Piedmont</th><th scope=col>Lombardy</th><th scope=col>Marche</th><th scope=col>Abruzzo</th><th scope=col>Liguria</th><th scope=col>Molise</th><th scope=col>Lazio</th><th scope=col>Tuscany</th><th scope=col>Emilia-Romagna</th></tr>\n",
+       "\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>⋯</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>Abruzzo</th><td>0.1347267</td><td>0.1270803</td><td>0.11725046</td><td>0.03589109</td><td>0.02467482</td><td>2.397060e-02</td><td>0.01905254</td><td> 1.682574e-02</td><td>0.01709562</td><td>0.019593189</td><td>⋯</td><td>1.592834e-02</td><td>1.958136e-02</td><td>0.018220760</td><td>0.01150486</td><td>0.000000000</td><td>0.017011574</td><td> 8.310756e-03</td><td>0.01244958</td><td> 1.577268e-02</td><td>0.014425156</td></tr>\n",
+       "\t<tr><th scope=row>Basilicata</th><td>0.1401469</td><td>0.1359114</td><td>0.12347153</td><td>0.04471418</td><td>0.02898712</td><td>3.115010e-02</td><td>0.00000000</td><td> 1.174849e-02</td><td>0.01680952</td><td>0.027321719</td><td>⋯</td><td>1.073725e-02</td><td>2.445594e-02</td><td>0.024411669</td><td>0.02249022</td><td>0.019052536</td><td>0.023804459</td><td> 1.201171e-02</td><td>0.01959685</td><td> 2.290132e-02</td><td>0.022421668</td></tr>\n",
+       "\t<tr><th scope=row>Calabria</th><td>0.1391626</td><td>0.1328995</td><td>0.12106929</td><td>0.04340594</td><td>0.02551703</td><td>2.862164e-02</td><td>0.01174849</td><td>-2.220446e-16</td><td>0.01432843</td><td>0.025009546</td><td>⋯</td><td>1.249001e-02</td><td>2.166542e-02</td><td>0.021626144</td><td>0.02012993</td><td>0.016825745</td><td>0.020325105</td><td> 1.120440e-02</td><td>0.01638727</td><td> 2.003677e-02</td><td>0.019803237</td></tr>\n",
+       "\t<tr><th scope=row>Campania</th><td>0.1365881</td><td>0.1310480</td><td>0.11861095</td><td>0.04433392</td><td>0.02759758</td><td>3.060026e-02</td><td>0.01680952</td><td> 1.432843e-02</td><td>0.00000000</td><td>0.025680303</td><td>⋯</td><td>1.358006e-02</td><td>2.340673e-02</td><td>0.021717128</td><td>0.01972597</td><td>0.017095625</td><td>0.020822442</td><td> 1.269779e-02</td><td>0.01517949</td><td> 1.982860e-02</td><td>0.019269948</td></tr>\n",
+       "\t<tr><th scope=row>Emilia-Romagna</th><td>0.1147544</td><td>0.1144313</td><td>0.09595028</td><td>0.02512653</td><td>0.02569175</td><td>1.947058e-02</td><td>0.02242167</td><td> 1.980324e-02</td><td>0.01926995</td><td>0.010918741</td><td>⋯</td><td>1.863475e-02</td><td>1.108416e-02</td><td>0.006765260</td><td>0.01040783</td><td>0.014425156</td><td>0.010105320</td><td> 1.612702e-02</td><td>0.01041940</td><td> 7.518949e-03</td><td>0.000000000</td></tr>\n",
+       "\t<tr><th scope=row>Friuli-Venezia Giulia</th><td>0.1154077</td><td>0.1154178</td><td>0.09728576</td><td>0.02474157</td><td>0.02844711</td><td>2.156249e-02</td><td>0.02732172</td><td> 2.500955e-02</td><td>0.02568030</td><td>0.000000000</td><td>⋯</td><td>2.411911e-02</td><td>1.568098e-02</td><td>0.012355725</td><td>0.01700387</td><td>0.019593189</td><td>0.014245253</td><td> 2.139431e-02</td><td>0.01625195</td><td> 1.343407e-02</td><td>0.010918741</td></tr>\n",
+       "\t<tr><th scope=row>Lazio</th><td>0.1203519</td><td>0.1187581</td><td>0.10130931</td><td>0.03315718</td><td>0.02500293</td><td>2.463916e-02</td><td>0.01959685</td><td> 1.638727e-02</td><td>0.01517949</td><td>0.016251947</td><td>⋯</td><td>1.624563e-02</td><td>1.484282e-02</td><td>0.011675130</td><td>0.01407143</td><td>0.012449582</td><td>0.013488082</td><td> 1.293437e-02</td><td>0.00000000</td><td> 1.060186e-02</td><td>0.010419400</td></tr>\n",
+       "\t<tr><th scope=row>Liguria</th><td>0.1213935</td><td>0.1164764</td><td>0.10084349</td><td>0.02901360</td><td>0.02381289</td><td>1.851069e-02</td><td>0.02380446</td><td> 2.032510e-02</td><td>0.02082244</td><td>0.014245253</td><td>⋯</td><td>1.961558e-02</td><td>9.680176e-03</td><td>0.010679652</td><td>0.01477391</td><td>0.017011574</td><td>0.000000000</td><td> 1.751608e-02</td><td>0.01348808</td><td> 1.011197e-02</td><td>0.010105320</td></tr>\n",
+       "\t<tr><th scope=row>Lombardy</th><td>0.1094344</td><td>0.1133450</td><td>0.09062378</td><td>0.02495309</td><td>0.02959137</td><td>1.918659e-02</td><td>0.02441167</td><td> 2.162614e-02</td><td>0.02171713</td><td>0.012355725</td><td>⋯</td><td>2.132084e-02</td><td>8.680780e-03</td><td>0.000000000</td><td>0.01580111</td><td>0.018220760</td><td>0.010679652</td><td> 1.799446e-02</td><td>0.01167513</td><td> 9.656538e-03</td><td>0.006765260</td></tr>\n",
+       "\t<tr><th scope=row>Marche</th><td>0.1300642</td><td>0.1240861</td><td>0.11189905</td><td>0.03235137</td><td>0.02493026</td><td>2.318224e-02</td><td>0.02249022</td><td> 2.012993e-02</td><td>0.01972597</td><td>0.017003867</td><td>⋯</td><td>1.860827e-02</td><td>1.766078e-02</td><td>0.015801115</td><td>0.00000000</td><td>0.011504861</td><td>0.014773913</td><td> 1.510252e-02</td><td>0.01407143</td><td> 1.310673e-02</td><td>0.010407827</td></tr>\n",
+       "\t<tr><th scope=row>Molise</th><td>0.1337406</td><td>0.1292696</td><td>0.11768676</td><td>0.03805822</td><td>0.02381872</td><td>2.538339e-02</td><td>0.01201171</td><td> 1.120440e-02</td><td>0.01269779</td><td>0.021394305</td><td>⋯</td><td>1.127148e-02</td><td>1.881812e-02</td><td>0.017994464</td><td>0.01510252</td><td>0.008310756</td><td>0.017516082</td><td>-2.220446e-16</td><td>0.01293437</td><td> 1.632405e-02</td><td>0.016127022</td></tr>\n",
+       "\t<tr><th scope=row>Piedmont</th><td>0.1190401</td><td>0.1195127</td><td>0.09930861</td><td>0.03100220</td><td>0.02838905</td><td>1.683699e-02</td><td>0.02445594</td><td> 2.166542e-02</td><td>0.02340673</td><td>0.015680979</td><td>⋯</td><td>2.192065e-02</td><td>2.220446e-16</td><td>0.008680780</td><td>0.01766078</td><td>0.019581362</td><td>0.009680176</td><td> 1.881812e-02</td><td>0.01484282</td><td> 1.277622e-02</td><td>0.011084162</td></tr>\n",
+       "\t<tr><th scope=row>Puglia</th><td>0.1393894</td><td>0.1321885</td><td>0.12173232</td><td>0.04315117</td><td>0.02502833</td><td>3.001241e-02</td><td>0.01073725</td><td> 1.249001e-02</td><td>0.01358006</td><td>0.024119107</td><td>⋯</td><td>1.110223e-16</td><td>2.192065e-02</td><td>0.021320835</td><td>0.01860827</td><td>0.015928343</td><td>0.019615577</td><td> 1.127148e-02</td><td>0.01624563</td><td> 1.978506e-02</td><td>0.018634755</td></tr>\n",
+       "\t<tr><th scope=row>Sardinia</th><td>0.1488370</td><td>0.1367466</td><td>0.13069482</td><td>0.04665596</td><td>0.00000000</td><td>3.376342e-02</td><td>0.02898712</td><td> 2.551703e-02</td><td>0.02759758</td><td>0.028447110</td><td>⋯</td><td>2.502833e-02</td><td>2.838905e-02</td><td>0.029591365</td><td>0.02493026</td><td>0.024674821</td><td>0.023812889</td><td> 2.381872e-02</td><td>0.02500293</td><td> 2.608084e-02</td><td>0.025691750</td></tr>\n",
+       "\t<tr><th scope=row>Sicilia</th><td>0.1310814</td><td>0.1266463</td><td>0.11349104</td><td>0.04214461</td><td>0.02693343</td><td>2.986087e-02</td><td>0.01807277</td><td> 1.148358e-02</td><td>0.01544297</td><td>0.023635039</td><td>⋯</td><td>1.515385e-02</td><td>2.032675e-02</td><td>0.019397981</td><td>0.02053152</td><td>0.018575477</td><td>0.019020758</td><td> 1.462043e-02</td><td>0.01565551</td><td> 1.864705e-02</td><td>0.018321760</td></tr>\n",
+       "\t<tr><th scope=row>Tuscany</th><td>0.1163302</td><td>0.1152229</td><td>0.09622377</td><td>0.02872400</td><td>0.02608084</td><td>2.143748e-02</td><td>0.02290132</td><td> 2.003677e-02</td><td>0.01982860</td><td>0.013434066</td><td>⋯</td><td>1.978506e-02</td><td>1.277622e-02</td><td>0.009656538</td><td>0.01310673</td><td>0.015772680</td><td>0.010111966</td><td> 1.632405e-02</td><td>0.01060186</td><td>-2.220446e-16</td><td>0.007518949</td></tr>\n",
+       "\t<tr><th scope=row>Trentino-Alto Adige/Sudtirol</th><td>0.1077870</td><td>0.1210134</td><td>0.10138782</td><td>0.00000000</td><td>0.04665596</td><td>3.019813e-02</td><td>0.04471418</td><td> 4.340594e-02</td><td>0.04433392</td><td>0.024741574</td><td>⋯</td><td>4.315117e-02</td><td>3.100220e-02</td><td>0.024953089</td><td>0.03235137</td><td>0.035891087</td><td>0.029013604</td><td> 3.805822e-02</td><td>0.03315718</td><td> 2.872400e-02</td><td>0.025126530</td></tr>\n",
+       "\t<tr><th scope=row>Umbria</th><td>0.1309651</td><td>0.1255135</td><td>0.11258011</td><td>0.03510692</td><td>0.02627352</td><td>2.512650e-02</td><td>0.02165091</td><td> 1.919347e-02</td><td>0.02069916</td><td>0.019039971</td><td>⋯</td><td>1.893842e-02</td><td>1.874126e-02</td><td>0.017072130</td><td>0.01167681</td><td>0.014551052</td><td>0.016509115</td><td> 1.564977e-02</td><td>0.01232837</td><td> 1.252888e-02</td><td>0.012977717</td></tr>\n",
+       "\t<tr><th scope=row>Aosta Valley</th><td>0.1288756</td><td>0.1245036</td><td>0.10922829</td><td>0.03019813</td><td>0.03376342</td><td>1.110223e-16</td><td>0.03115010</td><td> 2.862164e-02</td><td>0.03060026</td><td>0.021562493</td><td>⋯</td><td>3.001241e-02</td><td>1.683699e-02</td><td>0.019186585</td><td>0.02318224</td><td>0.023970596</td><td>0.018510686</td><td> 2.538339e-02</td><td>0.02463916</td><td> 2.143748e-02</td><td>0.019470577</td></tr>\n",
+       "\t<tr><th scope=row>Veneto</th><td>0.1165959</td><td>0.1167465</td><td>0.09830711</td><td>0.02192779</td><td>0.03071633</td><td>2.270953e-02</td><td>0.02780147</td><td> 2.573526e-02</td><td>0.02599011</td><td>0.008403153</td><td>⋯</td><td>2.466874e-02</td><td>1.592200e-02</td><td>0.010447942</td><td>0.01745415</td><td>0.020564286</td><td>0.014884642</td><td> 2.152257e-02</td><td>0.01676578</td><td> 1.314311e-02</td><td>0.009799833</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A data.frame: 20 × 22\n",
+       "\\begin{tabular}{r|lllllllllllllllllllll}\n",
+       "  & Germany & Spain & France & Trentino-Alto Adige & Sardinia & Aosta Valley & Basilicata & Calabria & Campania & Friuli-Venezia Giulia & ⋯ & Puglia & Piedmont & Lombardy & Marche & Abruzzo & Liguria & Molise & Lazio & Tuscany & Emilia-Romagna\\\\\n",
+       "  & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & ⋯ & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
+       "\\hline\n",
+       "\tAbruzzo & 0.1347267 & 0.1270803 & 0.11725046 & 0.03589109 & 0.02467482 & 2.397060e-02 & 0.01905254 &  1.682574e-02 & 0.01709562 & 0.019593189 & ⋯ & 1.592834e-02 & 1.958136e-02 & 0.018220760 & 0.01150486 & 0.000000000 & 0.017011574 &  8.310756e-03 & 0.01244958 &  1.577268e-02 & 0.014425156\\\\\n",
+       "\tBasilicata & 0.1401469 & 0.1359114 & 0.12347153 & 0.04471418 & 0.02898712 & 3.115010e-02 & 0.00000000 &  1.174849e-02 & 0.01680952 & 0.027321719 & ⋯ & 1.073725e-02 & 2.445594e-02 & 0.024411669 & 0.02249022 & 0.019052536 & 0.023804459 &  1.201171e-02 & 0.01959685 &  2.290132e-02 & 0.022421668\\\\\n",
+       "\tCalabria & 0.1391626 & 0.1328995 & 0.12106929 & 0.04340594 & 0.02551703 & 2.862164e-02 & 0.01174849 & -2.220446e-16 & 0.01432843 & 0.025009546 & ⋯ & 1.249001e-02 & 2.166542e-02 & 0.021626144 & 0.02012993 & 0.016825745 & 0.020325105 &  1.120440e-02 & 0.01638727 &  2.003677e-02 & 0.019803237\\\\\n",
+       "\tCampania & 0.1365881 & 0.1310480 & 0.11861095 & 0.04433392 & 0.02759758 & 3.060026e-02 & 0.01680952 &  1.432843e-02 & 0.00000000 & 0.025680303 & ⋯ & 1.358006e-02 & 2.340673e-02 & 0.021717128 & 0.01972597 & 0.017095625 & 0.020822442 &  1.269779e-02 & 0.01517949 &  1.982860e-02 & 0.019269948\\\\\n",
+       "\tEmilia-Romagna & 0.1147544 & 0.1144313 & 0.09595028 & 0.02512653 & 0.02569175 & 1.947058e-02 & 0.02242167 &  1.980324e-02 & 0.01926995 & 0.010918741 & ⋯ & 1.863475e-02 & 1.108416e-02 & 0.006765260 & 0.01040783 & 0.014425156 & 0.010105320 &  1.612702e-02 & 0.01041940 &  7.518949e-03 & 0.000000000\\\\\n",
+       "\tFriuli-Venezia Giulia & 0.1154077 & 0.1154178 & 0.09728576 & 0.02474157 & 0.02844711 & 2.156249e-02 & 0.02732172 &  2.500955e-02 & 0.02568030 & 0.000000000 & ⋯ & 2.411911e-02 & 1.568098e-02 & 0.012355725 & 0.01700387 & 0.019593189 & 0.014245253 &  2.139431e-02 & 0.01625195 &  1.343407e-02 & 0.010918741\\\\\n",
+       "\tLazio & 0.1203519 & 0.1187581 & 0.10130931 & 0.03315718 & 0.02500293 & 2.463916e-02 & 0.01959685 &  1.638727e-02 & 0.01517949 & 0.016251947 & ⋯ & 1.624563e-02 & 1.484282e-02 & 0.011675130 & 0.01407143 & 0.012449582 & 0.013488082 &  1.293437e-02 & 0.00000000 &  1.060186e-02 & 0.010419400\\\\\n",
+       "\tLiguria & 0.1213935 & 0.1164764 & 0.10084349 & 0.02901360 & 0.02381289 & 1.851069e-02 & 0.02380446 &  2.032510e-02 & 0.02082244 & 0.014245253 & ⋯ & 1.961558e-02 & 9.680176e-03 & 0.010679652 & 0.01477391 & 0.017011574 & 0.000000000 &  1.751608e-02 & 0.01348808 &  1.011197e-02 & 0.010105320\\\\\n",
+       "\tLombardy & 0.1094344 & 0.1133450 & 0.09062378 & 0.02495309 & 0.02959137 & 1.918659e-02 & 0.02441167 &  2.162614e-02 & 0.02171713 & 0.012355725 & ⋯ & 2.132084e-02 & 8.680780e-03 & 0.000000000 & 0.01580111 & 0.018220760 & 0.010679652 &  1.799446e-02 & 0.01167513 &  9.656538e-03 & 0.006765260\\\\\n",
+       "\tMarche & 0.1300642 & 0.1240861 & 0.11189905 & 0.03235137 & 0.02493026 & 2.318224e-02 & 0.02249022 &  2.012993e-02 & 0.01972597 & 0.017003867 & ⋯ & 1.860827e-02 & 1.766078e-02 & 0.015801115 & 0.00000000 & 0.011504861 & 0.014773913 &  1.510252e-02 & 0.01407143 &  1.310673e-02 & 0.010407827\\\\\n",
+       "\tMolise & 0.1337406 & 0.1292696 & 0.11768676 & 0.03805822 & 0.02381872 & 2.538339e-02 & 0.01201171 &  1.120440e-02 & 0.01269779 & 0.021394305 & ⋯ & 1.127148e-02 & 1.881812e-02 & 0.017994464 & 0.01510252 & 0.008310756 & 0.017516082 & -2.220446e-16 & 0.01293437 &  1.632405e-02 & 0.016127022\\\\\n",
+       "\tPiedmont & 0.1190401 & 0.1195127 & 0.09930861 & 0.03100220 & 0.02838905 & 1.683699e-02 & 0.02445594 &  2.166542e-02 & 0.02340673 & 0.015680979 & ⋯ & 2.192065e-02 & 2.220446e-16 & 0.008680780 & 0.01766078 & 0.019581362 & 0.009680176 &  1.881812e-02 & 0.01484282 &  1.277622e-02 & 0.011084162\\\\\n",
+       "\tPuglia & 0.1393894 & 0.1321885 & 0.12173232 & 0.04315117 & 0.02502833 & 3.001241e-02 & 0.01073725 &  1.249001e-02 & 0.01358006 & 0.024119107 & ⋯ & 1.110223e-16 & 2.192065e-02 & 0.021320835 & 0.01860827 & 0.015928343 & 0.019615577 &  1.127148e-02 & 0.01624563 &  1.978506e-02 & 0.018634755\\\\\n",
+       "\tSardinia & 0.1488370 & 0.1367466 & 0.13069482 & 0.04665596 & 0.00000000 & 3.376342e-02 & 0.02898712 &  2.551703e-02 & 0.02759758 & 0.028447110 & ⋯ & 2.502833e-02 & 2.838905e-02 & 0.029591365 & 0.02493026 & 0.024674821 & 0.023812889 &  2.381872e-02 & 0.02500293 &  2.608084e-02 & 0.025691750\\\\\n",
+       "\tSicilia & 0.1310814 & 0.1266463 & 0.11349104 & 0.04214461 & 0.02693343 & 2.986087e-02 & 0.01807277 &  1.148358e-02 & 0.01544297 & 0.023635039 & ⋯ & 1.515385e-02 & 2.032675e-02 & 0.019397981 & 0.02053152 & 0.018575477 & 0.019020758 &  1.462043e-02 & 0.01565551 &  1.864705e-02 & 0.018321760\\\\\n",
+       "\tTuscany & 0.1163302 & 0.1152229 & 0.09622377 & 0.02872400 & 0.02608084 & 2.143748e-02 & 0.02290132 &  2.003677e-02 & 0.01982860 & 0.013434066 & ⋯ & 1.978506e-02 & 1.277622e-02 & 0.009656538 & 0.01310673 & 0.015772680 & 0.010111966 &  1.632405e-02 & 0.01060186 & -2.220446e-16 & 0.007518949\\\\\n",
+       "\tTrentino-Alto Adige/Sudtirol & 0.1077870 & 0.1210134 & 0.10138782 & 0.00000000 & 0.04665596 & 3.019813e-02 & 0.04471418 &  4.340594e-02 & 0.04433392 & 0.024741574 & ⋯ & 4.315117e-02 & 3.100220e-02 & 0.024953089 & 0.03235137 & 0.035891087 & 0.029013604 &  3.805822e-02 & 0.03315718 &  2.872400e-02 & 0.025126530\\\\\n",
+       "\tUmbria & 0.1309651 & 0.1255135 & 0.11258011 & 0.03510692 & 0.02627352 & 2.512650e-02 & 0.02165091 &  1.919347e-02 & 0.02069916 & 0.019039971 & ⋯ & 1.893842e-02 & 1.874126e-02 & 0.017072130 & 0.01167681 & 0.014551052 & 0.016509115 &  1.564977e-02 & 0.01232837 &  1.252888e-02 & 0.012977717\\\\\n",
+       "\tAosta Valley & 0.1288756 & 0.1245036 & 0.10922829 & 0.03019813 & 0.03376342 & 1.110223e-16 & 0.03115010 &  2.862164e-02 & 0.03060026 & 0.021562493 & ⋯ & 3.001241e-02 & 1.683699e-02 & 0.019186585 & 0.02318224 & 0.023970596 & 0.018510686 &  2.538339e-02 & 0.02463916 &  2.143748e-02 & 0.019470577\\\\\n",
+       "\tVeneto & 0.1165959 & 0.1167465 & 0.09830711 & 0.02192779 & 0.03071633 & 2.270953e-02 & 0.02780147 &  2.573526e-02 & 0.02599011 & 0.008403153 & ⋯ & 2.466874e-02 & 1.592200e-02 & 0.010447942 & 0.01745415 & 0.020564286 & 0.014884642 &  2.152257e-02 & 0.01676578 &  1.314311e-02 & 0.009799833\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A data.frame: 20 × 22\n",
+       "\n",
+       "| <!--/--> | Germany &lt;dbl&gt; | Spain &lt;dbl&gt; | France &lt;dbl&gt; | Trentino-Alto Adige &lt;dbl&gt; | Sardinia &lt;dbl&gt; | Aosta Valley &lt;dbl&gt; | Basilicata &lt;dbl&gt; | Calabria &lt;dbl&gt; | Campania &lt;dbl&gt; | Friuli-Venezia Giulia &lt;dbl&gt; | ⋯ ⋯ | Puglia &lt;dbl&gt; | Piedmont &lt;dbl&gt; | Lombardy &lt;dbl&gt; | Marche &lt;dbl&gt; | Abruzzo &lt;dbl&gt; | Liguria &lt;dbl&gt; | Molise &lt;dbl&gt; | Lazio &lt;dbl&gt; | Tuscany &lt;dbl&gt; | Emilia-Romagna &lt;dbl&gt; |\n",
+       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
+       "| Abruzzo | 0.1347267 | 0.1270803 | 0.11725046 | 0.03589109 | 0.02467482 | 2.397060e-02 | 0.01905254 |  1.682574e-02 | 0.01709562 | 0.019593189 | ⋯ | 1.592834e-02 | 1.958136e-02 | 0.018220760 | 0.01150486 | 0.000000000 | 0.017011574 |  8.310756e-03 | 0.01244958 |  1.577268e-02 | 0.014425156 |\n",
+       "| Basilicata | 0.1401469 | 0.1359114 | 0.12347153 | 0.04471418 | 0.02898712 | 3.115010e-02 | 0.00000000 |  1.174849e-02 | 0.01680952 | 0.027321719 | ⋯ | 1.073725e-02 | 2.445594e-02 | 0.024411669 | 0.02249022 | 0.019052536 | 0.023804459 |  1.201171e-02 | 0.01959685 |  2.290132e-02 | 0.022421668 |\n",
+       "| Calabria | 0.1391626 | 0.1328995 | 0.12106929 | 0.04340594 | 0.02551703 | 2.862164e-02 | 0.01174849 | -2.220446e-16 | 0.01432843 | 0.025009546 | ⋯ | 1.249001e-02 | 2.166542e-02 | 0.021626144 | 0.02012993 | 0.016825745 | 0.020325105 |  1.120440e-02 | 0.01638727 |  2.003677e-02 | 0.019803237 |\n",
+       "| Campania | 0.1365881 | 0.1310480 | 0.11861095 | 0.04433392 | 0.02759758 | 3.060026e-02 | 0.01680952 |  1.432843e-02 | 0.00000000 | 0.025680303 | ⋯ | 1.358006e-02 | 2.340673e-02 | 0.021717128 | 0.01972597 | 0.017095625 | 0.020822442 |  1.269779e-02 | 0.01517949 |  1.982860e-02 | 0.019269948 |\n",
+       "| Emilia-Romagna | 0.1147544 | 0.1144313 | 0.09595028 | 0.02512653 | 0.02569175 | 1.947058e-02 | 0.02242167 |  1.980324e-02 | 0.01926995 | 0.010918741 | ⋯ | 1.863475e-02 | 1.108416e-02 | 0.006765260 | 0.01040783 | 0.014425156 | 0.010105320 |  1.612702e-02 | 0.01041940 |  7.518949e-03 | 0.000000000 |\n",
+       "| Friuli-Venezia Giulia | 0.1154077 | 0.1154178 | 0.09728576 | 0.02474157 | 0.02844711 | 2.156249e-02 | 0.02732172 |  2.500955e-02 | 0.02568030 | 0.000000000 | ⋯ | 2.411911e-02 | 1.568098e-02 | 0.012355725 | 0.01700387 | 0.019593189 | 0.014245253 |  2.139431e-02 | 0.01625195 |  1.343407e-02 | 0.010918741 |\n",
+       "| Lazio | 0.1203519 | 0.1187581 | 0.10130931 | 0.03315718 | 0.02500293 | 2.463916e-02 | 0.01959685 |  1.638727e-02 | 0.01517949 | 0.016251947 | ⋯ | 1.624563e-02 | 1.484282e-02 | 0.011675130 | 0.01407143 | 0.012449582 | 0.013488082 |  1.293437e-02 | 0.00000000 |  1.060186e-02 | 0.010419400 |\n",
+       "| Liguria | 0.1213935 | 0.1164764 | 0.10084349 | 0.02901360 | 0.02381289 | 1.851069e-02 | 0.02380446 |  2.032510e-02 | 0.02082244 | 0.014245253 | ⋯ | 1.961558e-02 | 9.680176e-03 | 0.010679652 | 0.01477391 | 0.017011574 | 0.000000000 |  1.751608e-02 | 0.01348808 |  1.011197e-02 | 0.010105320 |\n",
+       "| Lombardy | 0.1094344 | 0.1133450 | 0.09062378 | 0.02495309 | 0.02959137 | 1.918659e-02 | 0.02441167 |  2.162614e-02 | 0.02171713 | 0.012355725 | ⋯ | 2.132084e-02 | 8.680780e-03 | 0.000000000 | 0.01580111 | 0.018220760 | 0.010679652 |  1.799446e-02 | 0.01167513 |  9.656538e-03 | 0.006765260 |\n",
+       "| Marche | 0.1300642 | 0.1240861 | 0.11189905 | 0.03235137 | 0.02493026 | 2.318224e-02 | 0.02249022 |  2.012993e-02 | 0.01972597 | 0.017003867 | ⋯ | 1.860827e-02 | 1.766078e-02 | 0.015801115 | 0.00000000 | 0.011504861 | 0.014773913 |  1.510252e-02 | 0.01407143 |  1.310673e-02 | 0.010407827 |\n",
+       "| Molise | 0.1337406 | 0.1292696 | 0.11768676 | 0.03805822 | 0.02381872 | 2.538339e-02 | 0.01201171 |  1.120440e-02 | 0.01269779 | 0.021394305 | ⋯ | 1.127148e-02 | 1.881812e-02 | 0.017994464 | 0.01510252 | 0.008310756 | 0.017516082 | -2.220446e-16 | 0.01293437 |  1.632405e-02 | 0.016127022 |\n",
+       "| Piedmont | 0.1190401 | 0.1195127 | 0.09930861 | 0.03100220 | 0.02838905 | 1.683699e-02 | 0.02445594 |  2.166542e-02 | 0.02340673 | 0.015680979 | ⋯ | 2.192065e-02 | 2.220446e-16 | 0.008680780 | 0.01766078 | 0.019581362 | 0.009680176 |  1.881812e-02 | 0.01484282 |  1.277622e-02 | 0.011084162 |\n",
+       "| Puglia | 0.1393894 | 0.1321885 | 0.12173232 | 0.04315117 | 0.02502833 | 3.001241e-02 | 0.01073725 |  1.249001e-02 | 0.01358006 | 0.024119107 | ⋯ | 1.110223e-16 | 2.192065e-02 | 0.021320835 | 0.01860827 | 0.015928343 | 0.019615577 |  1.127148e-02 | 0.01624563 |  1.978506e-02 | 0.018634755 |\n",
+       "| Sardinia | 0.1488370 | 0.1367466 | 0.13069482 | 0.04665596 | 0.00000000 | 3.376342e-02 | 0.02898712 |  2.551703e-02 | 0.02759758 | 0.028447110 | ⋯ | 2.502833e-02 | 2.838905e-02 | 0.029591365 | 0.02493026 | 0.024674821 | 0.023812889 |  2.381872e-02 | 0.02500293 |  2.608084e-02 | 0.025691750 |\n",
+       "| Sicilia | 0.1310814 | 0.1266463 | 0.11349104 | 0.04214461 | 0.02693343 | 2.986087e-02 | 0.01807277 |  1.148358e-02 | 0.01544297 | 0.023635039 | ⋯ | 1.515385e-02 | 2.032675e-02 | 0.019397981 | 0.02053152 | 0.018575477 | 0.019020758 |  1.462043e-02 | 0.01565551 |  1.864705e-02 | 0.018321760 |\n",
+       "| Tuscany | 0.1163302 | 0.1152229 | 0.09622377 | 0.02872400 | 0.02608084 | 2.143748e-02 | 0.02290132 |  2.003677e-02 | 0.01982860 | 0.013434066 | ⋯ | 1.978506e-02 | 1.277622e-02 | 0.009656538 | 0.01310673 | 0.015772680 | 0.010111966 |  1.632405e-02 | 0.01060186 | -2.220446e-16 | 0.007518949 |\n",
+       "| Trentino-Alto Adige/Sudtirol | 0.1077870 | 0.1210134 | 0.10138782 | 0.00000000 | 0.04665596 | 3.019813e-02 | 0.04471418 |  4.340594e-02 | 0.04433392 | 0.024741574 | ⋯ | 4.315117e-02 | 3.100220e-02 | 0.024953089 | 0.03235137 | 0.035891087 | 0.029013604 |  3.805822e-02 | 0.03315718 |  2.872400e-02 | 0.025126530 |\n",
+       "| Umbria | 0.1309651 | 0.1255135 | 0.11258011 | 0.03510692 | 0.02627352 | 2.512650e-02 | 0.02165091 |  1.919347e-02 | 0.02069916 | 0.019039971 | ⋯ | 1.893842e-02 | 1.874126e-02 | 0.017072130 | 0.01167681 | 0.014551052 | 0.016509115 |  1.564977e-02 | 0.01232837 |  1.252888e-02 | 0.012977717 |\n",
+       "| Aosta Valley | 0.1288756 | 0.1245036 | 0.10922829 | 0.03019813 | 0.03376342 | 1.110223e-16 | 0.03115010 |  2.862164e-02 | 0.03060026 | 0.021562493 | ⋯ | 3.001241e-02 | 1.683699e-02 | 0.019186585 | 0.02318224 | 0.023970596 | 0.018510686 |  2.538339e-02 | 0.02463916 |  2.143748e-02 | 0.019470577 |\n",
+       "| Veneto | 0.1165959 | 0.1167465 | 0.09830711 | 0.02192779 | 0.03071633 | 2.270953e-02 | 0.02780147 |  2.573526e-02 | 0.02599011 | 0.008403153 | ⋯ | 2.466874e-02 | 1.592200e-02 | 0.010447942 | 0.01745415 | 0.020564286 | 0.014884642 |  2.152257e-02 | 0.01676578 |  1.314311e-02 | 0.009799833 |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "                             Germany   Spain     France     Trentino-Alto Adige\n",
+       "Abruzzo                      0.1347267 0.1270803 0.11725046 0.03589109         \n",
+       "Basilicata                   0.1401469 0.1359114 0.12347153 0.04471418         \n",
+       "Calabria                     0.1391626 0.1328995 0.12106929 0.04340594         \n",
+       "Campania                     0.1365881 0.1310480 0.11861095 0.04433392         \n",
+       "Emilia-Romagna               0.1147544 0.1144313 0.09595028 0.02512653         \n",
+       "Friuli-Venezia Giulia        0.1154077 0.1154178 0.09728576 0.02474157         \n",
+       "Lazio                        0.1203519 0.1187581 0.10130931 0.03315718         \n",
+       "Liguria                      0.1213935 0.1164764 0.10084349 0.02901360         \n",
+       "Lombardy                     0.1094344 0.1133450 0.09062378 0.02495309         \n",
+       "Marche                       0.1300642 0.1240861 0.11189905 0.03235137         \n",
+       "Molise                       0.1337406 0.1292696 0.11768676 0.03805822         \n",
+       "Piedmont                     0.1190401 0.1195127 0.09930861 0.03100220         \n",
+       "Puglia                       0.1393894 0.1321885 0.12173232 0.04315117         \n",
+       "Sardinia                     0.1488370 0.1367466 0.13069482 0.04665596         \n",
+       "Sicilia                      0.1310814 0.1266463 0.11349104 0.04214461         \n",
+       "Tuscany                      0.1163302 0.1152229 0.09622377 0.02872400         \n",
+       "Trentino-Alto Adige/Sudtirol 0.1077870 0.1210134 0.10138782 0.00000000         \n",
+       "Umbria                       0.1309651 0.1255135 0.11258011 0.03510692         \n",
+       "Aosta Valley                 0.1288756 0.1245036 0.10922829 0.03019813         \n",
+       "Veneto                       0.1165959 0.1167465 0.09830711 0.02192779         \n",
+       "                             Sardinia   Aosta Valley Basilicata Calabria     \n",
+       "Abruzzo                      0.02467482 2.397060e-02 0.01905254  1.682574e-02\n",
+       "Basilicata                   0.02898712 3.115010e-02 0.00000000  1.174849e-02\n",
+       "Calabria                     0.02551703 2.862164e-02 0.01174849 -2.220446e-16\n",
+       "Campania                     0.02759758 3.060026e-02 0.01680952  1.432843e-02\n",
+       "Emilia-Romagna               0.02569175 1.947058e-02 0.02242167  1.980324e-02\n",
+       "Friuli-Venezia Giulia        0.02844711 2.156249e-02 0.02732172  2.500955e-02\n",
+       "Lazio                        0.02500293 2.463916e-02 0.01959685  1.638727e-02\n",
+       "Liguria                      0.02381289 1.851069e-02 0.02380446  2.032510e-02\n",
+       "Lombardy                     0.02959137 1.918659e-02 0.02441167  2.162614e-02\n",
+       "Marche                       0.02493026 2.318224e-02 0.02249022  2.012993e-02\n",
+       "Molise                       0.02381872 2.538339e-02 0.01201171  1.120440e-02\n",
+       "Piedmont                     0.02838905 1.683699e-02 0.02445594  2.166542e-02\n",
+       "Puglia                       0.02502833 3.001241e-02 0.01073725  1.249001e-02\n",
+       "Sardinia                     0.00000000 3.376342e-02 0.02898712  2.551703e-02\n",
+       "Sicilia                      0.02693343 2.986087e-02 0.01807277  1.148358e-02\n",
+       "Tuscany                      0.02608084 2.143748e-02 0.02290132  2.003677e-02\n",
+       "Trentino-Alto Adige/Sudtirol 0.04665596 3.019813e-02 0.04471418  4.340594e-02\n",
+       "Umbria                       0.02627352 2.512650e-02 0.02165091  1.919347e-02\n",
+       "Aosta Valley                 0.03376342 1.110223e-16 0.03115010  2.862164e-02\n",
+       "Veneto                       0.03071633 2.270953e-02 0.02780147  2.573526e-02\n",
+       "                             Campania   Friuli-Venezia Giulia ⋯ Puglia      \n",
+       "Abruzzo                      0.01709562 0.019593189           ⋯ 1.592834e-02\n",
+       "Basilicata                   0.01680952 0.027321719           ⋯ 1.073725e-02\n",
+       "Calabria                     0.01432843 0.025009546           ⋯ 1.249001e-02\n",
+       "Campania                     0.00000000 0.025680303           ⋯ 1.358006e-02\n",
+       "Emilia-Romagna               0.01926995 0.010918741           ⋯ 1.863475e-02\n",
+       "Friuli-Venezia Giulia        0.02568030 0.000000000           ⋯ 2.411911e-02\n",
+       "Lazio                        0.01517949 0.016251947           ⋯ 1.624563e-02\n",
+       "Liguria                      0.02082244 0.014245253           ⋯ 1.961558e-02\n",
+       "Lombardy                     0.02171713 0.012355725           ⋯ 2.132084e-02\n",
+       "Marche                       0.01972597 0.017003867           ⋯ 1.860827e-02\n",
+       "Molise                       0.01269779 0.021394305           ⋯ 1.127148e-02\n",
+       "Piedmont                     0.02340673 0.015680979           ⋯ 2.192065e-02\n",
+       "Puglia                       0.01358006 0.024119107           ⋯ 1.110223e-16\n",
+       "Sardinia                     0.02759758 0.028447110           ⋯ 2.502833e-02\n",
+       "Sicilia                      0.01544297 0.023635039           ⋯ 1.515385e-02\n",
+       "Tuscany                      0.01982860 0.013434066           ⋯ 1.978506e-02\n",
+       "Trentino-Alto Adige/Sudtirol 0.04433392 0.024741574           ⋯ 4.315117e-02\n",
+       "Umbria                       0.02069916 0.019039971           ⋯ 1.893842e-02\n",
+       "Aosta Valley                 0.03060026 0.021562493           ⋯ 3.001241e-02\n",
+       "Veneto                       0.02599011 0.008403153           ⋯ 2.466874e-02\n",
+       "                             Piedmont     Lombardy    Marche     Abruzzo    \n",
+       "Abruzzo                      1.958136e-02 0.018220760 0.01150486 0.000000000\n",
+       "Basilicata                   2.445594e-02 0.024411669 0.02249022 0.019052536\n",
+       "Calabria                     2.166542e-02 0.021626144 0.02012993 0.016825745\n",
+       "Campania                     2.340673e-02 0.021717128 0.01972597 0.017095625\n",
+       "Emilia-Romagna               1.108416e-02 0.006765260 0.01040783 0.014425156\n",
+       "Friuli-Venezia Giulia        1.568098e-02 0.012355725 0.01700387 0.019593189\n",
+       "Lazio                        1.484282e-02 0.011675130 0.01407143 0.012449582\n",
+       "Liguria                      9.680176e-03 0.010679652 0.01477391 0.017011574\n",
+       "Lombardy                     8.680780e-03 0.000000000 0.01580111 0.018220760\n",
+       "Marche                       1.766078e-02 0.015801115 0.00000000 0.011504861\n",
+       "Molise                       1.881812e-02 0.017994464 0.01510252 0.008310756\n",
+       "Piedmont                     2.220446e-16 0.008680780 0.01766078 0.019581362\n",
+       "Puglia                       2.192065e-02 0.021320835 0.01860827 0.015928343\n",
+       "Sardinia                     2.838905e-02 0.029591365 0.02493026 0.024674821\n",
+       "Sicilia                      2.032675e-02 0.019397981 0.02053152 0.018575477\n",
+       "Tuscany                      1.277622e-02 0.009656538 0.01310673 0.015772680\n",
+       "Trentino-Alto Adige/Sudtirol 3.100220e-02 0.024953089 0.03235137 0.035891087\n",
+       "Umbria                       1.874126e-02 0.017072130 0.01167681 0.014551052\n",
+       "Aosta Valley                 1.683699e-02 0.019186585 0.02318224 0.023970596\n",
+       "Veneto                       1.592200e-02 0.010447942 0.01745415 0.020564286\n",
+       "                             Liguria     Molise        Lazio      Tuscany      \n",
+       "Abruzzo                      0.017011574  8.310756e-03 0.01244958  1.577268e-02\n",
+       "Basilicata                   0.023804459  1.201171e-02 0.01959685  2.290132e-02\n",
+       "Calabria                     0.020325105  1.120440e-02 0.01638727  2.003677e-02\n",
+       "Campania                     0.020822442  1.269779e-02 0.01517949  1.982860e-02\n",
+       "Emilia-Romagna               0.010105320  1.612702e-02 0.01041940  7.518949e-03\n",
+       "Friuli-Venezia Giulia        0.014245253  2.139431e-02 0.01625195  1.343407e-02\n",
+       "Lazio                        0.013488082  1.293437e-02 0.00000000  1.060186e-02\n",
+       "Liguria                      0.000000000  1.751608e-02 0.01348808  1.011197e-02\n",
+       "Lombardy                     0.010679652  1.799446e-02 0.01167513  9.656538e-03\n",
+       "Marche                       0.014773913  1.510252e-02 0.01407143  1.310673e-02\n",
+       "Molise                       0.017516082 -2.220446e-16 0.01293437  1.632405e-02\n",
+       "Piedmont                     0.009680176  1.881812e-02 0.01484282  1.277622e-02\n",
+       "Puglia                       0.019615577  1.127148e-02 0.01624563  1.978506e-02\n",
+       "Sardinia                     0.023812889  2.381872e-02 0.02500293  2.608084e-02\n",
+       "Sicilia                      0.019020758  1.462043e-02 0.01565551  1.864705e-02\n",
+       "Tuscany                      0.010111966  1.632405e-02 0.01060186 -2.220446e-16\n",
+       "Trentino-Alto Adige/Sudtirol 0.029013604  3.805822e-02 0.03315718  2.872400e-02\n",
+       "Umbria                       0.016509115  1.564977e-02 0.01232837  1.252888e-02\n",
+       "Aosta Valley                 0.018510686  2.538339e-02 0.02463916  2.143748e-02\n",
+       "Veneto                       0.014884642  2.152257e-02 0.01676578  1.314311e-02\n",
+       "                             Emilia-Romagna\n",
+       "Abruzzo                      0.014425156   \n",
+       "Basilicata                   0.022421668   \n",
+       "Calabria                     0.019803237   \n",
+       "Campania                     0.019269948   \n",
+       "Emilia-Romagna               0.000000000   \n",
+       "Friuli-Venezia Giulia        0.010918741   \n",
+       "Lazio                        0.010419400   \n",
+       "Liguria                      0.010105320   \n",
+       "Lombardy                     0.006765260   \n",
+       "Marche                       0.010407827   \n",
+       "Molise                       0.016127022   \n",
+       "Piedmont                     0.011084162   \n",
+       "Puglia                       0.018634755   \n",
+       "Sardinia                     0.025691750   \n",
+       "Sicilia                      0.018321760   \n",
+       "Tuscany                      0.007518949   \n",
+       "Trentino-Alto Adige/Sudtirol 0.025126530   \n",
+       "Umbria                       0.012977717   \n",
+       "Aosta Valley                 0.019470577   \n",
+       "Veneto                       0.009799833   "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "allCountries"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "R",
+   "language": "R",
+   "name": "ir"
+  },
+  "language_info": {
+   "codemirror_mode": "r",
+   "file_extension": ".r",
+   "mimetype": "text/x-r-source",
+   "name": "R",
+   "pygments_lexer": "r",
+   "version": "4.1.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/12-Region-Gender-Age-Cohesion-Scatter.ipynb b/12-Region-Gender-Age-Cohesion-Scatter.ipynb
new file mode 100644
index 0000000..76de4f1
--- /dev/null
+++ b/12-Region-Gender-Age-Cohesion-Scatter.ipynb
@@ -0,0 +1,562 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Replication Divisiveness figures"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "from scipy.stats import pearsonr\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathout = pathfb + 'CohesionMain/'\n",
+    "pathcohesion = pathfb + 'CohesionMain/'\n",
+    "pathcenters = pathfb + 'CulturalCenters/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathcohesion) == False:\n",
+    "    os.mkdir(pathcohesion)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cohesion_out1 = pd.read_csv(pathout + 'cohesion_all_pairs.csv', encoding='utf-8')\n",
+    "cohesion_gender_out1 = pd.read_csv(pathout + 'cohesion_gender_all_pairs.csv', encoding='utf-8')\n",
+    "\n",
+    "cohesion_out1.set_index('country_code_1', inplace=True)\n",
+    "cohesion_gender_out1.set_index('country_code_1', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import WDI data for categorizing\n",
+    "wdi = pd.read_csv(pathcenters + 'WDI.csv', encoding='utf-8', keep_default_na=False, na_values='')\n",
+    "wdi.set_index('ISO_CODE', inplace=True)\n",
+    "wdi = wdi.reindex(cohesion_out1.reset_index().country_code_1.apply(lambda x: x[:2]).unique().tolist())[['region', 'incomeLevel']].copy()\n",
+    "wdi.columns = ['continent', 'income']\n",
+    "wdi.index.name = 'country_code_1'\n",
+    "markers_cont = {'East Asia & Pacific': 'x',\n",
+    "                'Europe & Central Asia': 'o',\n",
+    "                'Latin America & Caribbean ': '*',\n",
+    "                'North America': 's',\n",
+    "                'South Asia': '+',\n",
+    "                'Sub-Saharan Africa ': 'D'}\n",
+    "wdi['marker_cont'] = wdi.continent.map(markers_cont)\n",
+    "markers_inc = {'High income': 'o', 'Lower middle income': 's', 'Upper middle income': 'x'}\n",
+    "wdi['marker_inc'] = wdi.income.map(markers_inc)\n",
+    "colors_inc = {'High income': 'blue',\n",
+    "              'Lower middle income': 'darkorchid',\n",
+    "              'Upper middle income': 'crimson'}\n",
+    "wdi['colors_inc'] = wdi.income.map(colors_inc)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Functions for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title\n",
+    "\n",
+    "def JointScatterPlot(df, df2, myvar, fileext='JointScatter_all_pairs', filenum='', ascending=True, title='FB Cultural Divisiveness', pathout=pathout):\n",
+    "    dffig = df[[myvar.replace('_gender', '')]].merge(df2[[myvar]], left_index=True, right_index=True).copy()\n",
+    "    agglo = dffig.index.name\n",
+    "    x = 'Region'\n",
+    "    y = 'Gender'\n",
+    "    dffig.columns = [x, y]\n",
+    "    dffig = dffig.merge(wdi, left_index=True, right_index=True)\n",
+    "    dffig.index.name = 'country_code_1'\n",
+    "    dffig = dffig.reset_index().copy()\n",
+    "    movex = dffig[x].mean() * 0.01\n",
+    "    movey = dffig[y].mean() * 0.01\n",
+    "    fig, ax = plt.subplots(figsize=(30,20))\n",
+    "    for line in range(0,dffig.shape[0]):\n",
+    "        ax.text(dffig.Region[line]++movex, dffig.Gender[line]+movey, dffig.country_code_1[line], horizontalalignment='left', fontsize=28, color='black', weight='semibold')\n",
+    "        ax.plot(dffig.Region[line], dffig.Gender[line], marker=dffig.marker_cont[line], c=dffig.colors_inc[line], markersize=28)\n",
+    "    for cont in np.sort(dffig.continent.unique()):\n",
+    "        ax.scatter([], [], c='k', alpha=1, marker=markers_cont[cont], label=cont)\n",
+    "    #leg = ax.legend(scatterpoints=1, frameon=False, labelspacing=1, title='Continent', prop={'size': 28}, markerscale=4, loc='upper right')\n",
+    "    #leg.set_title(\"Continent\", prop = {'size':32})\n",
+    "    points2 = []\n",
+    "    for inc in ['High income', 'Upper middle income', 'Lower middle income']:\n",
+    "        points2 += [ax.scatter([], [], c=colors_inc[inc], alpha=1, marker='s', label=inc)]\n",
+    "    leg2 = ax.legend(points2, ['High income', 'Upper middle income', 'Lower middle income'], scatterpoints=1, frameon=False, labelspacing=1, title='Income', prop={'size': 28}, markerscale=4, loc='lower left')\n",
+    "    leg2.set_title(\"\", prop = {'size':32})\n",
+    "    leg2.set_title(\"Income\", prop = {'size':32})\n",
+    "    #ax.add_artist(leg)\n",
+    "    ax.tick_params(axis = 'both', which = 'major', labelsize=34)\n",
+    "    ax.tick_params(axis = 'both', which = 'minor', labelsize=18)\n",
+    "    ax.set_title('')\n",
+    "    ax.set_xlabel('Region Divisiveness', fontsize=38)\n",
+    "    ax.set_ylabel('Gender Divisiveness', fontsize=38)\n",
+    "    #plt.savefig(pathout + myvar.replace('_gender', '') + fileext +'.pdf', dpi=300, bbox_inches='tight')\n",
+    "    plt.savefig(pathout + 'Figure-7-' + filenum +'.pdf', dpi=300, bbox_inches='tight')\n",
+    "    #plt.savefig(pathout + myvar.replace('_gender', '') + fileext +'.png', dpi=300, bbox_inches='tight')\n",
+    "    plt.show()\n",
+    "    pass\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABxMAAASdCAYAAACLnnL0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzda5idVX03/u9KAmSQk4kkBAzEQ6VCFcUJnsEIoqIVq4LWxz4CAj1ZwVM9VCFQLVCr/6RS+7RiQa20IuAJK+cgCB4SFE/w8AgCQRMSDYJBMoEk6/9iT8hOsmcy2bNn9mTy+VzXfc3a6173Wr/RF+Ta31nrLrXWAAAAAAAAAGxqQrcLAAAAAAAAAMYmYSIAAAAAAADQkjARAAAAAAAAaEmYCAAAAAAAALQkTAQAAAAAAABaEiYCAAAAAAAALU3qdgGMDU94whPqrFmzul0GAAAAAAAAo+zmm2/+Ta11z1b3hIkkSWbNmpVFixZ1uwwAAAAAAABGWSnlnoHuOeYUAAAAAAAAaEmYCAAAAAAAALQkTAQAAAAAAABaEiYCAAAAAAAALQkTAQAAAAAAgJaEiQAAAAAAAEBLwkQAAAAAAACgJWEiAAAAAAAA0JIwEQAAAAAAAGhJmAiMeRdccEFKKRtds2bN2mzcrFmzNhs3lOsrX/nKqP9OAAAAAACwLRAmAgAAAAAAAC0JEwEAAAAAAICWJnW7AICR9LKXvSwHHHDAoGOe8pSnjFI1AAAAAACwbREmAuPam9/85hx33HHdLgMAAAAAALZJjjkFAAAAAAAAWhImAgAAAAAAAC0JEwEAAAAAAICWvDMRGNcuvPDC3HLLLQPe32efffLe97539AoCAAAAAIBtiDARGNeuuuqqXHXVVQPeP+igg4SJAAAAAAAwAMecAgAAAAAAAC0JEwEAAAAAAICWhInAuHb++een1jrgNdj7FAEAAAAAYHsnTAQAAAAAAABaEiYCAAAAAAAALQkTAQAAAAAAgJaEiQAAAAAAAEBLk7pdAMBIuvDCC3PLLbcMOuaQQw7Jm9/85tEpCAAAAAAAtiHCRGBcu+qqq3LVVVcNOuatb32rMBEAAAAAAFpwzCkAAAAAAADQkjARAAAAAAAAaKnUWrtdA2NAb29vXbRoUbfLAAAAAAAAYJSVUm6utfa2umdnIgAAAAAAANCSMBEAAAAAAABoSZgIdNzSpcm8ecnRRyf77JPssEMyYULj5z77NPrnzWuMAwAAAAAAxi7vTCSJdybSGQsXJnPnJtdck5SS9PUNPHby5KTW5PDDkzPOSHpbnsQMAAAAAACMNO9MBEbUqlXJO96RHHZY8s1vJqtXDx4kJo37q1c3xh96aHLKKY15AAAAAACAsUOYCAzL4sXJAQck553XCAO3drNzrY3nPv3pxjz33jsydQIAAAAAAFtPmAi0bfHiZPbsRgA43F2Fq1Y15untFSgCAAAAAMBYIUwE2rJqVeNY0xUrkrVrOzPn2rWN+Q491JGnAAAAAAAwFggTgba8733JsmWdCxLXW7u2Me/739/ZeQEAAAAAgK0nTAS22sKFG96ROBLWv0Nx0aKRmR8AAAAAABgaYSKw1ebOTfr6RnaNvr7GOgAAAAAAQPcIE4GtsmRJcs01Sa0ju06tydVXJ0uXjuw6AAAAAADAwISJwFa56KKklNFZq5TGegAAAAAAQHcIE4GtsmDByB9xul5fX2M9AAAAAACgO4SJwFZZtGh8rwcAAAAAAGwgTAS2yvLlo7vesmWjux4AAAAAALCBMBHYKmvXju/1AAAAAACADYSJwFaZOHF8rwcAAAAAAGwgTAS2yrRpo7ve9Omjux4AAAAAALCBMBHYKr2943s9AAAAAABgA2EisFXmzEkmTx6dtSZPbqwHAAAAAAB0hzAR2CrHHpvUOjpr1dpYDwAAAAAA6A5hIrBV9t47OfzwpJSRXaeU5IgjkhkzRnYdAAAAAABgYMJEYKvNnTvyR51OntxYBwAAAAAA6B5hIrDVZs9OTjwx6ekZmfl7epKTT056e0dmfgAAAAAAYGiEiUBbzjknmT49mTixs/NOnNiY96yzOjsvAAAAAACw9YSJQFt6epLrr0+mTu1coDhxYmO+668fuV2PAAAAAADA0AkTgbbNnJksWtT4Odzwr6dn4/kAAAAAAIDuEyYCwzJzZnLrrclJJzUCwVK27vlSNrwj8dZbBYkAAAAAADCWCBOBYevpSebPbxxPetRRyU47JZMnD/7M5MmNcUcd1Xhu3jxHmwIAAAAAwFgzqdsFAONHb29y2WXJ0qXJRRclCxY0ji1dtixZu7bxTsTp0xvj5sxJjj02mTGj21UDAAAAAAADKbXWbtfAGNDb21sXLVrU7TIAAAAAAAAYZaWUm2utva3uOeYUAAAAAAAAaEmYCAAAAAAAALQkTAQAAAAAAABaEiYCAAAAAAAALY3LMLGUMqGU8rpSysWllDtLKQ+XUlaUUn5USvnHUsoBI7Tu1FLKkaWUD5RSLiml3FNKqU3X3GHM/YJSyrmllIWllN+UUh4tpTzUv8Y3SinvLKXs2cFfBwAAAAAAgO3cpG4X0GmllP2SfD7Jize51ZNkSpJnJnlnKeUfkpxRa13XoXVvSvL8Tsy1ybx7JflMkqNa3J6U5HFJ9u2/f2Yp5e9qrf/c6ToAAAAAAADY/oyrMLF/Z941SZ7S1P2DJD9OskuSQ5NMS+P3Pi3Jrkne1aHl9+7QPI8ppUxN8q0kT2vq/m2SHya5J8nuSf4gyTP67+2SZH4pZWqt9fRO1wMAAAAAAMD2ZVyFiUk+lw1B4oNJ3lhrvWL9zVLKTknOSXJKf9c7SynfrrVe2qH11yS5NcmipuuSJDPbnO+sbAgSa5K/T/KxWutDzYNKKS9O8m9Jnt7f9aFSyqW11h+1uS4AAAAAAACMnzCxlDInySuaut7SHCQmSa11dZJTSykzk7yuv/usUsrXaq1rhlnCa5L8vNa6apO62jpGtZTSk+TNTV3nDrTbsNZ6QynlFUluTzI5jXdhviWJMBEAAAAAAIC2Teh2AR30jqb2tbXWywYZ++4k60O+pyV5+XAXr7X+eNMgcZj+II33Ia73hS2svziNI1HX+8MO1gIAAAAAAMB2aFyEiaWUnbNxIPgfg42vtd6dZEFT1+tHoKzh2mWTz78dwjPNY0oHawEAAAAAAGA7NC7CxCTPT9LT9HnBQAMHGHN4Z8vpiHs2+fyMITzTPOaWzpUCAAAAAADA9mi8hIkHNrWX1VqXDOGZHzS19y2l7Nrhmoal1vqrJAubuk4rpWy6W/ExpZS3ZcP/DquSnDeC5QEAAAAAALAdGC9h4v5N7buH+MymO//2bzmqu96Z5JH+9jOT/LSUcnIp5Q9LKTuXUvYqpby4lPLfST7dP+7hJH/Wf5QrAAAAAAAAtG1StwvokKlN7WVDfOa+TT5P6VAtHVNrvbGU8tIklyaZlmS/JP82wPBHk/xPkg/XWn8ySiUCAAAAAAAwjo2XnYnNx3+uGuIzm44bU8ecrldrvTHJk5K8N0nfIEMXJvnvJLcOde7+XY6LSimLfv3rXw+vUAAAAAAAAMad8RIm9jS1Hxlw1MZWDzLHmFFK2SfJZ5KcnWRykgeSXJbk35N8PsmP+oe+IMl/JflOKWXmUOautf57rbW31tq75557drp0AAAAAAAAtnHj5ZjT5l2GOw7xmZ0GmWNMKKX8UZJrk+yZpCY5M8k5tdaHNxk3O41gcf8ks5NcW0p5Tq31d6NcMgAAAAAAAOPIeNmZ+FBTe6g7DDcdt7JDtXREKWXHJJekESQmyZm11tM3DRKTpNa6MMmcJOvPKn1qGsEjAAAAAAAAtG28hIkrmtrTh/jMXpt8vr9DtXTKMUme1t9+MMk5gw2utS5NMr+p6/hSysQRqg0AAAAAAIDtwHgJE29vas8a4jP7DjLHWHBEU/s7tdahHMN6TVN7tzSOPQUAAAAAAIC2jJcw8WdN7emllL2H8MxzmtqLa61j6pjTJPs0tVcMOGpjm47bozOlAAAAAAAAsD0aL2Hid5I079x7yRCeaR5zzUCDuqj53YhTh/jMpuMe6EwpAAAAAAAAbI/GRZhYa304yRVNXScMNr6Usl+SlzZ1XToSdQ3TPU3t55dSeobwzOFN7Uc3mQMAAAAAAAC2yrgIE/t9sql9eCnllYOM/Vg2/O4/T3L5iFXVviub2rsn+dvBBpdSZiQ5panr+lrr70eiMAAAAAAAALYP4yZMrLVem41DwQtLKUc2jyml7FRK+USSY5q6P1BrXdNqzlLKdaWU2n9d1/GiB3d5kp82fT69lHJGKWXnTQeWUmYnuTbJnk3dZ41wfQAAAAAAAIxzk7pdQIe9NY33Jz45yR5Jriil3Jzkx0l2SXJYkmlN4+fVWi/pxMKllNckObPFrb2b2n9RSnntJveX1FqP2vShWuvaUsqfJbkujZ2JJclpSd5RSvl2kiVJepI8M8lBmzz+8VrrWHwPJAAAAAAAANuQcRUm1lqXl1IOT/L5JC/q735O/9VsTRo79+Z2cPkp2TzU29T0/qvZHgMNrrXeUkp5cZLPJXlW0/hXD/DIqiR/l2TeFuoAAAAAAACALRpXYWKS1FrvLqUcluRPkrw5ybOTzEjSl+TeNN5FeH6t9Wfdq3Loaq0/KaUcnOTIJG9IMjvJzCS7JVmdZEWSn6RxzOlna60rulUrAAAAAAAA40uptXa7BsaA3t7eumjRom6XAQAAAAAAwCgrpdxca+1tdW/CaBcDAAAAAAAAbBuEiQAAAAAAAEBLwkQAAAAAAACgJWEiAAAAAAAA0JIwEQAAAAAAAGhJmAgAAAAAAAC0JEwEAAAAAAAAWhImAgAAAAAAAC0JEwEAAAAAAICWhIkAAAAAAABAS8JEAAAAAAAAoCVhIgAAAAAAANCSMBEAAAAAAABoSZgIAAAAAAAAtCRMBAAAAAAAAFoSJgIAAAAAAAAtCRMBAAAAAACAloSJAAAAAAAAQEvCRAAAAAAAAKAlYSIAAAAAAADQkjARAAAAAAAAaEmYCAAAAAAAALQkTAQAAAAAAABaEiYCAAAAAAAALQkTAQAAAAAAgJaEiQAAAAAAAEBLwkQAAAAAAACgJWEiAAAAAAAA0JIwEQAAAAAAAGhJmAgAAAAAAAC0JEwEAAAAAAAAWhImAgAAAAAAAC0JEwEAAAAAAICWhIkAAAAAAABAS8JEAAAAAAAAoCVhIgAAAAAAANCSMBEAAAAAAABoSZgIAAAAAAAAtCRMBAAAAAAAAFoSJgIAAAAAAAAtCRMBAAAAAACAloSJAAAAAAAAQEvCRAAAAAAAAKAlYSIAAAAAAADQkjARAAAAAAAAaEmYCAAAAAAAALQkTAQAAAAAAABaEiYCAAAAAAAALQkTAQAAAAAAgJaEiQAAAAAAAEBLwkQAAAAAAACgJWEiAAAAAAAA0JIwEQAAAAAAAGhJmAgAAAAAAAC0JEwEAAAAAAAAWhImAgAAAAAAAC0JEwEAAAAAAICWhIkAAAAAAABAS8JEAAAAAAAAoCVhIgAAAAAAANCSMBEAAAAAAABoSZgIAAAAAAAAtCRMBAAAAAAAAFoSJgIAAAAAAAAtCRMBAAAAAACAloSJAAAAAAAAQEvCRAAAAAAAAKAlYSIAAAAAAADQkjARAAAAAAAAaEmYCAAAAAAAALQkTAQAAAAAAABaEiYCAAAAAAAALQkTAQAAAAAAgJaEiQAAAAAAAEBLwkQAAAAAAACgJWEiAAAAAAAA0JIwEQAAAAAAAGhJmAgAAAAAAAC0JEwEAAAAAAAAWhImAgAAAAAAAC0JEwEAAAAAAICWhIkAAAAAAABAS8JEAAAAAAAAoCVhIgAAAAAAANCSMBEAAAAAAABoSZgIAAAAAAAAtCRMBAAAAAAAAFoSJgIAAAAAAAAtCRMBAAAAAACAloSJAAAAAAAAQEvCRAAAAAAAAKAlYSIAAAAAAADQkjARAAAAAAAAaEmYCAAAAAAAALQkTAQAAAAAAABaEiYCAAAAAAAALQkTAQAAAAAAgJaEiQAAAAAAAEBLwkQAAAAAAACgpXEZJpZSJpRSXldKubiUcmcp5eFSyopSyo9KKf9YSjlghNadWko5spTygVLKJaWUe0optemauxVzvWSTZ7f2um4kfkcAAAAAAAC2H5O6XUCnlVL2S/L5JC/e5FZPkilJnpnknaWUf0hyRq11XYfWvSnJ8zsxV4cs7XYBAAAAAAAAbNvGVZhYStkzyTVJntLU/YMkP06yS5JDk0xL4/c+LcmuSd7VoeX37tA86/0qyb9sxfg/THJ40+fPd7YcAAAAAAAAtjfjKkxM8rlsCBIfTPLGWusV62+WUnZKck6SU/q73llK+Xat9dIOrb8mya1JFjVdlySZubUT1Vp/nuTtQx1fSvlC08clSa4YaCwAAAAAAAAMxbgJE0spc5K8oqnrLc1BYpLUWlcnObWUMjPJ6/q7zyqlfK3WumaYJbwmyc9rras2qasjx6gOppSye5I/aer6XK117UivCwAAAAAAwPg2odsFdNA7mtrX1lovG2Tsu5OsD/meluTlw1281vrjTYPEUfSnabwTcr3zu1QHAAAAAAAA48i4CBNLKTtn40DwPwYbX2u9O8mCpq7Xj0BZo+n4pvaNtdb/17VKAAAAAAAAGDfGRZiY5PnZeGfegoEGDjDm8M6WM3pKKQckOaSpa9AgFQAAAAAAAIZqvISJBza1l9ValwzhmR80tfctpeza4ZpGS/OuxN8nuahbhQAAAAAAADC+jJcwcf+m9t1DfOaeQebYJpRSJiV5S1PXl2qtD3WrHgAAAAAAAMaX8RImTm1qLxviM/dt8nlKh2oZTa9MslfT5/O7VQgAAAAAAADjz3gJE3dpaq8a4jObjtsWjzltPuL0jlrr9VvzcCnl5FLKolLKol//+tcdLg0AAAAAAIBt3XgJE3ua2o8M8ZnVg8wx5pVSnpDk1U1dF2ztHLXWf6+19tZae/fcc8+O1QYAAAAAAMD4MF7CxOZdhjsO8ZmdBpljW/CWJDv0t9cl+WwXawEAAAAAAGAcGi9h4kNN7aHuMNx03MoO1TJamo84vbLW+suuVQIAAAAAAMC4NF7CxBVN7elDfGavTT7f36FaRlwp5eAkz2zqOr9btQAAAAAAADB+jZcw8fam9qwhPrPvIHOMdc27Eu9P8tVuFQIAAAAAAMD4NV7CxJ81taeXUvYewjPPaWovrrVuE8ecllJ2TPLmpq4La62ru1UPAAAAAAAA49d4CRO/k2RV0+eXDOGZ5jHXdLKYEXZ0kilNn/+jW4UAAAAAAAAwvo2LMLHW+nCSK5q6ThhsfCllvyQvbeq6dCTqGiHNR5z+qNb6w65VAgAAAAAAwLg2LsLEfp9sah9eSnnlIGM/lg2/+8+TXD5iVXVQ//GtRzZ12ZUIAAAAAADAiBk3YWKt9dpsHApeWEppDt5SStmplPKJJMc0dX+g1rqm1ZyllOtKKbX/uq7jRW+9/51kYn/7kSRf6GItAAAAAAAAjHOTul1Ah701jfcnPjnJHkmuKKXcnOTHSXZJcliSaU3j59VaL+nEwqWU1yQ5s8WtvZvaf1FKee0m95fUWo8a4jLHNbW/VmtdMfQKAQAAAAAAYOuMqzCx1rq8lHJ4ks8neVF/93P6r2ZrkpyVZG4Hl5+S5KAtjJnefzXbYyiTl1JekGT/pq7zh1wZAAAAAAAAtGFchYlJUmu9u5RyWJI/SfLmJM9OMiNJX5J7k1yZ5Pxa68+6V2Vbjm9qL0lyRbcKAQAAAAAAYPtQaq3droExoLe3ty5atKjbZQAAAAAAADDKSik311p7W92bMNrFAAAAAAAAANsGYSIAAAAAAADQkjARAAAAAAAAaEmYCAAAAAAAALQkTAQAAAAAAABaEiYCAAAAAAAALQkTAQAAAAAAgJaEiQAAAAAAAEBLwkQAAAAAAACgJWEiAAAAAAAA0JIwEQAAAAAAAGhJmAgAAAAAAAC0JEwEAAAAAAAAWhImAgAAAAAAAC0JEwEAAAAAAICWhIkAAAAAAABAS8JEAAAAAAAAoCVhIgAAAAAAANCSMBEAAAAAAABoaVK3C4Dt3dKlS/PlL385N9xwQ2655ZasWLEiDzzwQCZNmpRddtkl++67b/bff/88//nPz+GHH56nP/3pm81xwQUX5Pjjjx9wjVJKdt555+y666558pOfnIMPPjivfe1rc/jhh4/krwYAAAAAAGzjSq212zUwBvT29tZFixZ1u4ztyrJly/LBD34w//mf/5lHHnlkyM89+9nPzlVXXZWpU6c+1relMHEgL37xi3PxxRdn2rRpW/0sAAAAAAAwPpRSbq619ra655hT6IIFCxbkoIMOyn/8x39sVZCYJD/84Q+zcuXKjtRxww035NWvfnXWrVvXkfkAAAAAAIDxxTGnMMq+853v5KijjkpfX99m9yZOnJjnPOc52X///bPbbrvlgQceyF133ZUf/vCHWbVq1Vats+uuu+aEE0547PPSpUtz2WWX5eGHH95o3MKFC3PFFVfkla98ZXu/EAAAAAAAMG4JE2EU/fa3v83RRx/dMkg87rjj8pGPfCT77LPPZvceffTRXHHFFfn85z+fSy65ZEhrTZkyJfPmzduo7/bbb8/BBx+8WaB4ww03CBMBAAAAAIDNOOYURtHZZ5+dX//615v1n3766Tn//PNbBolJssMOO+TVr351vvjFL+b222/PE57whLbW33///TNnzpzN+lesWNHWfAAAAAAAwPhmZyKMkkcffTT/+q//uln/8573vJx++ulDnucpT3lKJ8tKkuy1114dnxMAAAAAANj22ZkIo+Smm27KypUrN+s/9dRTU0oZlRp+8Ytf5Fvf+tZm/a961atGZX0AAAAAAGDbYmcijJLvf//7Lftf+tKXjsh6999/f0499dTHPt933335xje+kYceemijcSeeeGIOOeSQEakBAAAAAADYtgkTYZQsX758s77dd989e+6552b9l112Wf74j/94wLn222+/3H333YOut3LlysyfP3/A+6WUnH322Xn3u9896DwAAAAAAMD2yzGnMEoeeOCBzfp22WWX0S+kX601H//4x/OFL3yhazUAAAAAAABjmzARRsnuu+++Wd+mR46OtuXLl+e4447Ll770pa7WAQAAAAAAjE3CRBgl06ZN26zvwQcfzP33379Z/5Of/OSccsopOeWUU3L88ce3td5+++2XWutj14oVK3L55ZfngAMO2GhcrTUf/OAHs27durbWAQAAAAAAxi9hIoySQw45pGX/ddddt1nfAQcckHnz5mXevHk57bTTOrL+lClT8vKXvzyXXnrpZvfuuOOO/PjHP+7IOgAAAAAAwPghTIRR8oIXvKDlOxLPPffcUa1j//33z9SpUzfrv/vuu0e1DgAAAAAAYOwTJsIo2XHHHfMXf/EXm/UvWLAgn/zkJ0etjkceeSQPPvjgZv1r1qwZtRoAAAAAAIBtgzARRtH73ve+TJkyZbP+d7zjHXnve9/bMuTrpFprzjzzzJbB4ZOe9KQRXRsAAAAAANj2TOp2AbA9ecITnpBLL700L3vZy/Loo49udO+f/umfcu655+aFL3xhZs2alR122CHLly/PDTfc0NZa999/f0499dTHPj/wwANZtGhRfvazn2029olPfGIOPvjgttYBAAAAAADGL2EijLLDDjssX/nKV/KWt7wlv/3tbze619fXl2uuuaYj66xcuTLz58/f4rhSSj7xiU+klNKRdQEAAAAAgPHDMafQBUcddVR+8IMf5Nhjj83EiRO36tlDDz0055xzTkfq2H333XP++efnmGOO6ch8AAAAAADA+GJnInTJrFmz8sUvfjF33nlnvvzlL+db3/pWbrvttqxYsSIrV65MT09Pdt999zz5yU/OH/7hH+ZFL3pRXvayl2XGjBltrTdhwoQ87nGPy7Rp03LggQfmyCOPzJve9KZMnTq1w78ZAAAAAAAwXpRaa7drYAzo7e2tixYt6nYZAAAAAAAAjLJSys211t5W9xxzCgAAAAAAALQkTAQAAAAAAABaEibCFixdmsyblxx9dLLPPskOOyQTJjR+7rNPo3/evMY4AAAAAACA8cQ7E0ninYmtLFyYzJ2bXHNNUkrS1zfw2MmTk1qTww9Pzjgj6W15qjAAAAAAAMDY452JsBVWrUre8Y7ksMOSb34zWb168CAxadxfvbox/tBDk1NOacwDAAAAAACwLRMmQpPFi5MDDkjOO68RBm7txt1aG899+tONee69d2TqBAAAAAAAGA3CROi3eHEye3YjABzursJVqxrz9PYKFAEAAAAAgG2XMBHSCP8OOyxZsSJZu7Yzc65d25jv0EMdeQoAAAAAAGybhImQ5H3vS5Yt61yQuN7atY153//+zs4LAAAAAAAwGoSJbPcWLtzwjsSRsP4diosWjcz8AAAAAAAAI0WYyHZv7tykr29k1+jra6wDAAAAAACwLREmsl1bsiS55pqk1pFdp9bk6quTpUtHdh0AAAAAAIBOEiayXbvooqSU0VmrlMZ6AAAAAAAA2wphItu1BQtG/ojT9fr6GusxsAsuuCCllEGvSZMmZerUqTnooINy4okn5qqrrkpt2lo6lDmGes11Ni0AAAAAANs5YSLbtUWLxvd649HatWtz//3358c//nE+85nP5Mgjj8yLX/zi3HXXXd0uDQAAAAAAxh1hItu15ctHd71ly0Z3ve3FjTfemJe85CVZ6qWUAAAAAADQUZO6XQB009q143u98WDXXXfNCSec8NjnX/7yl/nWt76V3/zmNxuNW7x4cf72b/82f/M3f5NTTjml5VxXXnllbrvtto36nv70p+fII49sOf55z3veMKsHAAAAAIBtmzCR7drEicmaNaO7HltnypQpmTdv3kZ9999/f4466qh873vf26j/i1/8Yj71qU9tNn694447brMw8ZBDDhlwPAAAAAAAbO8cc8p2bdq00V1v+vTRXW+8mjJlSv7pn/5ps/5HH300Cxcu7EJFAAAAAAAwPgkT2a719o7v9cazgw46qGX/8tF+ESYAAAAAAIxjwkS2a3PmJJMnj85akyc31qMzHnjggZb9PT09o1sIAAAAAACMY8JEtmvHHpvUOjpr1dpYj864+OKLW/Y/+clPHuVKAAAAAABg/BImsl3be+/k8MOTUkZ2nVKSI45IZswY2XW2B7/61a8yf/78fOhDH9rs3syZM/OMZzyjC1UBAAAAAMD4NKnbBUC3zZ2bLFiQrFo1cmtMntxYh613zz33pAwx7Z3rf2QAAAAAAOgoOxPZ7s2enZx4YjJSr9rr6UlOPjnp7R2Z+Wl4+9vfnhNOOKHbZQAAAAAAwLgiTIQk55yTTJ+eTJzY2XknTmzMe9ZZnZ2XDQ444ID893//dz75yU92uxQAAAAAABh3HHMKaewevP76xu7BFSuStWuHP+fEicnUqY15R2rX4/Zg11133WjH4aRJk7LbbrvliU98YmbPnu0diQAAAAAAMIKEidBv5sxk0aLk0EOTZcuG9w7Fnp7GjsTrr2/MS/umTJmSefPmdbsMAAAAAADYLjnmFJrMnJncemty0kmNQLCUrXu+lA3vSLz1VkEiAAAAAACwbRMmwiZ6epL58xu7Co86Ktlpp2Ty5MGfmTy5Me6ooxrPzZvnaFMAAAAAAGDb55hTGEBvb3LZZcnSpclFFyULFjSOQV22rPFOxYkTG0eZ9vYmc+Ykxx6bzJjR7aoBAAAAAAA6R5gIWzBjRnLKKY0LAAAAAABge+KYUwAAAAAAAKAlYSIAAAAAAADQUqm1drsGxoDe3t66aNGibpcBAAAAAADAKCul3Fxr7W11z85EAAAAAAAAoCVhIgAAAAAAANCSMBFo29Klybx5ydFHJ/vsk+ywQzJhQuPnPvs0+ufNa4wDAAAAAAC2Pd6ZSBLvTGTrLFyYzJ2bXHNNUkrS1zfw2MmTk1qTww9Pzjgj6W154jIAAAAAANAt3pkIdMSqVck73pEcdljyzW8mq1cPHiQmjfurVzfGH3pocsopjXkAAAAAAICxT5gIDMnixckBByTnndcIA7d2U3Otjec+/enGPPfeOzJ1AgAAAAAAnSNMBLZo8eJk9uxGADjcXYWrVjXm6e0VKAIAAAAAwFgnTAQGtWpV41jTFSuStWs7M+fatY35Dj3UkacAAAAAADCWCROBQb3vfcmyZZ0LEtdbu7Yx7/vf39l5AQAAAACAzhEmAgNauHDDOxJHwvp3KC5aNDLzAwAAAAAAwyNMBAY0d27S1zeya/T1NdYBAAAAAADGHmEi0NKSJck11yS1juw6tSZXX50sXTqy6wAAAAAAAFtPmAi0dNFFSSmjs1YpjfUAAAAAAICxRZgItLRgwcgfcbpeX19jPQAAAAAAYGwRJgItLVo0vtcDAAAAAAC2TJgItLR8+eiut2zZ6K4HAAAAAABsmTARaGnt2vG9HgAAAAAAsGXCRKCliRPH93oAAAAAAMCWCROBlqZNG931pk8f3fUAAAAAAIAtEyYCLfX2ju/1AAAAAACALRMmAi3NmZNMnjw6a02e3FgPAAAAAAAYW4SJQEvHHpvUOjpr1dpYDwAAAAAAGFuEiUBLe++dHH54UsrIrlNKcsQRyYwZI7sOAAAAAACw9cZlmFhKmVBKeV0p5eJSyp2llIdLKStKKT8qpfxjKeWAEVp3ainlyFLKB0opl5RS7iml1KZrbgfW2L+U8uFSyo2llHtLKX2llF+XUn5aSvlyKeXUUsozO/DrQObOHfmjTidPbqwDAAAAAACMPZO6XUCnlVL2S/L5JC/e5FZPkilJnpnknaWUf0hyRq11XYfWvSnJ8zsx1wDz757kH5L8RTYPgXdK8oQkByZ5bZJfJXniSNXC9mP27OTEE5PzzktWrer8/D09ycknJ729nZ8bAAAAAAAYvnEVJpZS9kxyTZKnNHX/IMmPk+yS5NAk09L4vU9LsmuSd3Vo+b07NM9mSinT0/i9DmzqXp7ku/0/JybZJ8lBSaaPVB1sn845J/n615N7703Wru3cvBMnJtOnJ2ed1bk5AQAAAACAzhpXYWKSz2VDkPhgkjfWWq9Yf7OUslOSc5Kc0t/1zlLKt2utl3Zo/TVJbk2yqOm6JMnMdicspeyc5Nok649mvTPJO5NcVmutLcYflOTl7a4Hm+rpSa6/vrF7cMWKzgSKEycmU6c25u3pGf58AAAAAADAyBg3YWIpZU6SVzR1vaU5SEySWuvqJKeWUmYmeV1/91mllK/VWtcMs4TXJPl5rXWjwyBLKcM9RvXsbAgSf5rkpbXWXw80uNb6oyQ/GuaasJGZM5NFi5JDD02WLRvekac9PY0diddf35gXAAAAAAAYuzZ999627B1N7WtrrZcNMvbdSdaHfE9LB3by1Vp/vGmQOFyllAOSvL3/46NJ3jxYkAgjaebM5NZbk5NOagSCpWzd86VseEfirbcKEgEAAAAAYFswLsLE/qNAmwPB/xhsfK317iQLmrpePwJldcJfJlkf2VxSa/1JN4uBnp5k/vzGrsKjjkp22imZPHnwZyZPbow76qjGc/PmOdoUAAAAAAC2FePlmNPnJ2mOJxYMNHCTMYf3tw8fbGA3lFImJPlfTV2f71YtsKne3uSyy5KlS5OLLkoWLGgcg7psWeOdihMnNo4y7e1N5sxJjj02mTGj21UDAAAAAABba7yEiQc2tZfVWpcM4ZkfNLX3LaXsWmtd2eG6huPAJI/vb69L8u1SysQkf5rkLUmekeQJSR5I8vMkVyb5t1rrstEvle3VjBnJKac0LgAAAAAAYPwZF8ecJtm/qX33EJ+5Z5A5xoJDmtr3JtkjybfT2KH48iR7J9kxybQkL0xyRpJflFL+cnTLBAAAAAAAYLwaLzsTpza1h7oz775NPk/pUC2dMrOp/fskVyT5w/7Pi5PcmOThJH+QRpg4McnOST5VSnl8rfUfRrFWAAAAAAAAxqHxEibu0tReNcRnNh23a4dq6ZQ9mtoH9P9ck+TUJJ+qtdb1N0sp+yf5YpKD+rv+vpTyrVrrjaNQJwAAAAAAAOPUeDnmtKep/cgQn1k9yBxjwS4t+t5Va/2X5iAxSWqttyc5Iht2ZU5IMndLC5RSTi6lLCqlLPr1r3893HoBAAAAAAAYZ8ZLmNi8y3DHIT6z0yBzjAV9m3y+K8m/DDS41vqbJM1Hmx5RSpk22AK11n+vtfbWWnv33HPP9isFAAAAAABgXBovYeJDTe2h7jDcdNzKDtXSKZvW85Va67otPHPpJp9f2MF6AAAAAAAA2M6MlzBxRVN7+hCf2WuTz/d3qJZOWbHJ51u39ECt9ZdJftfUtU9HKwIAAAAAAGC7Ml7CxNub2rOG+My+g8wxFty2yeeHWo7aXPOOxt06VAsAAAAAAADbofESJv6sqT29lLL3EJ55TlN7ca11rB1z+pNNPu8yxOd2bWo/2KFaAAAAAAAA2A6NlzDxO0lWNX1+yRCeaR5zTSeL6YRa6+IkP2/qOmBLz5RSnpiNdyPe0+m6AAAAAAAA2H6MizCx1vpwkiuauk4YbHwpZb8kL23qunQk6uqAi5vaR5dSyhbGv66pvS7JtztfEgAAAAAAANuLcREm9vtkU/vwUsorBxn7sWz43X+e5PIRq2p4/jVJX3/7yUn+cqCBpZSpST7Q1HVprfWBkSsNAAAAAACA8W7chIm11muzcSh4YSnlyOYxpZSdSimfSHJMU/cHaq1rWs1ZSrmulFL7r+s6XvQW1FrvTfLxpq75pZQ/33SHYinlaUmuSrJXf9eqJKePTpUAAAAAAACMV5O6XUCHvTWN9yc+OckeSa4opdyc5MdJdklyWJJpTePn1Vov6cTCpZTXJDmzxa29m9p/UUp57Sb3l9Rajxpk6rlJnp3kqDT+//o/ST5QSrkxycNJnprkRdnw/+W6JCfVWm/d2t8BAAAAAAAAmo2rMLHWuryUcniSz6cRsCXJc/qvZmuSnJVGUNcpU5IctIUx0/uvZnsM9kCtdU0p5Zg0dij+eZKSZL/+a1PLk5xQa/3GUAoGAAAAAACAwYyrMDFJaq13l1IOS/InSd6cxq6+GWm8e/DeJFcmOb/W+rPuVbl1aq0PJ/nLUsp5Sf4syeFJ9knyuCQrkvwkyTeSfKbW+vuuFQoAAAAAAMC4Umqt3a6BMaC3t7cuWrSo22UAAAAAAAAwykopN9dae1vdmzDaxQAAAAAAAADbBmEiAAAAAAAA0JIwEQAAAAAAAGhJmAgAAAAAAAC0JEwEAAAAAAAAWhImAgAAAAAAAC0JEwEAAAAAAICWJo3mYqWUnZP8QZIdktxTa/31aK4PAAAAAAAADF3bOxNLKbuUUp7cf+2zhbHTSykXJrk/yQ+SfC/JfaWUb5VSetutAQAY2AUXXJBSymbXi170ogGfufvuuzcbP2vWrM3GzZo1a7NxF1xwwcj9MgAAAABAVwznmNN/SvLz/ut9Aw0qpTwhyXeSvDHJjklK0/XiJDeWUl41jDoAgK1w44035oorruh2GQAAAADANmA4YeIfpxEIJsmnBhn3z0lm9bfrJvdqGkee/lcpZe9h1AIAbIUPf/jD3S4BAAAAANgGtBUmllL2TTIjjTDw57XW/zvAuKemsSNxfYi4Ism7khyV5INJHuq/97gkp7VTCwCw9RYuXJivf/3r3S4DAAAAABjj2t2ZeEBT+zuDjHtLNhxpujrJC2qt82qtl9daz07yJ03331hK2aHNegCArXTaaael1k0PDQAAAAAA2KDdMHHfpvatg4w7qv9nTXJxrfWO5pu11muT3ND/cbckz2qzHgBgK91yyy358pe/3O0yAAAAAIAxrN0wcbem9m9bDSil7Jrk2dlwxOmXBphrQVP7wDbrAQCGYOedd97o8+mnn55169Z1qRoAAAAAYKxrN0zcqan9yABjnpdkYhpHmK7NxqFhs3ub2lParAcAGILXvOY1mTlz5mOff/rTn+aiiy7qYkUAAAAAwFjWbpj4+6b2HgOMObT/Z03yo1rrQwOMW9PU7mmzHgBgCHbaaad86EMf2qhv7ty5Wbt2bZcqAgAAAADGsnbDxOVN7YGOJn1FU/umQeZ6fFP74TbrAQCG6Pjjj8+TnvSkxz7ffvvtufDCC7tYEQAAAAAwVrUbJv6oqf3qUsoOzTdLKU9P8pymroGOOE2SJzW1l7VZDwAwRDvssENOO+20jfrOOOOMrFmzZoAnAAAAAIDtVVthYq31Z0nu7v+4V5J/KaVMTJJSym5J/r1p+O+TXDnIdL1N7V+0Uw8AsHX+7M/+LE972tMe+3znnXfms5/9bBcrAgAAAADGonZ3JibJuUlKf/ttSZaUUr6T5N4kL+jvr0kuqLW2PL60lDIlyez+j2uT/HgY9QAAQzRx4sScfvrpG/X9/d//fR555JEuVQQAAAAAjEXDCRPnJ7kxGwLFPZMckmTXpjFLkpwxyByvTzIpjdDxJwOFjgBA573pTW/KgQduePXxPffck8985jNdrAgAAAAAGGvaDhNrrWuTvDLJhdkQKDb//HGSI2qtKwaZ5u1N7cGOQgUAOmzChAmZO3fuRn3nnntud4oBAAAAAMakScN5uNb6UJK3lFI+mOSlabw/cVWSm2ut3x7s2VLKvkl+0H8ljVASABhFr3/96/OsZz0rt9xyS5Lk4YcdEgAAAAAAbDCsMHG9WuviJBe08czxnVgfAGhPKSVnnHFGjj766G6XAgAAAACMQR0JEwGAbddrXvOazJ49OwsXLhzWPBdeeOFjOxwHcsghh+TNb37zsNYBAAAAAEaPMBEAyJlnnplXvvKVw5rjqquuylVXXTXomLe+9a3CRAAAAADYhkwYrYVKKZNKKS8rpZxSSnlPKeUNpZRdRmt9AGBgr3jFK/LCF76w22UAAAAAAGNM2zsTSykHJnlu/8dltdZvDDL2sDTeqbjvJrdWlVI+VGud124dAEBnnHnmmTn88MO7XQYAAAAAMIaUWmt7D5ZySZLX9n98f631YwOMe3aSm5LsmKQkaV5w/eeP1FpPb6sQOqK3t7cuWrSo22UAAAAAAAAwykopN9dae1vda+uY01JKSfKyNMLAdUnOH2T4vybZqfnxpqv2//y7UsrsdmoBAAAAAAAARka770w8IMkuaYSBi2qtv2k1qJTyoiSHZMNuxG8nOTjJzklekOS29UOTfLjNWgAAAAAAAIAR0G6Y+NSm9mBnY/5p/8+S5DdJjqq13lJr7au1fjfJq5Os7r//8lLK7m3WAwDjwtKlybx5ydFHJ/vsk+ywQzJhQuPnPvs0+ufNa4wDAAAAABhp7YaJT2xq3zHIuJf1/6xJPltrfaj5Zq317iT/0/9xUhq7FgFgu7NwYfKqVyVPelLygQ8kX/tasmRJsmZNUmvj55Iljf4PfKAx7lWvSrzuFgAAAAAYSe2Gibs0tR9oNaCUsnc23sH4lQHm+l5T+w/arAcAtkmrViXveEdy2GHJN7+ZrF6d9PUN/kxfX2PcN7+ZHHpocsopjXkAAAAAADqt3TBx4hDmeEFT++FsHBo2W97U3qPNegBgm7N4cXLAAcl55zXCwFq3/EyzWhvPffrTjXnuvXdk6gQAAAAAtl/thokrm9p7DjDmsP6fNcn3a61rBxg3cYA2AIxbixcns2c3AsDh7ipctaoxT2+vQBEAAAAA6Kx2w8TFTe2B3nP4qqb2tweZa0pT+6EBRwHAOLFqVeNY0xUrkrUD/anNVlq7tjHfoYc68hQAAAAA6Jx2w8Sb+3+WJK8upUxrvllKeXmSWU1d1wwy19Ob2r9qsx4A2Ga8733JsmWdCxLXW7u2Me/739/ZeQEAAACA7VdbYWKt9ZdJvp/GEaY9Sb5WSnlGKWWnUsqcJJ/pv5ckS5LcMMh0hzS172inHgDYVixcuOEdiSNh/TsUFy0amfkBAAAAgO1LuzsTk+SjaexMTJLZSW5J8nCSq5Ps3X+vJvlErbW2mqCU8pQkB/R/XJXkp8OoBwDGvLlzk76+kV2jr6+xDgAAAADAcLUdJtZav57kn7MhUCxN1/rw8Nv9Ywby5vXTJflerXVdu/UAwFi3ZElyzTVJ6z+x6Zxak6uvTpYuHdl1AAAAAIDxbzg7E1NrPTXJyUnu3uTWqiSfTPKKWmvLN0KVUnZM8lfrPyb55nBqAYCx7qKLklK2PK4TSmmsBwAAAAAwHJOGO0Gt9bwk55VSZiXZK40g8bZa6yNbePTxSd7f9Pny4dYCAGPZggUjf8Tpen19jfVOOWV01gMAAAAAxqdhh4nr1VrvzuY7FAcbvyzJZzu1PgCMdYsWje/1AAAAAIDxZ1jHnAIAQ7d8+eiut2zZ6K4HAAAAAIw/wkQAGCVrW75FePysBwAAAACMPx075jRJSiklyR8leV6SmWm8F3HnJMtrrR/o5FoAsK2ZODFZs2Z01wMAAAAAGI6OhImllD2SvCPJyUlmtBhyZ5IPbPLMTkm+neRxSdYkObTW+kAn6gGAsWjatGTJktFbb/r00VsLAAAAABifhn3MaSnliCQ/SXJ6kr2TlBbXZmqtq5N8P8kfJjkwyRuHWwsAjGW9veN7PQAAAABg/BlWmFhK+eMk30gjRGx2TxpB4ZZ8tqn92uHUAgBj3Zw5yeTJo7PW5MmN9QAAAAAAhqPtMLGUMivJF5PskMbuw98leX+SvWqtT6q1Pq9/aB1ojlrr95Pc1//8i0opHX2HIwCMJccem9QB/6vYWbU21gMAAAAAGI7h7Ew8J8nkNMLCO5IcVGv9x1rr8q2c57v9P3dOcsAw6gGAMW3vvZPDD09KywPAO6eU5Igjkhmt3mIMAAAAALAV2goTSym7ZsOxpGuSHF1rXdxmDT9pau/f5hwAsE2YO3fkjzqdPLmxDgAAAADAcLW7M/GwNI43rUm+Vmu9bRg1NO9k3GsY8wDAmDd7dnLiiUlPz8jM39OTnHxy0ts7MvMDAAAAANuXdsPEmU3tbw+zhpVN7V2GORcAjHnnnJNMn55MnNjZeSdObMx71lmdnRcAAAAA2H61Gybu0dR+cJg1PK6p3TfMuQBgzOvpSa6/Ppk6tXOB4sSJjfmuv37kdj0CAAAAANufdsPE+5vaTxhmDfs2tX8zzLkAYJswc2ayaFHj53DDv56ejecDAAAAAOiUdsPEJU3t5w+zhsOa2j8f5lwAsM2YOTO59dbkpJMagWApW/d8KRvekXjrrYJEAAAAAKDz2g0Tv51kbZKS5KhSyj7tTFJKeUaS5/V/fCjJ99usBwC2ST09yfz5jeNJjzoq2WmnZPLkwZ+ZPLkx7qijGs/Nm+doUwAAAABgZExq56Fa629LKTcmOTTJjkkuKKW8ota6dqhzlFImJfn39VMm+WqtdV079QDAtq63N7nssmTp0uSii5IFCxrHli5blqxd23gn4vTpjXFz5iTHHpvMmNHtqgEAAACA8a7UWtt7sJQ5Sa5JIwhMkuuS/O9a66+axqzrv39nrfVpTf1TkvxXkpf1d61N8ke11tvbKoZh6+3trYsWLep2GQAAAAAAAIyyUsrNtdbeVvfaPeY0tdYFSf4zjaNOk+QlSe4opXy+lPLG/iNMm4uYWko5tJTysSR3Jjli/VRJ/lGQCAAAAAAAAGNLW8ecNnlbkn2SzEkjFNwpyZv7r/VKkqckWb5J3/odjV+ptf7dMOsAAAAAAAAAOqztnYlJUmt9NMnLk3xik1slGwLDuklfs39M8obh1AAAAAAAAACMjGGFiUlSa11Ta31Pkmcl+XySVU23SzYPER9J8qUkz661vr+2+9JGAAAAAAAAYEQN95jTx9Raf5LkraWUtyV5Thrh4tQkuyd5OMmKJLclubHW2tepdQEAAAAAAICR0bEwcb1a65ok3+u/AAAAAAAAgG3UsI85BQAAAAAAAMYnYSIAAAAAAADQkjARAAAAAAAAaKnj70wspUxMsluSXZKUrXm21rq40/UAAAAAAAAA7elImFhKOSLJW5I8L8lTs5UhYr/aqXoAAAAAAACA4RtWeFdK2TfJZ5Mcur5r2BUBAAAAAAAAY0Lb70wspcxI8q00gkQhIgBsAy644IKUUja7Jk6cmMmTJ2f33XfPrFmz8rznPS//63/9r8ybNy933333Fue9++67W847lOuBBx4Y8d8bAAAAAGjPcHYmfiLJfmkcT5okDyX5cpKbkvyq/zMAsA1Yt25dVq9endWrV+d3v/td7rnnnnzve9/LhRdemPe85z15zWtek4985CM54IADul0qAAAAADCK2goTSyl7Jjk2G4LEa5K8udb6604VBgCMDWvXrs2Xv/zlXHnllTnvvPPypje9qdslAQAAAACjpN2diXPSONq0JlmS5Oha68MdqwoAGDW77rprTjjhhCTJ7373uyxevDjf+c538vDDG/+n/fe//33+9E//NEmGHCgef/zx2W233QYds9NOO7VRNQAAAAAwGtoNE/dual8oSASAbdeUKVMyb968jfpWrVqVT33qU/nQhz6Uvr6+je697W1vy7Of/ezsv//+W5z7tNNOy6xZszpYLQAAAAAwmia0+dzEpvbtnSgEABg7enp68u53vztXX311dtxxx43uPfzwwzn99NO7VBkAAAAAMJraDRN/1dTeccBRAMA27YUvfGHe//73b9b/pS99KUuWLOlCRQAAAADAaGo3TPxBU/tpnSgEABib3v72t2fChI3/ybBu3bpcddVVXaoIAAAAABgtbb0zsdb6/0op303yvCSvLaW8t9a6trOlAQBjwZ577pk/+qM/yo9//OON+r/3ve/lrW9966DPnnnmmdltt90GvH/YYYflT/7kTzpSJwAAAADQeW2Fif3em+S6JPsl+UCSj3SiIABg7Jk1a9ZmYeLy5cu3+Nz555+/xTHCRAAAAAAYu9o95jS11huTvCdJSXJGKeWDHasKABhTdt111836fve733WhEgAAAABgNLW9M7GUsm+SLyfZKck/JPn7Uspbk1yQ5KYkS5P0bc2ctdbF7dYDAIycVsHh7rvv3oVKAAAAAIDRNJxjTu9OUps+lyR/kPaPO63DrAcAGCF33nnnZn3Tpk3b4nN33XVXZs2aNQIVAQAAAACjoRPhXUkjCNw0WAQAxoH77rsvt91222b9z33uc7tQDQAAAAAwmoYbJpZNfgIA48z8+fNTa92ob8KECTniiCO6VBEAAAAAMFqGEybO6VgVAMCYtGDBgvzTP/3TZv3HHHNM9t577y5UBAAAAACMprbDxFrrtzpZCAAwdjz88MM599xz8+EPfzhr1qzZ6N7OO++cM844o0uVAQAAAACjqRPvTAQAtmH3339/Tj311CTJypUrs3jx4tx00015+OGHW47/zGc+k/33339Ic5955pnZbbfdBh3z5je/OYcccshW1QwAAAAAjA5hIgBs51auXJn58+dvcdwuu+ySz3zmMzn22GOHPPf555+/xTHPetazhIkAAAAAMEZN6HYBAMDYNmnSpBxzzDFZtGjRVgWJAAAAAMC2b0R2JpZSepLMSPL4JDsn6au1LhyJtQCA4SulZIcddsjkyZPz+Mc/PjNmzMhTn/rUzJ49O6973evyxCc+sdslAgAAAABdUGqtnZmolFlJ/iLJy5I8I8nEptt31Fr332T8TknekaQkWZvkE7VTxbDVent766JFi7pdBgAAAAAAAKOslHJzrbW31b1h70zs34X48SQnZcOxqWXTYZs+V2tdXUp5ZZLD+rt+lOTq4dYDAAAAAAAAdMaw3plYStkzycIkf57GTsSSjYPDLe00/D9N4980nFoAAAAAAACAzmo7TCyl7JDkiiQHNHXfluT9SeYkOTCNoHCwQPF/kqzubx/Rbi0AMJ4tXZrMm5ccfXSyzz7JDjskEyY0fu6zT6N/3rzGOAAAAACAThrOzsRTkzwrjbBwXZJTa60H1lr/sdb6rVrrbVuaoNb6UJLvpRE6ziylzBxGPY8ppUwopbyulHJxKeXOUsrDpZQVpZQflVL+sZRywJZnaWvdqaWUI0spHyilXFJKuaeUUpuuuVs533GbPD+U67sj8bsBMPoWLkxe9arkSU9KPvCB5GtfS5YsSdasSWpt/FyypNH/gQ80xr3qVYlX4AIAAAAAndLWOxNLKSXJu5u63l5r/bc2a/hRkkP72wckubfNedbXtl+Szyd58Sa3epJMSfLMJO8spfxDkjNqreuGs17TujcleX4n5gJg+7ZqVfK+9yXnnZf09TWCwy3p62v8/OY3kwULkpNOSs4+O+npGdlaAQAAAIDxra0wMckhSaalsSvxR8MIEpPkrqb2rGHMs/4djtckeUpT9w+S/DjJLmmEltPS+L1PS7JrkncNZ80me3donoEsSfLlIYy7a8tDABirFi9ODjssWbasESpurVobz336040di9dfn8zsyL5/AAAAAGB71G6Y+PSm9leHWcODTe3dhjnX57IhSHwwyRtrrVesv1lK2SnJOUlO6e96Zynl27XWS4e57nprktyaZFHTdUmSTnyN+/Na69s7MA8AY9Tixcns2cmKFcnatcOba9Wq5N57k97exrGnAkUAAAAAoB3thonTmtqLh1nDhAHaW6WUMifJK5q63tIcJCZJrXV1klP73834uv7us0opX6u1rml37X6vSSPw22gfSSmlI8eoAjC+rVrV2JHYiSBxvbVrG/Mdemhy662OPAUAAAAAtl674d3qpvZwv5rcs6l9/zDmeUdT+9pa62WDjH13kvUh39OSvHwY6yZJaq0/3jRIBIChet/7GkebdipIXG/t2sa8739/Z+cFAAAAALYP7YaJy5vaTx9w1ND0NrWXtDNBKWXnbBwI/sdg42utdydZ0NT1+nbWBYBOWLgwOe+89t6ROBTr36G4aNHIzA8AwPblggsuSCllq69nPetZA855yy235J3vfGee+9zn5glPeEJ23HHH7Lbbbtlvv/3yrGc9K6961avyd3/3d7n44ovzi1/8YvR+WQAA2j7m9Jam9mtKKe9s55jQUspuSY7s/1iT3NRmPc/PxjskFww0cJMxh/e3Dx9sIACMpLlzk76+kV2jr6+xzmWD7dsHAIBRtnr16vz1X/91PvOZz2x279FHH83KlSuzePHi/OhHP8r//M//JEmmT5+e++67b7RLBQDYbrW1M7HWelsa70osSZ6Y5F1trv93SXZJI0hcWGv9bZvzHNjUXlZrHcoOxx80tfctpeza5tqjpaeU8sellA+VUj5RSvlIKeUdpZTnl1J26HZxAKOtU38Nfd11123xmZ6enkyfPj3Pf/7z89d//de57rrrOvZ7LFmSXHNNUmvHpmyp1uTqq5OlS0d2HQAA2BpvectbWgaJAACMHe3uTEySf0lyThqB4kdLKb+ptQ56vGizUspxSd7T1PWJYdSyf1P77iE+c0+LOcbyAXCHJPnaAPd+U0o5N8k/em8jQOf19fWlr68vy5cvz3e/+9186lOfypFHHpmLLroou++++7DmvuiipJQOFboFpTTWO+WU0VkPAIDtx6677poTTjhh0DH77LPPRp8vv/zyXHzxxZuN23///XPwwQfn8Y9/fH7/+99n8eLFueWWW/Lb37b7N+gAAAzHcMLEf07yl0n2SzIxyadLKa9PIxS8rta6ttVDpZQDk3wgyZ+mEUSu35X4pWHUMrWpvWyIz2x6HsaUYazfbU9IMjfJG0opR9davTwAYIRdeeWVecMb3pCrrrpqWPMsWDDyR5yu19fXWE+YCABAp02ZMiXz5s3bqmf+67/+a7O+f//3f89JJ520Wf+6deuycOHCXHLJJbn88svbLRMAgDa0HSbWWleXUv44yQ1Jdk8jGHxF//VwKeX/NQ2fVkr5ehrHke7X37d+H8ayJK9vt45+uzS1h7ozb9NxY/WY08VJvpjkmiQ/S/Kb/v59khya5O1JDu7v+6MkV5RSnldrXTHahQJ0Wzt/DT2QU/oTt76+vvziF7/INddck3Xr1m005uqrr863v/3tvOhFL2qv4CSLRnlP/GivBwAAA/nJT36y0efdd989J554YsuxEyZMyHOf+9w897nPzVlnnTUa5QEA0G84OxNTa/1ZKeVlSS5K8qT+7pLkcUmelcauw6QR1B2VDQHi+v7/l+S1tdZfDaeOJD1N7UeG+MzqQeYYK76S5HO11nUt7t2Z5M5SymeTfCSN3Z5J8tQkH03yF1uavJRycpKTk2TfffftRL0AXdXOX0MPZNN5brjhhrzkJS/ZLFC89tprhxUmLl/e9qNtWTbU/fsAADDCHnrooY0+r1y5MnfeeWee+tSnDvrcxIkTR7IsAAA2MWG4E9Rab04jOPz/kjT/K3DTN0A1f17VP/6QWuv/HW4N2XiX4Y5DfGanQeYYE2qtDwwQJDaPWVdr/WCS/27qflspZc8hzP/vtdbeWmvvnntucTjAdu3FL35xXvCCF2zWv2TJkmHNu7bloeAjZ7TXAwCAgWz6XcS6desye/bsvOc978mVV16ZBx98sEuVAQDQbFg7E9erta5M8u5Sytwkf5zkxWkEjFPTOAL14SQrktyW5NokX+vwMZzNIeZQdxhuOm5lh2rplg8neVN/e1KSI5N8oXvlAIw/e++992Z9e+yxx7DmnDgxWbNmWFNs9XoAANBp999/f0499dRBx7ztbW/LM57xjMc+v/SlL81NN9200ZgHHnggH//4x/Pxj388pZQ85SlPyQte8IK89KUvzWtf+9rsvvvuI1E+AACD6EiYuF5/qHhh/zWamoPJ6UN8Zq9NPt/foVq6otZ6Rynl7iSz+rsO6F41AOPTL3/5y836/uAP/mBYc06blgxzc+NWmT7U/0oCAMBWWLlyZebPnz/omJe85CUbhYl//dd/nU996lO5//7WX8nUWnPHHXfkjjvuyOc+97nstNNOOfnkk/ORj3wku+22W0frBwBgYB0NE7vo9qb2rCE+s+lLAm9vOWrbsjQbfv8ndLEOgK5o56+hh2rBggX5zne+s1Hf7rvvnmOOOWar52rW25t87WvDmmKr1wMAgLFgr732yte+9rW89rWvzW9+85stjl+9enU++clP5sorr8yNN96YqVOnjkKVAACMlzDxZ03t6aWUvWutW9rn8Zym9uL+XZXbusc1tX/ftSoAuqSdv4YeyPpQsq+vL3feeWeuvfba1Fofuz9hwoSce+65w/6L6DlzkiuvTPr6hjXNkEye3FgPAADGihe+8IX5v//3/+ZjH/tYzj///CxfvnyLz9x+++1517velc9+9rOjUCEAABPafbCU8sVSyitLKW3P0UHfSbKq6fNLhvBM85hrOllMN5RSdk6yf1PXKB6aBzD+zJ8/P/Pnz8+//du/5eqrr866deseu/f0pz89X/3qV/OWt7xl2Osce2zSlFGOqFob6wEAQKftt99+qbUOer32ta9t+ezUqVNz9tlnZ+nSpfn+97+fj33sY3nd616X6YOc0f/f//3fWbVq1YD3AQDonOEEgcckuSzJr0opHyulbP2ZcR1Sa304yRVNXScMNr6Usl+SlzZ1XToSdY2yP0uyU9Pna7tVCMB4Nnny5Bx//PF55Stf2ZH59t47OfzwpJSOTDegUpIjjkhmzBjZdQAAoF0TJkzI7Nmz8573vCeXXHJJ7rvvvnzve9/LS1/60s3GPvLII7n99vHwxhoAgLGvE7sKpyd5V5JbSik/LKW8o5SyZwfm3VqfbGofXkoZ7Fvej2XD7/7zJJePWFVtKqXsshVjD0hyVlPXT5P8sONFAYxxw/lr6KHq6+vL3/7t3+boo4/eaLficMyd2ziCdCRNntxYBwAAtiWHHHJIvvrVr6anp2eze3YmAgCMjuGEib9N0ryPoiR5ZpL/L8kvSylfLaW8rpSyw3AKHKpa67XZOBS8sJRyZPOYUspOpZRPpLGrcr0P1FrXtJqzlHJdKaX2X9d1vOjBnVhKubGU8pZSyu4D1LdDKeWEJDcmeXx/97ok76x1tA7NAxifaq159NFH8/Of/zx//dd/vdn9b3zjG/noRz/akbVmz05OPDFp8f1IR/T0JCefnPT2jsz8AADQjs9+9rP5xS9+scVxu+yySx73uMdt1j916tSRKAsAgE0MJ0zcK8nrk3w1yfowbn24uEOSVyf5UpKlpZRPllJmD2OtoXprkvX/Ct0jyRWllEWllP8opVyUZHGSdzaNn1drvaQTC5dSXlNKuWXTK8neTcP+osWY/xlk2hck+XyS35RSflJKubiU8ulSynmllG8kWZbkM/2/a5LUJO+otV7did8JYHs3adKkPPWpT825556bt73tbZvdP/vss7NkSWdeUXvOOcn06cnEiR2Z7jETJzbmPeusLY8FAIDR9KUvfSn7779/jjnmmHz961/P6tWrW46bP39+fvOb32zUt8cee+QpT3nKaJQJALDdm9Tug7XWR5N8OcmXSylTkrw5jff2NYeGJcmUJH+V5K9KKbcnuSDJF2qtv2p37UFqWl5KOTyNAO5F/d3P6b+arUnjWNC5HVx+SpKDtjBmev/VbI8hzD0pyR/1XwO5K8nJgkSAkXHOOefkoosuysqVKx/re/jhh/PRj340//Iv/zLs+Xt6kuuvb+weXLEiWbt22FNm4sRk6tTGvCO16xEAAJLk/vvvz6mnnrrFcaeddlqmTJny2Oc1a9bk4osvzsUXX5yddtopz372s/PkJz85e+yxRx544IEsXLgwP//5zzeb59hjj83ETv8lHgAALbUdJjartd6f5Nwk55ZS9k9yXBrh4symYSXJH6YR4n20lHJtGsHil2utfZ2oo7+Wu0sphyX5k/4anp1kRpK+JPcmuTLJ+bXWn3VqzRHyf5LcnOR5/deTk0ztvyYleTDJL5N8P8k3knyj1tqZl3cBsJmpU6fmr/7qr3LOOeds1P8f//Ef+fCHP5y99tpr2GvMnJksWpQcemiybFkynFfA9PQ0diRef31jXgAAGEkrV67M/Pnztzju1FNP3ShMbLZ69ep897vfzXe/+91B59h7770z1wvBAQBGzXCOOW2p1np7rfUDSWYlOSKNXYK/32TYxP57/5nkvv6jO1/cwRrW1VovqbW+vtb65FprT6318bXWZ9Za3zPUILHW+pJaa+m/XrKFsRc0jd2aa9YA8/XVWm+otX6s//d4dq1131rr42qtO9Vap9VaD661/kWt9euCRICR9653vSs9m2zx6+vryyc+8YmOrTFzZnLrrclJJzUCwVK2/EyzUja8I/HWWwWJAACMXc985jM3+/f1lhx88MG59tprM2PGjBGqCgCATXU8TFyvNlxba31rGu9XPC7JNWm81y9p7FQsSXZL8rYkC0aqFgDohGnTprV8d+K//uu/5re//W3H1unpSebPb+wqPOqoZKedksmTB39m8uTGuKOOajw3b56jTQEAGNv+4R/+IStWrMjll1+e008/Pa95zWty4IEHZsqUKdlxxx0zadKkPP7xj89BBx2U448/Ppdddlm+//3vZ//99+926QAA25VSa93yqE4uWMo+abxb8S1JDkgjXCxp5I8Ou++S3t7eumjRom6XATBkF1xwQY4//viN+vbbb7/cfffdWzXPddddlzlz5mzWP9B/HxcvXpynPvWpefTRRzfqnzt3bk4//fStWnuoli5NLrooWbCgcQzqsmWNdypOnNg4yrS3N5kzJzn22MQfaAMAAAAAW6uUcnOttbfVvRHbmTiQWuuvknw8ydwkd4z2+gAwHPvuu2/+7M/+bLP+f/7nf85DDz00ImvOmJGcckryla8kv/xl8uijybp1jZ+//GWj/5RTBIkAAAAAQOeN6s7EUsrzkvzvJG9MskfzrdiZ2FV2JgIAAAAAAGyfBtuZOGkUFt83jWNN/yzJH6zv7v9Zm9rfHulaAAAAALZHS5cmX/zihqPzly/fcHT+tGkbjs5/4xudeAEAwMZGZGdiKeVxSY5JYxfioWkEhq0CxLuSfD7J52qtv+h4IQyZnYnAaPAFBgAAjK6FC5O5c5NrrklKSfr6Bh47eXJSa3L44ckZZzT+fQ4AwPZhsJ2JHQsTSyklyRFpBIivTbLz+lvZOEBcmeTiJJ+ttV7fkcUZNmEiMJJ8gQEAAKNr1arkfe9Lzjuv8e/vrfn6p5TGv8tPOik5++ykp2fk6gQAYGwY0TCxlPL0JG9N8r+S7L2+OxsHiOuSXJPkc0kurbWuGtaidJwwERgJvsAAAIDRt3hxcthhybJljX+Tt6unJ5k+Pbn++mTmzM7VBwDA2DMiYWIp5e1phIgHr+/q/9kcIt6WRoD4+VrrkrYWYlQIE4FO8wUGAACMvsWLk9mzkxUrGq8UGK6JE5OpUxuvKfDvcQCA8WuwMHHSMOb952wIDpsTyd8m+e80jjFdOIz5AdhGdfILjFWrknvvbRx36gsMAAAY2KpVjT/o61SQmDTmWbEiOfTQ5NZbnRgCALA9mtChedYk+VqS1yeZUWt9uyARYPs00l9gDGeXIwAAjGfve1/jZJBO/Tt8vbVrG/O+//2dnRcAgG3DcMPEW5KcmmSfWutra61frrU+OuyqANhm+QIDAABG38KFjXeVj9Qf361alXz6043TQgAA2L4MJ0x8Zq31ObXWf661/qZjFQGwzfIFBgAAdMfcuUlf38iu0dfXWAcAgO1L22FirfWnnSwEgG2fLzAAAGD0LVmSXHNNUuvIrlNrcvXVydKlI7sOAABjS6femQjAds4XGAAA0B0XXZSUMjprldJYDwCA7YcwEYCO8AUGAAB0x4IFI39CyHp9fY31AADYfggTAegIX2AAAEB3jPY7xb3DHABg+zJpsJullF80fay11qcMcK8TNpofgG2LLzAAAKA7li8f3fWWLRvd9QAA6K5Bw8Qks5LUJKX/50D3hmOg+QHYhvgCAwAAumPt2vG9HgAA3TWUY04HCws78XasUXrDFgAjyRcYAADQHRMnju/1AADori3tTDyjzXsAbGcmTkzWrBnd9QAAgGTatGTJktFbb/r00VsLAIDuGzRMrLUOGBgOdg+A7Y8vMAAAoDt6e5OvfW101wMAYPsxlGNOAWCLRvsLBV9gAABAw5w5yeTJo7PW5MmN9QAA2H4IEwHoCF9gAABAdxx7bFLr6KxVa2M9AAC2H8JEADrCFxgAANAde++dHH54UsrIrlNKcsQRyYwZI7sOAABjizARgI7wBQYAAHTP3Lkjf1LI5MmNdQAA2L6MSphYGk4updxYSvltKeWhUspPSylnlFJ2HY0aABh5vsAAAIDumD07OfHEpKdnZObv6UlOPtm7ywEAtkdth4mllA+UUhb3X/8yyLiJSb6e5F+TPC/J7kl2TnJAkg8l+Ukp5cnt1gHA2OELDAAA6J5zzkmmT08mTuzsvBMnNuY966zOzgsAwLZhODsT/1eSJybZJ8lFg4z7cJKjkgx08N2+SS4vpYzwXhYARoMvMAAAoDt6epLrr0+mTu3cv8cnTmzMd/31I/dHgwAAjG1thYmllMensbOwJvlNrfVbA4ybkuTd/eNqf/fXkvxjkiuyIWB8Sv84ALZxvsAAAIDumTkzWbSo8XO4/3bu6dl4PgAAtk/t7kw8qKndMkjs96Ykj8uG0PCYWutra63vr7W+Msl7+/tLkpParAWAMcYXGAAA0D0zZya33pqcdFLj39NloLOiBlDKhlcM3Hqrf4cDAGzv2g0T92tq/3SQcUf3/6xJrq21Xtp8s9b68ST/r//jzFLK09usB4AxxhcYAADQPT09yfz5jdM9jjoq2WmnZPIWXjAzeXJj3FFHNZ6bN8/JIAAAtB8mTm1qL2s1oJSyQ5IXZsPxphcOMNc3mtoHDTAGgG2QLzAAAKC7enuTyy5L7rorOfvs5Oijk332SSZNavwB36RJjc9HH924f9ddjfG9vd2uHACAsWJSm881f6378ABjDk6yc3+7JvnmAON+3tSe3mY9AIxh67/AWLo0ueiiZMGCxrGly5Yla9c23ok4fXpj3Jw5ybHHJjNmdLtqAAAYP2bMSE45pXEBAMDWaDdMXN3UftwAY17U/7MmubPWet8A45rDyIHmAmAc8AUGAAAAAMC2pd1jTu9vaj9lgDFHNLVvGmSu3Zraj7RZDwAAAAAAANBh7YaJP2tqv3zTm6WUJySZkw3vS/zWIHM1H2R3/4CjAAAAAAAAgFHVbpj4wyQPJilJDiylnLDJ/Y8k2bH//roM/L7EJHlOU/uuNusBAAAAAAAAOqytdybWWh8ppXw+ydv7u/69lPLqJLcneX6SF2fDrsT/Geh9iaWUHfvHr/fTduoBAAAAAAAAOq+tMLHf3CRvSDI9jR2IR29yvyTpS/J3g8zxiiS7phE83l1r/fUw6gEAAAAAAAA6qN1jTlNrvT/JEUl+kUZwuOm1Ksmf1VoH2214clP7mnZrAQAAAAAAADpvODsTU2u9tZRyYJI3Jjk8yV5phIg3Jzm/1vqrgZ4tpeyX5OlJ7unvunQ4tQAAAAAAAACdNawwMWm8PzHJ5/uvrXnuniRPGe76AAAAAAAAwMho+5hTAAAAAAAAYHwTJgIAAAAAAAAtCRMBAAAAAACAloSJAAAAAAAAQEuTBrtZSjmt+XOt9cyB7nVC8/wAAAAAAABAd5Va68A3S1mX5LEBtdaJA93rhOb5GV29vb110aJF3S4DAAAAAACAUVZKubnW2tvq3qA7E5vnyMDBYWmrqs11NJgEAAAAAAAAhmdL70xc3H/d0/9zoHuduDadHwAAAABG3QUXXJBSykbXrFmzBhx/5513ZubMmZs9M23atPzsZz9Lkhx33HGb3R/Kdeqpp47OLw0AMIBBdybWWme1cw8AAAAAtgd33XVX5syZk1/+8pcb9T/hCU/ItddemwMPPLBLlQEAdMaWdiYCAAAAAC3cfffdmTNnTu69996N+qdOnZprrrkmf/RHf9SlygAAOmeo70wEAAAAAPrdc889mTNnTu65556N+qdMmZKrr746z3zmM7c4x9Of/vQceeSRg4457LDDhlUnAMBwCRMBAAAAYCvce++9mTNnTu6+++6N+h//+MfnqquuyrOe9awhzXPIIYdk3rx5Ha8PAKCT2j7mtJRyQCcLAQAAAICx7pe//GXmzJmTu+66a6P+PfbYI1dddVUOPvjgLlUGADAyhvPOxJ+WUr5XSvmrUsqUjlUEAAAAwIi44IILUkoZ8JowYUJ22WWXzJgxIy984QvzN3/zN7nmmmsGnXOw+Qa7brnlltH5pTvoV7/6VebMmZM777xzo/7dd989V155ZZ7znOd0qTIAgJEznDAxSXqTfDLJklLKJaWU15RSJnagLgAAAABGWa01v//973Pfffflpptuyrnnnpsjjjgihx56aJYvX97t8rrqoYceypw5c3LHHXds1L/bbrvliiuuyOzZs7tUGQDAyOrUOxN3TPLa/mtFKeULST5Xa/1hh+YHAAAAoEtuuOGGvPrVr853v/vdTJgw3L9N3zatWLEiK1as2Khv1113zeWXX57nPve5bc35/e9/P6eeeuqgY84666z09PS0NT8AQCcMJ0z82yRvSfLMpr6S5AlJ3pHkHaWUnyW5IMkXaq3LhrEWAAAAACNg1113zQknnPDY56VLl+ayyy7Lww8/vNG4hQsX5oorrsgrX/nKLc75+te/Pk984hMHHbPnnnu2V/AY8bjHPS7f/OY38/znP7/tOW677bbcdtttg46ZO3euMBEA6Kq2w8Ra6z8l+adSykFJ3prkT5NMbxpSkhyY5GNJzi6lXJVGsPjVWusjbVcMAAAAQMdMmTIl8+bN26jv9ttvz8EHH7xZoHjDDTcMKUx8+9vfnpe85CUdrHLsWb169XZ/9CsAsH0Y9rkUtdYf1VrflWSfJK9KclGS1f23S//PSUlekeS/k9xXSvnXUkr7f7YFAAAAwIjZf//9M2fOnM36Nz3mc3u2Zs2avPGNb8zXv/71bpcCADCiOnbIfa11Xa31m7XWNyXZK8mfJ/l205DSf+2R5OQk3y6l3F5K+WApZd9O1QEAAADAyNhrr726XULX7Ljjjpu9L/LRRx/NG97whnzzm99sa863vvWtqbUOeu2xxx4dqB4AoH0j8sbsWuvvaq2frrUemuSpSc5Mcucmw0qSP0jy90l+UUq5eiRqAQAAAGDr/OIXv8i3vvWtzfpf9apXdaGasWHGjBk577zzUkrZqP+RRx7J6173ulx11VVdqgwAYGS1/c7Eoaq13pVkbpK5pZQXpvF+xTeksUMx2bBjcfOzMwAAAAAYUffff39OPfXUxz7fd999+cY3vpGHHnpoo3EnnnhiDjnkkCHNee655+YrX/nKgPef8Yxn5G1ve1s75XbV8ccfnzVr1uTP//zPU2t9rL+vry9HH310Lrvssrz0pS/tYoUAAJ034mFis1rrjUluLKW8PcnRST6a5CnZ8G5FAAAAAEbRypUrM3/+/AHvl1Jy9tln593vfveQ57zkkksGvX/00Udvk2Fikpx00klZs2ZN/uqv/mqj/lWrVuWP//iP881vfjOHHnpol6oDAOi8ETnmdDCllBlJTklyWhpBIgAAAABjVK01H//4x/OFL3yh26WMGX/5l3+Zf/7nf96s/+GHH86rXvWq3HTTTV2oCgBgZIzKzsRSyuQkf5LGEaeHpwshJgAAAADtWb58eY477rj09PTkmGOO6XY5Y8Lf/M3fZM2aNXnXu961Uf9DDz2UV77ylbnyyivz3Oc+d9A5vv/97290xGwrU6ZMyWmnnTbccgEA2jaiYWIp5dA0AsTXJ9l1fXeSmg1Hm/4+yaVJPjuStQAAAACwuf322y933333Y5/vv//+LFy4MO9617ty6623PtZfa80HP/jBvP71r8+ECYP/nfiCBQvykpe8ZIQqHpolC1fmujPuzktOn5W9Z++65Qfa8M53vjNr1qzJ3/7t327U/7vf/S4vf/nLc/XVV6e3t3fA52+77bbcdtttg66x3377CRMBgK7q+A7BUspTSilnlFJ+kWRBkuOS7JbN34t4XZLjk+xVa31rrfXaTtcCAAAAwNaZMmVKXv7yl+fSSy/d7N4dd9yRH//4x12oaussWbgyl596Rx5a+kguP/WOLFm4csTWeu9735uPfvSjm/U/+OCDOfLII/PDH/5wxNYGABgNHQkTSym7l1JOLqXcmOT/JflQklnZPEC8M413JT6p1vrSWutna62/70QNAAAAAHTO/vvvn6lTp27W37yLcSxaHySu6VuXJFnTt27EA8UPfvCDOeOMMzbr/+1vf5uXvexl20QACwAwkLbDxFLKhFLKq0opX0yyNMm/JnleNg8QH0zy70leWGt9Wq31I7XWxW1XDAAAAMCIe+SRR/Lggw9u1r9mzZouVDM0mwaJ621toHjcccel1rrRtaUQ9bTTTtvsmVprfvOb3+SZz3xmLrjggpb3t3SN9fAWABj/hvPOxF8lmdbf3vQ9iOuSXJnGexC/WmtdPYx1AAAAABhFtdaceeaZLYPDJz3pSV2oaMsGChLXWx8ovmLeU0fsHYoAAOPRcMLE6WkEiOuVJD9J8rkk/1lrXTacwgAAAAAYeffff39OPfXUxz4/8MADWbRoUX72s59tNvaJT3xiDj744C3Oee655+YrX/nKoGNe8YpX5BWveMXWltvSloLE9QSKAABbbzhhYtIIEH+d5MIkn6213jLsigAAAAAYNStXrsz8+fO3OK6Ukk984hMpZdM33Gzukksu2eKYPfbYoyNh4lCDxPUEigAAW6ftdyYmuTTJ0Un2rrW+U5AIAAAAMD7tvvvuOf/883PMMcd0u5SNbG2QuN7WvkMRAGB71vbOxFrrGzpZCAAAAADdN2HChDzucY/LtGnTcuCBB+bII4/Mm970pkydOrXbpW2k3SBxPTsUAQCGptRatzyKca+3t7cuWrSo22UAAAAAbNFwg8RmkyZPECgCANu9UsrNtdb/n737Dq+qSts/fj9JIAm9hiYSBLFghYCFDgoijtgABRTsjhVfRx0dpemIo1PEXjEWbGBDUVCRCKgoARW7UiIgVTqSAAnr/eMk4SQ5SU7NSU6+n+s6F3uvvcpzmN/vvSJ31tppvp6FcswpAAAAAAAAUKHCGSRKHHkKAABQHsJEAAAAAACAaiA9PV1mVuonLi5OderUUYsWLdStWzddd911mjNnTplzljWfmalmzZpq1KiRjjnmGI0YMUKvvPKK9u7dG/R3CHeQWIBAEQAAoHRlHnNqZhd53zvnni/tWTh4z4+KxTGnAAAAAABUPuvWSa++Ks2dK2VmShs3Snl5Uny8lJIipaVJffpIw4ZJLVqUPVd6erouvvjigGvo0aOHpk+frpSUlBLPzCzg+dq3b6/XX39dxxxzTEDjIhUkeuPIUwAAUF2VdcxpeWHifkmFHZxz8aU9Cwfv+VGxCBMBAAAAAKg8Fi2Sxo+X5syRzKScnNL7JiVJzkn9+kkTJngCRl+CDRMlqUuXLlq4cKHi4ooechVMmChJKSkp+umnn9SwYUO/+ldEkFiAQBEAAFRHZYWJCf7OoTAHhxU8PwAAAAAAQKWXnS3deqv09NOeALGM3wEvVBA0vv++Zwfj5ZdL994rJSeXP7Zu3bq65JJLCu/XrVund999V7t37y7Sb9GiRZo9e7YGDhxY7pznnnuuDjroIOXl5en333/XRx99pJ07ix4funHjRj3yyCO64447yp2vIoNE6cCRpwSKAAAAHv6EiWX9illwv34GAAAAAACAIlatknr1kjZs8ISKgXLOM+6pp6QZM6R586TWrcse06hRIz3wwANF2n7++Wd16tSpRKA4f/58v8LEa6+9Vr179y6837hxo44//nitXbu2SL+PP/643DCxooPEAgSKAAAAB8SV9dA5F+f1iS/jWTg+HHEKAAAAAACqpVWrpC5dpNWrgwsSvWVne+ZJS/P8GajDDjtMffr0KdG+efPmoOpJSUkpsvuxQPFwscTzKAWJBQoCxbWLdpbfGQAAIIaVGSYCAAAAAAAgsrKzPTsSN2+W8vLCM2denme+nj1DDycLNG/ePOixLVu2LNHWoEGDUvtHO0gsQKAIAABAmAgAAAAAABBVt97qOdo0XEFigbw8z7x//3tg41asWKFPPvmkRPugQYOCrmXNmjUl2g499FCffStLkFiAQBEAAFR3/rwzEQAAAAAAABGwaJH09NPh2z1YXME7FC+80PfzLVu2aMyYMYX369ev18yZM7Vr164i/S677DJ17do1qBrWr1+vKVOmlGi//PLLS7RVtiCxAO9QBAAA1RlhIgAAAAAAQJSMHy/l5ER2jZwczzrnnVfy2c6dOzV58uRSx5qZ7r33Xt10001+r/fwww/rrbfeUl5enn7//Xd9+OGHJcLJK664Qj179iwxNmNCVqULEgvk5uxXxoQsDX/36GiXAgAAUKHCHiaaWW1J9SRtd87tDvf8AAAAAAAAsWDtWmnOHMm5yK7jnPTRR9IppwQz1uk///mPmjdvrosuusivMa+//nqpz5o0aaKbb75ZN998s8/nvcelVsqdiZKUkBSn3uNSo10GAABAhQvpnYlmdoSZjTGzt81sjZnlSNohaY2knWaWbWarzewNM7vezA4LS9UAAAAAAABV3GuvSWYVs5aZ9OWXwY3duHGjRo8erWnTpoVcx+DBg3XJJZfISvniLbvU1WkPtFdCUkj/ZBV2CUlxHHEKAACqraB+MjOz48zsbUnfSfqPpDMktZRUU5J5fRIltZI0WNL/JP1gZtPNjPMgAAAAAABAtTZ3buSPOC2QkyP99FPJ9jZt2sg5V/jZvHmzZs2apSOPPLJIP+ecbr/9du3fH9qOwWeeeUZdunTR+vXrS+1T2QJFgkQAAFDdBfxTmZndKClTngCxIDSUJFfGR159z5a0xMyuDalyAAAAAACAKiwzs2LXW7my/D6NGjXSgAED9MYbb5R4tmzZMi1durTcOebOnav9+/dr3bp1mjx5spKTk4s8z8rK0siRI8uco7IEigSJAAAAAYaJZnafpH97jSseFEqeY07XStrp41lB/3hJk83sniBqBgAAAAAAqPI2bqzY9Xbs8L/vYYcdpsaNG5doz8rK8mu8mal58+a6/vrr9eSTT5Z4PmfOHL311ltlzhHtQJEgEQAAwMPvn8bM7CJJf5MnGHT5f+ZKmirpIkntJCU45xo651o75xpIqiHpUEmjJL0iKa/Y+FvNbHjYvg0AAAAAAEAVkZdXsesFckLp3r17tX379hLtubm5Aa87cuRInXzyySXa77jjDjnnfIw4IFqBIkEiAADAAX79JGZm9eV5N2LBsaUm6XVJhzjnLnTOveicW+mK/QTonNvvnFvunHvBOTdcUltJb6hooPg/M+MnMwAAAAAAUK3Ex1fsenF+5nHOOU2cONFncNi2bdug1r7zzjtLtH3//feaMWNGuWMrOlAkSAQAACgqwc9+f5XUWAeOKb3bOTc20MWcc79LOs/M7pL0j/z5mki6StL9gc4HAAAAAABQVaWkSGvXVtx69epJ27YVbduyZYvGjBlTeL9t2zZlZmbq+++/LzH+oIMOUqdOnYJa+7TTTlOnTp20ZMmSIu3//Oc/NXjw4HLHFwSKs8YsU25OAFssA0SQCAAAUJK/v9J1mQ4Eie8GEyR6c87dKWmmDrxP8fJQ5gMAAAAAAKhq0tIqdj1fmwp37typyZMnF36ee+45n0Gimem///2vzCzo9W+//fYSbYsWLdKHH37o1/hI71AkSAQAAPCt3J++zOwoSYfIE/rlSbo2TGtfmz+fJLUzs45hmhcAAAAAAKDS69NHSkqqmLWSkqTDDw9ubP369fXss89qyJAhIdVwzjnn6IgjjijRfs899/g9R6QCRYJEAACA0vnzk1fP/D+dpHecc6vDsbBz7jdJ73g19QrHvAAAAAAAAFXB0KGSc+X3CwfnpK5dy+8XFxenunXrql27djrzzDP18MMPa/ny5Ro1alTINZiZbrvtthLtGRkZ+uyzz/yeJ9yBIkEiAABA2cyV81OrmT0l6VJ5wsRLnXPpYVvcbLSkKflzT3HOheW4UzOLk3SWpOGSjpfUQlK2pDWSZktKd879EI61iq3bWFLn/E9a/udgry4TnHPjw7jeuZKmF2vu45zLCHSutLQ0l5mZGZa6AAAAAACAfwYNkt5/P7Khopl0+unSu+9Gbo1oWLtoZ8jvUCRIBAAA8DCzxc45nwfx+/MrXB28rr8MT0k+5+tQaq8AmFkbSRmSXpd0rjxHtCZLaiTpGEk3S/rGzCbkh45hYWafSfpDnrDyHknnqGiQGFZm1kjSI5GaHwAAAAAARN748ZE/6jQpybNOrAl1hyJBIgAAgH/8+WmrZf6fTtKPYV7/p/x5JalVqJOZWVNJcyT18GpeIildnh18G/PbEiSNlfTvUNf00rL8LmE1WVKzCl4TAAAAAACEUZcu0mWXScnJkZk/OVm64gopzefvmFd9wQaKBIkAAAD+8+cnrSb5f+505Z2JGiDn3H5JOySZpMZhmPJ5Se3yr7dLOs0519k5d7Fzbog8OwUne/W/0czOCcO6BXIlLZXn6NarJXWVFJZ3THozs9Mljcy/fTHc8wMAAAAAgIrzr39JzZpJ8fFl96tjf+qhuneotu32a974eM+8kyaFochKLNBAkSARAAAgMP78lJUkz+7B7RGqoWDekH4Hz8z6SDrNq2mkc262dx/n3B7n3BhJb3g1TzKzhFDWznempHrOuWOdc5c65x5zzi2SFPzB/T6YWT1JT+Tf/iLp7nDODwAAAAAAKlZysjRvntS4cdmBYvcaX2pg4ifqXqP8t9DEx3vmmzcvcrseKxN/A0WCRAAAgMD5EyYm5v+5N0I17Mv/s0aI81zvdf2xc66s14rfpAMhXwdJA0JcW865pc657FDn8cP9kg6SJ+C9XNKeClgTAAAAAABEUOvWUmam58/Swr/TE+fKOc+fZUlOLjpfdVFeoEiQCAAAEJzg3lBdyZhZLRUNBKeU1d85lyXJ+yfvcyNQVtjl7768PP/2aefcvGjWAwAAAAAAwqd1a+mHH6TLL/cEgmYHnsUpTz1rfCEzqVeNhYpTXonxZgfekfjDD9UrSCxQWqBIkAgAABC8mAgTJZ2koseklv0reiX79AtvOeGXH5g+Lc/7JddJuiW6FQEAAAAAgHBLTpYmT/YcT3r66VJiopSUJB2b8EORfscm/Fh4nZTk6Xf66Z5xDzxQPY42LU3xQJEgEQAAIDTheFdgZdDR63qDc26tH2OWeF0fbGZ1nXM7w1xXON0j6ZD86+ucc9uiWAsAAAAAAIigtDTp3Xeldeuk116Tak+Zp6S1njedJNoeDUiap431j1JamtSnjzR0qNSiRZSLrkQKAsWMCVnqPS6VIBEAACAEgYSJKWZW5vGhQUoJwxyHeV1n+TnmNx9zZIahlrAzs5MkXZd/+7Zz7vVo1gMAAAAAACpGixbSDTdIv6XPVW7+0aY1LE9XHTpXk5ZcHeXqKreWXepq+LtHR7sMAACAKi+QMLGupFGRKiREjb2uN/g5Zn2x+0ZhqiWszCxR0jPyHEm7Q9I10a0IAAAAAABUpH2r1invj61F2vI2bdG+1etVo3XzKFUFAACA6iJW3plYx+s6288xxftV1vMuxkk6Iv/6786538M1sZldYWaZZpa5adOmcE0LAAAAAADC6M/Zn0pmxVpNu2d/GpV6AAAAUL34GyZahD+h8n6t+F4/x+wpY45KwcyOl3Rz/u1nkh4P5/zOuSedc2nOubSmTZuGc2oAAAAAABAmu17/SC676D9juJw92jn9wyhVBAAAgOrEn2NO20a8itB57zKs6eeYxDLmiDozS5A0RZ7/jfZKutw556JbFQAAAAAACJd1I//u3+7CGjV8Nu9Z+ouWN+1R7vBap3VTixfuDbQ8AAAAQJIfYaJz7reKKCREu7yu/d1hWLzfzjDVEi5/l3Rc/vUk59wPUawFAAAAAACEWeM7rtTe75cpb9NWuT1lHLS0b19g7fksqabimzZS439cGUKVAAAAqO5i5Z2Jm72um/k5pvgbyreEqZaQmdmhku7Mv/1R0j1RLAcAAAAAAERAzcPbqvWCF1TrtG6y5KSwzm21klTrtO5qPf951Ty8Khw6BQAAgMrKn2NOq4Kfva5T/RxzcBlzRFtHHTiutY6keVbiReuFih/X+qiZ7ci/XuKcuzoC9QEAAAAAgDCIq52s5k9P1I6XZuqPv/9PLmevFMpbTsxkSYlqMmmM6g0fFL5CAQAAUG3FSpj4vdd1MzNr6ZxbW86Yzl7Xq5xzle2Y0wKt8z/+OsLrOifMtQAAAAAAgAioN3yQkjodqXUX3Fz+saelKDjWtMVL97EbEQAAAGETK8ecfi4p2+u+tx9jvPvMCWcxAAAAAAAAgSo89nRA4MeeWq0k1RrAsaYAAAAIv5gIE51zuyXN9mq6pKz+ZtZGUl+vpjciUVewnHNvOefMn4+k4v+F0Mfree8olA8AAAAAAIIUVztZzZ+ZqEZjr5Il1Sx/gDw7EhvdeZWaPz1BcbWTI1whAAAAqpuYCBPzPeR13c/MBpbR934d+O6/SpoVsaoAAAAAAAACFF+vtpQQ72fneMXXrxPZggAAAFBtxUyY6Jz7WEVDwZfMrL93HzNLNLP/Shri1Xybcy7X15xmlmFmLv+TEfaiAQAAAAAAfNgxdabcruzyO0pyf2Zrx9SZEa4IAAAA1VVCtAsIs1HyvD/xEEkNJM02s8WSlkqqI6mXpBSv/g84514Px8JmdqakiT4etfS6vsrMzir2fK1z7vRw1AAAAAAAAKq+vB27lJP5fckHZrKkmnI5eyXnijzKWfSd8nbsUnw9digCAAAgvGIqTHTObTSzfpJekNQ9v7lz/sdbrqRJksaHcflGko4tp0+z/I+3BmGsAQAAAAAAVHG7Zy2Q1UyQ27uvsM2Saiq+aSM1ufs6/fGPB5W3aavcnr0HntdI0O7Zn6rukAHRKBkAAAAxLGaOOS3gnMuSZwfieZLekLRSUo6kbZK+lfQfScc558Y65/ZHqUwAAAAAAACfdrz0XpEjTq1Wkmqd1l2t5z+v2qf3VOsFL6jWad1kyUmFfdyf2drxEkedAgAAIPzMFTsWA9VTWlqay8zMjHYZAAAAAABUa3k7dinriDOlvfvyjzVNVJN7x6je8EEl+u54aab++Pv/Dhx7WrOGUn+cwVGnAAAACJiZLXbOpfl6FnM7EwEAAAAAAKqq3bMWyBLiZUk1lXBQMx30wZM+g0RJqjd8kA764CkltEqRJdaUJcRr9+xPK7hiAAAAxDrCRAAAAAAAgEpix0vvye3OKTzWtObhbcvsX/PwtoXHnrrdORx1CgAAgLBLiHYBAAAAAAAA8IhvVF9NJ/+91N2IvsTVTlbzpydqR9+Z2v3RwghWBwAAgOooqHcmmtm5ku7Pv13unDs1rFWhwvHORAAAAAAAAAAAgOopEu9MPFRSqqQ2kr4Icg4AAAAAAAAAAAAAlViwYeJur+usMNQBAAAAAAAAAAAAoJIJNkxc53XNexcBAAAAAAAAAACAGBRsmPi113WHMNQBAAAAAAAAAAAAoJIJKkx0zv0qaYkkk3S2mbE7EQAAAAAAAAAAAIgxwe5MlKQJ+X8eLOnOMNQCAAAAAAAAAAAAoBIJOkx0zr0jabI8uxPvMLN/mVli2CoDAAAAAAAAAAAAEFVBH09qZgdL+p+k/ZJulPQ3SaPM7BVJCyQtk7RDUq6/czrnVgVbDwAAAAAAAAAAAIDwCuVdh1mSXP61k2eHYoqk6/I/gXIh1gMAAAAAAAAAAAAgjMIZ3jmvawvjvAAAAAAAAAAAAACiINQwkdAQAAAAAAAAAAAAiFFxIYztE+ZP3xBqAQAAAAAAABAG6enpMjOfn7/97W/ljr/llltKHZ+enl7uWqmpqWXO72vejIyM4L8wAAAoU9A7E51zn4SzEAAAAAAAAACV27PPPqu7775bSUlJPp/n5ORoypQpFVwVAACIpFB2JgIAAAAAAACoRrZs2aJXXnml1OevvvqqNm/eXIEVAQCASCNMBAAAAAAAAOC3xx57rNRnjzzySAVWAgAAKgJhIgAAAAAAAAC/ffnll1q8eHGJ9kWLFmnRokVRqAgAAERSRMJEM0s2s0PMrLOZ9TCzLpFYBwAAAAAAAEDk1axZs8j9o48+WqJP8V2JiYmJEa0JAABUjLCFiWaWamb3mtliSdsl/SrpS0kZkl700T/RzG42s1vM7CYzs3DVAgAAAAAAACB8Tj/9dNWqVavw/uWXX9a2bdsK7zdv3qxXX3218L527doaOHBgRZYIAAAiJOQwMX8X4qPyhIc3SzpOUoIkK/Ypwjm3R9JASZMk3SepX6i1AAAAAAAAAAi/+vXra/jw4YX32dnZSk9PL7yfMmWKcnJyCu+HDx+u+vXrV2SJAAAgQkIKE82sqaRFkq6UFK+SwaErZ4rHvfqfH0otAAAAAAAAACLnmmuuKXL/2GOPyTmn/fv36/HHHy/y7Oqrr67I0gAAQAQlBDvQzGpImi3pSB0IDX+U9JykLyRtlPS9yg4U35O0R1JNSacEWwsAAAAAAACAyDruuON00kkn6fPPP5ck/fLLL5ozZ4727NmjFStWFPY7+eSTddxxx0WpSgAAEG5Bh4mSxshzpKmTtF/STc65B707lPcaROfcLjP7QlJPSa3NrLVzbnUINQEAAAAAAACIkKuvvrowTJSkRx99tMjxpgV9AABA7AjqmFPzpIQ3eTVdWzxIDMA3XtdHBjkHAAAAAAAAgAgbMmSImjZtWng/Y8YMzZ49u/C+adOmGjJkSDRKAwAAERLsOxO7SkqRZ1fiN865J0KoYaXXdWoI8wAAAAAAAACIoMTERF166aWF93l5edq/f3/h/WWXXaaaNWv6PV9CQmAHpznn+41Kgc4DAAD8F2yYeITX9dsh1rDd67peiHMBAAAAAAAAiKCrrrpKcXEl/1kxLi5OV155ZUBz1a9fv0Tb7t27S+1f2rOGDRsGtC4AAPBfsGFiitf1qjDWEGw9AAAAAAAAACpAmzZtdPrpp5doHzRokNq0aRPQXC1atCjR9scff5QaGq5a5fufIps3bx7QugAAwH/Bhnd7vK6TQ6yhqdf1lhDnAgAAAAAAABBh11xzjV9t5Tn22GOVnFz0nxedc/r444999v/ggw9KtB166KFq3LhxwGsDAAD/BBsmbvS6PqLUXv5J87peG+JcAAAAAAAAACJswIABOuKII5SYmKjExEQdccQR6t+/f8Dz1KhRQwMHDizRftttt2nTpk1F2pYtW6Z77723RN/BgwcHvC4AAPBfsG8m/trr+kwzu9E5lxvoJGZWT1LBTxlO0mdB1gMAAAAAAACggpiZfvjhh7DMdeutt+qtt97S/v37C9u+++47HXrooerfv79SUlK0Zs0azZ49Wzk5OUXG1qpVSzfccENY6gAAAL4FtTPROfejPO9KNEkHSfq/INf/h6Q68gSJi5xzW4OcBwAAAAAAAICk7AVL9Nvx5yl7wZJol+KXrl27auLEiSXat2/frmnTpumRRx7R22+/XSJINDM988wzOuiggyqqVAAAqqVgjzmVpEfy/zRJ/zSzSwIZbGajJf3Nq+m/IdQCAAAAAAAAVHvZC5Zo3fBblLtmg9YNv6XKBIr/+Mc/9OSTT6pu3bp+9W/WrJneeecdnX/++RGuDAAAhBImPigpS55dhfGSnjKzmWbWz8ziSxtkZh3N7EVJz8gTRBbsSpwWQi0AAAAAAABAtVYQJLrsPZIkl72nSgWKl19+udasWaOHHnpI55xzjtq2bat69eopISFBDRo0UIcOHXTBBRfo2Wef1W+//aZBgwZFu2QAAKoFc84FP9iso6T5kurrQDAoSbsl/SLp+Py2nfn9OkpqUzA8/8/1kro4534PuhCELC0tzWVmZka7DAAAAAAAAASheJDozZIT1eKl+5TcvVMUKgMAAFWBmS12zqX5ehbKzkQ5576XdKo8OxQL15NUW9JxOhAu1pV0uqRUHQgRJU/g2JcgEQAAAAAAAAhOWUGiVPV2KAIAgMolpDBRkpxzi+UJDv8naZfXIyvW1fs+O79/V+fcT6HWAAAAAAAAAFRH5QWJBQgUAQBAsEI65rTEZGZ1Jf1FUg95AsbG8hyBulvSZkk/SvpY0gzn3OawLYyQccwpAAAAAABA1eJvkOiNI08BAIAvZR1zGtYwEVUXYSIAAAAAAEDVEUyQWIBAEQAAFBexdyYCAAAAAAAAqFihBIkSR54CAIDAECYCAAAAAAAAVUSoQWIBAkUAAOAvwkQAAAAAAACgCghXkFiAQBEAAPiDMBEAAAAAAACo5MIdJBYgUAQAAOVJKOuhmY2tqEIkyTk3sSLXAwAAAAAAACq7SAWJBQoCxRYv3afk7p0isgYAAKi6zDlX+kOz/ZJK7xBmzrn4iloLRaWlpbnMzMxolwEAAAAAAAAvkQ4SvVlyIoEiAADVlJktds6l+Xrm7zGnFuCn+Fh/5gIAAAAAAACQryKDRIkjTwEAgG9lHnMqaZX825nYWgcCwYJwME/SDkl/SqotqZ6kgp2HBXPul7QmgHoBAAAAAACAmFfRQWIBjjwFAADFlbkz0TmX6pxrW9pH0pGSPs6fxyQtl3S7pE6SajvnGjvnDnbONZYnUDxe0m2SluX3j5M0R9IR+fMBAAAAAAAA1Vq0gsQC7FAEAADe/D3mtAQzi5P0jqTR8uw0vFPSkc65e51zXzvn9nr3d87tdc5945z7lzwh5D/yH10s6R0z46hTAAAAAAAAVGvRDhILECgCAIACQYeJ8uxA7Jt/PcY590/nXK4/A51zec65SZJukGeHYl95diwCAAAAAAAA1VJlCRILECgCAAApyDDRzBIkXSfPjsSlzrmHgpnHOfewpG/kCRSvN7P4coYAAAAAAAAAMaeyBYkFCBQBAECwOxN7Smqaf/1miDUUjG8qqVeIcwEAAAAAAABVzsbr7ql0QWIBl71HG6+7J9plAACAKAk2TEz1ul4dYg1rSpkXAAAAAAAAqBZSHrpdlpwY7TJ8suREpTx0e7TLAAAAURJsmNjU67pBiDXUL2VeAAAAAAAAoFpI7t5JLV66r9IFipacqBYv3afk7p2iXQoAAIiSYMPEP7yu+4ZYQx+v680hzgUAAAAAAABUSZUtUCRIBAAAUvBh4g/5f5qk08zshGAmyR830Me8AAAAAAAAQLVTWQJFgkQAAFAgqDDROfe5PO9KdJLiJb1pZscHMoeZHSfpTa8aVjvnPgumHgAAAAAAACBWRDtQJEgEAADegt2ZKEl3yrMz0UlqLmmhmT1oZkeVNcjMjjKzyZIWSmrmNcedIdQCAAAAAAAAxIxoBYoEiQAAoDhzzgU/2Ox5SSPlCQMLQkFJWi/pW0kbJWVLSpaUIuloeYJHefU3SS8450YFXQhClpaW5jIzM6NdBgAAAAAAALxkL1iidcNvkcveE/G1CBIBAKi+zGyxcy7N17OEEOceJWm7pGt0IEg0SS10IDQsUkv+n959H5Z0Q4h1AAAAAAAAADGnYIdipANFgkQAAFCaUI45lfO4TlI/SV/rQFhYHpP0laR+zrnrXSjbIwEAAAAAAIAYFukjTwkSAQBAWUIKEws45+Y65zpLSpM0UdJsSask7ZS0P//PVfntEyWlOec6O+fmhmN9AAAAAAAAIJZFKlAkSAQAAOUJ9ZjTIpxzSyQtCeecAAAAAAAAAMJ/5ClBIgAA8EdYdiYCAAAAAAAAiLxw7VAkSAQAAP4iTAQAAAAAAACqkFADRYJEAAAQCMJEAAAAAAAAoIoJNlAkSAQAAIEiTAQAAAAAAACqoEADRYJEAAAQjIRwTWRmbSWdIOkISQ0k1ZFkAUzhnHOXhqseAAAAAAAAlG3+/Pl68cUX9cUXX2jVqlXauXOnateurYYNG6phw4Zq06aNjj/+eB133HHq3LmzWrVqVTj2//7v//S///2vyHwDBgzQrFmz/Fq7c+fOWrJkSZG2e+65R7fddlvoX6waKQgU1w2/RS57T6n9CBIBAECwzDkX2gRmfSVNlHRSKNPIEybGh1QMgpaWluYyMzOjXQYAAAAAAKgAW7du1ahRo/TOO+/4PeaEE07QwoULC++XLFmizp07F+mTkJCg33//XSkpKWXO9csvv+iwww4r0mZmysrK0sEHH+x3TTgge8GSUgNFgkQAAFAeM1vsnEvz9SykY07NbJykD+UJEgt2IVoQHwAAAAAAAFSA3NxcnX766QEFib506tRJRx55ZIm5p02bVu7Yl19+uURbjx49CBJDUNqRpwSJAAAgVEEfc2pmIySNy78t2N5oktZL+l3SrtBKAwAAAAAAQLg9/fTTRXYYFjj++ON15JFHqn79+tq5c6eWL1+upUuXateu0v+JZ8SIEfrHP/5RpO2ll17SNddcU2YNvsLEkSNH+vkNUJriR54SJAIAgHAI6phTMzNJqyS1kidIzJX0P0mPO+eywlkgKgbHnAIAAAAAUD306tVL8+bNK7yPj4/XO++8o4EDB5bom5ubqwULFui1117TsmXL9MEHHxR5/ttvv6lt27by/vclM9PKlSvVpk0bn+v7Oh41MTFR69evV4MGDUL4ZiiQvWCJNl53j1Ieup0gEQAA+CUSx5yeoANBoiSd65z7O0EiAAAAAABA5fbtt98Wue/YsaPPIFHyvAOxd+/eevTRR/X++++XeN6mTRv16NGjSJtzzufOwwK+np1xxhkEiWGU3L2T2nw1nSARAACERbBh4jFe1+85594NRzEAAAAAAACIrOLHlq5evVqbN28ud1x8fLzPdl/Hk5YWJjrn9Oqrr/o1BwAAACqHYMPERl7Xc8JRCAAAAAAAACKvadOmRe63bt2qY445RmPHjtW8efP0559/BjTfkCFDlJiYWKRt6dKl+v7770v0nT9/vlavXl2krVGjRjr99NMDWhMAAAAVJ9gwcYvX9bYw1AEAAAAAAIAK0Ldv3xJta9eu1V133aVevXqpfv36Ouqoo3TllVdq2rRpys7OLnO+Bg0aaNCgQSXafe1O9NU2ZMgQ1axZM4BvAAAAgIoUbJiY5XXdtLROAAAAAAAAqFxuueWWEjsJveXl5en777/Xk08+qaFDh6p58+YaN26c9u7dW+oYf446zc3N1fTp0/0aCwAAgMoj2DDxEx3YkdgzPKUAAAAAAAAg0o4++mi9/PLLqlWrll/9d+zYoYkTJ6pv377Kycnx2WfQoEFq1KhRkbYVK1Zo4cKFhfcffPCB/vjjjyJ92rZtq27dugX4DQAAAFCRggoTnXN7JD0tySQNMLPDw1oVAAAAAAAAIubss8/WTz/9pKuuukr16tXza8ynn36qSZMm+XxWs2ZNDRkypES79+5EX0ecjhgxQmbmZ9UAAACIBnPOBTfQLFHSl5KOlvSDpF7Ouc1hrA0VKC0tzWVmZka7DAAAAAAAUMH27t2rhQsXav78+fr888/12WefaevWrT77tm7dWqtWrfL5bMGCBerRo0eRtubNm2vNmjXau3evmjVrpp07dxZ5/tNPP+mwww4LzxcBAABA0MxssXMuzeezYMPE/IlbSJohqbOkdZJukfSqcy436EkRFYSJAAAAAABAkvbv36+MjAzddNNN+vrrr0s837p1qxo0aFCi3Tmndu3aaeXKlUXaP/zwQ23ZskXDhg0r0p6WlqZFixaFs3QAAAAEqawwMSGESafkX66QdLykFpKel/SYmS2WJ1z0fZC+b845d2mw9QAAAAAAACB0cXFx6tu3r15//XW1a9euxPPs7GyfYaKZafjw4frnP/9ZpP2ll17yudNx5MiRYasZAAAAkRPKMaf7JRUfXHDIfaCTmjxhYnxQxSBk7EwEAAAAAKB6ePTRR3XuueeqWbNmZfbbuXOn6tevr+L/dpSTk6PExESfY37++WcdfvjhRdrq1aunPXv2aM+ePYVtCQkJ+v3335WSkhLktwAAAEA4lbUzMS4c83t9fLX58wEAAAAAAEAFePTRR9W2bVtdfPHFmjt3rvLy8kr0ycvL04QJE0oEiUcddVSpQaIkHXbYYUpLK/pvUDt27CgSJErSqaeeSpAIAABQRQR9zKmkeQp8ByIAAAAAAACiLDs7W+np6UpPT1ft2rWVlpamgw8+WHXr1tXmzZu1YMEC/f777yXGDR8+vNy5R44cqfJOP+KIUwAAgKoj6GNOEVs45hQAAAAAgOrhqKOO0vfffx/wuI4dO+rLL79UrVq1yuy3ceNGtWrVSrm5uT6f16lTRxs2bCh3HgAAAFScSB9zCgAAAAAAgCqiU6dOqlGjRkBjTjnlFH300Ud+BYApKSk65ZRTSn1+9tlnEyQCAABUIaEccwoAAAAAAIAq5vnnn9dDDz2kjIwMLVy4UEuXLtXy5cu1YcMG/fnnnzIz1atXT6mpqerSpYuGDRumXr16BbTGhRdeqFmzZvl8xhGnAAAAVQvHnEISx5wCAAAAAAAAAABUVxxzCgAAAAAAAAAAACBgYT3m1MwaSOoh6URJrSU1lFRL0u/OuYvCuRYAAAAAAAAAAACAyApLmGhmbSXdKWmYpKTijyUt8zEmUdJySY0k5Urq4JxbH456AAAAAAAAYt3eXXn6ZGKWeo1LVc3a8dEuBwAAADEq5GNOzWy0pG8kjZKULE946P3xyTm3R9KL8oSPtSWNCLUWAAAAAACA6mLNwh1aOWeb1izcEe1SAAAAEMNCChPN7EpJz0iqowPB4U5Jn0h6zY8pXvS6/ksotQAAAAAAAFQnKz7ckv/n1ihXAgAAgFgWdJhoZsdIetir6TdJ50tq5Jzr45w7P7/dlTaHc+67/HEm6QQzK35EKgAAAAAAAIrZn+e0+jPPjsTVn27X/rxS//kFAAAACEkoOxPvl1RwIP8Xko51zr3mnMsLcJ4v8v+sKaljCPUAAAAAAABUCxu/+7PI/abv/yylJwAAABCaoMJEM2siqZ88uw53SzrPORfsAf3fe113CHIOAAAAAACAaiPr423K3bNfkpS7Z79WfrwtugUBAAAgZgW7M7Gn19g3nHO/h1DDH17XTUOYp5CZxZnZOWY23cyWm9luM9tsZt+Y2X1mdmQ41vGxbmMz629mt5nZ62b2m5k5r8/4AOerb2Z9zOxvZvaKmX1pZivNbKeZ7TGzjWb2uZn9z8y6ROI7AQAAAACAymfFnK0qOBvK5UkrPuK9iQAAAIiMhCDHtfS6/jLEGrzP4agd4lwyszaSXpDUo9ijZEmNJB0j6UYzu0fSBOfc/lDXzF/3M0knhWMuL5MljSrjedP8z4mSxpjZu5KudM6tDXMdAAAAAACgkti5do+yt+wr0pa9ZZ92rtujui0So1QVAAAAYlWwYWIdr+vdIdZQ1+s6pAP+zayppDmS2nk1L5G0VJ6ae0pKked7j81f+/9CWdNLy/K7hGSLpB8l/SZpp6QaktrIEyQWhLBnSFpgZt0JFAEAAAAAiE1Zn2zz2f7bvO06alhKxRYDAACAmBdsmOh9NGnzEGvwDv42hzjX817zbZc0zDk3u+ChmSVK+pekG/KbbjSzBc65N0Jct0CupB8kZXp9XpfUOsj5vsif40NJvzjnXPEOZlZb0s3yhKMmqa2kRyWdFeSaAAAAAACgEls+e6vy9hT9J4K8PU7L3t9CmAgAAICwCzZMXO113VPSpBBq6Ot1/UOwk5hZH0mneTWN9A4SJck5t0ee40BbSzonv3mSmc1wzuUGu3a+MyX96pzLLlZX0MeoOuce86PPn5LGm1m8pDsKajGzViG+yxIAAAAAAFSg2Tcu02/ztpfbL66G+Wz/46fderLz4nLHt+lVXwP+2z7g+gAAAFA9xQU5boGkvfLshDvFzA4PZhIz6yHPOwwlaYtz7qsg65Gk672uP3bOvVtG35skFYR8HSQNCGFdSZJzbmnxILGCPel1bZKOj1YhAAAAAAAgcF2ubaU6zWsqPtF3WFhg/74SBxeV2V4gPtFUp0VNdbmmVdA1AgAAoPoJKkzM3w33Yf5tvKSXzKxOGUNKMLN6kp4qmFLSK8HUkj9XLRUNBKeU1d85lyVprlfTucGuXYlsLHZf12cvAAAAAABQKTVql6wh049Um54NlJAU7O9/+5aQFKc2vRpoyLQj1ahdcljnBgAAQGwL5SfTsfKEgE7SsZI+N7Mu/gzM38k4T55dgZJnl+O9IdRykiTvn4TnltaxlD79Qli7sjiy2H1WNIoAAAAAAADBq5Ecr1PuPUTdbmntCRTL3qRYPvMEid1uaa1TJh2iGsnxYakTAAAA1Uew70yUc+4rM/u3pJvlCRQ7SlpoZp9Jminpe+91zKxzfp+/SBosz45G5Y+9OcT3+3X0ut7gnFvrx5glXtcHm1ld59zOEGqIGjOrKek+r6bfJH0ZpXIAAAAAAECIDhvcRE2Pqq1Z1y9T9tZ9yttT9hGmvsQnmpIb1dBpk9uzGxEAAABBCzpMlCTn3K1m1kLSSHlCQZN0cv6ngElqo6LhluX3l6SHnHMPh1KHpMO8rrP8HPObjzkyQ6yjwphZoqSWknrK8w7Io/Mf7ZV0pXMuL1q1AQAAAACA0BUce/rJ+N+0asF25ebs93tsQlKcDu5RX73GtWE3IgAAAEISUpgoSc65i8zsS0n/UtGjRr0DQ1/3OZJucs49HmoNkhp7XW/wc8z6YveNwlBHxJhZc0nryum2StIFzrnPKqAkAAAAAAAQYTWS43XKvw7Rd69s1BcPrvFrh2J8oqnrda101PkpFVAhAAAAYl1Y3uadv7MwVdJdkpbrwIn+5vUpuF8t6X5JbcMUJEpSHa/rbD/HFO9XN0y1RMN+SQ9I6hBIkGhmV5hZppllbtq0KWLFAQAAAACA0NSsG6+4eP9eoBgXb0qsx25EAAAAhEfIOxMLOOc2SRonaZyZNZN0nDw7ButL2i1ps6QfnXPLw7WmF+8dkXv9HLOnjDkqoz8lPeJ1X1dSW0ldJCVJGiPpHDO70Tn3hj8TOueelPSkJKWlpQX+8gUAAAAAAFAhfn7rD+3b7d8xp/t279dPb/2hQ09vXH5nAAAAoBxhCxO9Oec2SJodiblL4b3LsKafYxLLmKPScc7tlHRt8XYzayTpVkk3SzpY0utmdo1z7tEKLhEAAAAAAETA3p152vDtnyUfmJSQGKfcPfuLvlhG0oZv/9TenXmqWZcdigAAAAhNWI45rQR2eV37u8OweL+dYaqlQjnntjjnbpV0k1fz/8ysQ7RqAgAAAAAA4ZM1b5viaxQ94jQ+0VSneU31vbut6jSrqfjEYs8TTL/N31aBVQIAACBWxUqYuNnrupmfY5oXu98SplqiZbKkX/Ova0q6Koq1AAAAAAAqgdTUVJlZWD6SlJGRUeqz0gQzBkX9/HbRI04TkuLUplcDDZl2pFL7NNCQ6UeqTc8GSkg68M88+3bv189v/xGNcgEAABBjYiVM/NnrOtXPMQeXMUeV45zbL2mOV9PJ0aoFAAAAAACEx96dedqwNP+IU/MEid1uaa1TJh2iGsmeI0xrJMfrlHsPUbdbWnsCxfysdv03nqNOAQAAgFBE5J2JZnZRAN3XOOc+DnHJ772um5lZS+fc2nLGdPa6XpX/TsKqbqvXdaOoVQEAAAAAAMIia942xSWYLE5KblRDp01ur0btfL/h5bDBTdT0qNqadf0yZW/dJzPPUaeHnt64gqsGAABALPErTDSzVEkTvZoWOeceKmNIukq8+rtUe8ysg3NujZ/9fflcUrYOvAext6SXyhnT2+t6TmmdqpgWXtdV/dhWAAAAAECILrnkEm3ZUvI/D3fs2KFnn322RPvFF1+sevXqVURp8NPPb/+h3Oz9OqR/Q/Ua26ZwN2JpGrVL1pDpR+qTCb9pxYdb9fPbfxAmAgAAICT+7ky8XdJIeQLCXZLG+znOn5cgJEq6S9LFfs5ZgnNut5nNlnRWftMlKiNMNLM2kvp6Nb0R7NqVhZnVlNTfq+mHaNUCAAAAAKgcxo4d67M9KyvLZ5g4duxYpaamRrgqBCKpQYJ6jW2jwwY38XtMwbGnP5/0h1Z9uj2C1QEAAKA6KPediWbWQtIor6a/OedWhLEGkzTczPz/qdg3752S/cxsYBl979eB7/6rpFkhrh12ZtbQAnsj/V2SWnrdTw9zSQAAAAAAoIKdel+7gIJEb4cNbqJT72sX5ooAAABQ3ZQbJko6V1INeXYlZkl6JoD5N8iz47C0z/z8fgmSzg9g3hLy37voHQq+ZGbeO/VkZolm9l9JQ7yab3PO5fqa08wyzMzlfzJCqS8IgyUtNbPLzazU9x+aWTsze1HSLV7NGc659yJeIQAAAAAAAAAAAGKaP8ecnut1/S/n3P4A5t/pnHuutIdm9qukBfm3QyU9HMDcvoyS5/2Jh0hqIGm2mS2WtFRSHUm9JKV49X/AOfd6iGtKkszsTBV9r2QB792CV5nZWcWer3XOnV7KtEdJelLS42b2i6Qf5XkXYp6khpI6Sjqy2JjvJQ0LrHoAAAAAAAAAAACgpDLDRDOLl3Ri/u1+SdPCubhz7jMzWy2ptaTOZhYXYFhZfL6NZtZP0guSuuc3d87/eMuVNEn+v/vRH40kHVtOn2b5H28NSum7x+s6TtLh+Z/S5Ep6QtLtzrkd5dQBAAAAAEDYjBkzptRna9asqbhCAAAAAIRdeTsTj5CUKM8Rp18657ZGoIZPJI2UlCTpaEnfhDKZcy7LzHpJOlvScEnHS2ohKUfSakkfSHrWOfd9KOtEmnPuZTP7XNKp8gS6HSWlyhM+xkvaKWmTPLsuF0h6xTm3ISrFAgAAAACqtcmTJ0e7BAAAAAARUl6Y6H2E5sII1fCL13UHhRgmSlL+7sbX8z+hzNM7gL7pktJDWc/HnFmSnsr/AAAAAAAAAAAAABUqrpznDb2u1wc4t/nZ749S1gMAAAAAAAAAAAAQReXtTKzvdb0pgHnvzP9zix99d3tdNwhgDQAAAAAAUAk450p9lpGRoT59+lRgNQAAAADCqbww0fu/BpL9ndQ5988AaqhdynoAAAAAAAAAAAAAoqi8Y043e103jlANjUpZDwAAAAAAAAAAAEAUlRcmer/P8LAI1dDB65owEQAAAAAAAAAAAKgkygsTf/G6jtQLDrzn/TlCawAAAAAAAAAAAAAIUJlhonPuJ0kbJJmkFmbWPZyLm1k3SQfl327MXw8AAAAAAAAAAABAJVDezkRJ+tjrenyY1x+X/6eTNDfMcwMAAAAAAAAAAAAIgT9h4mNe133M7G/hWNjMxkg6xavp8XDMCwAAAAAAAAAAACA8yg0TnXMLJM3LvzVJ95rZ9aEsambXSvq3PDsSnaQFzrl5ZY8CAAAAAAAAAAAAUJHMOVd+J7PjJX0qKVGeQNFJ+lDSROfcZ34vZnaSpDslDcifR5JyJHV3zi0JrHSEU1pamsvMzIx2GQAAAAAAAAAAAKhgZrbYOZfm61mCPxM4574ysyskPS9PkGiSTpV0qpn9KM97Fb+UlCVpu6RdkmpLaiCpjaSukvpI6lhQU/48knQVQSIAAAAAAAAAAABQ+fgVJkqSc+5FM2skz/Gk8fnNJulISUdIuqacKQp2IhaEiPsl3eyce97/cgEAAAAAAAAAAABUlHLfmejNOfegpP6SNujA7sKCcNDK+Mirr0laL6m/c+6B0MoHAAAAAKDq2frQVGUvqJhDerIXLNHWh6ZWyFoAAAAAYk9AYaIkOecyJLWVdL2kVSoaGEoHQkPvlzEW9FmdP+4Q59zc4EoGAAAAAKBqSzr+CK2/bGzEA8XsBUu0/rKxSjr+iIiuAwAAACB2mXOu/F5lTWB2tKTekk6QlCKpsaS6knZK2ixpo6QvJGU4574NaTFETFpamsvMzIx2GQAAAABQbRQEfc2fnqjk7p2q3PwAAAAAYoeZLXbOpfl8FmqYiNhAmAgAAAAAFS9SgR9BIgAAAIBAlBUmBnzMKQAAAAAACI/k7p3U/OmJYT3ylCARAAAAQDgRJgIAAAAAEEXhDBQJEgEAAACEG2EiAAAAAABRFo5AkSARAAAAQCQQJgIAAAAAUAmEEigSJAIAAACIFMJEAAAAAAAqiWACRYJEAAAAAJFEmAgAAAAAQCUSSKBIkAgAAAAg0ggTAQAAAACoZPwJFAkSAQAAAFQEwkQAAAAAACqhsgJFgkQAAAAAFYUwEQAAAACASspXoEiQCAAAAKAiJUS7AAAAAAAAUDrvQLH+6LO0Pf0tgkQAAAAAFYadiQAAAAAAVHLJ3Tup/uiztPU/z6n+6LMIEgEAAABUGMJEAAAAAAAquewFS7Q9/S01vGmUtqe/VeIdigAAAAAQKYSJAAAAAABUYt7vSGz098tKvEMRAAAAACKJMBEAAAAAgErKO0gsONrU+x2KBIoAAAAAIo0wEQAAAACASshXkFiAQBEAAABARSFMBAAAAACgkikrSCxAoAgAAACgIhAmAgAAAABQifgTJBYgUAQAAAAQaYSJAAAAAABUEoEEiQUIFAEAAABEEmEiAAAAAACVQDBBYgECRQAAAACRQpgIAAAAAECUhRIkFiBQBAAAABAJhIkAAAAAAERROILEAgSKAAAAQGjS09NlZkU+qampJfqlpqaW6Gdm+uijj0qde/To0SX6p6enR+7LhAlhIgAAAAAAURLOILEAgSIAAAAQPXfeeWe0Swg7wkQAAAAAAKIgEkFiAQJFAAAAIDoWLlyo9957L9plhBVhIgAAAAAAFSySQWIBAkUAAAAgOsaOHRvtEsKKMBEAAAAAgAqW89WPEQ0SCxQEijlf/RjRdQAAAAAcsHjxYr311lvRLiNsCBMBAAAAAKhgDa8bEfEgsUBy905qeN2IClkLAAAAgMe4cePknIt2GWFBmAgAAAAAAAAAAACEqFatWoXXS5cu1fTp06NYTfgQJgIAAAAAAAAAAAAhuvbaa4vcjx8/Xvv3749SNeFDmAgAAAAAAAAAAACE6NJLL1WbNm0K73/44Qe9/PLLUawoPAgTAQAAAAAAAAAAgBDVrFlTd955Z5G2CRMmKC8vL0oVhQdhIgAAAAAAAAAAABAGo0aNUrt27Qrvf/31V73wwgtRrCh0hIkAAAAAAAAAAABAGCQkJGjcuHFF2iZOnKh9+/ZFqaLQESYCAAAAAAAAAAAAYTJixAgdfvjhhfcrV67Us88+G8WKQkOYCAAAAAAAAAAAAIRJXFycxo8fX6Tt7rvv1t69e6NTUIgIEwEAAAAAAAAAAIAwGjp0qI4++ujC+9WrV+vtt9+OYkXBI0wEAAAAAAAAAAAAwsjMNGHChCJtu3fvjlI1oSFMBAAAAAAAAAAAAMLs7LPPVqdOnaJdRsgIEwEAAAAAAAAAAIAImDhxYrRLCBlhIgAAAAAAAAAAABABgwYN0oknnhjtMkJCmAgAAAAAAAAAAABESFXfnUiYCAAAAAAAAAAAAETIqaeeqp49e0a7jKCZcy7aNaASSEtLc5mZmdEuAwAAAAAAAAAAABXMzBY759J8PWNnIgAAAAAAAAAAAACfCBMBAAAAAAAAAAAA+ESYCAAAAAAAAAAAgJiS+cTaaJcQMwgTAQAAAAAAAAAAEFOWPLku2iXEDMJEAAAAAAAAAAAAAD4RJgIAAAAAAAAAAADwiTARAAAAAAAAAAAAgE+EiQAAAAAAAAAAAAB8IkwEAAAAAAAAAAAA4BNhIgAAAAAAAAAAAACfCBMBAAAAAAAAAAAA+ESYCAAAAAAAAAAAAMAnwkQAAAAAAAAAAAAAPhEmAgAAAAAAAAAAAPCJMBEAAAAAAAAAAACAT4SJAAAAAAAAAAAAAHxKiHYBAAAAAAAAAAAAgC+ZT6zVkifXBTX2yc6LAx7T6YoWSruyZVDrxSrCRAAAAAAAAAAAAFRKaVe2DCrce7LzYl2xuHMEKqp+OOYUAAAAAAAAAAAAgE+EiQAAAAAAAAAAAAB8IkwEAAAAAAAAAAAA4BNhIgAAAAAAAAAAAACfCBMBAAAAAAAAAAAA+ESYCAAAAAAAqp309HSZWZFPampqmWOK9zczZWRk+Oy7f/9+vffeexo1apQ6duyoBg0aqEaNGmrUqJHatWunLl26aNiwYbr33ns1a9Ysbdq0KfxfEgAAAAiDhGgXAAAAAAAAEEtWrVql4cOH69NPPy3xbOvWrdq6datWrFihzMxMvfbaa5KkYcOG6ZVXXqnoUgEAAIByESYCAAAAAACEyfbt29WvXz8tW7Ys2qUAAAAAYUGYCAAAAAAAECaTJk0qESSamU466SS1b99ederU0fbt2/Xzzz/ru+++U05OTpQqBQAAAPxDmAgAAAAAABAmL7/8cpH7unXrau7cuercuXOJvjk5OZo7d66mTp2qhAT+iQYAAACVEz+pAgAAAAAAhMGOHTu0atWqIm19+vTxGSRKUlJSkgYOHKiBAwcqLy+vIkoEAAAAAhYX7QIAAAAAAABiwa5du0q0/fTTT34dZRofHx+JkgAAAICQESYCAAAAAACEQaNGjUqEgr/88ouOOeYY3Xvvvfryyy+1Z8+eKFUHAABQvXS6okW0S4gZhIkAAAAAAABhkJSUpJNOOqlE+6+//qrbbrtNJ5xwgurWravOnTvrhhtu0MyZM7Vv374oVAoAABD70q5sGe0SYgZhIgAAAAAAQJjccccdMrNSn+/bt09LlizRgw8+qDPOOEMHHXSQHnzwQTnnKrBKAAAAwH+EiQAAAAAAAGEyYMAAPfTQQ0pISPCr/8aNG3XDDTdo2LBhBIoAAAColAgTAQAAAAAAwuiaa67RN998oxEjRigpKcmvMdOmTVN6enpkCwMAAACCQJgIAAAAAACqHX93DhYobddgafMceeSRevHFF7V582bNnj1bd955p0455RTVrl271DWeffbZgGoCAAAAKkJgPzkDAAAAAADEgPr165do2717d6n9S3vWsGHDMtepVauW+vfvr/79+0uS9u7dq/fff19jxoxRVlZWkb5Lly4tp2oAAACg4rEzEQCASiw9PV1mVuSTmppa6rNgP+PHj4/q9wQAAKhoLVq0KNH2xx9/lBoarlq1ymd78+bNA1q3Zs2aGjx4sJ555pkSz7KzswOaCwAAAKgIhIkAAAAAAKDaOfbYY5WcnFykzTmnjz/+2Gf/Dz74oETboYceqsaNGxdp++9//6vt27eXu35KSkqJtuJzAQAAAJUBYSIAAAAAAKh2atSooYEDB5Zov+2227Rp06YibcuWLdO9995bou/gwYNLtI0dO1Zt2rTRddddpy+++MLnuxb37Nmju+++u0R7586dA/kKAAAAQIWIyXcmmlmcpLMkDZd0vKQWkrIlrZE0W1K6c+6HCKzbWFLn/E9a/udgry4TnHPjA5zzIEmnSuop6WhJbSXVk7Rb0iZJmZLelTTNObcnxK8AAKhCjjzySN1www0+n33wwQf68ccfi7QdccQRhe/qKe7EE08Me30AAACV3a233qq33npL+/fvL2z77rvvdOihh6p///5KSUnRmjVrNHv2bOXk5BQZW6tWrVJ/Ftu+fbsefvhhPfzww2rQoIHS0tLUqlUr1a5dWxs2bFBGRoY2b95cYtzw4cPD+wUBAACAMIi5MNHM2kh6QVKPYo+SJTWSdIykG83sHnnCvf0KAzP7TNJJ4Zgrf75jJD0h6QRJ5qNLvfxPO0nDJN1rZpc7594PVw0AgMqta9eu6tq1q89no0ePLhEmdu3aVQ888EAFVAYAAFA1dO3aVRMnTtQdd9xRpH379u2aNm1aqePMTM8884wOOuigctfYtm2bPvroo3L79evXT+eff375RQMAAAAVLKaOOTWzppLmqGiQuERSuqTpkjbmtyVIGivp32FcvmUY55KkDpJOVNEgMUvS25KelvSiJO9/JW4laaaZjQ5zHQAAAAAAxKx//OMfevLJJ1W3bl2/+jdr1kzvvPNOqcFfly5dFBcX2D+3nH/++Xrrrbdk5ut3iQEAAIDoirWdic/Ls1NPkrZLGuacm13w0MwSJf1LUsE5JDea2QLn3BthWj9X0g/yHD1a8HldUusQ5sySNEXSi865lcUfmlk/Sc/mr2GSnjSzL5xzPxbvCwAAAAAASrr88ss1bNgwPf/885o7d66++uorbd68Wbt371adOnWUkpKizp07q3///rrggguUmJhY6lxz587Vxo0blZGRoYULF+q7777TypUrtXHjRv35559KSEhQ/fr11b59e5144okaMWKEOnXqVIHfFgAAAAhMzISJZtZH0mleTSO9g0RJyn+n4Bgzay3pnPzmSWY2wzmXG2IJZ0r61TmXXayuYI9R3SDpcnne71hqbc65Ofnf/WtJdSTVkHSHpBFBrgsAAAAAQLVTr149XXvttbr22mtDnislJUVDhw7V0KFDw1AZAAAAEF2xdMzp9V7XHzvn3i2j702SCkK+DpIGhLq4c25p8SAxxPnmO+ee9ifkdM4tl/S4V9OgcNUBAAAAAAAAAACA6ismwkQzq6WigeCUsvo757IkzfVqOjcCZVW0BV7X9c2sUdQqAQAAAAAAAAAAQEyIiTBR0kmSkr3u55bWsZQ+/cJbTlQUP041Vv63BQAAAABUA82bS2YV92nePNrfGAAAAKgaYiVw6uh1vcE5t9aPMUu8rg82s7phrqmiHeN1vVvS5mgVAgAAAABAoDZsiO31AAAAgKoqVsLEw7yus/wc81sZc1QpZhYvaZRX00fOORetegAAAAAAAAAAABAbYiVMbOx17e/vFq4vdl+V3zE4RtKhXvcPRakOAAAAAAAAAAAAxJBYCRPreF1n+zmmeL8qecypmXWWdJdX07vOuY/8HHuFmWWaWeamTZsiUyAAAAAAAAAAAACqrFgJE5O9rvf6OWZPGXNUCWbWXNJbOlD7OkmX+DveOfekcy7NOZfWtGnTCFQIAAAAAAAAAACAqixWwkTvXYY1/RyTWMYclZ6Z1Zf0nqSD8pt2SzrPOccWQwAAAAAAAAAAAIRFrISJu7yu/d1hWLzfzjDVEnFmVlvSu5KOz2/aI+ks59xn0asKAAAAAAAAAAAAsSZWwsTNXtfN/BzTvNj9ljDVElFmliRphqTu+U37JA1xzn0YvaoAAAAAAAAAAAAQi2IlTPzZ6zrVzzEHlzFHpWRmifK8I7FvflOepOHOuXeiVhQAAAAAAAAAAABiVqyEid97XTczs5Z+jOnsdb3KOVepjzk1sxqSpksakN+0X9JFzrnp0asKAAAAAAAAAAAAsSxWwsTPJWV73ff2Y4x3nznhLCbczCxB0muSzshvcpIudc69FL2qAAAVYfTo0XLOFflkZWWVOy49Pb3EuPT09IjXCwAAAAAAACC2xESY6JzbLWm2V9MlZfU3szY6cFSoJL0RibrCwcziJU2VdFZ+k5N0lXMuPVo1AQAAAAAAAAAAoHqIiTAx30Ne1/3MbGAZfe/Xge/+q6RZEasqBGYWJyld0lCv5uudc09GpyIAAAAAAAAAAABUJzETJjrnPlbRUPAlM+vv3cfMEs3sv5KGeDXf5pzL9TWnmWWYmcv/ZIS96DKYmUl6UtJIr+abnHMPV2QdAIDArFsnPfCANHiw1KqVVKOGFBfn+bNVK0/7Aw94+gEAAAAAAABAZWfOuWjXEDZmliLP+xMP8WpeLGmppDqSeklK8Xr2gHPuxjLmy8gfI0mfOOd6l9H3TEkTfTw6UlKN/OsNktYXe77WOXe6j/mulvSIdz9Jb5a2vg+TnXO/+ts5LS3NZWZmBjA9AMDbokXS+PHSnDmSmZSTU3rfpCTJOalfP2nCBCktrcLKBAAAqLTMKn7NGPonEQAAACAkZrbYOefzXyoTKrqYSHLObTSzfpJekNQ9v7lz/sdbrqRJksaHcflGko4tp0+z/I+3BqX0TSl231LSNQHUM12eI1wBABGUnS3deqv09NOeANGff5AqCBrff1+aO1e6/HLp3nul5OTI1goAAAAAAAAAgYqZY04LOOey5NlNeJ6kNyStlJQjaZukbyX9R9Jxzrmxzrn9USoTABADVq2SjjzSEyRmZwf+m+3OecY99ZRnntWrI1MnAAAAAAAAAAQrpo45RfA45hQAArNqldSli7R5s5SXF/p88fFS48ZSZqbUunXo8wEAAFQ1HHMKAAAARE9Zx5zG3M5EAAAiLTtb6tUrfEGi5Jln82apZ0/P/AAAAAAAAABQGRAmAgAQoFtvlTZsCF+QWCAvzzPv3/8e3nkBAAAAAAAAIFiEiQAABGDRogPvSIyEgncocvI0AAAAAAAAgMqAMBEAgACMHy/l5ER2jZwczzoAAAAAAAAAEG2EiQAA+GntWmnOHMm5yK7jnPTRR9K6dZFdBwAAAAAAAADKQ5gIAICfXntNMquYtcw86wEAAAAAAABANBEmAgDgp7lzI3/EaYGcHM96AAAAAAAAABBNhIkAAPgpMzO21wMAAAAAAACA4ggTAQDw08aNFbvehg0Vux4AAAAAAAAAFEeYCACAn/LyYns9AACAaGrWLLbXAwAAAKqqhGgXAABAVREfL+XmVux6AAAA1cX69dGuAAAAAIAv7EwEAMBPKSkVux6/LQ8AAAAAAAAg2ggTAQDwU1pabK8HAAAAAAAAAMURJgIA4Kc+faSkpIpZKynJsx4AAAAAAAAARBNhIgAAfho6VHKuYtZyzrMeAAAAAAAAAEQTYSIAAH5q2VLq108yi+w6ZtIpp0gtWkR2HQAAAAAAAAAoD2EiAAABGD8+8kedJiV51gEAAAAAAACAaCNMBAAgAF26SJddJiUnR2b+5GTpiiuktLTIzA8AAAAAAAAAgSBMBBA1qampMjOZmTIyMqJdDuC3f/1LatZMio8P77zx8Z55J00K77wAAAAAAAAAECzCRAAAApScLM2bJzVuHL5AMT7eM9+8eZHb9QgAAAAAAAAAgSJMBAAgCK1bS5mZnj9DDf+Sk4vOBwAAAAAAAACVBWEiAABBat1a+uEH6fLLPYGgWWDjzQ68I/GHHwgSAQAAAFQd6enpha8u8f5079691DFZWVkl+qemppa7lnNOH374of7+97+re/fuatOmjerWrasaNWqoQYMGateunQYMGKCbb75Z77zzjnbv3h3GbwoAAAgTAQAIQXKyNHmy53jS00+XEhOlpKSyxyQlefqdfrpn3AMPcLQpAAAAgNjw6aefavbs2WGb75VXXlHHjh3Vv39//etf/9Knn36qVatWadeuXcrNzdX27du1YsUKffDBB/r3v/+tM888U82bN9eDDz4YthoAAKjuCBMBVFq9e/cu/E3FrKwsSdLSpUt11VVX6dBDD1WtWrXUoEEDnXDCCbr//vuVnZ3t99y5ubmaOnWqhg8frvbt26tevXqqWbOmUlJS1KNHD91+++1avHhxufPMnDlTF154odq3b686deqodu3aOuSQQzRixAjNmDGj3PHev8k5fvx4SdIff/yhu+++W506dVLjxo1Vr149HX/88frXv/6lXbt2FRnvnNP777+vwYMHq23btkpKSlKLFi00bNgwffXVV37/fUjS4sWLNWbMGB177LFq0qSJEhMT1aJFC51yyimaPHkyv9lZjrQ06d13pZUrpXvvlQYPllq1khISPDsQExI894MHe56vXOnpn5YW7coBAAAAILzuvPPOkOfIzs7W6NGjdcEFF+jHH38MaOzOnTu1ZMmSkGsAAAAe5pyLdg2oBNLS0lxmZma0y0A1k5qaqt9++02SNHfuXPXu3bvI8969e+uTTz6RJK1cuVJvvvmmbr31Vu3bt8/nfB07dtRHH32k5s2bl7nu/PnzNWrUKK1cubLcGufNm6cePXqUaN+4caOGDRumjIyMMsf36NFD06ZNU7NmzXw+T09P18UXXyxJGjdunE477TSde+65Wrt2rc/+HTt21Ny5c9W0aVP9+eefGjp0qN577z2ffePj4/Xiiy/q/PPPL7PGP//8U1dccYVeeumlMvu1aNFC06dP18knn1xmPwAAAABA7PP+71lfZsyYob/85S9F2rKystS2bdsibW3atCn8BeIC+/fv13nnnac333zT59wpKSk6+eST1axZM+Xl5WnTpk366quvtGrVqsI+o0aNUnp6emBfCgCAaszMFjvnfG59SKjoYgAgGM8884zuvvtuJSQk6IwzzlCnTp1Uo0YNff3113rrrbeUl5en77//XqNGjSrzOJXXX39dF1xwQWEgmZycrFNOOUVHH3206tSpoy1btmjp0qWaP3++srOzlZeXV2KOrVu3qlu3blq2bJkkT2g3YMAAde7cWXFxcVq8eLFmzZql3NxczZ8/XyeffLIWLVqkRo0alfkdV69erb/85S/6448/1LlzZ/Xr10/169fXL7/8otdee03Z2dn6/vvvNXz4cM2ePVvnnnuuZs+erZSUFJ155plKTU3V9u3b9eabb2rZsmXKy8vTxRdfrC5duqhdu3Y+19y1a5d69epV+BubNWvW1Kmnnqpjjz1WderU0fr16zVr1iz98ssvWrdunfr27at58+apa9eufv3vBgAAAAConsaOHaszzjhDFujL5SXdc889PoPEli1bavLkyTr33HN9zpuVlaVXX31Vjz/+eFA1AwAA3wgTAVQJd999tzp06KC3335bhx9+eJFnCxYsUP/+/ZWdna0PPvhAn3/+uU466aQSc/z4448aNWpUYZA4ePBgPf744z53Mv7555+aOnWqmjRpUuLZ1VdfXRgkNm/eXO+++646d+5cpM/XX3+tQYMGae3atVqxYoWuvPJKTZs2rczvOGXKFNWsWVMvvPCCRo4cWeTZLbfcom7dumnbtm366KOPdNFFF2n27NkaPny4nnjiCdWpU6fI39XZZ5+t9957Tzk5Obr//vtL/Q+pK6+8sjBIPO200zRlyhS1aNGiSB/nnB544AHddNNN2rNnjy644AL99NNPqlGjRpnfBwAAAABQfX399dd68803dc455wQ0btOmTbrvvvtKtLdq1UpffPGFWrVqVerY1NRU3Xrrrbrpppv0888/B1wzAADwjXcmAqgS6tSpo1mzZpUIEiWpe/fuuv766wvv33jjDZ9z3HHHHfrzzz8lSQMHDtQbb7xR6pGotWvX1hVXXKGjjjqqSPtPP/2kV199VZIUFxenGTNmlAgSJem4447TO++8o/j4eEnS9OnT9e2335b7Pe+///4SQaIkHXnkkbrpppsK76dOnaoTTjhBzz//fJEgUfLsLnz00UcLf0uztL+PzMzMwqNNTzjhBM2YMaNEkChJZqYbb7xRN954oyRpxYoVeuWVV8r9LgAAAACA6qVWrVpF7seNG6f9+/cHNMeUKVO0c+fOEu1PPfVUmUGit4SEBHXs2DGgdQEAQOkIEwFUCZdeemmJ9yp4O++88wqvv/rqqxLP161bV3hESnx8vB599FHFxQX+fwKff/55FbxrdsiQIerSpUupfTt16lTkfYXPPfdcmXM3a9ZMf/3rX0t9XvxdE3fccUdhWFlcmzZtdMwxx0jy/Fbn77//XqLPI488Unh91113lbvT0DvMnDFjRpl9AQAAAADVz5lnnqnWrVsX3n/33Xd67bXXAppj1qxZJdoOP/xwDRw4MOT6AABAcAgTAVQJ5f1HQ4cOHQqvN27cWOL53LlzC0PA3r17KzU1Nag6Pv3008Jr7wCzNEOHDi28XrBgQZl9+/btW2agd8ghhxReJyQkqG/fvmXO5/2exPXr15d4PmfOHEmenYy9e/cucy7J826Kpk2bSvLsagQAAAAAwFtiYqLuuOOOIm3jx49XXl6e33N8+eWXJdr69esXcm0AACB4hIkAqoQ2bdqU+bxu3bqF17t27Srx/Icffii87tq1a9B1/PLLL4XXxx9/fLn9O3XqVHj966+/ltn34IMPLvO593GmjRs3LnF8TFn9C453LbB161atXr1akrR3717VrFlTZlbuZ9OmTZJU+CcAAAAAAN4uvvjiIicL/fzzz4Wv2CjPn3/+qd27d5dob9++vc/+aWlpZf43bHp6elDfAQAAFEWYCKBKSEpKKvN5wfsBJfl8H8PmzZsLr1NSUoKuY+vWrYXXTZo0Kbe/d59t27YV7o70JZDvWF7f4v2L/514/30Eo3g4CQAAAACAJNWoUUNjx44t0jZhwgTl5uaWO3bbtm0+271/WRYAAFS8hGgXAAAVzTtkC2WsP/OEslYkef9HXNOmTXXLLbdEsRoAAAAAQCy58MILNWnSpMLTfZYvX67nnnuu3ONK69ev77Pd1wlEAACg4hAmAqgWGjduXHi9YcOGoOdp2LCh1q1bJ0n6448/VK9evTL7ex8H2qBBg0oTLnr/fezZs0d/+9vfolgNAAAAACCWxMfHa9y4cRoxYkRh21133aUePXqUOa5OnTpKTk5WdnZ2kfaVK1f67D98+HB1795dkvTBBx/oxx9/DLFyAADgC8ecAqgWOnbsWHjt62Xu/jr00EMLr7/66qty+3v36dChQ9DrhluTJk0Kj2DdsWOHvv322yhXBAAAAACIJeeff36R/xb/7bff9Mwzz5Q7rmvXriXa5s6d67Pv//3f/+mBBx7QAw884HMcAAAID8JEANVCnz59FBfn+T95GRkZ+u2334Kap1u3boXX06dPL7f/tGnTfI6NNjMrcrzMlClTolgNAAAAACDWxMXFafz48UXaHn744XLHDRgwoETbt99+q3nz5oWrNAAAECDCRADVQvPmzXX22WdLkvLy8vTXv/5V+/fvD3ieiy66qPCo0mnTpmnJkiWl9v3mm2/08ssvF96PHj064PUi6brrriu8fuyxxwLasemci0RJAAAAAIAYcu655+q4444rvN+9e3e5Yy699FLVrl27RPtll12mLVu2hLM8AADgJ8JEANXGXXfdpVq1akmS3n//fZ177rlav369z767du3SE088oe+++65I++GHH67zzz9fkieU/Mtf/uLzuNNvvvlGZ5xxhnJzcyVJ5513no466qhwfp2QdevWTcOGDZPkeW/igAED9Nprr5UaFObm5urDDz/UWWedpTfffLMiSwUAAAAAVEFmpgkTJgQ0JiUlRTfddFOJ9l9//VUnn3yyMjIywlQdAADwV0K0CwCAinLEEUfo2Wef1YgRI5Sbm6u33npLs2fP1qmnnqqjjz5aderU0ebNm7V06VLNmzdPOTk5Pt/L8Mgjj2jRokVatmyZ1q5dq65du2rAgAHq3LmzzExfffWV3nvvvcIg8ZBDDtETTzxR0V/XL1OmTNFvv/2mhQsXatu2bRo2bJhuv/129e3bV61bt1ZcXJy2bt2qH374QV988UXhb4GOHDkyypUDAAAAAKqCM888U126dNGiRYv8HjN27FgtWrRI77//fpH2n3/+WX369NEhhxyiE044QQ0bNtSff/6pn3/+OaDTdgAAQGAIEwFUK0OHDlXjxo118cUXa/Xq1crOztaMGTM0Y8YMn/1r1KhRoq1hw4b69NNPNXToUH3yySfKzc3VzJkzNXPmzBJ9u3fvrmnTpqlRo0Zh/y7hUKtWLWVkZOhvf/ubHn/8ceXm5mr58uVavnx5qWMaN26sFi1aVGCVAAAAAIBIWLtopzImZKn3uFS17FI3YutMnDhRAwcO9Lt/fHy8XnvtNY0ePVqvv/56iecrVqzQihUrwlkiAAAoA8ecAqh2+vXrp2XLlumZZ57RWWedpYMPPljJycmqUaOGmjVrpp49e+qOO+7Q0qVL1a1bN59zpKSkKCMjQ++8845GjBihtm3bqlatWqpVq5ZSU1N1wQUX6K233tL8+fPVvHnzCv6GgUlMTNRDDz2kZcuWafz48erVq5datGihxMREJSYmqnnz5urevbtuuOEGzZw5U2vXri317wUAAAAAUDWsXbRTs8Ys0651ezVrzDKtXbQzYmuddtppAf93ZJ06dTR9+nQ9+eSTatOmTUBjGzdurDFjxuiUU04JaBwAAPDNSns3FqqXtLQ0l5mZGe0yAAAAAAAAEGEFQWJuzv7CtoSkOJ32QHu/dyimp6fr4osvLtI2atQopaen++z/8ccfq1+/fiXa27Rpo6ysrDLXys3N1bvvvquPPvpIn3/+udatW6ctW7bIOae6deuqWbNm6tChg4499lidcsopOvHEE5WQwIFsAAAEwswWO+fSfD4jTIREmAgAAAAAAFAd+AoSCwQaKAIAgNhRVpjIMacAAAAAAABANVBWkChJuTn7I37kKQAAqHoIEwEAAAAAAIAYV16QWIBAEQAAFEeYCAAAAAAAAMQwf4PEAgSKAADAG2EiAAAAAAAAEKMCDRILECgCAIAChIkAAAAAAABADAo2SCxAoAgAACTCRAAAAAAAACDmhBokFiBQBAAAhIkAAAAAAABADAlXkFiAQBEAgOqNMBEAAAAAAACIEeEOEgsQKAIAUH0RJgIAAAAAAAAxIFJBYgECRQAAqifCRAAAAAAAAKCKi3SQWIBAEQCA6ocwEQAAAAAAAKjCKipILECgCABA9UKYCAAAAAAAAFRRFR0kFiBQBACg+iBMBAAAAAAAAKqgaAWJBQgUAQCoHggTAQAAAAAAgCom2kFiAQJFAABiH2EiAAAAAAAAUIVUliCxAIEiAACxjTARAAAAAAAAqCIqW5BYgEARAIDYRZgIAAAAAAAAVBEZE7IqXZBYIDdnvzImZEW7DAAAEGaEiQAAAAAAAEAV0XtcqhKSKuc/6SUkxan3uNRolwEAAMKscv7kAQAAAAAAAKCEll3q6rQH2le6QDEhKU6nPdBeLbvUjXYpAAAgzCrXTx0AAAAAAAAAylTZAkWCRAAAYlvl+IkDAAAAAAAAgN8qS6BIkAgAQOwjTAQAAAAAAACqoGgHigSJAABUD4SJAAAAAAAAQBUVrUCRIBEAgOqDMBEAAAAAAACowio6UCRIBACgeiFMBAAAAAAAAKq4igoUCRIBAKh+CBMBAAAAAACAGBDpQJEgEQCA6okwEQAAAAAAAIgRkQoUCRIBAKi+CBMBAAAAAACAGBLuQJEgEQCA6o0wEQAAAAAAAIgx4QoUCRIBAABhIgAAAAAAABCDQg0UCRIBAIBEmAgAAAAAAADErGADRYJEAABQgDARAAAAAAAAiGGBBooEiQAAwBthIgAAAAAAABDj/A0UCRIBAEBxhIlANZaeni4zk5kpKysrImtkZWUVrpGenh6RNQpUxPcBAAAAAKCqKi9QJEgEAAC+ECYCVURGRkZhUDZ+/Hi/xowfP75wTEZGRkTrAwAAAAAAlV9pgSJBIgAAKA1hIqqMevUks8h96tWL9jcEAAAAAACIvOKBIkEiAAAoC2EiqoydO6v2/JXR6NGj5ZyTc06pqanRLidksfZ9AAAAAACIlIJAsU6LmgSJAACgTAnRLgAAAAAAAABAxWvZpa6Gv3t0tMsAAACVHDsTAQAAAAAAAAAAAPhEmAhUY+np6TIzmZmysrJK7ffdd9/poosu0kEHHaSkpCQdfPDBGjlypJYsWSLJc7yomfl9tOicOXN01llnqWXLlkpMTFTr1q118cUXa9myZRH9Pr1795aZqXfv3pKktWvX6m9/+5s6dOig5ORkNWzYUH379tW0adP8Wm/37t168MEH1b9//8Lv0qxZM3Xu3FnXX3+9FixYIOdcqWP//e9/q3v37mrSpIkSExPVokULnXHGGXrppZdKHSeV/Ptev3594feoVauWWrVqpaFDh+r7778vMi4rK0vXX3994fdt1qyZRowYoeXLl/v1fZcsWaKrrrpKhx9+uOrWratatWqpffv2uuyyy/TNN9/4NQcAAAAAAAAAoGrhmFMAZXrxxRd1ySWXaN++fYVtq1ev1tSpU/Xaa6/pqaeeCmi+f/zjH7rnnnuKtK1Zs0bp6el6/fXXNXv2bJ100klhqb0sn332mc466yxt2rSpsC0nJ0dz587V3LlzddNNN+nf//53qePnzZunYcOGaf369UXaN27cqI0bN2rJkiV66KGHtHLlyhIh67fffqtBgwZp9erVRdrXr1+vmTNnaubMmXr88cf19ttvq2HDhmV+j2+++UannXZakTqys7M1bdo0zZw5U7Nnz1b37t318ccf65xzztH27duLfN+XXnpJ77//vubPn6+OHTv6XCMvL0833nijHn744RIh5/Lly7V8+XJNmTJFEyZM0J133llmvQAAAAAAAACAqoWdiQBK9dlnn2n06NHat2+fkpKS9Pe//12ffPKJvvjiCz3yyCNq1qyZrrjiCi1dutSv+Z566indc8896tatm1588UUtWrRIGRkZuvbaa2Vm2rlzp0aOHFkkuIyEdevWafDgwXLO6Z///Kfmz5+vzMxMPfbYY2rRooUk6T//+Y/mzJnjc/ynn36qU045RevXr1dcXJyGDx+u6dOnKzMzU59//rmee+45jRgxQrVr1y4xdu3aterTp09hkDh8+HC99957yszM1CuvvKJu3bpJkubPn69BgwYpLy+v1O+xe/dunX322dq7d6/uueceffrpp1q4cKHGjx+vmjVravfu3brwwgu1bNkynX322apbt64mT56shQsXasGCBbrxxhtlZtq6dasuvfTSUte5/PLL9dBDD8k5pxNOOEFPPfWUPv74Y2VmZur555/XCSecIOecxo4dq0ceecTv/x0AAAAAAAAAAJUfOxOBKmjjxo367rvv/OoXimuuuUZ5eXmqUaOGPvjgA/Xo0aPwWdeuXXXeeefppJNO0ldffeXXfJ999pkuvvhiPf3004qLO/C7DL169VLTpk01btw4rVixQu+9954GDx4cUu1l+eWXX9S6dWt9+umnat26dWF7586d1bdvXx1zzDHas2ePHn74YfXr16/I2D179uiCCy7Qvn37lJiYqBkzZqh///5F+px44om66KKLtHnzZtWqVavIsxtvvFGbN2+WJE2ePFnXX399kfWHDBmi4cOH69VXX9Xnn3+uRx99VNddd53P77Fp0yY55/Tll1+qXbt2he0nnHCCmjRpomuvvVZZWVk6+eST1axZM3366adq2rRpYb9u3bopISFB999/v7744gt99dVXOv7444us8eabb+rZZ5+VJD344IMlauncubOGDx+uCy+8UC+//LJuu+02DR8+vNwdlQAAAAAAAACAqoGdiUAV9Nhjj+noo48u9/PYY48FvcYXX3yhr7/+WpJ05ZVXFgkSC6SkpOh///uf33M2b95cjz76aJEgscCYMWNUo0YNSdInn3wSXNEBeOihh4oEiQU6dOigs846S5LnKNPiXnjhhcJdhRMmTCgRJHpr3LixkpOTC+/XrVunN954Q5LUs2fPIkFigbi4OD3xxBNq1KiRJE+AV5a77rqrSJBY4JJLLlFSUpIkT+j40EMPFQkSC/z1r38tvJ4/f36J5wVH0p5++umlhprx8fF65JFHlJiYqJ07d2r69Oll1gwAAAAAAAAAqDoIEwH49NFHHxVeX3jhhaX2GzRokBo3buzXnOedd15hwFVcvXr11KFDB0nSihUrAqg0cPXr19df/vKXUp+npaVJkrZs2aJt27YVefbuu+9KkhITE4sEcf6YO3eucnNzJUmXXXZZmfUNHTpUkrRs2TJlZWX57Gdmhf2KS05O1qGHHipJatiwYamhZ9u2bVW3bl1JJf/e165dq8zMTEnSkCFDSq23YI2jjjpKkvT555+X2RcAAAAAAAAAUHUQJgJV0Lhx4+ScK/czbty4oNcoOEY1Pj5exx13XKn9ynvu7YgjjijzecFuvJ07d/o1X7A6dOjgc3dk8Tp81bJkyRJJ0rHHHqt69eoFtK730bQnnnhimX29n3/77bc++zRp0qRIrcU1aNBAktS+fXuZWbn9in/XRYsWFV5ffPHFMrMyP4sXL5YkrV+/vszvBgAAAAAAAACoOggTAfi0detWSZ4dgzVr1iyzr6/jM30p/v7A4goCvry8PL/mC5a/dfiqZdOmTZKkFi1aBLzuli1bCq9TUlLK7Nu8eXOf47z5+z2C/XsP9p2bu3fvDmocAAAAAAAAAKDySYh2AQAqt7J2tFVnof69lDfeORfS/OHgHS4+99xz6tSpk1/jateuHamSAAAAAAAAAAAVjDARgE8NGzaUJG3fvl179+4tc3diwW696qBJkyZas2aN1q5dG/BY7yNJN2zYUOYxqRs2bPA5riI1adKk8No5V/hORAAAAAAAAABA9cExpwB86tixoyTP7rSvv/661H7lPY81nTt3liR9/fXX2rFjR0BjvcO4L774osy+3s+PPvrogNYJl+OPP77wetasWVGpAQAAAAAAAAAQXYSJAHzq169f4fULL7xQar+ZM2dq8+bNFVFSpfCXv/xFkrR37149+uijAY3t06ePEhI8G8KnTJlSar8dO3botddekyS1b99eqampwRUbonbt2hUGoK+//rqWLVsWlToAAAAAAAAAANFDmAjAp5NOOknHHHOMJOmJJ57Q/PnzS/TZtGmTbrzxxoouLapGjhypgw46SJI0YcIEffDBB6X23bx5s7KzswvvW7RooXPOOUeSNHfuXD3++OMlxjjn9Ne//rUwoL3++uvDWX7Axo4dK0nat2+fzj777DKPd83Ly9PUqVO1Zs2aiioPAAAAAAAAABBhhIkASvXII48oLi5O+/btU//+/XX77bdr/vz5WrRokR577DF17txZq1ev1nHHHSdJMrPoFlwBEhMTNXXqVCUkJCgnJ0cDBw7UyJEj9eabb2rJkiX64osvNHXqVI0ePVpt2rQp8u5DSfrf//6nxo0bS5KuvvpqjRo1SrNnz9aSJUs0bdo09ezZUy+99JIkT6B79dVXV/h39DZkyBBdccUVkqTvvvtOHTt21K233qrZs2fr66+/1ueff66XX35Z119/vVq3bq2RI0dq27ZtUa0ZAAAAAAAAABA+CdEuAEDl1b17d02ZMkWXX365cnJyNGnSJE2aNKnweUJCgh577DHNmzdPX3/9tZKSkqJYbcXp2bOnZs2apfPPP19//PGHpk6dqqlTp/o1tmXLlvr44481aNAgrVmzRs8//7yef/75Ev26d++ut99+W/Hx8eEuP2CPPfaYmjVrpkmTJmnbtm267777dN999/nsW7NmzWrz/w4AAAAAAAAAoDpgZyKAMo0aNUqZmZkaMWKEWrZsqZo1a6pVq1YaOnSoFixYoMsuu0w7duyQJNWvXz/K1Vacfv36acWKFbrvvvvUs2dPNWnSRDVq1FDz5s3VuXNnjRkzRgsXLvT5vsNjjjlGP/30k+6//35169ZNjRo1Khx7+umna+rUqZo3b54aNWpU8V/Mh7i4OE2cOFG//PKLbr31VqWlpalx48ZKSEhQnTp1dNhhh2nIkCF64okn9Pvvv6t9+/bRLhkAAAAAAAAAECbmnIt2DagE0tLSXGZmZrTLKFNFnKDJ/3cITvv27bV8+XKNGDFCL774YrTLAQAAAAAAAAAAATCzxc65NF/PYnJnopnFmdk5ZjbdzJab2W4z22xm35jZfWZ2ZITWbWxm/c3sNjN73cx+MzPn9RkfxJxmZh3M7AIz+4+ZZZjZjmLzpob/2wD+WbRokZYvXy5JOvHEE6NcDQAAAAAAAAAACKeYe2eimbWR9IKkHsUeJUtqJOkYSTea2T2SJjjn9odp3c8knRSOubzmTJP0kaTqc3YkKp1ly5aVemzl5s2bdfnll0vyvCtv2LBhFVkaAAAAAAAAAACIsJgKE82sqaQ5ktp5NS+RtFRSHUk9JaXI873HSqor6f/CtHzLMM3jrY4IEhFlAwcOVKtWrXTOOefo2GOPVf369bV161Z99tlneuSRR7Ru3TpJ0u23366mTZtGuVoAAAAAAAAAABBOMRUmSnpeB4LE7ZKGOedmFzw0s0RJ/5J0Q37TjWa2wDn3RpjWz5X0g6RMr8/rklqHOO92eULRgjmTJD0X4pxVTt260s6dkZ0fJTnn9Mknn+iTTz4ptc+VV16pO+64owKrAgAAAAAAAAAAFSFmwkQz6yPpNK+mkd5BoiQ55/ZIGmNmrSWdk988ycxmOOdyQyzhTEm/Oueyi9UVyjGq30g6LH9e5zVn7xDmrLJ27Ih2BdXTs88+qxkzZuiTTz7RunXrtGnTJsXHx6t58+bq3r27Lr/8cnXv3j3aZQIAAAAAAAAAgAiImTBR0vVe1x87594to+9Nks6SFCepg6QBkmaGsrhzbmko40uZc6ukreGeFwhEjx491KNH8VeQAgAAAAAAAACA6iAu2gWEg5nVkicQLDClrP7OuSxJc72azo1AWQAAAAAAAAAAAECVFhNhoqSTJCV73c8trWMpffqFtxwAAAAAAAAAAACg6ouVMLGj1/UG59xaP8Ys8bo+2MzqhrkmAAAAAAAAAAAAoEqLlTDxMK/rLD/H/FbGHAAAAAAAAAAAAEC1FythYmOv6w1+jllf7L5RmGoBAAAAAAAAAAAAYkKshIl1vK6z/RxTvB/HnAIAAAAAAAAAAABeYiVMTPa63uvnmD1lzFEtmNkVZpZpZpmbNm2KdjkAAAAAAAAAAACoZGIlTPTeZVjTzzGJZcxRLTjnnnTOpTnn0po2bRrtcgAAAAAAAAAAAFDJxEqYuMvr2t8dhsX77QxTLQAAAAAAAAAAAEBMiJUwcbPXdTM/xzQvdr8lTLUAAAAAAAAAAAAAMSFWwsSfva5T/RxzcBlzAAAAAAAAAAAAANVerISJ33tdNzOzln6M6ex1vco5xzGnAAAAAAAAAAAAgJdYCRM/l5Ttdd/bjzHefeaEsxgAAAAAAAAAAAAgFsREmOic2y1ptlfTJWX1N7M2kvp6Nb0RiboAAAAAAAAAAACAqiwmwsR8D3ld9zOzgWX0vV8HvvuvkmZFrCoAAAAAAAAAAACgioqZMNE597GKhoIvmVl/7z5mlmhm/5U0xKv5Nudcrq85zSzDzFz+JyPsRQMAAAAAAAAAAACVWEK0CwizUfK8P/EQSQ0kzTazxZKWSqojqZekFK/+DzjnXg/HwmZ2pqSJPh619Lq+yszOKvZ8rXPu9DLmfVpSWrHmOsXu3zOzvcXaHnfOPV5GyQAAAAAAAAAAAECZYipMdM5tNLN+kl6Q1D2/uXP+x1uupEmSxodx+UaSji2nT7P8j7cG5Yxp78e8R/hoa17OGAAAAAAAAAAAAKBMMRUmSpJzLsvMekk6W9JwScdLaiEpR9JqSR9IetY59330qgQAAAAAAAAAAAAqP3PORbsGVAJpaWkuMzMz2mUAAAAAAAAAAACggpnZYudc8dfuSZLiKroYAAAAAAAAAAAAAFUDYSIAAAAAAAAAAAAAnwgTAQAAAAAAAAAAAPhEmAgAAAAAAAAAAADAJ8JEAAAAAAAAAAAAAD4RJgIAAAAAAAAAAADwiTARAAAAAAAAAAAAgE+EiQBQSfTu3Vtmpt69e4c0j5nJzDR+/Pig50hPTy+cJysrq8TzcNUaqtTUVJmZRo8eHdU6AAAAAAAAACBWESYCVcTo0aPLDHd8KQh8zCyyxQEAAAAAAAAAgJiUEO0CAH+taDtAbtfuiM1vdWrpkJWzIzY/AAAAAAAAAABAVUOYiCojkkFiRcwPlCcjIyPaJVQ5/u7SBQAAAAAAAAAEh2NOAQAAAAAAAAAAAPhEmAgAAAAAAAAAAADAJ8JEoJrKysqSmcnMlJ6eLkl6/fXX1b9/fzVr1uz/27vvMCmK/I/j7y9p2V1yFlRQQAUUVEBB8QCzcHoooHcYEEVUzJg9D+NPFCMKooCACUUBw4GAShTllIyKWRCQoJJzrN8fPTP0zM7MziZmd/bzep5+7K6urq6e7lrp+U5VUbZsWRo2bMhtt93G2rVrY5YzcuTIUDnLli1j165dPPPMM7Ro0YJKlSpRvnx5mjdvzlNPPcXu3bsTqtu0adPo3r079evXJyMjg/Lly9O4cWNuvvlmfv3114Trsnv3bp5//nlOOeUUqlevTokSJbj11ltz8jGFynvwwQdDdevUqRO1a9cmPT2dRo0a8cgjj7Bt27aw4z766CM6dOgQyte4cWP69esX9zNo164dZka7du3i1mnUqFG0a9eOypUrU65cOY499lgeeOABNm7cmPB1bdiwgXvuuYdjjjmG9PR0atSowZlnnsm7776bcBmJ2LRpE/369aNNmzZUr16dMmXKULNmTc477zxee+019u3bl6fy69Wrh5lx5ZVXZtk3ffr00P0LDiE7duxYzjrrLGrUqEHZsmWpX78+N998M2vWrEnofHPmzOG6666jcePGVKxYkYyMDBo2bEiHDh14+eWX+fPPP2Me+7///Y8rr7ySI488koyMDCpUqMCxxx5Lnz59WL58eczjorXVcePGcfbZZ1OjRg0yMzNp1qwZL7zwAnv27Akd55wLPSs1atQgIyODE088kZdeegnnXLbXunPnTgYOHMiZZ55JrVq1KFOmDNWrV6d9+/YMHDiQXbt2JfSZiYiIiIiIiIiISNGmORNFBIBrrrmGYcOGhaX9/PPPPPfcc7z22mtMnDiRk046KW4ZGzZsoGvXrsydOzcsff78+cyfP58333yTTz75hGrVqkU9fseOHXTv3j1qQOu7777ju+++4+WXX2bw4MFcddVVceuybt06OnfuzPz58+Pmy4nHH3+c++67LywQ8/3339O3b18mTZrE5MmTyczM5LbbbmPAgAFZ6n/fffcxc+ZMxo8fT8mSJXN8/r1799KtW7csn8+3337Lt99+yxtvvMGnn36abTnfffcdZ555JqtWrQql7dy5kylTpjBlyhR69OjB3/72txzXL9LkyZPp1q0b69evD0v/448/mDRpEpMmTeLll1/m/fffp3r16nk+Xzz79+/niiuu4PXXXw9L//XXX3nhhRcYM2YMM2bMoGHDhlGP37VrF9dffz0jRozIsu/nn3/m559/ZuLEicyePTsU8AtyztGnTx+ee+65LMcG793gwYMZOnQol112WbbX0rt3bwYPHhyWtnjxYm6++WamT5/OO++8w969e7nssssYM2ZMWL4FCxZw/fXXM3/+fIYMGRLzHPPnz+fCCy/MEuT866+/mD59OtOnT2fQoEGMHz+e+vXrZ1tnERERERERERERKbrUM1FEePHFFxk2bBgnnngib7zxBnPnzmXy5Mn06NEDM2P9+vWce+65YcGnaK699lrmzp1L586dGT9+PHPnzuXdd9+lbdu2ACxcuJB//OMf7N+/P8ux+/fv54ILLggFys4++2xeffVVZs6cyVdffcVLL73EMcccw+7du+nZsyfjx4+PW5errrqKBQsWcOmll/Lf//6XefPm8eGHH2bb6y+WiRMncu+999KqVStGjRrF3LlzmTRpEueddx4AX3zxBY8//jjPPvssAwYM4LzzzmPs2LHMmzePDz74gFatWgEwadIkhg4dmqs63HHHHaHPp0GDBgwbNow5c+bw6aefct1117Fs2TIuueSSuGVs3ryZc845J3Qvu3btyoQJE5g7dy5vvfUWLVu2ZMSIEbz44ou5qmPQlClT+Pvf/8769eupWrUqDzzwAB988AHz5s1j0qRJXHfddZQsWZIvvviCTp06hfWoKwj/+c9/eP311+nYsSNjxoxh3rx5fPzxx3Tr1g2A1atXxwxQO+fo0qVLKJBYr149nnzySWbMmMH8+fOZNGkSDz/8ME2bNo16/L///e9QIPHQQw9l4MCBfPnll8ycOZP777+f9PR0du7cyRVXXMGECRPiXsdLL73E4MGD6dChA+PGjWPevHm8//77nHzyyYDXY3HEiBHceeedjBkzhm7dujF+/HjmzZvH22+/zTHHHAPA0KFDmTRpUtRzLFmyhLZt27J8+XIyMzO54447GDt2LHPmzGHKlCnceeedpKen8/3333PuueeyadOm+B++iIiIiIiIiIiIFG3OOS1aaN68uSvsfq7WpsCXwqx79+4OcIBbunRpQse0bds2dEykpUuXhvYB7uyzz3a7d+/Oku/ll18O5enWrVuW/SNGjAgr56GHHsqSZ//+/e7SSy8N5RkyZEiWPM8884wDXMmSJd17770X9Xq2b98euqZ69eq5PXv2xK3LSy+9FOujSZi/vM6dO7u9e/eG7d+7d69r1aqVA1z58uVd2bJl3a233pqlnG3btrm6des6wDVt2jTquYLX1rZt2yz7Fi9e7EqUKOEAd9xxx7lNmzZlyfPaa6+F1feBBx7IkueOO+6Iu3/Pnj3unHPOCSsn2vMWr67btm1zhxxyiANcu3bt3ObNm6Ne7/jx40PXNGzYsKh5shP8TLt3755l37Rp07L9PJxzrkePHqE8CxcuzLJ/0KBBof0dOnRw27dvj1mf5cuXh21/8803oWts2LCh+/PPP7Mc89VXX7mMjAwHuEMOOcTt3LkzbH9kW83u+apWrZozM/fcc89lybd69WpXvnx5B7gLLrggy/79+/e7Zs2aOcA1adLErV69Oup1zpkzJ1Tn+++/P+bnISIiIiIiIiIiIkUDMNfFiCGpZ6KIUKZMGYYPH07p0qWz7OvVqxft27cH4N133+WPP/6IWc5xxx3H/fffnyXdzBg0aBCVK1cGYODAgWH79+zZw1NPPQV4vRs7deoUtfz09PRQj7lly5Yxbdq0mHVp164d1157bcz9OZWRkcGQIUOyDE9asmRJevXqBcCWLVuoXr06/fv3j3p89+7dAW9Iypz25nrppZdCPToHDx5MhQoVsuS5/PLLQz0lo9m9ezfDhw8H4JhjjuE///lPljylSpVi2LBhUZ+FRI0YMYLVq1dTunRp3njjDcqXLx81X8eOHencuTNAqF4F5YQTTuCBBx6Iuu+uu+4Krc+YMSNs3/79+3niiScAqFmzJqNGjSI9PT3meQ477LCw7RdffDF0315++eWoQ/y2bNmSe+65B/B6SEYOTRpZfnbP119//cXJJ5/MLbfckiVfrVq1uPDCCwH47LPPsuz/6KOPWLRoEeDdx1q1akWtR4sWLbjhhhuAgr93IiIiIiIiIiIiklwKJooIZ599NnXq1Im5Pzj84549e5g+fXrMfN27d6dEieh/VipWrMhFF10EeMG0tWvXhvZ99dVXYcNuxtO4cWOqVq0KwOzZs2PmS2TuuZw466yzqFKlStR9zZo1C61fdNFFMQNx/nxLly7N0fmDcyE2bNiQU089NWa+eHNJzps3LzR/4eWXXx5z3sZDDz2Us88+O0f183v//fcBOOWUU+I+V0BobsY5c+awd+/eXJ8zO5deeilmFnXfMcccQ7ly5QBvDkW/xYsXh+YNvOqqq6hYsWKOzvvJJ58AcOSRR4aC8tFcc801WY6JJtHnK95wt8F8GzZsYOPGjWH7gveubt26tGzZMmYZcODerVq1KsvciiIiIiIiIiIiIpI6FEwUEU466aSE9y9evDhfyvn6669D63Pnzg2tt2/fHjOLu6xbtw6ANWvWxDyXP7CSH4466qiY+ypVqpTjfFu2bEn43Lt27eKnn34CyDbAE+8e+D/zvJSTneD9nDFjRrb38qabbgK8QHUw0FkQGjVqFHd/sNds5H2ZP39+aP20007L0Tn99y04Z2YstWrVol69ekD4fYpU0M9h8N799ttv2d67888/P3RcvLYoIiIiIiIiIiIiRZuCiSJFhL9XlTd8cfYSzVejRo24+2vWrBlaDwby8rOceEOnxrN9+/aY+4LBofySkZERc5+/N2ai+fbt25fwuTds2BC6lzn5jCP5g3V5KSeePXv2ZOntlqh49zOv4t0XOHBvIu/Ln3/+GVo/5JBDcnTODRs2hNaz+7yB0JCi8YKqBf0cFkRbFBERERERERERkaKtVLIrICKJ8c/TlugX99u2bQMgMzMzbr5Ywz8GJRqUzG05/oDGJ598EnOetkjxAoaxhvAsivyfW3afcX6Vk+g9j+S/lxdeeCEPP/xwwsdmNyRqsuXls0/k2Nx+5vkpeP9OPvlkhg0blvBxRxxxREFVSURERERERERERJJMwUSRIsI/X9+aNWto0qRJtsesXr06y7HR+OcvjMbfWyk4X2GscuINrxirnGrVqoXWS5cuzbHHHhu3PsWNP2ia3b2Kt9//HOTknudE2bJlyczMZNu2bWzYsKHI30v/s7lq1aocDZ+bk/vmz5Ndey1I1apVY+3ataxdu7bI3zsRERERERERERHJHxrmVKSIaNq0aWh93rx52eZfs2YNq1atynJsNF999VXc/XPmzAmtH3fccflezgknnBBanzRpUtwyiqOyZcvSsGFDIPwzjCbefv9nnpdyshO8n7Nnz2bz5s25LqcwaN68eWh95syZOTo2LS0tdN+yaxtr165l2bJlQPw2VtCC927ZsmX8+OOPSauHiIiIiIiIiIiIFB4KJooUEW3btqVUKa8z8ahRo7IdEvH1118PrZ955plx83788cehwGM0I0aMAKBUqVK0a9cuZr7XXnuN/fv3R923efNmxo4dC3jBEv+cfG3atAn1ABs6dGjcOeOKq+A9/Omnn5g9e3bMfMOHD4+5r3nz5qHecm+88UbMeRt///13Pv7441zXtVOnTgDs2rWLZ599NtflFAZNmzbl8MMPB7x2sGnTphwdf9ZZZwHw888/xw1G+ocUDR6TDMF7B9CvX7+k1UNEREREREREREQKDwUTRYqImjVrcvHFFwOwaNEiHn300Zh5Fy5cGNpfvnx5rrzyyrhl7969m549e7J3794s+1555RWmTJkCQJcuXcKCgJEWL14cNQDhnOPGG29kw4YNANxwww1h+9PS0rjrrrsAWLduHV26dIkbtNm1axeDBg1i586dca8rlVx77bWhefeuv/56tmzZkiXPqFGj+Oijj2KWkZaWRo8ePQD47rvveOyxx7Lk2bt3L9dccw27d+/OU11r1KgBwKOPPsq4cePi5v/666/573//m+vzFaQSJUqEns21a9dy6aWXsmPHjpj5V65cGbbdu3dvSpTw/ld73XXXhdqA3/z580Pt5pBDDqFLly75Vf0cu/DCC0PDm44cOZLnn38+bv6lS5fy1ltvHYyqiYiIiIiIiIiISJIomChShDzzzDPUqlULgL59+3LGGWcwcuRI/ve//7FgwQImTJjAzTffzCmnnBIaXnLw4MFUqlQpbrktW7Zk4sSJtG7dmlGjRjF//nw++eQTevbsyTXXXANApUqVeOqpp7It5/777+fiiy/mo48+Yv78+YwdO5bTTz891FPy5JNPpmfPnlmOvf322znvvPMAmDZtGo0aNeLhhx9m6tSpLFy4kM8//5yRI0fSs2dPDjnkEG688caowc9U1axZs1AQdtGiRbRo0YLhw4czb948pk2bxg033MDll19OixYt4pbTt29fDj300ND6P//5TyZNmsT8+fMZPXo0bdq0YeLEidmWE0+5cuV45513KF26NHv37qVLly506tSJUaNG8dVXXzFv3jwmTpzIY489RuvWrWnatCkzZszI9fkKWu/evTn33HMBmDBhAk2aNOHpp5/ms88+Y+HChXzyySf069ePE044gfvvvz/s2CZNmnD33XcDXgD3hBNOYPDgwcyZM4dZs2bRt29fTjvtNLZt24aZMXToUNLS0g76NQaVKFGCd955h4oVKwJwyy230L59e4YPH87//ve/0N+Gp59+mrPOOosGDRqEehyLiIiIiIiIiIhIaiqV7AqISOJq1qzJzJkzueiii/jmm2+YOnUqU6dOjZo3PT2dF198kUsvvTTbcnv37s1nn33G8OHDo+avXLkyEyZMoE6dOnHLefnll+nZsyfvvvsu7777bpb9TZs25cMPP6RkyZJZ9pUoUYL33nuPm266iWHDhrF69WoeeOCBmOfKzMyMWk4qe+aZZ1i1ahXjxo3jxx9/5Oqrrw7bf8QRRzB69Gjq168fs4yKFSsyadIkzjzzTNasWcPo0aMZPXp0WJ7u3bvTtm1brrrqqlzXtW3btkydOpV//etfrFy5kg8++IAPPvggZv4KFSrk+lwFzcwYN24cV199NW+99RZLly7ljjvuiJq3WbNmWdL+7//+j+3btzNgwAB+++03evfunSVP2bJlGTp0KB07dsz3+udUo0aNmD17Nl26dGHJkiVMnz6d6dOnx8xfmO+diIiIiIiIiIiI5J16JooUMQ0bNmThwoW8/fbbXHzxxRxxxBFkZmZSunRpatSowd/+9jceeeQRli1blu3wpn6vvPIKo0eP5owzzqB69eqkpaVRv359brnlFpYsWULr1q2zLaNy5cp8/vnn9O/fnxNPPJEKFSqQmZnJ8ccfT//+/fnqq69Cw19Gk5aWxpAhQ1i4cCE33XQTTZs2pVKlSpQsWZIKFSpw7LHHcvnll/P666+zevVq0tPTE76+VFC6dGnGjh3L66+/zmmnnUbFihXJyMigUaNG3HfffcybN48jjzwy23KaNGnCt99+y1133UXDhg1JS0ujWrVqtG/fnlGjRjFy5MjQkKp50aZNG3766SdefvllOnbsSJ06dUhLSyMtLY3atWtz+umn07dvX+bPn0/fvn3zfL6ClJ6ezqhRo/jss8/o0aMH9evXJyMjg8zMTI466ig6duzIsGHDos4RaWY899xzzJ49myuuuIJ69epRtmxZypUrR5MmTbjtttv44YcfuOyyy5JwZdE1atSIxYsXM2rUKLp06ULdunVJT0+ndOnS1KxZkzZt2nDnnXcyc+bMuPN0ioiIiIiIiIiISNFnzrlk10EKgRYtWri5c+cmuxpx/VL9tAI/R/0/PyvwcxQWy5Yt44gjjgBgxIgROQo8+o0cOTI0D9/SpUupV69ePtVQRERERERERKT48n/nEun222/Pdjqau+66iyeffDLqvuB3Qbt37+bEE0/k22+/DdvfvXt3Ro4cGbPsX3/9leOOO47t27eHpQ8aNCjqiDwiIlL4mdk851zU+a/UM1FERERERERERESkCBkxYgQ7d+6MuX/nzp0JjSRTpkwZRowYkWUqmVdffZWPPvoo6jHOOa6++uosgcS2bdty/fXXJ1B7EREpahRMFBERERERERERESlC1q9fz9tvvx1z/+jRo1m3bl1CZbVs2ZLbb789S3qvXr3YtGlTlvSXXnqJ6dOnh6VlZGTwyiuv5Mu0KSIiUvgomCgiIiIiIiIiIiJSxAwePDjmvkGDBuWorIceeoijjz46LO3333+nT58+YWnLly/n7rvvznL8Y489Rv369XN0ThERKToUTJQiw8plFOnyRURERERERERE8stXX33FvHnzsqTPmTOHOXPm5KissmXLMmLECEqUCP+6ePjw4UyePDm0fc0117Bly5awPG3atOGmm27K0flERKRoKZXsCogk6silk7PPJCIiIiIiIiIikqLKlCnD7t27Q9svvvgir7zySlieyF6JaWlp7Nq1K9uyW7duza233sozzzwTln7NNdfwzTff8O677/Lxxx+H7UtPT+eVV17JEoQUEZHUor/yIsVUvXr1cM7hnOPKK6/MdTlXXnllqJx69erlW/1ERERERERERCRchw4dyMg4MLrWW2+9xcaNG0Pb69atY/To0aHtzMxMzjvvvITLf/TRR2nYsGFY2ooVK7jqqquizqv4yCOPcNRRR+XgCkREpChSMFFERERERERERESkCKhYsSLdunULbe/YsYORI0eGtocPH87OnTtD2926daNixYoJlx/saWhmYeljx45l06ZNYWmtWrXitttuy+EViIhIUaRgooiIiIiIiIiIiEgRccMNN4RtDx48GOcc+/fv56WXXgrb17t37xyXf9ppp3HjjTfGzZOWlsbw4cM1vKmISDGhv/YiIiIiIiIiIiIiRcTxxx9P69atQ9s//vgjU6ZMYeLEifz666+h9FNOOYXjjz8+V+fo168fRx55ZMz9Dz30EI0aNcpV2SIiUvQomCgiIiIiIiIiIiJShET2OHzxxRcZNGhQ3Dw5kZmZyTnnnBNz/4UXXpjrskVEpOhRMFFERERERERERESkCOnatSvVq1cPbX/44YdMnjw5tF29enW6du2a6/LnzJnDkCFDYu7v1asXzrlcly8iIkWLgokiIiIiIiIiIiIiRUhaWhpXX311aHvfvn3s378/tN2zZ0/KlCmTq7J3795Njx492LdvX8w8M2bMYPDgwbkqX0REih4FE0VERERERERERESKmOuuu44SJbJ+vVuiRAmuvfbaXJf78MMP8+2334allS5dOku+u+++m2XLluX6PCIiUnQomCgiIiIiIiIiIiJSxNStW5cOHTpkSe/YsSN169bNVZkLFizgiSeeyJL++uuv06ZNm7C0rVu3cs011+TqPCIiUrQomCgiIiIiIiIiIiJSBN1www0JpSViz5499OjRg71794ald+7cmUsuuYThw4eTnp4etu/TTz9l6NChuTqfiIgUHQomioiIiIiIiIiIiBRB55xzDo0aNSItLY20tDQaNWrE2WefnauyHnvsMRYtWhSWVrVqVQYNGgRAw4YNefTRR7Mcd8cdd7BixYpcnVNERIoGBRNFREREREREREREiiAzY8mSJezcuZOdO3eyZMkSzCzH5SxevJj/+7//y5L+/PPPU7NmzdD2rbfeyimnnBKWZ/PmzfTq1SvnlRcRkSJDwUQRERERERERERGRYmrv3r306NGDPXv2hKWff/75dOvWLSytRIkSjBgxgrJly4alT5o0iZEjRxZ0VUVEJEkUTBQREREREREREREppvr378/8+fPD0ipVqsTLL78cNf9RRx3FI488kiX9tttuY9WqVQVSRxERSS4FE0VERERERERERESKoSVLlvDwww9nSX/22Wc55JBDYh7Xp08fWrduHZa2ceNGrrvuunyvo4iIJJ8555JdBykEWrRo4ebOnZvsaoiIiIiIiIiIiIiIiMhBZmbznHMtou1Tz0QRERERERERERERERERiUrBRBEREREREREREZECsH/LNtb0uJ/9W7cnuyoiIiK5pmCiiIiIiIiIiIiISAHYPu0rto2fwfZpXyW7KiIiIrmmYKKIiIiIiIiIiIhIAdj6wbSw/4qIiBRFCiaKiIiIiIiIiIiI5DO3bx/bp34JwPYp/8Pt25fkGomIiOSOgokiIiIiIiIiIiIi+WzXvCXh2/O/S1JNRERE8kbBRBEREREREREREZF8tnXCTNzOXQC4nbvYOmFmkmskIiKSOwomioiIiIiIiIiIiOSzbR9Og72BoU337vO2RUREiiAFE0VERERERERERETy0Z7lq9n314awtH1/rmfPijVJqpGIiEjuKZgoIiIiIiIiIiIiko+2Tf4czCJSje2TP09KfURERPJCwUQRERERERERERGRfLR17Ke4HbvC0tzOXWwZ80mSaiQiIpJ7pZJdAREREREREREREZGiYPVl9yTWu7B06ajJuxb/yC/VT8v28IxzT+WQ1x/PafVEREQKhHomiogUAldeeSVmRr169fJUTr169TAzrrzyylyXMX36dMwMM2P69OlZ9udXXfOqXbt2mBnt2rVLaj1ERERERESk+Kh6/7WUOrQmllYmfsY9e3KWHmBly1DqsFpU/fe1uayhiIhI/lMwUaSI8Ad4HnzwwWRXR0RERERERESk2ClzzBEcNut1Ms49FUsvm69lW0ZZMs5tw2GfvUaZY47I17JFRETyQsOcSpEx4rQF7Nm+v8DKL51Rgh6fnVBg5YuIiIiIiIiISNFXIjOdWsMeZvOoCfx1z7O4nbvBudwXaIaVTaNav1up0K1j/lVUREQkn6hnohQZBRlIPBjli8QzcuRInHMsW7Ys2VUpMqZPn45zLupQrCIiIiIiIiIFrUK3jhz68VBK1amR/bCnMVjZMpQ6tCaHfjxEgUQRESm0FEwUERERERERERERyYXQsKfn5HzYU8soS8Y5GtZUREQKPwUTRURERERERERERHKpRGY6tV55mCp9r8PKJtZD0cqWocp/rqPWsIcokZlewDUUERHJGwUTRYoR5xyjR4/mggsuoHbt2pQpU4aqVatyyimn0L9/f7Zt2xb1uBtvvBEzo2rVquzfn3U42K1bt1K6dGnMDDNj0aJFUctp3rw5ZsZ5550Xs47z58/nuuuu45hjjqF8+fJkZGTQoEEDevbsGbNc8Ia8DJ4/OPzlyJEjOeOMM6hVqxYlS5akU6dO8T+gCPXq1cPMuPLKK0N1u/TSSznssMNIT0+nQYMG9OnTh7/++ivsuC+++IKuXbty+OGHU7ZsWerXr8/dd9/Nli1bYp7ryiuvxMyoV69e3DpNnDiRDh06UL16dTIyMjjqqKPo06cPv//+e8LXtWPHDh577DGaNWtGZmYmVatW5dRTT2Xo0KFR729u7dy5k4EDB3LmmWdSq1YtypQpQ/Xq1Wnfvj0DBw5k165deSq/Xbt2mBnt2rXLsm/ZsmWh52HkyJEATJkyhU6dOlG7dm3S0tI47LDD6NGjBz///HNC5/v++++57bbbOP7446lSpQply5blyCOP5IwzzuCZZ55hxYoVMY/97rvv6N27N0cffTTlypUjMzOTo446iuuuu45vv/027nmD1/Hggw8CMG3atNB1pKen06hRIx555JEs7fejjz6iQ4cOoXyNGzemX79+7N69O9tr3bdvH6+++irnn38+derUIS0tjSpVqtCqVSsee+wxNm/enP0HJiIiIiIiUsyUrJAJpUommLkkJSuWK9gKiYiI5JNSya6AiBwcGzdupFOnTsyYMSMsff369cyePZvZs2fz/PPPM378eI4//viwPO3atWPQoEGsX7+exYsXZ9n/2WefsXfv3tD2tGnTaNasWVieTZs2sXDhwlB5kfbt28dtt93GwIEDcRGTlv/yyy/88ssvDB8+nIceeoj//Oc/ca91586dnHvuuXz88cdx8+XE66+/Ts+ePcMCMb/88gvPPvssEyZMYMaMGdSqVYunnnqKu+66K+wafv31V/r378+nn37KjBkzKFcudy8Lffr04dlnnw1L++mnn3j22Wd54403+Oijj7ItY82aNZx++ul89913obTt27fzxRdf8MUXXzB27Fj69OmTq/r5zZ8/nwsvvJDly5eHpf/1119Mnz6d6dOnM2jQIMaPH0/9+vXzfL7s/Pvf/+axxx4LS1u5ciUjR45k7NixTJ48mdatW0c9dv/+/dx///3079+fffv2he1bunQpS5cuZerUqXz44YdR52986qmnuOeee7Ic+9NPP/HTTz8xbNgwHn30Ue65555sr+Pxxx/nvvvuC3u+vv/+e/r27cukSZOYPHkymZmZ3HbbbQwYMCDs2O+++4777ruPmTNnMn78eEqWjP6Cu3TpUv7xj3/w9ddfh6Xv3r2bL7/8ki+//JKBAwfywQcf0LJly2zrLCIiIiIiUlxsfnMCbuuOhPK6bTvY/OYEync9p4BrJSIiknfqmShSDOzbt4/zzz8/FEhs3bo1b731FnPnzmXixIlcfvnlAPz++++cfvrprFy5Muz4YA8w8AKFkSIDKNECKjNnzgz1eosWTLzmmmt44YUXcM5x8sknM3ToUKZOncrcuXN57bXXOPnkk3HO0bdvXwYNGhT3eu+++24+/vhjOnbsyJgxY5g7dy6TJ0+mc+fOcY+LZdGiRfTs2ZMGDRowfPhw5syZw9SpU7nssssA+PHHH7njjjt47733uPPOOzn55JN58803mTt3LpMmTaJDhw6AF2B79NFHc1WH5557LhRIrFWrFgMGDODLL79k5syZ3H333WzevJmuXbuyffv2mGXs3buXv//976FA4hlnnMG4ceOYO3cu7733HmeddRaTJ0/m/vvvz1Udg5YsWULbtm1Zvnw5mZmZ3HHHHYwdO5Y5c+YwZcoU7rzzTtLT0/n+++8599xz2bRpU57Ol52hQ4fy2GOPceqpp/LGG28wZ84cpk+fHupxu2XLFi677DL27NkT9fgbb7yRfv36sW/fPmrUqMFDDz3ElClTmD9/PlOmTOHJJ5/klFNOCbURvyFDhnDnnXeyb98+KleuTL9+/UKB2yeeeIIqVaqwb98+7r33Xl588cW41zFx4kTuvfdeWrVqxahRo0LPV7Cn7xdffMHjjz/Os88+y4ABAzjvvPMYO3Ys8+bN44MPPqBVq1YATJo0iaFDh0Y9x5o1azj11FP5+uuvKV26NL169WL06NGhZ+3hhx+mSpUqrF69mvPOOy9LsFhERERERKS42rd5KzvnRhl5xgxLT4Mo74w753zDvs1bD0LtRERE8sg5p0ULzZs3d4XdyyfOLfClMJs2bZoDHOAeeOCBHB374osvho7t3Lmz27dvX5Y8gwYNCuW56KKLsuxv0qSJA9z555+fZd9JJ53kAHfBBRc4wFWuXDnLOfr06eMAV65cObdnz56wfePGjQud+/nnn496DXv37nX/+te/HODKly/v1q9fH7bf//kA7p577sn2c8lO3bp1Q+Wdcsopbtu2bVnydOnSxQGuZMmSrkqVKq5z585u7969WereqlUrB7iqVatmuX7nnOvevbsDXN26dbPsW7t2rcvIyHCAq127tlu5cmWWPFOnTnWlSpUK1bd79+5Z8gwcODDufuecu/rqq8M+x2nTpuWorvv373fNmjVzgGvSpIlbvXp11PPMmTMndE33339/1DzZadu2rQNc27Zts+xbunRp2HX06NEj6nP/0EMPhfK8//77WfZPmDAhtL9Fixbur7/+ilmf5cuXh23/9ddfLjMz0wGuevXq7qeffspyzC+//OJq1qzpAJeenu7WrFmTJY//OrJ7vsqXL+/Kli3rbr311izlbNu2LfRMN23aNOo1BNtw7dq13ffffx81z6+//hqq82WXXRbz8xARERERESlONo+e6H6pd5b7uVqb0PLLoae7ZSd0cVsnzHDLju/sfqlzevj+ume5ze9MSnbVRUREnHPOAXNdjBiSeiaKFAMDBw4EoGLFigwdOpQSJbI2/d69e3P66acD8P7772fpcdS+fXvAG9LUP6/e1q1bmT9/PuANJVm6dGk2bNiQZX7DYG/FNm3aUKpU+AjLweEnO3TowE033RT1GkqWLMmgQYNIS0tjy5YtjBkzJub1NmjQgEceeSTm/twYNmwYGRkZWdJ79+4NeL0/d+7cyZAhQ7IMH1myZEl69eoFwLp161iyZEmOzv3qq6+Gehz279+fOnXqZMnTvn17rrnmmrjlBHu+ValSheeffz5qnueee47q1avnqH5+H330Uejejxgxglq1akXN16JFC2644QYAhg8fnuvzJaJWrVq8+OKLUZ/7W2+9ldKlSwNkGQIYDjybaWlpjBkzhqpVq8Y8z2GHHRa2PXz48NA8hk888QQNGjTIcsyRRx7Jk08+CXhzWQ4bNixm+RkZGdk+X1u2bKF69er0798/6vHdu3cHYPHixVl6hH777bd8+OGHgPccHH300VHrccQRR9C3b18ARo8eHbc3rIiIiIiISHGxedRHYUOcWkZZMs5tw2GfvUZmh79x2KzXyTj3VCy9bCiP27aDzaMmJKO6IiIiOaJgokiKW716dSh41blzZypXrhwzbzAgsX//fqZOnRq2Lzg06caNG1mwYEEoPThfYvXq1WnZsiUnnXQSED4carz5EletWsXcuXMB6Nq1a9xrqVy5MsceeywAs2fPjpnvn//8Z5aAZV40a9aMRo0axdwXdNZZZ1GlSpVs8/366685Ov+nn34KQLly5ejSpUvMfFdddVXMfZHPQYUKFaLmK1euHBdffHGO6uf3/vvvA1C3bt1s59P729/+BnjPQEEOl9mlSxfKli0bdV+FChU46qijgKz3Zf369XzxxRcAXHTRRdStWzdH5/3kk08AyMzM5F//+lfMfJdccknofgSPiSbR5+uiiy4KBUjj5Vu6dGnYvuC9K126NP/4xz9i1gMO3Ls9e/aE2q+IiIiIiEhxtW/zVnbO+cbbMMPSy1Kt363UGvoQJTLTASiRmU6tYQ9T7fFbw4Y93fmVhjoVEZHCT8FEkRT39ddfh9aDc6bF4t/vPw6gbdu2UedNDPY4DO4PBgv98ybGmy9xzpw5ofUePXpgZnGXefPmAd7cbrH4Ayb5IRhsiqZSpUo5zrdly5YcnT94L5o2bUpaWlrMfMcffzxlypSJWwaQbZAvGBDOjWBg6bfffsv2Xp5//vmh4+Ldz7yKFQgOCgboIu/LwoUL8Xr3w2mnnZbj837zjfci2axZs5jBTIAyZcpw4oknAlnbnV9BP4fBe7dnzx7S0tLi3rvjjjsudFxB3jsREREREZGiYPukWVipkljZMpQ6tCaHfjyECt06Rs1boVtHDv14KKXq1MDSymClSrJ98ucHucYiIiI5o2CiSIpbv359aL1GjRpx8/qHpPQfB1CtWjWaNGkCRA8mBoOEwf/6h0MN5ilXrhzNmzcPK/ePP/5I7EIixBtaMV7vy9yINrxpkH/ozETz7du3L0fnD96L7O5fqVKlYvZcy8lzULNmzRzVz68g7mdexbsvcODeRN6XP//8M7R+yCGH5Pi8id43OND2Nm7cGApgRiro57Aw3jsREREREZGiYPOoj3Dbd4aGNS1zzBFx85c55ojQsKdu+04NdSoiIoVe/o0DKCKFXrBnYW61b9+eb775hlmzZrFv3z527NgRmi8xOKfiqaeeSpkyZULDoTZv3jzufIn+gMarr74a6qGVnczMzJj7IueUSxWJ3L9YgSh/enblxCojEcH7efLJJ8ed/y/SEUfEf9FKtry0nbzct4MpeO8O/NBcWgAAOzVJREFUPfRQJk6cmPBxhx56aEFVSUREREREpEgoWaUi1QfcE7M3YjTBYU83nz6B7Z/+rwBrJyIikncKJoqkOH9PtbVr18bN6x+uMFoPt3bt2vHCCy+wefNm5s2bx7p169i7dy81atSgcePGAKSnp3PSSScxa9Yspk+fToMGDWLOlwhej8cg51xoTkQ5oHLlyqxZsybb+7d37142bNgQdV9OnoPc9lAD736uXbuWtWvXFvl76X82V61alePjq1SpwurVq7P9vOHAPalUqVKeg/65FbzeP//8k6OOOirmkLkiIiIiIiISrtbwR3J9bIVuHXMUhBQREUkGDXMqkuL8c5t9+eWXcfP69/uPC4qcNzFyiNOgYC/FadOmxZ0vEeCEE04IrU+aNClu/Yqr4L1YvHgxu3fvjplv0aJFMff776d/nspostsfT/B+Llu2jB9//DHX5RQGJ5xwQuh5nzlzZo6PDwZTFy1axK5du2Lm2717NwsWLACit7uDJXjvdu3aFTaUsYiIiIiIiIiIiBRvCiaKpLhDDjkk1Gtw3LhxbNq0KWbeoUOHAt68aqeffnqW/VWrVg0FSKZPnx4zmOifN3HKlClA9PkSAerXrx8qc+zYsfz888+JX1wxceaZZwKwdetWxo4dGzPf8OHDY+6rXbs2jRo1ArznYOvWrVHzbdu2jXfeeSfXde3UqVNovV+/frkupzCoUqUKp556KgDvvfcev/32W46OP+usswDvMx09enTMfO+++26oXQaPSQb/vXviiScKxdCrIiIiIiIiIiIiknwKJooUAzfeeCMAGzZs4Prrr48aJHj55Zf59NNPAS+ocPjhh0ctK9jr8LPPPgvNlxgZTDzllFNIS0tj8+bNjBw5Eog+X2JQ3759AdizZw8XXnhh3CEl9+3bx5tvvsnKlStj5kk13bt3Jz09HYC77ror6uczY8YMhgwZErec66+/HoB169Zxyy23RM3Tp0+fPA1zeuGFF4aCwyNHjuT555+Pm3/p0qW89dZbuT5fQbvnnnsAr7dely5dWL9+fcy8K1asCNvu0aNHaG7Pu+++m2XLlmU5ZtmyZdxxxx2AN0Rwz54986nmOde8eXM6dOgAeL2K77zzzrgBxbVr1+ZoXkwREREREREREREpmjRnokgRtHDhwlCQLp6TTjqJxo0b06tXL0aNGsWsWbN46623WLFiBTfddBMNGjTgzz//5K233uK1114DvPn5BgwYELPMdu3a8fzzz7Nt2zYAatasGerxFlS2bFlOPvlkZs6cGepxFW2I06CuXbvSq1cvhgwZwjfffEOTJk3o1asXp59+OjVr1mTHjh0sW7aM2bNnM2bMGFavXs3XX3/NoYcemu1nkApq1qzJI488wh133MHKlStp0aIF9957L61atWLXrl189NFHPPvss9SpU4ft27fz559/Ri3n+uuvZ8SIESxYsIDhw4ezYsUKevfuzeGHH86KFSsYPHgwkydPpkWLFsydOzdXdS1RogTvvPMOrVu3ZtOmTdxyyy289957XH755TRu3JgyZcqwbt06Fi9ezKRJk5g6dSoXXngh//rXv/LyERWYjh07hp7NuXPn0qhRI2644QZOO+00KleuzIYNG1i4cCHjxo2jVKlSYcODVqtWjWeeeYZrr72WNWvW0KJFC+6++25OO+00AGbNmsXjjz/OunXrAHjqqaeoWbNmUq4zaPjw4bRs2ZIVK1bw9NNPM3XqVHr27EmzZs3IyMhg48aNfPPNN0yZMoWJEydy3HHHJTUAKiIiIiIiIiIiIgVPwUSRIuiDDz7ggw8+yDbfs88+S+PGjSlZsiT//e9/6dSpEzNmzGDWrFnMmjUrS/46deowfvz4uEG64LyJwR5LsYKE7dq1C5tnLl4wEWDw4MHUrFmTfv36sXHjRvr370///v2j5i1Tpgxly5aNW16quf3221m+fDnPP/88q1ev5uabbw7bX61aNd599126du0as4xSpUoxfvx4Tj/9dH744Qc++eQTPvnkk7A8Z599NrfffjvnnHNOruvaqFEjZs+eTZcuXViyZEnYkLjRVKhQIdfnOhgGDx5MuXLlePbZZ/njjz944IEHouZr27ZtlrRevXqxadMm7r33XtatW8ddd92VJU/JkiV59NFH6d27d77XPadq1qzJ7NmzueSSS/j8889ZsGABN9xwQ8z8hf3eiYiIiIiIiIiISN5pmFORYqJSpUpMmzaNt956i7///e/UqlWL0qVLU7lyZVq3bs0TTzzBDz/8wPHHHx+3nCpVqtC0adPQdqwgYXA4VIg9X6JfiRIlePjhh/nxxx+5++67adGiBVWrVqVUqVKUK1eOo48+mq5du/Lyyy/z+++/06BBg4SvPVUMGDCACRMmcM4551ClShXKli1LgwYNuPnmm1mwYAEtW7bMtozatWuzYMECHn30UY499ljS09OpVKkSrVq14sUXX2TixImUKVMmz3Vt1KgRixcvZtSoUXTp0oW6deuSnp5O6dKlqVmzJm3atOHOO+9k5syZced6LAxKlCjB008/zcKFC+nduzeNGjWifPnypKenc+SRR3LGGWcwYMAA3n777ajH33nnnXz99ddcd911HHXUUWRkZJCRkUHDhg259tprWbRoUWg41cKgTp06zJo1i/Hjx3PZZZdRv359MjMzKVWqFFWrVuWkk07ipptuYuLEiVmC0SIiIiIiIiIiIpJ6LN58SFJ8tGjRwuV2WMODZUjzeQV+jl7z4ge8REREREREREREREREUo2ZzXPOtYi2Tz0TRURERERERERERERERCQqBRNFREREREREREREREREJCoFE0VEREREREREREREREQkKgUTpcgonVGwj2tBly8iIiIiIiIiIiIiIlLUlEp2BUQS1eOzE5JdBRERERERERERERERkWJFXbFEREREREREREREREREJCoFE0VEREREREREREREREQkKgUTRURERERERERERERERCQqBRNFREREREREREREREREJCoFE0VEREREREREREREREQkKgUTRURERERERERERERERCQqBRNFREREREREREREREREJCoFE0VEREREREREREREREQkKgUTRURERERERERERERERCSqlAwmmlkJM7vIzMaY2S9mtt3M1pnZIjPrb2aNC+i8Vc3sbDO718zGmtlvZuZ8y4N5KDsp1yQiIiIiIiIiIiIiIiLFV6lkVyC/mVld4HXgtIhd6UAVoClwm5k9BjzknNufT+f9AmidH2VFKTsp1yQiIiIiIiIiIiIiIiLFW0oFE82sOjAFqO9Lng8sBsoBfwNq4F13X6A80CefTl87n8oJk+RrEhERERERERERERERkWIspYKJwGscCLptAi5xzk0O7jSzNOAJ4JZA0m1mNss5Ny6fzr8XWALM9S1jgcPyUGayr0lERERERERERERERESKqZQJJppZe+BcX9Jl/qAbgHNuF3CrmR0GXBRI7mdmHzrn9uaxChcAPznndkTUK9dDjhaCaxIREREREREREREREZFirESyK5CPbvatT3XOjY+T93YgGOQ7Cjgnryd3zi2ODCTmg6Rek4iIiIiIiIiIiIiIiBRvKRFMNLMMwoNnw+Pld84tA6b5kjoXQLXyJBWvSURERERERERERERERIqWlAgmAq2BdN/2tFgZY+Q5I3+rky9S8ZpERERERERERERERESkCEmVYGIT3/pa59yqBI6Z71s/3MzK53Od8ioVr0lERERERERERERERESKkFQJJh7tW1+W4DG/xSmjMEjFaxIREREREREREREREZEiJFWCiVV962sTPGZNxHaVfKpLfknFaxIREREREREREREREZEiJFWCieV86zsSPCYyX2EbErTAr8nMepnZXDOb++eff+aociIiIiIiIiIiIiIiIpL6UiWYmO5b353gMbvilFEYFPg1OeeGOOdaOOdaVK9ePUeVExERERERERERERERkdSXKsFEf4+8MgkekxanjMIgFa9JREREREREREREREREipBUCSZu9a0n2sMwMt+WfKpLfknFaxIREREREREREREREZEiJFWCiet86zUTPKZWxPb6fKpLfknFaxIREREREREREREREZEipFSyK5BPfvCt10vwmMPjlFEYHNRrmjdv3l9mtg34K9FjRIqBaqhNiPipTYgcoPYgEk5tQiSc2oRIOLUJkXBqEyIHqD0UHnVj7UiVYOK3vvWaZlbbObcqm2Oa+9aXO+cK25CgB/WanHPVzWyuc65FjmopksLUJkTCqU2IHKD2IBJObUIknNqESDi1CZFwahMiB6g9FA2pMszpbGCHb7tdAsf480zJz8rkk1S8JhERERERERERERERESlCUiKY6JzbDkz2JV0VL7+Z1QVO9yWNK4h65UUqXpOIiIiIiIiIiIiIiIgULSkRTAx4wbd+hpmdFyfvkxy49p+ASQVWq7w52Nc0JBfHiKQytQmRcGoTIgeoPYiEU5sQCac2IRJObUIknNqEyAFqD0WAOeeSXYd8Y2YTgXMDmxuBS5xzH/v2pwH9gNt8h3Vxzo2NUd50oG1gc4Zzrl0u6rSMA5NWPuScezCHx+frNYmIiIiIiIiIiIiIiIgkKtWCiTXw5ho80pc8D1gMlMMLDNbw7XvOOecPwkWWN50Eg4lmdgHwcJRdjYHSgfW1wJqI/auccx3ilJuv1yQiIiIiIiIiIiIiIiKSqFLJrkB+cs79YWZnAK8DbQLJzQOL31683nwP5uPpqwDNsslTM7D4VYp3QJKvSURERERERERERERERIqxVJozEQDn3DK83npdgHHAUmAn3hChXwNPA8c75/o65/YnqZpRmVkJM7vIzMaY2S9mtt3M1gEf4PVOvJUCvCYza2JmT5rZIjNbFzj/z2b2bqBe+fK8mFlnM3MRS7v8KFtSS6w2EXhG+5tZ4wI+f4G1CTM72sz+Y2afm9kKM9tpZn+a2Tdm9p6Z3WpmTfPzeqToS8U2YWanmNlAM5tjZn+Z2R4z22pmv5nZBDO7zcyqF8T1SNGXrDZhZlXN7Gwzu9fMxgaeV/+/ax7MQ9lJbedStKVSmzCzQ82sh5mNMLO5gevYY2abAv/vedvMLjNv2geRLFKpPWRzPr1fS0JSuU2Y3q8lF1KxTZjeryUPktEmzCzdzM41syfM7NPA3/Adgb/jq81sipk9YGaHFZVrSmnOOS2FYMGbV3Em4OIse4CHgBL5fO4SeEO07snm/NOBw/J4rip4Q71Glt0u2fdAS+FaUrVNABWBQcC+bMp2wMpk3wcthWdJtTYB1AImJNAOHLAFuDnZ90BL4VqS1SaALxJ4Zh8sStekJTWWVGkTQFO8H1LuT/D/ESuB85L9+WspXEuqtIcEzqf3ay0JLanaJtD7tZZcLqnWJtD7tZY8LsloE8DIwPOYyHO7F+gPpBXma0r1JaWGOS2qAr8ImQLU9yXP58C8iH/DmxexFNAXKA/0yccqPAfc5Nv+A6+hbcV7mT8xkN4WmGJmrZ1z63J5rgFkHepVJEyqtgkzq4l3XU0iyv5f4L8lgTp4QyarnUhIqrUJM6sKzACO8iVvABYAv+F9KdAQOC6wrxwwwMyqOuceyPPVSJGX5DZRO5/KCVMI2rkUYSnWJo4CWkWkLQMWAX8CZfGmfGgU2FcHmGBmVznnRuZzXaQISrH2kB29X0u2UrVN6P1acivV2oTeryWvktgmugCZvu2twFfA78Bu4EjgFCAN72/6ncBxZvYP59zueAXr/bqAJDuaqcUBTORANHwjcE7E/jS8L3L9UfOL8uncl0SU+xwREX7g3EC9gnk+zOW5OvjKeD3ivO2SfR+0FJ4lFdsEkAF86zvmZ+B8wGLkbwbclex7oaVwLKnWJoAhvrz78X4FVi5KvtOAJb68+4Bmyb4fWpK/JLlNLMP79eIi4BXgeqAlsNx3rgeL0jVpKfpLKrUJvC8VHN7UDv8BjoiR74yIc+wGGiX7XmhJ/pJK7SGbc+n9WktCSyq2CfR+rSUPS6q1CfR+rSWPS7LaBF7wcAfwGtAOKBUlTy1gbMS5Hy2s15TqS9IrUNwXoH3EQ/v3OHn9DeeHaA0sh+cuHfgHV7DMd+PkPT+inn/L4bkqACt8dT86orx2yb4XWgrHkqptAnjel/droHqyP2stRWNJtTYBpAf+wRjM93w2dTg88I/LYP4nk31PtCR3SWabCJTZFEiPkr7Md64Hi9I1aSnaS7Kfn/xuE3hfdPVMpG54vzT2D430ZrLvh5bkLqnWHuKcR+/XWhJaUrVNoPdrLblcUq1NoPdrLXlcktkmgCeB2gnkKwGM9517B1C+MF5Tqi8lkGS72bc+1Tk3Pk7e2/F+YQJe1/Vz8njuDhzo6rsfr6twVM65/wLTfEk3xcobw5PAoXgN8xpgVw6Pl+Ij5dpEYDLfGwObe4Buzrk/81ZVKUZSrU00JHwYizfjVcA5txxvyJagY+Lll2IhmW0C59xi59yOvJYTIanXJEVeSrUJ59xnzrlhzrm9CeT9BXjJl9Qxv+ohRVZKtYc49H4tiUq5NqH3a8mjVGsTer+WvEpam3DO3emcW5VAvv3A3b6kssCZcQ7R+3UBUTAxicwsg/AHdHi8/M65ZYR/Uds5j1W4yLc+NVB+PP76nWdm6YmcxMza473gAAxzzs1MvIpSnKRwm7gesMD6WOfc17msnxQzKdomykVsb0igHv48FjOXpLxC0CbyXSpekxw8en4AmOVbr2hmVZJWE0mq4tIe9H4tiUrhNqH3a8mVFG0Ter+WXCtKbcI59y3ecKVBR0TLV5SuqShSMDG5WuN1Rw+aFitjjDxn5PH8p+fh3JlAq+wOCDTgYXj/c1oN3JWTCkqxk3JtwsxKAJf6kl7PXdWkmEq5NoE3AbzfcVHyRPLnWZhAfkldyW4TBSEVr0kOHj0/B35JHKR33OIr5duD3q8lh1KuTej9WvIo5doEer+WvClqbcL/7/5Y/+YvatdUpOhFK7ma+NbXJtKtF5jvWz/czMrn5sRmVgFvWJRo5UblnPsd+MOX1CRWXp/HgCMD6zc55zYmWkcpllKxTTQBKgfW9wOzzKykmV1mZpPM7Hcz22Vma81slpn1NbOaubkGSUkp1yYCeeb4kvqaWeSvKf31uNpXzg68L9Ck+EpamyhAqXhNcvDo+fHmHgraDqxLVkUk6YpDe9D7teREKrYJvV9LXqRcm9D7teRRkWkTZlYH8I9AsiJG1iJzTUWRgonJdbRvfVmCx0T+4uToqLlydu7cnj/uuNpm1poDc2Z94Jwbm+A5pPhKxTZxkm99BVAJbziu1/G63dcGygA1gFOBh4Bfzez6BM8vqS0V2wTAbcDuwHpT4Bsz62Vmx5hZhpnVMrPTzOxtYGgg33bg8gSGWpXUlsw2UVBS8Zrk4CnWz4+ZlQS6+5I+dc65ZNVHki6l24PeryUXUrFN6P1a8iIV2wTo/Vpyryi1iat96/uBKTHyFaVrKnJKJbsCxVxV3/raBI9ZE7Gd2zlBqkZs5+b8Mc9tZmnAK3gB683ADTmqnRRXqdgmDvOtbwMmcyDAshz4HO8fcQ3xXnZKAhnAi2ZW2Tn3WIL1kNSUim0C59znZnY6MA7vRb8u8HKM8vYAHwH/0XwoQnLbREFJxWuSg6e4Pz+34v0bKuiFJNVDCoeUbQ96v5ZcSsU2ofdryYtUbBN6v5a8KBJtwswOJ3xo97ecc3/FyF4krqmoUs/E5PJ3O9+R4DGR+XLb7Tayy3tuzh/v3A8AjQLr9wS63YtkJxXbRCXfemO8F529wI1APedcN+dcT+dcW7yu+It8+R8xs1MTrIekplRsE4D3woM3YfadwM445c0B3gaWJHh+SW3JbBMFJRWvSQ6eYvv8mFlz4BFf0njn3KfJqo8UCqncHvR+LbmRim2ikm9d79eSU6nYJgC9X0uuFfo2YWZlgFFAZiBpK3B/nEMK/TUVZQomJpd/MtDdMXOF2xWnjNyeO7fnj3puMzsB739eAF8AL+WsalKMpWKbiDZWfR/n3KDIYbiccz8AZ3LglzMlgAcTrIekplRsE0BovPtXgMeBssBGYDwwBG+YouCL/ynAW8BsMzssa0lSzCSzTRSUVLwmOXiK5fNjZrWA9zlQ99XAVUmrkBQWKdke9H4teZCKbULv15IXqdgmAL1fS64VhTYxEK+nedD12QzPWxSuqchSMDG5/FHvMgkekxanjNyeO7fnz3JuMysFDMcbQnc3cI3mLZEcSLk2QdZfhC0FBsUqLNBN3z/0yplmViPBukjqScU2gZkdCywA/on3b5GHgTrOufOdc9c6565wzh2PNyfKD4HDWgJTzaxCgvWQ1JTMNlFQUvGa5OApds+PmVXEG57r0EDSdqCLc+7P5NVKComUaw96v5Y8Srk2gd6vJW9SsU3o/VryolC3CTP7D3CNL2mAc+6NbA4r1NdU1CmYmFxbfeuJRrwj823Jh3Pn9vzRzn0PcHxgvZ9zTt3mJSdSsU1Epr3vnNufTZnjIrY1FEvxlXJtIjBExVigeiDpYefcA8657ZF5nXNzgPZA8AviBngvRlJ8JbNNFJRUvCY5eIrV82NmmXi/sj8hkLQL6OSc+yJ5tZJCJBXbg96vJS9SsU3o/VryIuXahN6vJY8KbZsws1sIfz5fAW5L4NBCe02pQMHE5FrnW6+Z4DG1IrbX58O5c3v+sHObWUPgP4HN7wj/9ZdIIlKqTcQoN9svAJxzK4HNvqQ6CdZFUk8qtomuwFGB9U3AE/EKc86tBgb4knqYWckE6yKpJ5ltoqCk4jXJwVNsnh8zKwt8CLQJJO0BujrnPkleraSQSan2oPdryQcp1SYC9H4teZGKbULv15IXhbJNmFkv4Dlf0iigV4KjMxTKa0oVpZJdgWLuB996vQSPOTxOGbk9d/D83+fw/JH5m3Cg+3A5YKaZxSonsvvwi2YW/MfdfOdc7wTqIqkn1doEeC/+fpG9vWLZAgSHm9CwE8VXKraJM33rs51ziQwfMQV4NLBeATgaTRhfXCWzTRSUVLwmOXiKxfNjZml4cySeHkjaB3Rzzv03aZWSwijV2oPeryWvUq1NgN6vJW9SsU3o/VryotC1CTPrQfj80GOBKxLohR6tPvUSPKawt/NCQ8HE5PrWt17TzGo751Zlc0xz3/py51yuut065zab2UoOzDVyIjAp3jGByXz9Ef1vY+UFDgssiWrkW48cA1+Kj1RsE19HbEebMD6a8r71TQkeI6knFduE/5fAkb8sjiUyX6UEj5PUk7Q2UYBS8Zrk4En558fMSgNjgHMCSfvxvlAYk7xaSSGVyu1B79eSG6nYJvR+LXmRim1C79eSF4WqTZjZpcAwIPjrqf8C/3LO7ctBMYXqmlKNhjlNrtmET+jZLoFj/Hmm5PH8U/Nw7u3A//J4fpFIKdcmnHPLgZ98SY2zK9TMDiX815K/JVAXSU0p1yYC6UFVE6xHZL6NCR4nqSfZbaIgpOI1ycGT0s+PmZUC3gH+HkhywNXOuVHJq5UUYindHkRyIeXahN6vJY9Srk2g92vJm0LTJszsEuBVDsSrJuNNabAnh0UVmmtKRQomJlFgMtzJvqSr4uU3s7ocGNoHsk4inVP+488IlB+Pv34TI7vOO+fed85ZIgtwRETZ7X372+X+kqQoS7U24eP/5fw/LM74RAEX+db3A7OyyS8pKkXbhP/lvbWZJTIh9hm+9T3oC4BiqxC0iXyXitckB08qPz+B+XveBDoFkhxwnXNuZLLqJIVbqrUHvV9LXqVam/DR+7XkSoq2Cb1fS64VljZhZhcBbwDB+TunAp2cc7tyWlZhuaZUpWBi8r3gWz/DzM6Lk/dJDtyzn8hmuLkEfAT8ElgvAfSPldHMOhDesF6IlVckj1KxTQzmwPBCRwLXxym3KnCvL2mcc25jnLIl9aVam/jYt14RuCteBczsEOAWX9JM59y2eMdIyktmmygoqXhNcvCk3PNjZiWAkcDFvuSbnXNDklMjKUJSrj2I5FEqtgm9X0tepFqb0Pu15FVS24SZdQTe5sB0fDOB851zeRmmPdXaeaGhYGKSOeemEv6QjjKzs/15zCzNzJ4BuvqS73XO7Y1WpplNNzMXWKbHOfce4N++pIvN7BkzC5u8PVCfN31J451zM+JemEgupWKbcM6tAJ72JQ0ws2sjf0FpZkcBnwC1Akk7gAdilSvFQwq2iUnAN77tB8zsITPLiFLPlni/SKvuS+4Xq75SPCSzTRSUgrgmKT5SrU0E/n00BLjMl3y7c27gwayHFE2p1h5E8ioV24TeryUvUrBN6P1a8iSZbcLMzgLGAqUDSV8AHQO9C3NN79cFx5xzya5DsWdmNfDG8z3SlzwPWIw3mXRboIZv33POudvilDc9cAzAjOyGNTGzF4AbfUlrgRl4424fR/gkpD8DrZ1zf8UrMztmVg9Y6ktq75ybnpcyJXWkYpswb86fD4AOvuTfgM8D5TYA2nDglzj7gSucc/4AjRRTqdYmzOx4YDreLyeDNuINObQKSAeaAs0iDn3aOXdHvLpK8ZDMNmFmFwAPR9nVmAMvQWuBNRH7VznnOhBDfl+TFC+p1CbMrDcwyJ8PeC/W+aMY4Jz7KftskqpSqT0kSu/XEk8qtgm9X0tepFqb0Pu15FUy2oSZVcP7u+0PfL8ObE6w2v9zzr0Rpw56vy4IzjkthWAB6gGf4c0FEmvZg/c/nBLZlDXdd8z0BM5dAngE2JvN+WcAh+fj9frLbpfse6ClcC2p2Cbw/gc5GO9FJl65a/F+iZP0+6Cl8Cyp1ibwgpALsikvuGwHbiPwIygtWpxLXpsArkzwuY1clh3Ma9JS/JZUaRPAg7ksL7i0S/a90JL8JVXaQw6vV+1AS8wlFdsEer/Wkocl1doEer/WksflYLcJsv7bJafLyIN5TVq8JfgLHUky59wyM2sLXAh0A04ADsEbB34F3hjYI5xz3xbAufcD/zGzt/EmJT0bOBQoC6wG5gNvAe8F8ooUuFRsE87rpn+9mQ0DLseb9LoOkAmsA74GJgCvOI1ZLxFSrU045742sxMDZXUBWgKHARWAXRxoE1OBV51z6/L1oqTIS2abKCipeE1y8Oj5ETlA7UEkXCq2Cb1fS16kWpvQ+7XkVaq1CUjNa0o2DXMqIiIiIiIiIiIiIiIiIlGVSHYFRERERERERERERERERKRwUjBRRERERERERERERERERKJSMFFEREREREREREREREREolIwUURERERERERERERERESiUjBRRERERERERERERERERKJSMFFEREREREREREREREREolIwUURERERERERERERERESiUjBRRERERERERERERERERKJSMFFEREREREREREREREREolIwUURERERERERERERERESiUjBRREREREQkD8zsSjNzwSXZ9Snu/PfCzK5MUh2W+erw4EE874O+8y47WOcVEREREZHUVirZFRARERERkcLNzNoB07LJthfYDKwDFgNfAKOcc2sKtHJSaJlZPWBpNtl2ATuBv4BVwI/AAmCmc+7rAq2giIiIiIiIJETBRBERERERyQ+lgCqBpSHQGehvZgOBfzvntiWzclJopQWWikB94LTgDjP7FRgGDHbObUxK7URERERERETBRBERERERybENwPqItNJAVSDTl1YSuAVoYWZnO+e2H6T6SeG0BfgjIq0MXiCxPGAR+44EHgNuN7PbnXOvFnwVRUREREREJJI5pyk9REREREQktijDnD7knHswSj4DGgG9gBvxgolBA5xztxZYJaXQiTLM6avOuStj5C2J9+ycBJwfWEpGZHvaOXdH/tdURERERERE4imR7AqIiIiIiEhqcJ4lgaBht4jdvc2sehKqJUWAc26fc+4b59xw59yFeEOejo/IdruZ9UlC9URERERERIo1DXMqIiIiIiL5zjn3jpldC5weSCoNnAWMSrQMM0sDTgXqAdWBXcBq4HPn3Mrc1s3MSgTKPQZvaNY/8XrQzXTO7c1tuXmoz+FAa6Am3jCxfwHLgM+cczvz6Rwl8eYjrA/UADYCPwCznHO78+Mc+ck595uZXQA8Avzbt+spM5vunJufpKoVmMDzfgLQBG/u0TRgB7AO+A1Y5JyLHF64yDCzxsDxeM9fGt6Qt98BXznn9ufTOY4GTgTqAPuAVcA051zk8Lo5LbcK0AaojXdvNgIrgBnOuc25LPMwoDlwON4wv/uArcBK4GdgSaKfS6BXeBOgGd7nm4n393IzsDxQ1m+5qaeIiIiICCiYKCIiIiIiBecTDgQTwfuyO1tm1gB4COgEZMTI8yVwt3NuRqKVCXzhfj3QFy9wF+kPM3seeNw5t8/MlgF1A/uiDu0aKPdKYERw2zkXOfdfrPp0Ah7AC7BEs8PMxgD3O+eWJ1DeSKB7YHOGc65dIHB6J3ArUCvKYRvM7BHgOVfI5sAI1Od+MzsG6BxINrxn4/xYx5mZ/zp6OOdGRuwfC1wU2PwDqJOTILKZ3QE86Us6zjn3TUSeZSTw7ATyVsV7Dq7Amz8y3rmXAG865x6Lsf/BQFkAvznn6kXsPw5Y7Eu6xTn3fLxzRhxfBi+gXyWQNMY51zVO/rLATXjDHh8eI9sfZvY03jMYN7AdZcjlI5xzy8zsVLx70jrKYc7M3gH6OOdWxSs/yvna432ebcg67C7AHjN7H+9v0dIo+6OVeT5wP96QvvFsNbNPgAecc1/HKKsUcDPeZ1wvm/OuBv4L3JnbAKiIiIiIFF8a5lRERERERArKuojtatkdYGa3AEvwhkmNGkgMOBmYbmb/l0hFAkGQ/wKDiB5IBK9Hz6PAJ2YW79x5YmZpgYDWe8QOJAKkA5cD35vZRXHyxTpPeeBT4HGiBxIBKgPP4AuGFkK3Ant82383s4QC0zG86luvAZyXw+Mv963Piwwk5kSgt97XeMGguIHEgMZA79yeLxCUWuBL6h4rbwx/50AgEcI/yzCBe7QE6E/sQCJ49+AJ4Eszq5HD+gT/ZswgeiARvAD0JcAXgXk8EymzjJm9BkwF2hI9kAhej+uuwJJAT9rsyn0O+JDsA4kA5YAL8f7WRSurPF5g9WmyCSQGHII3n22OP2MREREREfVMFBERERGRghIZPMyu19EjeD12/GYBU/CG/ksDjgMuxguCAdxnZvucc32zqcsbQEff9l5gAvAZ3pCFtfECJScB7fGCjvku0FPwv3hDvgbtwpsf8Au8YQkPx+uVeVxgfzrwjpld4pwbm+CpSgBv4V0LwHS8z3E1XpC2DV5vv2CQpLuZfeaceyXnV1WwnHMrAz3LLvUlnwN8m8siP8Ib2jY4h+cVePckW2Z2PNDUlxQzmJZAWWnAB3hBnqBvgcnAL8A2vHtVEzgWL6iVbUA+Aa/iDacKcKKZNXHOJfpZXuFb/wOYFC2TmTXHC2RX8iWvxAukfYc3fOvhwD/whuYEL7A+3cxaOue2JVifS/CC5eANBfs+8CPe35qj8X6UUDuwvy7wqpm1i9cL18xKAxMJ71W9G++5mY03DHFFvDZ0Ad73KmWBsWbW0Tn3cYxyewK3+JJ24LX7+XjP4368z6sB0CKwxPsB+OBAHYLWBMr7Fu9vWhm8v5ON8QKtDeOUJSIiIiISl4KJIiIiIiJSUM6J2P41VkYz+zvhgcTlQDfn3OdR8v4bLyASDA7+28wmR8sbyP9PvN5DQcuAC51zCyOyPmJmlwHDgSvxvtzPb3cSHkj8FujinPven8nMHsAbGvI5vIBCSWCYmX2Z4HyRpwaOWw1c7JybFbH/BTM7GS9wFewR96CZjciv+evy2WTCg4nt8XpU5phzbq+ZjeJAYOd8M6vsnNuQwOH+YNoevIBtbl2CFzgCcMC1zrmhsTIHAtFt8YLpeTEKb0jQ0oHt7sBd2R0UGI61gy/pzWjDw5pZBeAdDgQS9+O17acjhzENDMt6HfAC3jPeCK+n3XUJXktwuNcHgcecc/4erJjZQ3gBxjMCSX/Da39RA34B/QgPJE4Drowy1PCzgd6XH+DNRVoKGGFmx8WY2/I+3/pc4ALn3OpYlQj00uwBrI2yry7h7WE40Ns5tytOecFerTHziIiIiIjEomFORUREREQk35nZJXiBD79YPXbKAEN8SWuBU2MFB51z6/CG/5sTSCoBRB3uNDBPon/fduDsKIHEYNlv4M2rGCw335hZZbz5GoPWAGdFBhID9XDOuRfwgo9BlfCCJokogXetp0cJJAbP8SVwry/pUKBdguUfbJHPQvM8lufvUZiGF9iLy8xK4vV0C5rgnPsrD3U4w7f+YbxAIoBzbr9zbppz7vp4+bLjnPsTr+dd0KWBa8vOvzgQgITYvTIfAI70bV/nnOsXbT7EwHM+GLjdl3yNmR0ZmTeGEkBf59xDkYHEQPlb8e7ZFl/yZbEKM7OmQB9f0gzgnFhzlgZ6dJ4BbAok1cabwzCy3COAI3xJ18QLJAbK/sM594RzLlqvWX+w8y+8zzhukNA5t8Q5d6NzbkW8fCIiIiIi0SiYKCIiIiIi+cI8jczsWeDNiN0fxRlK8VLCh3q8Nbved4HAwU2+pLaBnjeRziA8sPG0c+6nbMp+hQOByvzUg/B5IO/NLqCA1zPRP8ddNzOrEiNvpCeiBSojvIY33GJQqwTLPtiW4fXeC8rTcJ/OuQV4cxUGJTJ34DmEz7eZ6yFOA/zzWP6Qx7Jyyl/32sCZCRzj75W52Dm3KDJDoFfiNb6kydkFSQOexxv+FLzvKRLtmfgzMX5IEOSc+wNvftKgeM/47XhzLII3tOkV0YKUEeX/htebMahXlOBs5Jyleb3f/vJ+za6OIiIiIiJ5pWCiiIiIiIjk1M1m9nPEsgxvvr8lwK0cmIsPvEBQzzjl+Xt7rQRGJ1KJQM86f7DsrCjZzovYHp5I2UBBzB14gW99A95wk3EFhhz1z9+YTmKBH0jgGgJz0/mDQo0SLPugCnwOm31Jpc2sfB6Lfc233srMsptTzh9wXIc352Ze+IO4rfNYVk6NB/xDcV4RKyOAmR0DtPQljYyR9XzAf1+eTqQygTkM/QHOaG05mpEJDsv7hW+9QWBexDCBtC6+pDGxeiRGq4dv/RC8OS79dkRsn5JgubH4y2tsZpXyWJ6IiIiISFwKJoqIiIiISE5VxpsjzL/UBcpF5HN4gcGTYvXAM7NShPcUmhgILCTqS996tB5H/gDIr865ZQmWOz0HdchWoKdSC1/Sp9GGfYwhcpjDRHoPLnfO/Z5g+f58lRI8Jhm2RmxXyGN5bwD7fNsxA2pmVpHwYPCofOgNNs+3fpqZvWxm1fNYZkICz97bvqRO2QRn/YHUvcQOhJ/mW99OztqRvy0fZ2aZCRzzRfZZgPBn3Ij+7DQnvOdwwsFi59xa4DdfUmQb/Q7v8wh6zczODQzDnBv+Z6ccMD5Gz2wRERERkXyhYKKIiIiIiBQEB9zhnPtnYI62WBoQHoSMNRRqLGt964dF2e8f4nRJDsr9CcjPoQMPBfzBkSxDRMYSGKbRH4w9OoHDshs+1c8fpIsMCBcmkcGuTVFzJcg5t4bweTwvjxPcuRgo69vO6xCnACMI72HWC1hpZpPM7A4zaxWYT7Sg+K8hA+gaLZOZlcAbijhoUiB4Fs3xvvUfcxhw9ZdZkvChj2NJ9DmPDERHe86Pj9jOt79FgfkM/T2Fa+PNW/mrmQ00s65mVicH55oFLPZtnwp8a2ZzzexRMzs7MOSsiIiIiEi+UDBRRERERERy6iHnnAUXvC/+DwNOB94B9uP1/nnazF6JMn+YX9WI7efMzCW6AHf5jq0cpfxKvvUNiV5gYOjEPAWrIkTW7Y8cHu8PVES7zkg7c1h+UG57ShWowDPkDybuds5FBohywx9Qqwu0jZHP32vxW+fcvBj5EhaYF/QKYJcvuQze3IxPArOBDWb2sZndYGaRbSWv5/+KA/MUQuyeme0JD47FC6T663h8DttyZLD/YD/nkZ/vwhzW/6Rs6n4PXhDQrx5wA97fzZVm9pOZvWhmp0Ue7BfovX0JsCpiV3Pg38BkYL2ZzTGzhxIYwldEREREJC4FE0VEREREJE+cc/udcyudc9Occ5fg9XAKzmN2FdA/zuEV87EqGVHS0nzru6Lsjyen+eOJ7Am1PWqu2Lb51vM6V2BRdAThAaC/8qncD4CNvu3ukRnM7Ei8nl9B+dErEQDn3Bi8INR4DrQZvwy8+QMHAr8FAkOl8uv8hM8b+Tczqxcljz/IuIGsw+76FXR7LkgFWnfn3Ha8H1zcQdYgYFAD4Hpgppl9aWYnxjqBc+57vN6Ugwj/+xAUHFq5L/CDmb11sIbRFREREZHUk58vISIiIiIiIjjnxpnZo3hfYgPcZmafOOcmRckeGVRbRfjQjzmxMkraZqBKYD2nQbj8HCYwshddTgMl/iFSt+SxLkXRKRHbc/KjUOfcTjN7B2+IUYDOZnZDIPATdAUHApn78OZazDfOucXA+WZWGzgPr3fkKXhzkfpl4rWplmZ2vnNuH3n3OvB/eD80NuBy4JHgzsC8hRf58r8dGLIzFv/ntoWc98D1y22vw9yK/Fv0Sx7KinrdgWFfnzaz5/DmlzwDaIMXUI78m3AS8IWZneecmxajvD+BG83sHuBsvF6kpwDN8IKJQQb8E2htZq1jzWErIiIiIhKLgokiIiIiIlIQ/g9vnrX6eF9kP29mTaLMobYuYvtW59y7+ViPPzkQTIw2p2JUZlaR/O0BGDnEas0cHl8jTlnFwXkR29PzsexXORBMLA9cCLzp23+Zb/2TggrEOOdW4c2r9wqAL7jYDa9HW9B5wDXAS/lwzt/NbApe70eICCYCnQnvVZtdr8x1eMPFAnzmnOuY1zoeRJF/i1pnM99rrgUCwdMDC2ZWGjgZ6ITXO7ZaIGsaMNLMGjrndscpbyswLrAQmC+xPV4v8S4c6KFdF3gWL7AoIiIiIpIwDXMqIiIiIiL5LvDF94O+pIZ4c4NF+gXwf0neJJ+rssi33jQHQ0SekM/1WEn4UITNEj0wMDRhbV/SD/lVqaLAzA7FC4j4Tc6v8p1zXwA/+5JCQ52aWRvCewjm2xCnCdRrlXPuFefcGXjX73y7swzHmgf+oU4bmpm/F6h/iNMfnHNfZlOWfw7G/G7LBe27iO2DVn/n3B7n3Czn3B14z5t/bsXD8QKDOSlvs3PuA+fcZUBTwocFvsjMIoddFhERERGJS8FEEREREREpKG8BP/m274v8EjswnKQ/QHF+PtfhC996ObyhABPROT8rEeiJNNeXdIaZlUnw8L9HbP8vf2pVZDxH+Kg67zvnIgM/eeUPqJ1hZnUC6/5g2ibg/Xw+b0Kcc2MJn6uwcT4WP47woXOvgFAQ1x/ESiSQOtW3XtfMjst79Q6azwmfJzW//xYlxDm3Gbg5IjnX99s59yPwmC+pNN6PO0REREREEqZgooiIiIiIFIhAAO1xX1J14JYoWd/2rZ9oZokG/BIxGtjr274vuwMCw0v2yMc6BH3oW6+MN3xldnUxwnt07gA+zed6FVpm9gjhgd39hPd4zS+vcaDnXwngMjNLwxsmMugd59zBnsfP73vfeun8KjQQ0B/jS7okcO2XceA7g/0kNlfkh4TPPXhvvlTyIHDO7SC8jfY0s2qx8hew7yO283q/87s8ERERESlmFEwUEREREZGC9Drwm2/79sB8hH6vAKt828MDvaISZmalzaxkZLpzbg3wji/pVDN7ME45ZfHmy8vMyfkTNILwQEs/M6uVzTE3A819228659bne80KGTOra2b/Be6P2NXHObco2jF54Zz7DZjhS7oC+AdQyZeWr0Ocmlm9HB7iHxp3Wf7VBAi/tkrABXjzJwZNdc6tyK4Q59xfwMu+pH+ZWY4D84F2mAz/x4GgcgXgrcB8hgmLVnczqxUI0CYqchjkZRHl1SVnIsv7LWouEREREZEYFEwUEREREZEC45zbA/T3JVUGbo/Iswu4Bq/3E0Ad4Csz+0egZ15MZlbfzP4NLMXr+RjNHcBG3/YDZva2mTX1lVPKzM7FG3K1HbAWyNegnXNuA/CwL6kW8ImZHR0tv5n1Bp7xJW0EHsrPOhUWZlbSzJqYWQ8zew9vLs3I4V37O+cGFGA1/AG1xniBpaCfnXOf5/P5pprZhMBzHjPQZJ7bgXN8yePyuS4z8dpQ0GOED62Zk0DqQ8CPvu1XzKx/lB8RhDGz8mZ2sZlNI3oP5gIXCFQ/6Us6E/jM/7cimsA9OtnMBhE+32HQucBvZtbXzBpkU1Y9vB9YBO0AJkVke8jMFptZLzOrmk15pxPeI/tz59zaeMeIiIiIiEQqlX0WERERERGRPHkFr4fZIYHtW81sgHNuXTCDc+4jM7sLeCqQdAje/HQ/m9kneMP0bQbKAlXwAh3NgWOyO7lzbrWZXYI3hGEwaHMJ3nCOW/CCdDV8+/YDlwbqXSWQti9nlxzTk8AZwFmB7WOBRWb2Id78jluAw4ALAX8AYz/Q0zm3Mp/qkQwXmVmbiLTSQEW8XmCxAsd/4fVIfL0gK4c31OdADvRK9Qd9XsuaPc9KAB0CyxYzmw3MA1bjPesZeHPbdQSO8h23kvCAV54555yZvQ70DST5r30LOQheOuc2mVknYBpQE+++3glcb2Yf480d+ifeM10ROAKv59zJHGiDk3N9MXl3L97n3SmwfTJeG/0fXu/V5cA2oDze343jgFZ4Pw4A+CFGuTXxAq0PmdkS4CvgO7wfLewLlHUy3vPgDy7/JzCPYqTj8HqBDjKzOXif61JgA953PYfhzXl5mu+YvUT8mENEREREJBEKJoqIiIiISIFyzu0ys6eApwNJ5YG7gbsi8j1tZr8BwwN5wAtqxO3J47M/1g7n3Mdmdh4wEjjct6u871zgBa4udc5NiegtFu3L/Bxzzu03swuAUXgBQ/ACB10Jn5/PbydwmXNubH7UIYkiP+vs/AIMAwY75zYVTJUOcM5tNbNxhA/vCd6wlwUdyCwPnB1Y4vkVOLeAPo/XOBBM9BsTmFcxYc6578ysJTAWaBlILgdcFFiyk1/B+xwLtNHOeD1T7+LAiE6tAkt2Eql7Y8J7fkatCvCYc+7pbPKVAloHlni2Ad2cc18mUD8RERERkTAa5lRERERERA6Gl/ACdUE3RJsv0Dk3Bq+nUj+8Hlrx7APmAA8CDZ1zf8TL7JybhvcF/k3AdGANsBv4Hfgc6AM0CgQeDW9I1qCN2dQlYc65nc65i4DOQLz5/3YAbwDHpEAgMZY9eIHapXjDQw7Huz9NnXMNnHOPH4xAok+04TxnOOeWFcC5euP1fk2k7BXAA8BxzrmfCqAuOOd+IfoQnbmaKzIwx2Ir4J94vfBc/CNYgTev6DmED+970Dnn9jvn7sXrOfwmsDWbQ7YDH+Pd09Oi7J+E9wOK6XjtOp69wEfAKc65yDlDg57FGz56IdkHLzfjBeWPcc59mE1eEREREZGozLns/j0vIiIiIiKSHGbWBG8IxGp4Q2FuB9YBPwHfxBj+Lz/OexThwxW2KYA584LnqovXq6gm3tCW6/ACTJ8557ILPEgKMLOaeIGrI/CG1i2D15NsLV7AeYkr4i/vgbn9TgFq413jfrxA1zK86/stebWLz8xKASfhDTtbDW+45a14P0j4Aa/+u3NQ1rF4Pa7r4PXY3If3g4WfgPmB+VUTrVs5vCGRj+TA35AdeMOnfgssDMxLKyIiIiKSawomioiIiIiIRDCzW/F6/4D3RX+FnA71KCIiIiIiIpIKNMypiIiIiIiIj5llArf4kmYqkCgiIiIiIiLFlYKJIiIiIiKS8szsGDOrnEC+ssDrQD1f8ssFVS8RERERERGRwk7BRBERERERKQ7OBZaZ2WAzO9PMKvh3mll1M7sCmA9c6Ns1C3j3INZTREREREREpFAplewKiIiIiIiIHCQVgOsCizOzdcC2QHq0XotLgcucc/sPXhVFREREREREChf1TBQRERERkeJgT8S2AdWAukQPJP4XaOWc+62gKyYiIiIiIiJSmJlzLtl1EBERERERKXBm1hw4B2gNNAAOATKBvcB6YBkwE3jXOTc/SdUUERERERERKVQUTBQRERERERERERERERGRqDTMqYiIiIiIiIiIiIiIiIhEpWCiiIiIiIiIiIiIiIiIiESlYKKIiIiIiIiIiIiIiIiIRKVgooiIiIiIiIiIiIiIiIhEpWCiiIiIiIiIiIiIiIiIiESlYKKIiIiIiIiIiIiIiIiIRPX/szOBhrTdDgUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "JointScatterPlot(cohesion_out1, cohesion_gender_out1, 'cohesion_gender_norm', pathout=pathout, filenum='B')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cohesion_norm</th>\n",
+       "      <th>cohesion_gender_norm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>cohesion_norm</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>-0.70213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cohesion_gender_norm</th>\n",
+       "      <td>-0.70213</td>\n",
+       "      <td>1.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      cohesion_norm  cohesion_gender_norm\n",
+       "cohesion_norm               1.00000              -0.70213\n",
+       "cohesion_gender_norm       -0.70213               1.00000"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mycorr = cohesion_out1[['cohesion_norm']].merge(cohesion_gender_out1[['cohesion_gender_norm']], left_index=True, right_index=True)\n",
+    "mycorr.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-0.7021302037814038, 0.0011603635998826511)"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pearsonr(mycorr.cohesion_norm, mycorr.cohesion_gender_norm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cohesion_out1 = pd.read_csv(pathout + 'Age_Gender/cohesion_age_all_pairs.csv', encoding='utf-8')\n",
+    "cohesion_gender_out1 = pd.read_csv(pathout + 'Age_Gender/cohesion_gender_all_pairs.csv', encoding='utf-8')\n",
+    "cohesion_out1.set_index('country_code_1', inplace=True)\n",
+    "cohesion_gender_out1.set_index('country_code_1', inplace=True)\n",
+    "cohesion_out1 = cohesion_out1.reindex(cohesion_out1.index.difference(['BR', 'IN', 'KE', 'KM', 'DJ']))\n",
+    "cohesion_gender_out1 = cohesion_gender_out1.reindex(cohesion_gender_out1.index.difference(['BR', 'IN', 'KE', 'KM', 'DJ']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import WDI data for categorizing\n",
+    "wdi = pd.read_csv(pathcenters + 'WDI.csv', encoding='utf-8', keep_default_na=False, na_values='')\n",
+    "wdi.set_index('ISO_CODE', inplace=True)\n",
+    "wdi = wdi.reindex(cohesion_out1.reset_index()['country_code_1'].apply(lambda x: x[:2]).unique().tolist())[['region', 'incomeLevel']].copy()\n",
+    "wdi.columns = ['continent', 'income']\n",
+    "wdi.index.name = 'country_code_1'\n",
+    "markers_cont = {'East Asia & Pacific': 'x',\n",
+    "                'Europe & Central Asia': 'o',\n",
+    "                'Latin America & Caribbean ': '*',\n",
+    "                'Middle East & North Africa':'v',\n",
+    "                'North America': 's',\n",
+    "                'South Asia': '+',\n",
+    "                'Sub-Saharan Africa ': 'D'}\n",
+    "wdi['marker_cont'] = wdi.continent.map(markers_cont)\n",
+    "markers_inc = {'High income': 'o', 'Lower middle income': 's',\n",
+    "               'Upper middle income': 'x', 'Low income':'^'}\n",
+    "wdi['marker_inc'] = wdi.income.map(markers_inc)\n",
+    "colors_inc = {'High income': 'blue',\n",
+    "              'Lower middle income': 'darkorchid',\n",
+    "              'Upper middle income': 'crimson',\n",
+    "              'Low income': 'green'}\n",
+    "wdi['colors_inc'] = wdi.income.map(colors_inc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def JointScatterPlot(df, df2, myvar, fileext='JointScatter_all_pairs', filenum='', ascending=True, title='FB Cultural Divisiveness', pathout=pathout):\n",
+    "    dffig = df[[myvar.replace('_gender', '')]].merge(df2[[myvar]], left_index=True, right_index=True).copy()\n",
+    "    agglo = dffig.index.name\n",
+    "    x = 'Age'\n",
+    "    y = 'Gender'\n",
+    "    dffig.columns = [x, y]\n",
+    "    dffig = dffig.merge(wdi, left_index=True, right_index=True)\n",
+    "    dffig.index.name = 'country_code_1'\n",
+    "    dffig = dffig.reset_index().copy()\n",
+    "    movex = dffig[x].mean() * 0.025\n",
+    "    movey = dffig[y].mean() * 0.025\n",
+    "    fig, ax = plt.subplots(figsize=(30,20))\n",
+    "    for line in range(0,dffig.shape[0]):\n",
+    "        ax.text(dffig.Age[line]+movex, dffig.Gender[line]+movey, dffig.country_code_1[line], horizontalalignment='left', fontsize=28, color='black', weight='semibold')\n",
+    "        ax.plot(dffig.Age[line], dffig.Gender[line], marker=dffig.marker_cont[line], c=dffig.colors_inc[line], markersize=28)\n",
+    "    for cont in np.sort(dffig.continent.unique()):\n",
+    "        ax.scatter([], [], c='k', alpha=1, marker=markers_cont[cont], label=cont)\n",
+    "    leg = ax.legend(scatterpoints=1, frameon=False, labelspacing=1, title='Continent', prop={'size': 28}, markerscale=4, loc='lower right')\n",
+    "    leg.set_title(\"Continent\", prop = {'size':32})\n",
+    "    points2 = []\n",
+    "    for inc in ['High income', 'Upper middle income', 'Lower middle income', 'Low income']:\n",
+    "        points2 += [ax.scatter([], [], c=colors_inc[inc], alpha=1, marker='s', label=inc)]\n",
+    "    #leg2 = ax.legend(points2, ['High income', 'Upper middle income', 'Lower middle income', 'Low income'], scatterpoints=1, frameon=False, labelspacing=1, title='Income', prop={'size': 28}, markerscale=4, loc='upper center')\n",
+    "    #leg2.set_title(\"\", prop = {'size':32})\n",
+    "    #leg2.set_title(\"Income\", prop = {'size':32})\n",
+    "    ax.add_artist(leg)\n",
+    "    ax.tick_params(axis = 'both', which = 'major', labelsize=34)\n",
+    "    ax.tick_params(axis = 'both', which = 'minor', labelsize=18)\n",
+    "    ax.set_title('')\n",
+    "    ax.set_xlabel('Age Divisiveness', fontsize=38)\n",
+    "    ax.set_ylabel('Gender Divisiveness', fontsize=38)\n",
+    "    #plt.savefig(pathout + myvar.replace('_gender', '') + fileext +'.pdf', dpi=300, bbox_inches='tight')\n",
+    "    plt.savefig(pathout + 'Figure-7-' + filenum +'.pdf', dpi=300, bbox_inches='tight')\n",
+    "    #plt.savefig(pathout + myvar.replace('_gender', '') + fileext +'.png', dpi=300, bbox_inches='tight')\n",
+    "    plt.show()\n",
+    "    pass\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "JointScatterPlot(cohesion_out1, cohesion_gender_out1, 'cohesion_gender_norm', pathout=pathout+'/Age_Gender/', filenum='A')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cohesion_norm</th>\n",
+       "      <th>cohesion_gender_norm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>cohesion_norm</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>0.23413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cohesion_gender_norm</th>\n",
+       "      <td>0.23413</td>\n",
+       "      <td>1.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                      cohesion_norm  cohesion_gender_norm\n",
+       "cohesion_norm               1.00000               0.23413\n",
+       "cohesion_gender_norm        0.23413               1.00000"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mycorr = cohesion_out1[['cohesion_norm']].merge(cohesion_gender_out1[['cohesion_gender_norm']], left_index=True, right_index=True)\n",
+    "mycorr.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.23413026829852301, 0.1459147997107791)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pearsonr(mycorr.cohesion_norm, mycorr.cohesion_gender_norm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/13-Region-Gender-Age-Cohesion-Histo.ipynb b/13-Region-Gender-Age-Cohesion-Histo.ipynb
new file mode 100644
index 0000000..be1dd52
--- /dev/null
+++ b/13-Region-Gender-Age-Cohesion-Histo.ipynb
@@ -0,0 +1,630 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Replication density plots"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!/usr/bin/env python\n",
+    "# coding: utf-8\n",
+    "'''\n",
+    " ======================================================\n",
+    "Author:  Ömer Özak, 2014 (ozak at smu.edu)\n",
+    "Website: http://omerozak.com\n",
+    "GitHub:  https://github.com/ozak/\n",
+    " ======================================================\n",
+    "Program to produce distances for comparison with FB\n",
+    "'''\n",
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "from scipy.stats import pearsonr\n",
+    "import pycountry\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathout = pathfb + 'CohesionMain/'\n",
+    "pathcohesion = pathfb + 'CohesionMain/'\n",
+    "pathcenters = pathfb + 'CulturalCenters/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathcohesion) == False:\n",
+    "    os.mkdir(pathcohesion)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "histodat = pd.read_stata(pathout + 'histodat.dta')\n",
+    "histodat_gender = pd.read_stata(pathout + 'histodatgender.dta')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Plot settings\n",
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "name_dict = {'BE':'A',\n",
+    " 'BR':'K',\n",
+    " 'DE':'C',\n",
+    " 'ES':'H',\n",
+    " 'FR':'B',\n",
+    " 'GB':'I',\n",
+    " 'IE':'D',\n",
+    " 'IN':'Q',\n",
+    " 'IT':'E',\n",
+    " 'KE':'N',\n",
+    " 'MU':'O',\n",
+    " 'MX':'M',\n",
+    " 'NG':'P',\n",
+    " 'NL':'F',\n",
+    " 'PT':'G',\n",
+    " 'SV':'L',\n",
+    " 'TH':'R',\n",
+    " 'US':'J'}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Plot Functions\n",
+    "\n",
+    "def KDEPlot(country_code, histodat, histodat_gender, dist='FBdist', fileext='', same_axis=False, pathout=pathout):\n",
+    "    dffig = histodat.loc[histodat.country_code_1==country_code][dist]\n",
+    "    FMdist = histodat_gender.loc[histodat_gender.country_code_1==country_code]['FBdist']\n",
+    "    country = pycountry.countries.get(alpha_2=country_code).name\n",
+    "    fig, ax = plt.subplots(figsize=(15,10))\n",
+    "    sns.kdeplot(dffig, ax=ax, shade=True, label='Regional', linewidth=2)\n",
+    "    ax.axvline(FMdist.values, c='red', alpha=1, label='Gender', linewidth=2)\n",
+    "    ax.legend()\n",
+    "    ax.tick_params(axis = 'both', which = 'major', labelsize = 20)\n",
+    "    #ax.set_title('Facebook Cultural Distance in ' + country, fontdict={'fontsize':36})\n",
+    "    ax.set_xlabel('Facebook Distance', fontsize=32)\n",
+    "    ax.set_ylabel('Density', fontsize=32)\n",
+    "    if same_axis==True:\n",
+    "        ax.set_xlim([0,np.ceil(np.max([histodat[dist].max(),histodat_gender['FBdist'].max()]) * 10) / 10])\n",
+    "    #plt.savefig(pathout + country_code + 'RegionalHisto' + fileext + '.pdf', dpi=300, bbox_inches='tight')\n",
+    "    #plt.savefig(pathout + country_code + 'RegionalHisto' + fileext + '.png', dpi=300, bbox_inches='tight')\n",
+    "    plt.savefig(pathout + 'Figure-B15-' + name_dict[country_code] + '.pdf', dpi=300, bbox_inches='tight')\n",
+    "    plt.show()\n",
+    "    pass\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "country_code = 'BE'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "KDEPlot(country_code, histodat, histodat_gender, same_axis=True, fileext='_sameaxis', pathout=pathout)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Belgium\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Brazil\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Germany\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Spain\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "France\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "United Kingdom\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ireland\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "India\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Italy\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Kenya\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mauritius\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5oAAAJrCAYAAACBTOyDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACN1UlEQVR4nOzdd3Rc1bnG4XfPqPcu2XKRe8U2xhSbYpteQigJl4RAAgmQ5BIIIY1UIEDCDUmogYSS0CGEZnox2KaY4t67LHdZsmSr99n3jxnJsi0ZSTPSmfJ71pp10JQzr1jH0nzae3/bWGsFAAAAAECguJwOAAAAAAAILxSaAAAAAICAotAEAAAAAAQUhSYAAAAAIKAoNAEAAAAAAUWhCQAAAAAIqCinAzglKyvLFhQUOB0DiEyLFnmPRx3lbA4AAIAItmjRoj3W2uzeOHfEFpoFBQVauHCh0zGAyGSM98i/QQAAAMcYY7b01rmZOgsAAAAACCgKTQAAAABAQFFoAgAAAAACikITAAAAABBQFJoAAAAAgICi0AQAAAAABBSFJgAAAAAgoCg0AQAAAAABRaEJAAAAAAgoCk0AAAAAQEBFOR0AAAAA6A3WWlVVVamyslK1tbVqaWlxOhIQUG63WwkJCUpJSVFycrKMMU5HakOhCQAAgLBjrVVJSYlqamqUkZGhvLw8ud3uoPogDvjDWquWlhZVV1drz549qqurU05OTtBc4xSaAAAACDtVVVWqqanR4MGD5Xa7nY4DBJwxRlFRUUpLS1NycrK2bNmiqqoqpaSkOB1NEms0AQAAEIYqKyuVkZFBkYmI4Ha7lZGRocrKSqejtKHQBAAAQNipra1VUlKS0zGAPpOUlKTa2lqnY7Sh0AQAAEDYaWlpYTQTEcXtdgdVwysKTQAAAISlYGmKAvSFYLveKTQBAAAAAAFFoQkAAAAACCgKTQAAAABAQFFoAgAAAIgYN998s4wxuvzyy52OEtainA4AAAAAIDjV19frySef1Ntvv63FixertLRUTU1NSk9P19ixY3X88cfroosu0oQJE5yOiiBDoQkAAADgEK+99pq+//3va9euXW33xcXFKTExUaWlpZozZ47mzJmj2267TaeddpqeeeYZZWVlOZgYwYSpswAc09Ti0abSas1dV6L/LNiquetKtKuiTtZap6MBABDRHn30UZ1//vnatWuXRo0apX/961/auXOn6urqVF5ersbGRi1atEi33nqr+vfvr/fee0/bt293OjaCCCOaABwz7Y4PVFrVcMj9OcmxuvS4wbr0uMHKSIxxIBkAAJFr8eLF+t///V95PB6dd955eu655xQXF3fAc9xutyZPnqzJkyfrF7/4hW699VZFR0c7lBjBiBFNAH3GWqunPtvS9nVpVYMyEmM0rn+KThiepTH9kpUUG6WSqgb97b31mnbH+/q/t9eqobnFwdQAAESW3/72t2psbNTgwYP11FNPHVJkHiwmJka33nqrxo0bd8hjHo9HTz75pE477TRlZ2crJiZG/fv318UXX6zPP/+8w/Md3Kzn8ccf17HHHqvk5GSlpKRo5syZeu+99w6bad26dfrmN7+pnJwcxcfHa/To0brlllvU0HDoH7g78tprr+m8885TXl6eYmJilJOTo3PPPVfvvPNOh89/7LHHZIzRjBkzJElPP/20pk+frszMTBlj9Morr3TpfcMJI5oA+kRDc4tumrVKzy3Ypkt99/3qrNE6Ij9Vxpi251lrtWpnpd5YsUtLt+3Tg3M3ac7aEt39jUkanZfiTHgAACLEtm3b9NZbb0mSfvzjHyspKanH56qqqtKFF16o2bNnS5KMMUpOTtauXbv0/PPP64UXXtA999yjH/3oR52e48orr9Sjjz4qt9utxMREVVZWau7cufrwww/1/PPP62tf+9ohr/nwww911llnqba2VpKUkpKizZs36+abb9Y777zTVgx2pKmpSVdccYWefvrptvtSUlJUWlqq119/Xa+//rp+/vOf689//nOn57juuut03333yeVyKTU1VS5XZI7tReZ3DaBP1TQ061sPf67nFmxTtHt/UTlhQNoBRabk/SU0Pj9VvzxztG756jjlpsRqbXGVvnrfJ3p12c6+jg4AQESZN29e23+fc845fp3r29/+tmbPnq0JEybojTfeUE1NjSoqKrR371798Y9/VFRUlH784x/rk08+6fD1s2bN0tNPP60HH3xQlZWVqqioUGFhoU466SR5PB5de+21am5uPuA1e/fu1UUXXaTa2lpNnjxZS5cuVUVFhaqrq/X4449r2bJleuCBBzrN/Itf/EJPP/20CgoK9Mwzz6iqqkoVFRWqqqrSP//5T6WkpOjOO+/Us88+2+HrFy1apPvvv1+33HKLysrKVF5err1792ratGk9/x8Zoig0AfSqFo/Vj59booVb9iozMUa3fHV8l187MjdZd1w4QTNHZauxxaMfP7dET3xa1HthAQCIcGvWrJHk7S47YsSIHp9n9uzZeuWVV1RQUKA5c+bo7LPPVnx8vCQpLS1Nv/rVr3TrrbfK4/HoT3/6U4fn2Ldvnx555BH94Ac/UEJCgiRpyJAheu655xQTE6Ndu3Zp/vz5B7zm/vvvV0lJiTIzM/XOO+9o4sSJkqTo6Gh9+9vf1j//+U9VVFR0+H4bNmzQvffeq7S0NL3//vv65je/2Taim5SUpKuvvloPP/ywJOn222/v8BzV1dW68cYb9fvf/15paWmSvCOiOTk53fi/Fx4oNAH0qtvfWKPZa0qUGOvWb84eoyFZid16fVy0W1edOFTfPHqgrJV+P2uV7pm9oZfSAgAiijHhcQug8vJySd5i8OBZR61uv/125eXlHXL78Y9/3Pacxx9/XJJ0+eWXKyMjo8PzXHLJJZKkOXPmqKXl0H4MgwYNantOe/369dMxxxwjSVq5cuUBj73wwguSpKuuuqrDrVa+9a1vafDgwR3meeKJJ+TxeHT++edr6NChHT7nwgsvVGxsrFatWnXAti+t3G63brjhhg5fG2lYowmg1zz3xVb965PNcruMbjhtlPqlxffoPMYYfXVSvpLjovXIx4W6a/Z6pcZH6fLjhwQ4MQAA+DJVVVXavXv3Ife3HylsHWm866679OCDDx72fLW1tSorKztk1G/KlCmdFrv5+fmSvFNlWzU2NmrVqlWSpOnTp3f4OmOMTjrpJD355JOHPNaa+YUXXmhbp9qRpqYmSd71rP369TvgseHDh7OXqA+FJoBesWNfnW59fbUk6coThmhsP/8b+cwcnSOXy+gf8zbpltdXKys5Vl+Z0N/v8wIAIhT7Nh+idfRx3759stZ2WOjdcccduuOOO9q+vvTSSw9oniOpbbSvoqKi06mq7bU27mkvOTm50+e3dsJtLfok72hs68ho//6dfz5oLVIP1pq5urpa1dXVPcqcnZ39pa+LFEydBRBw1lr99uUVqmls0TFDMjRjVODWJUwfmd02jfYn/1mqTzeVBezcAABEujFjxkiS6uvrtWFDz5eqeDweSd6GPtbaL70VFBQEIn6X2E7+wNCa+Z577ulS5o6617rd7t6MHlIoNAEE3KvLdmrOulIlxrh1+bSCgJ//3In9deb4PDW1WP3omcXaVVEX8PcAACAStZ9y+sYbb/T4PLm5uZKk1atX+52pqzIyMtoKvZ07O+9U39HaSsmZzOGMQhNAQO2rbdQtr3l/QH/r2MFKT4gJ+HsYY3TZsYM1Pj9VZTWN+uFTi9XQfGgTAQAA0D0DBw7UWWedJck7steVKaQdmTp1qiTpxRdfDFi2LxMTE6Nx48ZJ8u6l2RFrbaePtWZ+7bXXDpiSi56h0AQQUP/8sFDlNY0a0y9ZM0b13joFl8vo2pOHKyspRku37dMfXuOvjwAABMJtt92mmJgYbdmyRZdeeqnq6+u7fY7LL79ckrRw4UI98cQTh31u+4Y+/rroooskSQ8//HBbB932nnvuORUVFXX42u985ztyuVzauXNnp1uutApk5nBFoQkgYPZUN+ixT4okSZccM7jTTnGBkhIXretPHalot9HTn2/VWys6ngoDAAC6bvLkyXrggQfkcrk0a9YsTZo0Sf/6178OmHJqrdWmTZt055136p133jnkHGeeeaYuvPBCSdJ3v/td3XTTTQe8fu/evZo1a5bOO++8gG4Hcs011ygnJ0d79uzRGWecoeXLl0vyNg166qmndNVVVyk1NbXD144ZM0bXX3+9JOmmm27SNddco8LCwrbHq6ur9d577+myyy5rK2jRObrOAgiYf87bpLqmFk0elKbhOUl98p7DspP0rWMH67H5RfrVSyt05KB05aXG9cl7AwAQrr73ve8pJydHV199tdatW6fvfe97krzdXpOSklRVVaWGhoa255911ln61a9+dcA5WvelfOWVV/SHP/xBf/jDH5SamiprrSorK9ue1zr6GQjp6el6/vnnddZZZ2nhwoWaOHGiUlNTVV9fr4aGBk2dOlXTp08/oGtue3/+859VV1enBx98UA888IAeeOABJScny+12q6Kioq2RUEeNgHAgRjQBBERJZb2e+HSLJOnrRw3s0/c+fWyuJg1M0766Jv3sv8vk8dCuHgAAf5177rkqLCzUQw89pAsuuECDBw+Wy+VSZWWl0tPTNX36dP3617/WqlWr9Oabb2rUqFEHvD4xMVEvv/yyXn/9dV144YXKz89XXV2dGhsbNXz4cF1yySV64YUX9MADDwQ09/Tp07VkyRJdfPHFys7OVkNDgwoKCnTzzTfrgw8+UGxsbKevdbvdeuCBB/Txxx/r0ksv1eDBg9XY2Ki6ujoNGjRIF1xwgR5//HG98sorAc0cjkxn7X3D3ZQpU+zChQudjgGEjZtfXaXH5hfp6IJ03XDaqMM+d+pw70bGn27cE7D331fbqF+8uFxV9c363VfG6nsnDAnYuQEAoWfNmjVtW3UAkaK7170xZpG1dkpvZGFEE4DfKuqa9J8F2yRJX5s8wJEMaQkxuvrEoZKkO99Zq6I9NY7kAAAAAIUmgAD478Jtqmtq0fj8VA3OTHQsx5SCDB0/PEv1TR7d+NLyTjdkBgAAQO+i0ATgF4/H6snPvGszzxib63Aa6dtTByslLkqfFZbr2S+2OR0HAAAgIlFoAvDLvA2l2lJWq6ykGE0elO50HKXERevyaQWSpD++uUbFFd3f+wsAAAD+odAE4JfH5xdJkk4bkyuXq3f3zeyq44Zm6qjB6apuaNatr692Og4AAEDEodAE0GNFe2o0d12pot1GM0fnOB2njTFGl08rUGyUS2+s2KV560udjgQAABBRKDQB9Nh/F3nXQE4dmqnkuGiH0xwoKylWF/o64N40a6Xqm1ocTgQAABA5KDQB9IjHY/XKkp2SpOmjgmc0s72zj8jTgPR4FZXV6sG5m5yOAwAAEDEoNAH0yIKicu3YV6fMxBiNzkt2Ok6Holwufe/4IZKkB+dt0rbyWocTAQAARAYKTQA98srSHZKk44dnyWWCowlQR0b3S9Hxw7PU2OzR7W+scToOAABARKDQBNBt9U0ten35LknSiSOyHE7z5S45ZpBio1x6e1WxPt6wx+k4AAAAYY9CE0C3zV1Xoqr6ZhVkJmhAeoLTcb5URmKMzj8yX5J0y2ur1NTicTgRAABAeAu5QtMYc7kxxn7JjfaSQC96abF32uwJw7MdTtJ1Z4/vp9yUWG0oqdbTn21xOg4AAEBYi3I6QA8slXRLJ4+dKOlkSW/1WRogwlTVN2nuulIZSdOGZzodp8tioly69NjB+ut763X37A264MgBSk0Iri1ZAAAAwkXIFZrW2qXyFpuHMMZ86vvPh/oqDxBp5q4rVWOLR6PzkpWeEON0nG45anC6xvZL0epdlbrvgw367VfGOh0JAAAgLIXc1NnOGGPGSzpO0g5JbzgcBwhb767eLUmaMjjD4STdZ4zRpccNlpH0+KdFKtpT43QkAACAsBQ2haak7/uOj1prWaMJ9IKG5hbNWVsiSZpSkO5wmp4ZkpWok0Zmq6nF6k9vsd0JAAChbu7cuTLGqKCgwOkoAWGMkTFGRUVFTkfxS8hNne2IMSZe0qWSPJIecTgOELY+3VSm6oZmDcpIUG5KnNNxeux/pgzUZ4VlemfVbi0oKtfRBaE3OgsA8F/BjeExCa7ojnMCer7LL79cjz/++CH3JyUladCgQZo+fbquvfZajRkzJqDvi/ASLiOa/yMpTdJb1tptDmcBwlbbtNkQHc1slZEYo3Mm9JMk/fHNNbLWOpwIAIDgEx0drdzcXOXm5ionJ0e1tbVavXq1HnzwQU2aNEn//e9/nY4oSUpISNCoUaM0bNgwp6OgnbAY0ZR0te/4z8M9yRhzdetzBw0a1NuZgLDi8Vi95ys0w2EE8NwJ/fX+mhIt2bpPb60s1tlH9HM6EgDAIc9edZzTEXrkmw9/1qvnnzZtmubOndv2dVNTk95//3398Ic/VFFRka644grNmDFD2dnObnd2zDHHaO3atY5mwKFCfkTTGDNW0jRJ2yW9ebjnWmsfstZOsdZOcfofBBBqlmzbp9KqBmUlxWhwRoLTcfwWF+3W148aIEn6v7fXqrHZ43AiAACCW3R0tM4880w9/fTTkqSamhq9+OKLDqdCsAr5QlM0AQL6xHtt02YzZIxxOE1gzByVo/5pcdpSVqunP9/idBwAAELC1KlTlZSUJElavXr1IY83Njbq/vvv14knnqiMjAzFxsZq8ODB+u53v6s1aw7fiO/111/XzJkzlZqaqpSUFB133HFt60VnzJghY4wee+yxA17TlWZAc+bM0YUXXqi8vDzFxMQoLy9PF1xwgT744INOX9O+Kc/WrVt11VVXacCAAYqNjdWQIUP0s5/9TJWVlR2+try8XI8//ri+9rWvafTo0UpOTlZiYqLGjh2rG264QTt37jzs/4dwENKFpjEmTtJl8jYBetThOEBYm7e+VJI0eVBor89sz+0y+ubR3mn0932wUVX1TQ4nAgAgNLT2N2hpOXCcZ9euXTrmmGN07bXX6uOPP1ZFRYViY2O1detW/fvf/9bkyZP10ksvdXjO2267Teeee67mzp2rqqoqud1uLViwQJdffrl+8pOf9Djrb3/7W5188sl6+eWXVVJSosTERJWUlOiVV17RKaecol/96leHff2yZct05JFH6pFHHlFlZaU8Ho+Kior017/+Vaeccoqamg79/PDHP/5Rl19+uV566SWtW7dOLpdLDQ0NWrNmje666y5NmjRJy5cv7/H3FApCutCUdJGkdElv0gQI6D0lVfVas6tSMW6XRuUmOx0noI4anK5Ruckqr2nUwx9tdjoOAABBb/78+aqp8e5FPXTo0Lb7m5qadN5552nZsmU66aST9OGHH6qurk6VlZUqLi7WT3/6U9XX1+uyyy7Tpk2bDjjnnDlz9Lvf/U6SdMUVV6i4uFh79+5VeXm5fvvb3+ruu+/W0qVLu531ueee0+233y5J+tGPfqSSkhLt3btXpaWluvbaayVJd9xxh5566qlOz3H55Zdr0qRJWrFihSorK1VdXa1HH31UsbGxWrhwoR5++OFDXpOfn68bb7xRixcvVlVVlSoqKtTQ0KCFCxfqjDPOUGlpqS655JKwbkgY6oVmaxOghxxNAYS5j9bvkSSN7Z+imKhQ/7FxIGOMvnHMQEnSIx8VqrSqweFEAAAEp6amJr3zzju69NJLJXnXbF588cVtjz/++ONasGCBjj76aL377rs68cQTFRMTI0nKzc3VX/7yF/3whz9UbW2t7rrrrgPOffPNN0uSTj/9dD366KPKycmRJKWmpurWW2/VD3/4Q1VUVHQrr7W2rXj9xje+ofvuu09ZWVmSpMzMTN1777365je/Kck76unxdNyvIT8/X2+++abGjx8vSYqNjdV3v/tdXXXVVZKkF1544ZDX/OQnP9Gf/vQnHXnkkW3TjN1ut4466ijNmjVLY8eO1apVq/Thhx9263sKJSH7idEYM0bSCepCEyAA/mmdNjthQKrDSXrH6LwUTR6UrtrGFt33wQan4wAAEBTmz5+vvLw85eXlKTc3V3FxcTrzzDNVVFQkl8ulf/zjHxowYEDb81vXUl5zzTWKjY3t8JyXXHKJJOm9995ru2/Pnj1tBdcvfvGLDntB/PKXv+x2/qVLl2rjxo2SvIVkR2666SZJ0pYtW/TFF190+Jwbbrihw+/n/PPPlyStXLmyW7liY2N12mmnSZI++eSTbr02lITs9ibW2jWSwqMjCRDEPB6rjzd6RzQnDkhzNkwv+sbRA7V021498/lWfe+EIRqcmeh0JAAAHNXU1KTdu3cfcn9GRobefvttHX300W33NTc3txVqN9xwQ6eFYeuazm3b9q96a50S63K5NG3atA5fN3jwYA0aNEhbt27tcv7FixdLkrKzszVu3LgOnzNq1Cjl5+drx44dWrx4sY477tCtbtp/n+3l5+dLkvbu3dvh42vXrtX999+vDz/8UEVFRaqurj5kqmw4NwUK2RFNAH1j5c4Kldc0KispRv1S45yO02sGZiToxBHZavZY3fXeeqfjAADguOnTp8taK2ut6uvrtXTpUn39619XeXm5rrzyygMKrPLycjU2Nrb99+7duzu87dnj/eN1XV1d22tb70tNTVV8fHynefr379+t/KWl3hlZrQVhZ1pHZVuff7Dk5I77U8TFeT8XNTc3H/LYc889pwkTJujvf/+7VqxYoZqaGqWmpio3N1e5ublKTPT+Qbt1rWs4otAEcFjz1nl/6E4ckBY225p05muTByjKZTRr2U6t2dVxu3IAACJRbGysJk6cqOeff15nnHGGli9fru9///ttj7df37hs2bK2AvVwt1a93RCnoaFv+y+UlpbqqquuUlNTky6++GItXLhQ9fX12rt3r4qLi1VcXNzWRZdmQAAi1ocb9hea4S47OVanjs2VtdJf3lnndBwAAIKOMUb33nuv3G63/vvf/2revHmSvM113G63pI731jyc7OxsSVJFRcUBI50H27VrV4/O+2XTbbdv337A8/311ltvqbq6WmPHjtUzzzyjo446StHR0Qc8p6MpyeGGQhNAp6rqm7R46z65jDQuP8XpOH3i/En5iot26f21JVpQVO50HAAAgs7IkSPbus3+5je/keTtQDtlyhRJ6nSfzM5MmjRJkndUdP78+R0+Z+vWrdqyZUu3zjt58mRJ3umpnTX6Wb9+vXbs2HHA8/3VWrhOmDBBLteh5Za1Vh988EFA3iuYUWgC6NSConK1eKyGZScpISZke4d1S2p8tM4+op8k6c9vrw3rKS0AAPTUz3/+c0nerqlz586V5N1vUpJefPFFzZkz57Cvb7++MysrSyeeeKIk6S9/+UuHz7/zzju7nXHSpEkaPny4JOmPf/xjh89p3ValoKBAxxxzTLffoyOpqd4u/StXruzwc8TDDz98yD6i4YhCE0CnPt1UJkka1z8yRjNbnXNEPyXHRmlB0d62rV0AAMB+kyZN0qmnnipJuu222yRJ3/ve93TcccfJ4/HoK1/5iu655x6Vl++fHVRSUqJnn31WM2bM0D333HPA+X7/+99Lkt5++21deeWVKikpkSRVVlbqpptu0t///ve2Aq6rjDFt2WbNmqVrr71WZWXezzZlZWW67rrr9Oyzz7Z9Dx2NPvbEqaeeKmOMVq5cqeuuu0779u1r+17uvPNOXXPNNcrMzAzIewUzCk0Anfqs0PvLYWz/8Nw/szMJMVH66iRvZ7s731knj4dRTQAADvaLX/xCkvT+++/r008/VXR0tGbNmqXjjz9etbW1uv7665WVlaWMjAwlJycrNzdXl1xyiebNm3dIg8FTTz21bXTx0UcfVV5enjIyMpSRkaE//OEP+ulPf6qJEydKUqd7dHbk4osvbpvee//99ysnJ0cZGRnKycnRfffdJ0m68cYb9a1vfcvf/x1tRo0apeuvv77tPdPT09u+l1/84hc65ZRT9IMf/CBg7xesImMuHIBuq6hr0qqdFXK7jEbkJDkdp8+dPjZPb67YpVU7K/XWymKdM6Gf05EAAL3kmw9/5nSEkHTaaafpyCOP1JIlS3TbbbfpjTfeUE5OjubNm6f//Oc/evrpp7Vo0SKVl5crJiZGo0eP1vHHH6+vfe1rbaOh7d1000068sgj9de//lWLFy9Wc3Ozjj76aF1zzTW69NJL29ZypqWldSvnbbfdppNPPln33nuvPv30U+3du1eZmZmaOnWqrrvuOp1yyikB+L9xoL/97W8aM2aMHnzwQa1evVrNzc2aNGmSLrvsMv3oRz/SrbfeGvD3DDYmUtcfTZkyxS5cuNDpGEDQmr16t658YqFG5Sbr5q92vMlxT00dniVJ+nTjnoCeN9DeW71b//pks4ZmJ+rd609SlJtJIAAQKtasWaMxY8Yc9jkFN77RR2l6V9Ed5zgdodfV1NQoMzNTDQ0N2rx5swoKCpyOFJS6ct23Z4xZZK2d0htZGNEE0KHPCr1rGMZG2PrM9maOztYbK3aqsLRGLy3Zof+ZMtDpSACAAIqEAi1c3HvvvWpoaNCIESMoMkMEf54H0KHPNvsKzX6RW2hGuVz62uQBkqR7Zm9QY7PnS14BAAB66oYbbtBjjz12wB6TxcXF+v3vf6/f/e53kqSf/vSnTsVDNzGiCeAQFbVNWrWz0rs+Mzfy1me2d/ywLM1aulM79tXpPwu26rKpBU5HAgAgLH3xxRe66667JElxcXGKi4tr69gqSZdddpmuvvpqh9KhuxjRBHCIL4rKZa00IidJsVFup+M4yuUyumiKd1Tzvg82qq6xxeFEAACEp9/85je6/PLLNWbMGMXHx6umpkY5OTk6++yz9cILL+iJJ544pFstghcjmgAO0bY+M4KnzbZ3TEGGhmQlavOeGj312RZdddJQpyMBABB2zjrrLJ111llOx0CAMKIJ4BALirz7Z46m0JTk3fD5f3yjmg/M3ajqhmaHEwEAAAQ3Ck0AB6htbNaqnZUyRhG5f2ZnJg5I08jcJO2tbdJjn2x2Og4AAEBQo9AEcICl2/apxWM1OCNBcdGRvT6zPe+opnd7k39+WKiK2iaHEwEAAAQvCk0AB1i8Za8kaWRussNJgs+4/qka1z9FVfXNeuTjQqfjAAAABC0KTQAHWOgrNEflUWh2pHVU818fb1Z5TaPDaQAAh2OtdToC0GeC7Xqn0ATQxuOxbSOaoxjR7NDI3GRNGpimmsYW/WPeJqfjAAA6ERUVpcZG/iCIyNHY2KioqODZVIRCE0CbjaXVqqxvVkZijDKTYp2OE7QuOsrbgfaJT4tUUlXvcBoAQEdSU1NVVlYWdKM8QG+w1qqsrEypqalOR2lDoQmgzcIiRjO7Ymh2kqYMTld9k0cPzGFUEwCCUUZGhhoaGrR9+3ZVVVWppaWFohNhxVqrlpYWVVVVafv27WpoaFBGRobTsdoEz9gqAMct3OLdP5NGQF/u60cN0MIte/XM51v1/elD1S813ulIAIB2oqKiNHjwYO3du1d79+7Vzp075fF4nI4FBJTL5VJ8fLwSExOVnp4ulyt4xhEpNAG02d9xlv0zv8zgzEQdNzRDnxWW6/4PNur2C45wOhIA4CAul0uZmZnKzMx0OgoQcYKn5AXgqNKqBhWV1So2yqXBmYlOxwkJX588UC4jPb9wm7aV1zodBwAAIGhQaAKQJC3Z6h3NHJadJLfLOJwmNOSnx2vasCw1tVjd/8FGp+MAAAAEDQpNAJKkZdv3SZKG5zBttjsunJwvl5FeWLxdW8pqnI4DAAAQFCg0AUiSlm2rkESh2V39UuN14ohstXis7nl/g9NxAAAAggKFJgB5PLZtRHNYNoVmd11wZL7cLqNXluzQptJqp+MAAAA4jkITgAr31KiqvlkZiTHKSIxxOk7IyU2J0/SR2fJY6Z7ZjGoCAABQaALQsm37JEnDsuk221Oto5qvLd+pDburnI4DAADgKApNAPsbATFttseykmI1c1SOrBVrNQEAQMSj0ASwf0STRkB+OX9Sf0W5jN5YsUtriyudjgMAAOAYCk0gwjU0t2j1rkoZSUOymDrrj8ykWJ082jeqyVpNAAAQwSg0gQi3ZleVmlqs+qfFKyEmyuk4Ie+8SfmKdhu9tbJYq3cyqgkAACIThSYQ4VqnzbJ/ZmBkJMbolDG5kqR73l/vcBoAAABnUGgCEW5pW8dZCs1A+erE/op2G72zardW7axwOg4AAECfo9AEIlxrx1m2Ngmc9IQYneYb1bybtZoAACACUWgCEay6oVmb99QoymU0KCPB6Thh5dyJ/RXjdum91bu1cgejmgAAILJQaAIRbNWOClkrDcxIUJSbHweBlJYQo9PGto5qslYTAABEFj5ZAhFspa8rKtua9I5zJ/ZXbJRLs9eUaMV2RjUBAEDkoNAEIljrlE4Kzd6RGh/NqCYAAIhIFJpABFtBodnrvjLBO6r5/toSLfc1XgIAAAh3FJpAhKptbNam0mq5jdHAdBoB9Zb2o5r30IEWAABECApNIEKt3lkpa6UBGfGKieJHQW9qP6q5zLdvKQAAQDjj0yUQodqmzWYybba3tR/VvPd9RjUBAED4o9AEItTKHb6Os9kUmn2BtZoAACCSUGgCEWolI5p9irWaAAAgklBoAhGorrFFG0qq5DLSYArNPtN+VJN9NQEAQDij0AQi0JriSnmslJ+eQCOgPsS+mgAAIFLwCROIQKvaps2yrUlfY1QTAABEAgpNIAKt3uVtBFSQxbTZvnbAWk060AIAgDBFoQlEoNU7vYUm6zOdcc4R/RTjdmn2mt1tTZkAAADCCYUmEGGaWzxaW1wlSRqUwdRZJ6QlxDCqCQAAwlpIF5rGmBONMS8aY3YZYxp8x3eNMWc7nQ0IVkVlNWpo9igrKUZJsVFOx4lYX5ngHdV8bzWjmgAAIPyEbKFpjPmtpA8lnSTpbUl/lfSapHRJM5xLBgS3Vb5pswVMm3VUWkKMTh2TI0m6l1FNAAAQZkJyOMMYc5GkWyXNlnShtbbqoMejHQkGhIA1u7z/XAbTcdZx507sr/fW7Na7q3dr9c5Kje2f4nQkAACAgAi5EU1jjEvS/0mqlXTJwUWmJFlrm/o8GBAiWjvO0gjIeWkJMTpljHetJqOaAAAgnIRcoSlpmqQhkt6UtNcYc44x5pfGmB8bY6Y6nA0Iem0dZ2kEFBTOndBf0W6jt1cVa43vjwAAAAChLhQLzaN9x92SFkt6XdIdku6WNN8YM88Yk+1QNiColVTVa091g+Kj3cpOjnU6DiRlJMbo5NHeUc37PmBUEwAAhIdQLDRzfMcfSIqXdKqkZEnjJb0jb3Og/zoTDQhu7ddnGmMcToNWX53oHdV8c0Wx1hUfshoAAAAg5IRioen2HY2kr1tr37fWVltrV0m6QNJ2SdM7mkZrjLnaGLPQGLOwtLS0DyMDwWE1HWeDUkZijGaO8nWgZVQTAACEgVAsNPf6joXW2mXtH7DW1sk7qilJxxz8QmvtQ9baKdbaKdnZzK5F5GltBDSIjrNB56sT+yvKZfTmil3asJtRTQAAENpCsdBc5zvu6+Tx1kI0vvejAKGltdkMI5rBJzMpVjNG5cha6b4PNjodBwAAwC+hWGh+KKlZ0ghjTEwHj4/3HYv6LBEQAuqbWlRYWi2XkfLT+DtMMDpvUn+5XUavLd+pjSXVTscBAADosZArNK21eyT9R1KqpN+3f8wYc5qkMyRVSHq779MBwWvD7mp5rNQvNV4xUSH3Tz8iZCXFasbIbFkr3c9aTQAAEMJC9dPmDZI2SvqNMeZDY8xfjDH/lfSWpBZJV1lr9zkZEAg2a4t96zPZPzOonTcpX26X0avLdqqwlFFNAAAQmkKy0LTWlkg6VtJdkgZKuk7SyZLekHSitZbtTYCDrPVtm0GhGdyyk2N10ohseax0/xzWagIAgNAUkoWmJFlry621N1hrh1hrY6y1mdba86y1nzmdDQhGrfszDqTQDHrn+9Zqzlq6U0V7apyOAwAA0G0hW2gC6B6mzoaOnJQ4nTg8Sy0ey6gmAAAISRSaQAQorWrQnupGxUe7lZXUUbNmBJvzj8yXy0gvL9mhLWWMagIAgNBCoQlEgP3TZuNljHE4DboiNyVOJ47IVovH6u+MagIAgBBDoQlEAKbNhqbzJ3lHNV9cvENby2qdjgMAANBlFJpABFhLI6CQlJcapxN8azUZ1QQAAKGEQhOIAK1TZwelU2iGmvOPzJcx0ouLt2tbOaOaAAAgNFBoAmGuxWO1fjcjmqGqX2q8ThiWpWZGNQEAQAih0ATCXFFZjRqaPcpMjFFibJTTcdADF/hGNV9YxKgmAAAIDRSaQJhbu4vRzFDXL41RTQAAEFooNIEwt46Os2GBUU0AABBKKDSBMLeO9ZlhgVFNAAAQSig0gTC3YXe1JGlgerzDSeAvRjUBAECooNAEwlh9U4uKymrkMt7upQht7Uc17/tgg9NxAAAAOkWhCYSxTaXV8lgpLyVOMVH8cw8HF0zOl8tILy7eoS1lNU7HAQAA6BCfPIEw1rp/5gDWZ4aNfqnxOnFEtlo8Vvd9wFpNAAAQnCg0gTC2rti7PnMA6zPDygVHekc1X16yQ5v3MKoJAACCD4UmEMY2tHacTWdEM5zkpsRp+kjfqOb7rNUEAADBh0ITCGOtW5swohl+LjgyX26X0StLd2hjSbXTcQAAAA5AoQmEqZqGZm3fWye3yygvNc7pOAiw7OQ4zRiZLY+V7p693uk4AAAAB6DQBMLUBt8oV/+0eEW5+Kceji44Ml9RLqPXl+/S2uJKp+MAAAC04dMnEKbWM2027GUmxeqUMbmSpLveY1QTAAAEDwpNIEytL6YRUCQ4b1J/RbuN3lm1Wyu2VzgdBwAAQBKFJhC21pewtUkkSE+I0elj8yRJf31vncNpAAAAvCg0gTDFiGbk+Oqk/oqLdmnuulItLCp3Og4AAACFJhCOKuqaVFxZrxi3SznJsU7HQS9LiYvW2eP7SZLufGedrLUOJwIAAJGOQhMIQxtLvKOZ/dPi5HIZh9OgL5wzoZ8SY936fHO5Pt64x+k4AAAgwlFoAmFow+7W9ZlMm40UCTFROndCf0nSXxjVBAAADqPQBMJQ6x6a+TQCiihnjMtTany0lm2v0DurdjsdBwAARDAKTSAMtRaaA9IoNCNJXLRbFx6ZL0n6y7vr1NzicTgRAACIVBSaQBjauNu7RpMRzchz8ugc5STHamNJtV5assPpOAAAIEJRaAJhpqq+STsr6hXtNspJjnM6DvpYlNuli6YMlCTd/d561Te1OJwIAABEIgpNIMxsKq2RJPVLjZebjrMRadqwTA3KSNDOino99dkWp+MAAIAIRKEJhJkNvmmzA5g2G7FcxugbR3tHNe//YKMq6pocTgQAACINhSYQZto6ztIIKKJNGpimsf1StK+uSQ/O3eR0HAAAEGEoNIEws39Ekz00I5kxRpccO0iS9K9PNmvnvjqHEwEAgEhCoQmEGfbQRKth2UmaOjRTjc0e/e299U7HAQAAEYRCEwgjtY3N2r63Tm6XUW5KrNNxEAQuPnqg3C6jFxdv1+qdlU7HAQAAEYJCEwgjm0paO87GKcrFP29IuSlxOm1srqyVbntjtay1TkcCAAARgE+iQBjZUOJdn0kjILT3tSMHKDHWrfmbyvTB2hKn4wAAgAhAoQmEkdb1mWxtgvaS4qJ04ZEDJEm3v7lGTS0ehxMBAIBwR6EJhJENu1u3NqHjLA50+thc5aXEqbC0Rs98vtXpOAAAIMxRaAJhZGPr1FlGNHGQKLerbbuTu95br321jQ4nAgAA4YxCEwgT9U0t2lpeK2O8zYCAg00ZnK5x/VO0r66J7U4AAECvotAEwkRRWY08VspNjlO0m3/aOJQxRt+ZWiCXkZ76bIvWFrPdCQAA6B18GgXCxEZfI6D+dJzFYQzMSNCpY3LlsdItr7LdCQAA6B0UmkCYaN1DMz+NabM4vIuOGqjk2Ch9WlimN1cUOx0HAACEIQpNIExsLPV1nKUREL5EUlyU/ufogZKkW19freqGZocTAQCAcEOhCYSJ1qmz+UydRRecPCpHQ7MSVVxZr3vf3+B0HAAAEGYoNIEw0OKxKixljSa6zuUy+u4JQ2Qk/evjzVq/u8rpSAAAIIxQaAJhYMfeOjU0e5SeEK2EmCin4yBEDMtO0iljctTssfrtyyvl8dAYCAAABAaFJhAGNpZ6R6Py0xMcToJQc/HRg5QSF6Uvisr130XbnI4DAADCBIUmEAZYn4meSoqN0renFkiSbn9jjUqrGpwNBAAAwgKFJhAG9heabG2C7ps2LFMTB6Sqsr5Zf3h9tdNxAABAGKDQBMIAI5rwhzFG3z1+iGKjXHpt2U59sHa305EAAECIC8lC0xhTZIyxndzYfRwRxVrbVmjScRY9lZMSp68fNUCS9OuXVqqirsnhRAAAIJSFcnvKCkl3d3B/dR/nABxVWt2gyvpmJca6lRof7XQchLCzx/fTF5vLtaGkWre/sVp//vpEpyMBAIAQFcqF5j5r7c1OhwCc1jaamRovY4zDaRDKXC6j7580TL96ebmeX7hdZx/RTzNG5TgdCwAAhKCQnDoLYL9NpTWSWJ+JwMhPj9fXjxooSbrxxRWqqGUKLQAA6L5QLjRjjTGXGmN+bYz5sTFmpjHG7XQooK9tam0ElE6hicA454h+Gp6TpOLKev1u1kqn4wAAgBAUyoVmnqQnJd0u71rNDyRtMMZMdzIU0Nc2le6fOgsEgttl9L8zhik2yqVXl+3UrKU7nI4EAABCTKgWmv+WdIq8xWaipCMk/VNSgaS3jDF0sEDE2ETHWfSCfqnxumzqYEnSb19ZqR376hxOBAAAQklIFprW2lustR9Ya3dba2uttSuttT+Q9DdJ8ZJu7uh1xpirjTELjTELS0tL+zIy0CtqGpq1s6JeUS6j7ORYp+MgzJw8KkdHDU5XVX2zrn9uiZpbPE5HAgAAISIkC83D+IfveFJHD1prH7LWTrHWTsnOzu7DWEDv2LzH2wgoLzVObhcdZxFYxhhdfeJQpSdEa0HRXt09e4PTkQAAQIgIt0KzxHdMdDQF0Efa1mcybRa9JCU+Wj86eYRcRvr73I36aAOzQQAAwJcLt0Jzqu9Y6GgKoI9sKqEREHrf2H4punDyAFkrXf+fpSquqHc6EgAACHIhV2gaY8YZYzI6uH+wpPt9Xz7Vt6kAZ2xsG9GMczgJwt0Fk/I1rn+Kyqob9b9PL1JjM+s1AQBA50Ku0JR0kaSdxpi3jDEPGGP+zxjzgqS1koZLelPSXxxNCPSRTSXeNZr5TJ1FL3O5jK49eYQyEmO0eOs+3fr6aqcjAQCAIBaKheYcSS9LGiLpEkk3SJou6WNJ35H0FWtto3PxgL7R4rFtzYBYo4m+kBofrZ+cOlJRLqMnP9ui5xduczoSAAAIUlFOB+gua+08SfOczgE4bfveWjW2eJSRGKO4aLfTcRAhhuck6Yrjh+jhjwr1m5dXaEhWoo4uOGQ1AwAAiHChOKIJQHSchXNOHp2j08fmqqnF6vtPLtK28lqnIwEAgCBDoQmEqI1tHWdpBIS+9+2pBZowIFXlNY367mMLVFnf5HQkAAAQRCg0gRBFIyA4ye0y+vEpI5SfFq8NJdX6/hOL1NDc4nQsAAAQJCg0gRDF1Fk4LSEmSr88c5TS4qP1aWGZbnh+mTwe63QsAAAQBCg0gRBFoYlgkJ0cp1+eNVrx0W69sXyX/vD6allLsQkAQKSj0ARCUHlNo/bWNiku2qX0hGin4yDCFWQm6obTRsrtMnpsfpH+9t56pyMBAACHUWgCIaiwdTQzNV7GGIfTANL4/FT9+OQRchnpvg826u9zNjodCQAAOIhCEwhBrdNm+zFtFkHk6CEZ+t8Zw2Uk3fnOOj38YaHTkQAAgEMoNIEQtKnU23GWrU0QbI4fnqUrTxwqSbr9zTV6YC4jmwAARCIKTSAEtU6dZWsTBKOTR+fo6hOHykj689vrdO/7G2gQBABAhPGr0DTG3GSMGRSoMAC6pnVEk6mzCFYzR+fo+9OHyUj623vrdfsba9j6BACACOLviOZNkgqNMe8YY75ujKH9JdDLGps92lpeKyMpL4Wpswhe00dm69qTh8vtMnrk4836+QvL1dzicToWAADoA4GYOmsknSrpP5J2GGP+aowZF4DzAujA1vIatXisspNjFRPF7HcEt6nDsvTz00cpNsqlFxdv19VPLlJNQ7PTsQAAQC/z91PqXyTtlrfYNJIyJV0vabkx5lNjzPeMMYl+vgeAdjaW+BoBMW0WIWLiwDT95uwxSo6N0gdrS3TxQ5+qpKre6VgAAKAX+VVoWmt/IWmgpPMlvSqpRfuLzmMkPSRplzHmEWPMVP+iApD2b21Cx1mEkhG5ybrlq+OUkxyrlTsqdcHf52ttcaXTsQAAQC/xe96dtbbFWvuqtfZ8SQMk3ShpnfYXnEmSrpD0sTFmlTHmJ8aYLH/fF4hUhaWMaCI09UuL163njdeInCTt2Fenrz0wX7NX73Y6FgAA6AUBXeBlrS2x1v7ZWjtG0gmSHpNUo/1F52h5p9tuN8Y8b4w50xhjApkBCHetI5p0nEUoSomP1m/PGaupwzJV09iiq55cqH/M28T2JwAAhJle6yRirZ1vrf2upDxJV0n6VPsLzhhJX5P0hqQiY8zNxpjBvZUFCBfWWqbOIuTFRLl07czhuuioAbJWuuOttbruuaWqbaRJEAAA4aLXW1Zaa2ustY9aa4+XNEbSXZJaP00Yeafb/k7SJmPMG8aY03s7ExCq9lQ3qqq+WYkxbqXGs5sQQpcxRhdOHqAbThupuGiXXlu2Uxc+MF9by2qdjgYAAAKgz/ZGMMYMk/RtSRdLcvvutto/yumSdKakt4wx84wxI/oqGxAq2k+bZdY5wsHRBRm67bwj1C81TmuLq/SV+z7SnLUlTscCAAB+6tVC0xgTb4z5tjFmrqT18jYK6qf9xeViST+Q9HtJhe3uP1HSp8aYgb2ZDwg1bYUm02YRRvLT43Xb+eM1ZXC6KuubdcVjC/S399arxcO6TQAAQlWvFJrGmGOMMf+QtEvSv+UtHFuLyCpJD0qabK092lr7kLX2NmvtcEnnSFriO026pJt6Ix8Qqlo7zubTCAhhJiEmSj85baQunjJQRtK972/Q5f/+QuU1jU5HAwAAPRCwQtMYk+XbumSFvI1/rpKUov0F5qeSviupn7X2Gmvt0oPPYa19S9JUSat9r5kRqHxAONjfCIhCE+HHZYzOPzJfN541WslxUfpowx595d6PtGTrXqejAQCAbvKr0DReZxljXpC0Xd6tS8Zqf3G5V9K9ko6w1h5vrX3MWlt3uHNaaxslPe/7cpA/+YBw0zqi2S+NqbMIXxMGpOlPFxyhETlJ2llRr//556d68tMitkABACCE+DuiuVXS65IukHfLktYC80NJl0nqb6293lq7qpvnLfMd3Yd9FhBB6ptatH1vrVxGyk2h0ER4y0yK1e+/MlZnjstTU4vV72at0k/+s1R1jS1ORwMAAF0Q5efr89v99x5Jj0t62Fq73s/z7pA0z89zAGFlS1mtPFbKS4lTtLvPGkYDjolyu/SdaQUakZukhz4s1CtLd2ptcZX+edlRGpyZ6HQ8AABwGP5+WrWS3pf0DUn51tqfB6DIlLX2FWvtTGvtTH/PBYSLQjrOIkJNG5alW88b324LlI/ZAgUAgCDnb6E5wlp7mrX2eWttU0ASAehQ4R7v+sz+dJxFBBqYkdC2BUpVfbO++/gCPTB3I+s2AQAIUn4VmtbawkAFAXB4m0p8I5o0AkKEat0C5aKjBsha6c9vr9O1zy5h3SYAAEHI366zHmNMszHmhh689hpjTIsxptmfDECk2OQb0cxnaxNEMJcxunDyAP30tJGKi3bp9eW79I2HPlVJVb3T0QAAQDuB6Chi/HytP68HIoK1VoVtI5oUmsCUggz94avjlZ0Uq2XbK3T+/Z9o9c5Kp2MBAAAfWlcCIaC0ukFVDc1KjHErJc7fZtFAeBiYkaBbzx+vkbn799v8ZOMep2MBAAA5W2jG+o6NDmYAQkJh6f5GQMYwCQBolRofrd+cPVZTh2aquqFZl//7C81ausPpWAAARDwnC83xvmOZgxmAkLCJrU2ATsVEufSjk4fr7CP6qanF6sfPLdVjn2x2OhYAABGty3PwjDEpktI6eTjdGDOoC6dxS8qQNFPSJfLuw7m8qxmASNV+RBPAoVzG6LLjBisjIUZPfb5FN7+2WjWNLbpm5nCnowEAEJG6s9jrJ5J+38H9RtKvfbfuMPIWms9283VAxGkd0exPx1ngsM6Z0E8JMW49/FGh7nxnnWoamvXzM0Yx5RwAgD7W3a4inf2m7ulv8GestU/28LVAxGgd0WQPTeDLzRydo9holx6Yu0kPzN0kSRSbAAD0se4UmkWS5h1033R5RyU3S9rWhXM0SaqQtE7SG9baT7vx/kBEqm9q0fa9tTJGyk2h0AS6YtqwLEW5XLrn/fV6YO4mRbmMbjh9lNOxAACIGF0uNK21j0t6vP19xhiP7z8fsNb+LZDBAHhtKauVx0p5KXGKdrMjEdBVxwzJ0LUnj9B9H2zQvR9sVGy0mzWbAAD0EX8/tW713SoCkAVABwrpOAv02HFDM3XNzOEyku58Z52e+Xyr05EAAIgIfu38bq0tCFAOAJ0o3EPHWcAf04ZlqaahRf/6ZLN++8oKpSdE66wj+jkdCwCAsMY8PCDIbSrxjWjSCAjosdPG5uqiowbIY6XrnluiBUXlTkcCACCsUWgCQW6Tb0Qzn61NAL9ccGS+Thubq6YWq6ufWKgtZTVORwIAIGx1aeqsMeak9l9baz/s6P6eaj0fgANZa1XYNqJJoQn4wxij70wtUGlVg5Zu26crHlugl394vFITop2OBgBA2OnqGs258m5jIt8xqoP7e6r9+QC0U1rdoKqGZiXGuJUSxz8TwF9ul9G1Jw/Xza+tVmFpja55ZrEe/+4xcrvYYxMAgEDqztRZ0+7W2f09vQHoQGHp/kZAbDYPBEZCTJR+ccYopcRF6eONe3TnO+ucjgQAQNjp6hDJ4928H0AAbGJrE6BXZCXF6senjNDtb67RP+Zt0oQBqTqbTrQAAARMlwpNa+0V3bkfQGC0jmiyPhMIvLH9U/WtYwfryc+26Gf/XaaRuckanpPkdCwAAMICXWeBIFboG9Gk4yzQO84an6dpwzJV29iiHz2zWPVNLU5HAgAgLFBoAkFsU9uIJlNngd5gjNGVJwxVXkqc1hZX6fY31jgdCQCAsEChCQSphuYWbd9bK2Ok3BQKTaC3xMe4dd0pI+R2GT352Ra9vXKX05EAAAh5fVJoGmPGGGP+aox5wxjzgjHmWmNMQl+8NxCqtpTVymOl3OQ4Rbv5mxDQm4ZkJepbxw6SJN344gqVVNY7nAgAgNDm16dXY8wgY8wXvtt3O3nO+ZKWSLpe0pmSLpB0t6QlxpgB/rw/EM42ldBxFuhLZ47L08QBqdpX16Rfvrhc1vq7TTQAAJHL32GS0yVNkXSUpA8OftAYkyXvFigxOnTvzBGS/uvn+wNhq3DP/j00AfQ+Y4yuPmmYEmPdmrOuVM8t2OZ0JAAAQpa/heZpvuMaa21RB49fIylZkpX0uaRv+G4rfY8fY4w5188MMsZcZoyxvtuV/p4PCAZte2jSCAjoMxmJMbpi2hBJ0m2vr9a28lqHEwEAEJr8LTSHy1tELuzk8Yt9x1JJp1hrn7fWPi/pLElNvscu8ieAMWagpPskVftzHiDYtHacZWsToG9NG5ap44ZmqKaxRb9+eQVTaAEA6AF/C80c37Ho4AeMMf0kjZa3EH3GWtv2Z2Fr7Q5Jb8s7hfaonr65McZI+rekMkn/6Ol5gGBjrVVh6xpNps4CfcoYo8unDVFSbJQ+2rBHLy3e4XQkAABCjr+FZpbvWNPBY8e1+++3O3h8re/oT0Og6ySdLOmKTjIAIam0ukFVDc1KjHUrJS7K6ThAxEmNj9alxw2WJN36+mrtqW5wOBEAAKHF30KzxXdM7OCxae2eM7+Dx8t9xx5tc2KMGSPpDkn3WGs/7Mk5gGC1qcTXCCg1Xt6BewB97aQRWRqf7+1C+4fXVjsdBwCAkOJvoVniO47u4LHWRkHLrbUdrZ9M9h273WnBGBMl6UlJWyX9uruvB4Jd4R7vPxk6zgLOMcboyhOGKMbt0qvLduqTjXucjgQAQMjwt9BcIu86yzONMWmtdxpjJkuaIO/6zHmdvHaI77i7B+/7e0lHSrrcWlvXg9cDQa11RJM9NAFn5abE6fwj8yVJN726So3NHocTAQAQGvwtNF/yHZMlvWOMucAYc4mkF9o95/lOXnuMvIXouu68oTHmGHlHMf9qrf20m6+92hiz0BizsLS0tDsvBfoUI5pA8PjKhH7KS4nTxpJqPTZ/s9NxAAAICf4Wms9KWibvqOYUeQvMJyUNlreInG2t/fzgFxljxkoa5vvys66+Wbsps+sl/a67Ya21D1lrp1hrp2RnZ3f35UCfad1Dsz9bmwCOi3a79J1p3sZA98zeoN2V9Q4nAgAg+PlVaFprPZLOkbRI3mKz/W2ppMs6eekV7f77/W68ZZKkkZLGSKo3xtjWm6SbfM952Hff3d04LxA06ptatH1vnVxGyk2JdToOAEmTBqZryuB01TS26P/eWvvlLwAAIML5vW+CtXanbzrrDHnXTbrlHeV8z3a+y3WUpMclNVpruzyiKalB0qOdPDbZ9/4fyzsdt1vTaoFgUVRWI2ulvNQ4Rbn9nXQAIFAuO26wlm7bp5eW7NDlxxdowoA0pyMBABC0ArJBn6+gnOO7deX5P+nh+9RJurKjx4wxN8tbaD5urX2kJ+cHgsH+RkBMmwWCSU5KnM4cn6fXl+/SbW+s0X+uPo7thwAA6ATDJUCQKWxdn5lGx1kg2Jw/KV/JcVH6YnO53llV7HQcAACCFoUmEGRoBAQEr8TYKH198gBJ0p/eWst2JwAAdCJsCk1r7c3WWsO0WYS6wj3eqbNsbQIEp5PH5Kh/Wpy2lNXquQVbnY4DAEBQCsgaTUkyxhwr6UJ510nmyNshtiuFrLXWDvvypwHhz1qrTSXeEc1+TJ0FglKUy6WLpwzSXbPX6973N+rrRw1QQkzAfp0CABAW/P7NaIzJkbeD7Ok9ebm8+20CkLS7skE1jS1Kio1SSly003EAdOLognQNy07UptIa/fuTIl0zc7jTkQAACCp+TZ01xsTJuw/m6Tp0H82u3AC009oIKJ9ps0BQM8boG0cPkiT9Y94m7attdDgRAADBxd81mj+SNM7333WS/k/S0ZJSrbWuLt7cfmYAwsYmOs4CIWN8fqrG909RVX2z/jGv0Ok4AAAEFX8Lza/7ji2STrPW/spau8haW+XneYGItKmURkBAKLnYN6r5xKdFKqtucDgNAADBw99Cc5S8ayxfsdbOD0AeIKKxtQkQWobnJOnIgWmqbWzRQx8xqgkAQCt/C80Y33Gpn+cBILV1nGVEEwgdXzvKu6/mE/O3MKoJAICPv4XmDt+R9piAn2oamrWzol5RLqPs5Fin4wDoomHZSZo8KE11TYxqAgDQyt9C8wN5u8dODkAWIKJt3uNdn5mXGie3i6bMQCi5cPL+Uc09jGoCAOB3ofl3SU2SzjTGjAhAHiBi7e84y7RZINS0H9X89yebnY4DAIDj/Co0rbUrJN0o79TZWcaYQQFJBUSgtvWZNAICQtL5k/IleUc1K+ubHE4DAICzovx5sa+wfFFSuqTfSlphjHlE0tuStkiq78p5rLVb/ckBhIP9W5uwhyYQikbkJmtsvxSt3lWppz7bov+dMdzpSAAAOMavQlNSkbzbm8h3TJZ0ve/WVTYAOYCQx9RZIPSdN6m/Vu+q1KMfbdYV04YoPsbtdCQAABzh7xpNydsMqPV28NddvQERrcVjVehrBsTUWSB0HZGfqqFZiSqradTzC7c5HQcAAMf4O5L4ofaPaALooR1769TY7FFGYgwjIEAIM8bo/En5+tvs9Xrow0J969hBinIH4m+6AACEFr8KTWvtjADlACJa27TZVNZnAqHuqIJ09UuN0459dXprZbHOndjf6UgAAPQ5/swKBAHWZwLhw2WMzj6inyTpoQ8LZS0TfwAAkYdCEwgCFJpAeDlpRLaS46K0YkeFPt9c7nQcAAD6HIUmEAQ2+vbQ7MfUWSAsxES5dPrYPEnSwx8WOpwGAIC+F9BC0xiTYIw5yxjzO2PMvcaYR40xpwfyPYBw1LqHZj4jmkDYOH1srqLdRu+vLdGG3VVOxwEAoE8FpNA0xkQZY26WtF3S65JulnSNpMslje/g+YuNMZXGmI8D8f5AKCuvaVR5TaPiol3KSIxxOg6AAEmJj9b0kdmSpH/PL3I2DAAAfczvQtMYkyTvNie/k5Smru2P+bCkJElTjTFj/c0AhLLWabP9U+NlDNvKAuHkzPHepkAvLd6ufbWNDqcBAKDvBGJE8xlJx8lbWG6V9BtJ53zJa56X1OL777MDkAEIWa2NgJg2C4Sf/LR4TRiQqvomj55bsM3pOAAA9Bm/Ck1jzKmSviLJSnpf0jhr7Z+stW8d7nXW2jJJi3xfnuBPBiDUtY1oplNoAuHozHHepkBPzC9Sc4vH4TQAAPQNf0c0L/MdqyV9w1pb043XLpV3FHSMnxmAkNZaaOanUmgC4WjiwDT1S43Tzop6vbt6t9NxAADoE/4WmsfLO5r5qm+UsjuKfcc8PzMAIa1tD01GNIGw5DJGZ/hGNf/9yWaH0wAA0Df8LTRbi8S1PXhtne/Ip2tErLrGFu3YVye3McpNiXU6DoBeMn1ktuKj3VpQtFerd1Y6HQcAgF7nb6Fp/Xhthu9Y4WcGIGQV7qmWtVJuaqyiXAHd1hZAEImLdusk31YnT362xeE0AAD0Pn8/2Zb6jgU9eO0xvuNOPzMAIattfSYdZ4Gwd9rYXEnSK0t2qKKuyeE0AAD0Ln8LzQXyNvQ5w3RjA0BjzDBJJ8o7IvqJnxmAkLWpteMshSYQ9vLT4jW+f4rqmlr04qLtTscBAKBX+Vtovuo75kv6UVdeYIyJlvSvdu/9sp8ZgJC1qdTbqJkRTSAynDbW29rgqc+2yOPxZ/UJAADBzd9C8zlJG+Ud1fyrMeZ/D/dkY8wESfO0fzRzobX2PT8zACFrIyOaQEQ5anC6MhJjVLinRp9s2uN0HAAAeo1fhaa1tkXSpfJ2kHVLus8YU2SMeaTd02YaY+42xiyQtETSsb77qyV925/3B0JZc4tHm/d4RzT7s4cmEBHcLqNTRudIkp7+bKvDaQAA6D1+t7m01n4h6TxJZfKObA6UdIX2d6Q9W9K1kib7HjeS9kj6irV2nb/vD4Sq7Xvr1NjiUUZijOJj3E7HAdBHZozKkctI763ZrZLKeqfjAADQKwKyn4K1drakiZIelFSv/QXlwbcmSY9IOtJa+1Eg3hsIVUybBSJTRmKMjhqcrhaP1fMLtzkdBwCAXhEVqBNZa3dJusYY81NJU+UtPDN971Emaa2kedbaqkC9JxDKNvgKzQEUmkDEOWV0rhYU7dWzX2zTD2cMl9vV5cbtAACEhIAVmq2stfWS5vhuADrBiCYQuY4YkKqc5Fjt2FenjzaUasaoHKcjAQAQUAGZOgug+zaWeAf3B6RTaAKRxmWMZvqaAj3zOU2BAADhx+8RTd++mMdKOknSYEkZklIkVco7ZXaLvFuafGGtbfb3/YBwYK1tG9FkD00gMs0Yma0XFm3X+2tLtLuyXrkpcU5HAgAgYHpcaBpj0iX9TNKPJCV14SVVxph7Jf3NWruvp+8LhINdFfWqaWxRclyUUuKjnY4DwAFpCd6mQF9sLtcLi7brmpnDnY4EAEDA9GjqrDFmmqR1km6UlCxvR1mp406zrfenSPqNpLXGmGP8yAyEPEYzAUjSzFHZkqTnF26Tx2O/5NkAAISObo9oGmNmSnpDUpz275UpeafKLpdULqla3gI0Q9IEeYvMVjmS5hhjzmSLE0SqDRSaACRNyE9TRmKMtpTV6vPN5Zo6LNPpSAAABES3RjSNMcmSHtP+IrNJ0qOSJltr06210621F1hrL7PWnm+tPUlSuqSjJP3L93wrKV7SY8aYxMB9K0DoaBvRpBEQENFcLqMZI72jmv9ZQFMgAED46O7U2RslDZS3WNwp6URr7VXW2qWdvcB6LbHWXilvw6CdvtcXSPplT0IDoa614ywjmgBmjMqWkfTWymJV1DY5HQcAgIDocqFpjHFLusL3ZYOkr1hrF3Tnzay1X0g6V1KjvOs2v2uMYZdqRBRrLVNnAbTJTo7TuPxUNTR7NGvZDqfjAAAQEN0Z0TxFUp68o5F3W2uX9eQNfaOfd/u+7Oc7LxAxymoata+2SfHRbmUkxjgdB0AQOHlU6/TZbQ4nAQAgMLpTaB7rO1pJD/j5vg9ofyOhqX6eCwgpresz+6fFiQF9AJJ01OAMJca4tWpnpdbsqnQ6DgAAfutOoXmk77jOWrvdnze11m6TtPag8wIRoXXa7ID0BIeTAAgWMVEuTRueJUl6YZFfv2IBAAgK3Sk0R8k7CrkwQO+9QN51miMDdD4gJGxqG9FkfSaA/ab7us++smSHmlo8DqcBAMA/3Sk0U33H4gC9d+t50gJ0PiAkbPB1nB1AoQmgnaFZiRqQHq+ymkbNWVvidBwAAPzSnUIzxXfcF6D3rjjovEBE2LCbPTQBHMoY0zaq+V+mzwIAQlx3Cs1E37EhQO/deNB5gbBXUdukkqoGxbhdyk6OdToOgCBzwvAsuYw0Z22J9lQH6tctAAB9rzuFJu0xAT+1TpvNT4+Xi46zAA6SlhCjSQPT1eyxmrV0p9NxAADose4UmgD8tL512izrMwF04qSR3u6zLy1m+iwAIHRF9eA1w4wxJwXgvYf19IXGmP+TNEXejrVZkuokbZH0iqT7rbVlAcgHBFxbIyDWZwLoxORB6W17aq4trtToPFoZAABCT08KzR/4bk76iaTFkt6TVCLvOs/jJN0s6WpjzHG+vTqBoNLaCIg9NAF0Jtrt0tRhmZq9pkQvLd6hX59NoQkACD09mTprAnTzR4q19jhr7XettTdaa6+11h4t6Y+S+kv6lZ/nB3oFI5oAuuLEEd7usy8v2aFm9tQEAISg7oxobpVkeytId1hr6zt56HlJv5Y0og/jAF1SUdek3ZV0nAXw5UbkJCkvJU7FlfX6ZFNZ27YnAACEii4Xmtbagl7MESjn+o7LHU0BdGDDbjrOAugaY4xOHJGl/y7arhcXbafQBACEnJ6s0QwaxpifSUqSlCpvc6AT5C0y73AyF9CRDSW+9Zl0nAXQBa2F5ruri1Xd0Kyk2JD+lQ0AiDCh/lvrZ5Jy2339tqTLrbWlDuUBOrW+3YgmAHyZ7OQ4jc5L1triKr29slhfP2qA05EAAOiykN5H01qbZ601kvIkXShpqKQlxpjJHT3fGHO1MWahMWZhaSm1KPrWxhI6zgLonhNGePfUfHkJe2oCAEJLSBearay1u621L0s6XVKmpCc6ed5D1top1top2dmsd0Hfah3RpOMsgK46dkimolxG8zeVqbiisz54AAAEn7AoNFtZa7dIWi1pnDEmy+k8QCs6zgLoiaTYKE0elC5rpVeX7XA6DgAAXRZWhaZPf9+xxdEUQDsbS+g4C6BnWqfPvrSYQhMAEDpCrtA0xow2xuR1cL/LGHO7pBxJ8621e/s+HdCx9bvpOAugZyYNTFNirFtri6u0Zlel03EAAOiSUOw6e6akO40xH0raJKlM3s6z0+VtBlQs6Srn4gGHYn0mgJ6Kdrt03JBMvb+2RK8s3aEx/VKcjgQAwJcKuRFNSbMlPSRv058LJf1c0tcklUu6RdI4a+1q5+IBh2otNAdm0HEWQPedMNw7ffa1pTvl8ViH0wAA8OVCbkTTWrtS0jVO5wC6Y12xd+oshSaAnhiZl6yspBjtrKjXgqJyHTs00+lIAAAcViiOaAIhpay6QXuqGxQf7VZmYozTcQCEIJcxmjbMO6o5a9lOh9MAAPDlKDSBXtbWCCg9XoaOswB66Hjf9Nk3V+xSY7PH4TQAABwehSbQy9YVe7tEMm0WgD8GZSRoYEaC9tU2ad76UqfjAABwWBSaQC9b5xvRHEjHWQB+On6Yd23mrKXsqQkACG4UmkAv27+1CSOaAPzTOn32vdW7Vd3Q7HAaAAA6R6EJ9CJrrdYXs7UJgMDISorVqNxkNTR79N7qYqfjAADQKQpNoBftqqhXVUOzUuKilBof7XQcAGFg2nDv9NlXl9J9FgAQvCg0gV60jmmzAALsuCGZchnpow17VF7T6HQcAAA6RKEJ9CKmzQIItJT4aB2Rn6pmj9WbK3Y5HQcAgA5RaAK9qHVEk46zAAKptSnQq8uYPgsACE4UmkAvau04y4gmgECaMjhD0W6jLzaXa+e+OqfjAABwCApNoJe0eKw2+PbQzE9jRBNA4MTHuDV5ULok6fXljGoCAIIPhSbQS7aU1aih2aPMxBglxkY5HQdAmDl+mHf67GvLWKcJAAg+FJpAL1nrawQ0iGmzAHrBxIFpio92a8WOCm3eU+N0HAAADkChCfSStbsqJUmDMik0AQReTJRLUwq802dfoykQACDIUGgCvaR1RHMge2gC6CXThu3vPmutdTgNAAD7UWgCvYSpswB62/j8FCXFRmljSXXbzxwAAIIBhSbQC6obmrW1vFZul1G/tDin4wAIU1Eul44dkiGJPTUBAMGFQhPoBet8IwsD0uIV5eKfGYDeM214a/dZps8CAIIHn4CBXrCOabMA+sjo3GSlJ0Rr+946Ldm2z+k4AABIotAEesXaYm/H2YEUmgB6mctldNzQTEnS6+ypCQAIEhSaQC9Yu4sRTQB9Z6qv0HxjxU55PEyfBQA4j0ITCDBrbduIJntoAugLw3OSlJUUo92VDVpQVO50HAAAKDSBQNtVUa/K+mYlxUYpLT7a6TgAIoAxpm1PzdeW030WAOA8Ck0gwNpGMzMSZIxxOA2ASDF1mHf67FsritXc4nE4DQAg0lFoAgHWumk602YB9KXBGQnqlxqnsppGfVpY5nQcAECEo9AEAmxNayOgdApNAH3HGNM2qvnqUqbPAgCcRaEJBNiaXd6ps4MZ0QTQx6YN9a7TfGdVsRqbmT4LAHAOhSYQQHWNLSosrZbLSAMY0QTQx/LT4zUwI0GV9c36aEOp03EAABGMQhMIoHW7q+SxUv+0eMVE8c8LQN9r3VPz9eW7HE4CAIhkfBIGAmj/tNlEh5MAiFSthea7q4pV39TicBoAQKSi0AQCaPVOX6GZwbRZAM7IS43TkKxE1TS2aO66EqfjAAAiFIUmEEA0AgIQDFpHNV9j+iwAwCEUmkCAeDyWqbMAgsJxvkLzgzUlqm1sdjgNACASUWgCAbJtb61qGluUlhCt1Phop+MAiGDZybEakZOkuqYWzV7D9FkAQN+j0AQCpHV9ZgGjmQCCwNRhvu6zy3Y6nAQAEIkoNIEAaZ02O4hGQACCwLFDMmUkzV1fqqr6JqfjAAAiDIUmECCrd7WOaFJoAnBeRmKMRuUlq7HZo/dW73Y6DgAgwlBoAgHSOnV2EFNnAQSJab7ps68xfRYA0McoNIEA2FfbqJ0V9Ypxu9QvJc7pOAAgSTpmSKaMkT7asEf7ahudjgMAiCAUmkAA7B/NTJDLZRxOAwBeqfHRGtc/Vc0eq3dWFTsdBwAQQSg0gQBYubNCEh1nAQSfqUNbp8/ucjgJACCSUGgCAbByh3dEc0gWhSaA4HJMQYbcxmj+pj3aU93gdBwAQISg0AQCoHVEk0ITQLBJiovSEQNS5bHSWyuZPgsA6BsUmoCfahqatXlPjdwuowHp8U7HAYBDtE6ffZ3uswCAPkKhCfhpza5KWSsNTI9XtJt/UgCCz5SCdEW7jb4oKtfuynqn4wAAIgCfigE/rdzBtFkAwS0hJkoTB6TJWumN5TQFAgD0PgpNwE8rfVubFFBoAghiU4f5ps8uZ/osAKD3UWgCfmob0WRrEwBBbPKgdMVGubR46z5t31vrdBwAQJij0AT8UN/Uog0l1TJGGpSZ4HQcAOhUXLRbRw5Kk8T0WQBA76PQBPywrrhKLR6r/qnxio1yOx0HAA5r2tAsSdLrFJoAgF5GoQn4gf0zAYSSiQPTFB/t1oodFdq8p8bpOACAMEahCfhh5Q5vIyAKTQChICbKpSkF6ZLYUxMA0LsoNAE/tDYCouMsgFAxzdd99jW6zwIAelHIFZrGmExjzJXGmJeNMRuNMXXGmApjzMfGmO8ZY0Lue0Joamhu0driShnRcRZA6Bifn6qk2Cit312tdcVVTscBAISpUCzKLpL0sKRjJX0u6W5JL0oaL+kRSc8bY4xj6RAx1u6qUlOLVf+0eMXH0AgIQGiIcrl07JAMSdJrTJ8FAPSSUCw010v6qqQB1tpvWWt/Za39rqTRkrZJ+pqkC50MiMiw3DdtdijTZgGEmOOG7p8+a611OA0AIByFXKFprf3AWvuatdZz0P3Fkv7h+3JGnwdDxFm+bZ8kaWh2krNBAKCbxvZLUVp8tLaU1Wr59gqn4wAAwlDIFZpfosl3bHY0BSLCitYRzWxGNAGEFpfL7B/VZPosAKAXhE2haYyJkvRt35dvO5kF4a+usUXrd1fJZaTBmQlOxwGAbpvq6z77+vJd8niYPgsACKywKTQl3SFvQ6A3rbXvOB0G4W3Vzgp5rDQwPUGxUTQCAhB6RuQkKTspVsWV9VpQVO50HABAmAmLQtMYc52kn0paK+mywzzvamPMQmPMwtLS0j7Lh/DTuqaJabMAQpUxpm1U81WmzwIAAizkC01jzDWS7pG0WtJMa22nf5a11j5krZ1irZ2SnZ3dZxkRfpZv3yeJRkAAQts0X6H55opdamrxfMmzAQDoupAuNI0x10u6X9JKeYvMYmcTIVKwtQmAcDAoI0H5afHaW9ukTzbucToOACCMhGyhaYz5paS7JC2Vt8gscTYRIkVlfZMKS2sU5TIalEEjIACh64Dps0uZPgsACJyQLDSNMb+Tt/nPIkmnWGv5Myz6zErfaObgzARFuUPynxAAtGmdPvvOqmLVN7U4nAYAEC6inA7QXcaY70j6g6QWSR9Jus4Yc/DTiqy1j/VxNESIpdv2SWJ9JoDw0C81XsOyE7WptEbvrynRORP6OR0JABAGQq7QlDTEd3RLur6T58yT9FhfhEHkWbJ1nyTv1gAAEA6mDcvSptIazVq6g0ITABAQITfvz1p7s7XWfMlthtM5EZ6stW0jmsMpNAGEieOGZspImruuVBV1TU7HAQCEgZArNAEn7dhXp9KqBiXFRikvJc7pOAAQEBmJMRrbP0WNLR69s5IG7gAA/1FoAt3QfjSzg7XBABCyjh+WJUmatWyHw0kAAOGAQhPohtb1mcNoBAQgzBw9JENRLqP5m8pUUlnvdBwAQIij0AS6oXVEk0ZAAMJNUmyUJg1Mk7XSq8vYUxMA4B8KTaCLGps9WuHbQ3MYhSaAMHT8cN/02aUUmgAA/1BoAl20trhSjc0e9U+NU1JsKO4MBACHN3lQuuKj3Vqxo0KbSqudjgMACGEUmkAXta3PZDQTQJiKiXLpmCEZkqRZS2gKBADoOQpNoItYnwkgErROn31l6U5Zax1OAwAIVRSaQBct2bpXkjQ8J9nhJADQe8b1S1FaQrS2ltdqie8PbAAAdBeFJtAFpVUNKiqrVWyUSwMz4p2OAwC9xuUymjY0UxLTZwEAPUehCXTBoi3e0cxh2UmKcvHPBkB4O2FEtiTp9eW71NTicTgNACAU8YkZ6IJFW8olSaPymDYLIPwVZCYoPy1eZTWN+nB9qdNxAAAhiEIT6IKFvhHNkbkUmgDCnzFGJ4zwNgV6iemzAIAeoNAEvkR9U4tW7qiQkTQyl46zACLDCb7us7NX71ZlfZPDaQAAoYZCE/gSK3ZUqKnFakBGghJiopyOAwB9IispVmP7paih2aO3VxQ7HQcAEGIoNIEvsbDIO212FKOZACLM/umz2x1OAgAINRSawJdobQTE+kwAkebYIRmKdht9VliuHfvqnI4DAAghFJrAYVhr27Y2GUWhCSDCJMREacrgDEnSKzQFAgB0A4UmcBibSmu0t7ZJaQnRyk6OdToOAPS5E33TZ19ctF3WWofTAABCBYUmcBht+2fmJssY43AaAOh7EwakKTU+WoV7arR02z6n4wAAQgSFJnAYn2/2FZp5TJsFEJncLqPjfVudvLiYpkAAgK6h0AQO4/NCb6E5pl+Kw0kAwDkn+abPvrZslxqaWxxOAwAIBRSaQCe2763Vjn11Soxxa1B6gtNxAMAxgzMTNTgjQRV1TfpgTYnTcQAAIYBCE+jEF+2mzbpcrM8EENlOGpktiemzAICuodAEOsG0WQDYb9qwTLmMNGddqUqq6p2OAwAIchSaQCc+31wmiUITACQpLSFGRw5KV4vHsqcmAOBLUWgCHdhdWa+islrFR7tVkJnodBwACArTfdNn/7uQPTUBAIdHoQl04LNC72jmyNwkuVmfCQCSpCMHpSklLkobSqq1bHuF03EAAEGMQhPoQGsjIKbNAsB+US6XTvDtqfnfhdscTgMACGYUmkAHPqfQBIAOTR+VI0l6ddlO1TexpyYAoGMUmsBBSqrqtbGkWrFRLg3NYn0mALQ3KCNBQ7MSVVXfrHdWFTsdBwAQpCg0gYN8usm7PnNUXrKi3PwTAYCDzRjlbQr0nwVMnwUAdIxP0cBBPtm4R5I0vn+qw0kAIDhNG5alGLdL8zeVaWtZrdNxAABBiEITaMdaq082ekc0x+dTaAJARxJjo3TskAxJ0vM0BQIAdIBCE2hnS1mtduyrU1JslAZnJjgdBwCC1szR3qZA/120Tc0tHofTAACCDYUm0M4nm7zTZsf1T5HLsH8mAHRmdF6y8lLitLuyQfPWlzodBwAQZCg0gXbm+6bNjmN9JgAcljGmbVTzOZoCAQAOQqEJ+Hg8VvN9I5pHsD4TAL7USSOy5HYZfbC2RLsr652OAwAIIhSagM/qXZXaW9ukrKQY5abEOh0HAIJeWkKMjhqUrhaP1fOMagIA2qHQBHzmt63PTJVhfSYAdMkpY7zTZ5/9YqtaPNbhNACAYEGhCfh8tIFpswDQXePzU5WTHKudFfWat77E6TgAgCBBoQlIqm1s1ueF5TKSjhhAoQkAXeUyRqf4mgI98/lWh9MAAIIFhSYg6bPCMjW2eDQ0O1EpcdFOxwGAkDJ9VE5bU6Cd++qcjgMACAIUmoCkeeu8e8BNHJjmbBAACEGp8dE6uiBdHstWJwAALwpNQNJc32bjEwekORsEAELUqWNyJUnPfbFVTS0eh9MAAJxGoYmIV7SnRlvKapUY69bw7CSn4wBASBrbL0X5afEqqWrQu6t2Ox0HAOAwCk1EvHm+0cwJ+WlyudjWBAB6whij08Z6RzWf+LTI2TAAAMdRaCLizV3nbcfP+kwA8M+JI7IUF+3S55vLta64yuk4AAAHUWgiotU3tejTwjJJ0gS2NQEAvyTEROmE4dmSpCc/K3I2DADAURSaiGifFZapvsmjwZkJSk+IcToOAIS8033TZ19evENV9U0OpwEAOIVCExHtvdXehhVHDU53OAkAhIeBGQka0y9ZNY0temHRdqfjAAAcQqGJiGWt1ew1vkJzEIUmAATKmeP6SZIen18kj8c6nAYA4AQKTUSslTsqtbuyQRmJMRqSleh0HAAIG1MGpysrKUZFZbWa42u4BgCILBSaiFjvrS6WJE0elC5j2NYEAALF5TI6Y1yeJOnfnxQ5GwYA4IiQKzSNMV83xtxnjPnIGFNpjLHGmKeczoXQ894a71/ZWZ8JAIE3Y1SOYqNc+njjHm3YzVYnABBpQq7QlPRbST+SNEnSDmejIFRt31urNbsqFRft0rj+KU7HAYCwkxQbpRNHeLc6+RejmgAQcUKx0PyJpJGSUiT90OEsCFHv+0YzJw5IU7Q7FP8ZAEDwO3O8d/rsS4u3q6y6weE0AIC+FHKfsK21c6y1G6y1tLFDj73rW5/JtFkA6D35afGaPChNDc0ePfXZVqfjAAD6UMgVmoC/yqob9FlhudzG6MiBFJoA0JvOOcK71ckTnxapvqnF4TQAgL5CoYmI8+7q3WrxWI3PT1FSXJTTcQAgrI3pl6IhWYkqq2nUS4tprQAAkYJCExHnzRW7JEnHDs10OAkAhD9jjL4ywTuq+cjHhfJ4WPkCAJEgogpNY8zVxpiFxpiFpaWlTseBA8prGjV/U5ncxujowRlOxwGAiHDskExlJcWosLRGs9fsdjoOAKAPRFShaa19yFo7xVo7JTs72+k4cMC7q4rV4rEax7RZAOgzbpfR2b61mg/O2yT6+QFA+IuoQhN4wzdt9rghTJsFgL40c1SOkmOjtGTrPn1WWO50HABAL6PQRMTY65s26zLSlAK6zQJAX4qLdusM376aD8zd6HAaAEBvo9BExHjbN212fP9UJcdFOx0HACLOGWPzFBft0kcb9mjF9gqn4wAAelHIFZrGmPONMY8ZYx6TdKPv7qmt9xlj/uJgPASxl31t9acNz3I4CQBEpqS4KJ0yOleS9OA8RjUBIJyFYjeUSZK+c9B9Q303Sdoi6Wd9GQjBb1t5rb4oKleM26VjCug2CwBOOfuIfnpnVbHeWlmsDburNCI32elIAIBeEHIjmtbam6215jC3AqczIvi8umynJO/azPgYt8NpACByZSTGaOboHFkr3fsBo5oAEK5CrtAEustaq5cWb5ckncC0WQBw3HkT+8vtMnp9+U5t2F3ldBwAQC+g0ETYW7mjUptKa5QSF6UjBqQ6HQcAIl5mUqxmjsqWtdJ9jGoCQFii0ETYe2mJdzRz2rAsRbm45AEgGJw3KV9ul9Fry3dqY0m103EAAAHGp26EtcZmj17zrc88YQTTZgEgWGQlxWrGSO+o5j3vb3A6DgAgwCg0EdZmr9mtPdWNGpAer6FZiU7HAQC0c8GR+YpyGb22bKdW76x0Og4AIIAoNBHWnv1iqyTplNE5MsY4nAYA0F5mUqxOG+vdV/Ov765zOA0AIJAoNBG2tpXX6uONexTtNjpheLbTcQAAHThvUr5io1x6f22JFm3Z63QcAECAUGgibD2/cJuslY4ZkqmkuCin4wAAOpAaH62zxveTJN35zlpZax1OBAAIBApNhKXmFo+eX7hNknTy6ByH0wAADucrE/opMdatzwrLNXd9qdNxAAABQKGJsDRnXal2VzaoX2qcxuQlOx0HAHAYibFROn9SviTpT2+uUXOLx+FEAAB/UWgiLD0+v0iSdzSTJkAAEPzOGJen7KRYrd9drRcWbXc6DgDATxSaCDvrd1fp4417FBvl0oxRTJsFgFAQ7XbpG8cMlCT99b31qmlodjgRAMAfFJoIO//+pEiSdOKIbCXF0gQIAELF1KGZGpadqNKqBv3zw0Kn4wAA/EChibCyt6ZRLy/xTrk6c3yew2kAAN1hjNGlxw2WJP1z3iZtK691OBEAoKcoNBFWnl2wVfVNHk0ckKr8tHin4wAAuml0XoqmDctUQ7NHf3xzjdNxAAA9RKGJsNHU4tGTn26RJJ3p25MNABB6vnXsYMVGufTWymJ9snGP03EAAD1AoYmw8cqSHdpVUa/+aXGaMCDV6TgAgB7KSIzR+Ud6tzu56dVVamK7EwAIORSaCAstHqsH522SJJ03MV8utjQBgJB2zhH9lJsSq40l1Xr0481OxwEAdBOFJsLC2yuLVVhao+ykWE0bnul0HACAn6LdLl0xbYgk6e7Z62kMBAAhhkITIc9aq7/P2ShJOndiP0W5uKwBIBxMHJimacMyVd/k0W9fWSlrrdORAABdxCdyhLy560q1elel0uKjNX1kjtNxAAABdNlxg5UY49a89aV6ffkup+MAALqIQhMhzVqru2avlySdM6GfYqK4pAEgnKQlxOibxwySJN382iqV1zQ6nAgA0BV8KkdIe3tlsZZvr1BafLROHZPrdBwAQC+YOTpHY/ulqKy6Ub+ftdLpOACALqDQRMhqbvHoznfXSZIunJyvuGi3w4kAAL3BZYyuPmmoYqNcen35Lr21gim0ABDsKDQRsl5cvF2FpTXKTYnVzNGszQSAcJabEqdLfFNof/vKSpVVNzicCABwOBSaCEn1TS26e/YGSdJFRw2k0ywARIBTx+Z6p9DWNOqXLy6nCy0ABDE+nSMkPfRhoXZV1GtwRoKmDmPfTACIBC5j9MMZw5QQ49bsNSV66rMtTkcCAHSCQhMhZ/veWj0w17tv5renFchljMOJAAB9JSspVleeMFSSdNsba7SuuMrhRACAjlBoIuT88c01qm/yaOrQTI3tl+J0HABAH5s6LFMzRmarodmja59drNrGZqcjAQAOQqGJkPLJxj16c0WxYqNc+taxg5yOAwBwyHemFah/apzW767Wb15eyXpNAAgyFJoIGfVNLfqdb/+08yflKzMp1uFEAACnxEW7df2pIxUb5dLLS3boqc+3Oh0JANAOhSZCxl2z16uwtEb5afE6+4h+TscBADhsYEaCrjrRu17zD6+t0uKtex1OBABoRaGJkLBs2z49/GGhjKTvnzRUMVFcugAA6fjhWTpjXJ6aWqyufmKhdu6rczoSAEAUmggBDc0t+vkLy+Sx0llH9NOI3GSnIwEAgsilxw3SuP4p2lPdqO89vlA1DTQHAgCnUWgi6N359jqt312tvJQ4/c+UAU7HAQAEmSiXS9efMlJ5KXFas6tS1/9nqVo8NAcCACdRaCKofbB2tx75eLNcRvrhjGGKjXI7HQkAEISS4qL0izNGKTHGrfdW79bvZtGJFgCcRKGJoFVcUa+fPr9MknTxlIEayZRZAMBh9EuL189OH6Vot9Ezn2/VXbM3OB0JACIWhSaCUmOzR9c9t0R7a5s0YUCqvjKxv9ORAAAhYHS/FF13ygi5jHTv+xv02CebnY4EABGJQhNBx1qrm15dpS82lys9IVo/nD5MLmOcjgUACBFTBmfoyhO8257c/NpqPflpkbOBACACUWgi6Dw+v0jPfrFV0W6jG04bpbSEGKcjAQBCzMzRObp8WoEk6XezVumpz7Y4GwgAIgyFJoLKnHUl+sPrqyVJ3z9pmIbnJDmcCAAQqs4Yl6fvTB0sSfrtKyv18IeFDicCgMhBoYmgsaCoXD98apE8Vjp/Ur6OH57ldCQAQIg7c3w/fWdqgSTp9jfX6P/eXks3WgDoAxSaCAord1Toin8vUH2TRzNHZbNfJgAgYM4cn6f/nTFMLiM9OHeTfvHCcjU2e5yOBQBhjUITjlu5o0Lf/tcXqm5o1rFDvA0cDM1/AAABdOKIbP309FGKiXLpv4u269JHP1d5TaPTsQAgbFFowlELisr1jYc+U3lNoyYNTNOPZg6Xy0WRCQAIvMmD0vX7r4xVekK0vthcrvP//olW76x0OhYAhCUKTThmzroSXfbo520jmT89baSi3FySAIDeMyw7Sbedf4SGZCVqa3mtLnjgE/1nwVbWbQJAgPGpHn3OWqtHPirU9x7zrsmcPjJb1508giITANAnMhJjdPO54zRzVLYamj365YsrdMPzy1RR1+R0NAAIG3yyR5+qb2rRL15YrtveWCOPlb42OV9XnzSU6bIAgD4VE+XS1ScN0w+nD1NslEsvL9mhM+/+UB9v2ON0NAAIC1FOB0DkWFdcpeueXaJ1u6sUE+XSD6cP03FDM52OBQCIYCeNzNbwnCQ9MHejNpXW6NJHP9f/TBmgG88ao4zEGKfjAUDIYkQTva7FY/XvTzbrq/d/rHW7q9QvNU43nzuOIhMAEBT6p8Xrlq+O1/9MGSi3y+j5hdt1yl/n6rkvtqrFw9pNAOgJRjTRq9bsqtSvXlqhpdv2SZJmjMzWd6YVKC7a7WwwAADacbuMLjgyX8cOydC/PtmsVTsrdeNLK/TY/CLdeNZoTR+ZzdZbANANFJroFXuqG3Tv+xv0zOdb1eyxSk+I1hXHD9HRBRlORwMAoFP90+L1m7PHaP6mMj23YKvWFlfp8n8v0DEFGbr2lOE6YXgWBScAdAGFJgJqX22jHptfpEc+2qzqhma5jHT62FxdfPRAJcRwuQEAgp8xRscPz9LRBRl6d3WxXlmyQ18UleuyR7/QpIFp+t4JQ3Tm+DxF0y0dADrFJ38ExI59dXpifpGe+myLahpbJElHDkzTN48ZpIEZCQ6nAwCg+2KiXPrKhP46eXSO3l21W2+u2KWl2/bp2meXqF9qnL55zCB97agByk+LdzoqAAQdE6obFBtjBkj6g6QzJWVK2iXpFUm3WGv3ftnrp0yZYhcuXNirGcNdU4tHH20o1TOfb9UHa0vU2i/hiPxUnX9kvsb2S3E2IILW1OFZkqRPN7KNAIDQUd/Uoo82lOrtVcXaua9ekmSMdMLwLJ07sb/OGJun1IRoh1MCQNcZYxZZa6f0yrlDsdA0xgyTNF9SjqRZktZKOkbSTEnrJB1vrS073DkoNHumsdmjBUXlentlsd5YsUvlNY2SvE0Ujh2SobOP6Kdh2UkOp0Swo9AEEMo81mrljgrNXV+qhUXlamrxfpaKdhtNG5alU8bkaOaoHGb0AAh6vVlohurU2QfkLTKvs9be13qnMeZvkn4i6XZJP3AoW1ix1qqorFbzN+3R/I1l+nB9qaoamtsez0+L14kjsjRjVI5S4/krLgAg/LmM0YQBaZowIE3V9c36fHOZPiss06pdlZq3vlTz1pdKWqWCzARNHZap44ZmavKgdA1Ij6eREICIEXIjmsaYoZI2SSqSNMxa62n3WLK8U2iNpBxrbU1n52FE81DWWpVWNWj1rkqt2lmppdv2acnWfdpT3XDA8/LT4nXU4HRNG5apQRkJ/NJEtzGiCSAcVdQ1+X537tXy7RWqa2o54PHs5FgdkZ+qcf1TNK5/ikbkJmtwRoKiaCoEwCGMaB7oZN/x3fZFpiRZa6uMMZ9IOl3ScZLe7+twwa65xaPdVQ0qrqjT9r112lZeqy1ltSrcU6NNpdXaV9t0yGuS46I0tp/3l+KEAWnKTYlzIDkAAMEtNT5a00dma/rIbLV4rDbvqdGqnRVaV1ylDSXVKq1q0AdrS/TB2pK218S4XRqUmaCCzAQNykjUgPR45afHq39qvHJTY5WZGCu3iz/oAgg9oVhojvId13fy+AZ5C82RipBCs7ymUcu27VNNY7NqGppVWdesyvomVdQ1qbymUftqm7SnukF7qhtUXtPY1rSnIwkxbg3KSNDgzEQNy07UiJxk5abEMmoJAEA3uF1Gw3OSNDzH27fAWqvdlQ3avKdGRWU12lpeq+17a7WnulEbS6q1saS60/NkJMYoMzFGmUkxSouPUVpCtFLjo5UcF62h2Yk6fWwuv6cBBJ1QLDRTfceKTh5vvT+t96MEhwse+ERbymr9OkdslEv90+KVFh8tY6TSqnqVVtXrs8LD9lQCeuQl3/HOd9Y6mgMAnOIy0qCMBOUkx2l3Zb3KfM31Dtbi8S5rKa1q6PBxSZp1zfGaODCtl5ICQM+EYqH5ZVr/pHfIuJ0x5mpJV/u+bDDGrOyzVL0oOrvgCOOOivH3PEUByAL/tdRWyJ2Q+uVPDGGxecO9/3Hr5Y7mQPdFwvWJ0BTJ1+aRf922yjY31DudA4eVJYnGBAhGo778KT0TioVm64hlZ79NUg56Xhtr7UOSHpIkY8zC3lr4CvjDGLOwuaKEaxNBiesTwYprE8GMz50IVsaYXuuOGoptztb5jiM7eXyE79jZGk4AAAAAQC8KxUJzju94ujHmgPy+7U2Ol1Qn6bO+DgYAAAAACMFC01q7SdK7kgokXXPQw7dISpT0xOH20PR5KPDpgIDg2kQw4/pEsOLaRDDj+kSw6rVr01h7mL0ugpQxZpik+ZJyJM2StEbSsZJmyjtldpq1lnapAAAAAOCAkCw0JckYM1DSHySdKSlT0i5Jr0i6xVpb7mA0AAAAAIhoIVtoAgAAAACCU8it0eyIMWaAMeZfxpidxpgGY0yRMeZuY0y6E+cB2gvEdWWM+box5j5jzEfGmEpjjDXGPNWbuRH+/L02jTGZxpgrjTEvG2M2GmPqjDEVxpiPjTHfO7hhG9AdAfrZ+X/GmPeNMdt812e5MWaJMeYmY0xmb+ZH+OqNz4vGmMt8v9utMebKQOZF5AjQz82idtfiwbfibuUJ9RHNDtZrrpV0jLzrNddJOr4r6zUDdR6gvQBen0slTZRULWm7pNGSnrbWXto7yRHuAnFtGmN+IOlBeZcuzJG0VVKupAvl3ev4RUkX2VD/RYM+F8CfnY2SFktaLalE3oaBx0maImmnpOOstdt643tAeOqNz4u+5WArJLklJUm6ylr7SCBzI/wF8OdmkaQ0SXd38HC1tfYvXQ5lrQ3pm6R3JFlJ1x50/9989/+jL8/DjVv7WwCvz5ny7hFrJM3wvfYpp78/bqF7C8S1KelkSedKch10f568RaeV9DWnv1duoXcL4M/OuE7uv913ngec/l65hdYt0J8Xfb/XZ0vaJOlO3zmudPr75BZ6twD+3CySVBSITCE9ommMGSrvP8wiScOstZ52jyXL+1d2IynHHma7k0CdB2ivt64rY8wMeUePGNFEj/TFzzxjzK/l/TB/v7X2Wr9DI2L00fU5UdJSSbOttaf5mxmRoTeuTWPMjyXdJe8fkU+WdJMY0UQ3BfLa9I1oylpb4G+uUF8/c7Lv+G77/6GSZK2tkvSJpAR5p8n0xXmA9riuEKz64tps8h2b/TgHIlNfXJ/n+o7L/TgHIk9Ar01jzBhJd0i6x1r7YSCDIuIE+udmrDHmUmPMr40xPzbGzDTGuLsbKtQLzVG+4/pOHt/gO47so/MA7XFdIVj16rVpjImS9G3fl2/35ByIaAG/Po0xPzPG3GyMucsY85GkW+UtMu/oeUxEoIBdm76fk0/Ku8zg1/5HQ4QL9M/NPHmvz9vlXav5gaQNxpjp3QkV1Z0nB6FU37Gik8db70/ro/MA7XFdIVj19rV5h6Txkt601r7Tw3MgcvXG9fkzeRtVtXpb0uXW2tLuRUOEC+S1+XtJR0o6wVpb52cuIJDX5r8lfSRplaQqSUMl/UjS1ZLeMsZMtdYu60qoUB/R/DLGd/R3IWqgzgO0x3WFYNXja9MYc52kn8rb7e6yQIYCfLp9fVpr86y1Rt6/0l8o7wenJcaYyb2QD5GrS9emMeYYeUcx/2qt/bTXUwHd+Llprb3FWvuBtXa3tbbWWrvSWvsDeZsKxUu6uatvGuqFZmt1ntrJ4ykHPa+3zwO0x3WFYNUr16Yx5hpJ98i7lcRMa215z+IhwvXaz07fB6eXJZ0uKVPSE92Phwjm97XZbsrsekm/C1w0RLi++Mz5D9/xpK6+INQLzXW+Y2fzjUf4jp3NVw70eYD2uK4QrAJ+bRpjrpd0v6SV8haZ3drUGWin1392Wmu3yPsHkXHGmKyengcRJxDXZpLv9WMk1RtjbOtN3o6zkvSw7767/Q2MiNEXnzlLfMfErr4g1NdozvEdTzfGuDpo5Xu8pDpJn/XReYD2uK4QrAJ6bRpjfinvusylkk6z1u4JbFxEmL762dnfd2zx8zyIHIG4NhskPdrJY5PlXbf5sbyFA9Nq0VV98XNzqu9Y2NUXhPSIprV2k6R3JRVIuuagh2+Rt+J+onW/GGNMtDFmtDFmmD/nAboiUNcnEGiBvDaNMb+Tt8hcJOkUikz4K1DXp+++vIPPb4xxGWNul5Qjab61dm8vfBsIQ4G4Nq21ddbaKzu6SXrV97THfff9p9e/KYSFAP7cHGeMyTj4/MaYwfLOWpKkp7qay1gb2n1IfP+D5sv7C2OWpDWSjpU0U97h4WnW2jLfcwskbZa05eBNSLtzHqCrAnh9ni/pfN+XeZLOkPcvSh/57ttjrf1Z730nCDeBuDaNMd+R9Ji8I0L3qeO1H0XW2sd66dtAmArQ9Xm9pDslfSjvRuZl8naenS5vM6Bief84srovvieEh0D9Xu/k3DfLO332KmvtI70QH2EsQD83b5Z0o7wjpJvl7To7TNI5kuIkvSnpAmttY1cyhfrUWVlrNxljpkj6g6QzJZ0taZekeyXd0tVmFIE6D9BeAK+rSZK+c9B9Q303Sdoib/t+oEsCdG0O8R3dkq7v5Dnz5C1GgS4L0PU5W9JD8k4ZmyhvW/8aeT9wPSnpXn63o7v4vIhgFaBrc468e3IeKe9U2URJ++Sdzv2kpCdtN0YpQ35EEwAAAAAQXEJ6jSYAAAAAIPhQaAIAAAAAAopCEwAAAAAQUBSaAAAAAICAotAEAAAAAAQUhSYAAAAAIKAoNAEAAAAAAUWhCQAIGGPMXGOM9d0KnM7Tm4wxN7f7Xi93Ok8gGGMK2n1Pc53OAwAIXVFOBwCAUGKMKZI0uJsvu8dae33g0yDSGGMek/SdTh6uk1Tpu22RtETSYklvWmsr+yRgFxljZkia4fvyFWvtUqeyAAB6B4UmAADhId53y5U0QtKpvvtrjTEvSLrNWrvBqXAHmSHpJt9/F0la6lQQAEDvoNAEgJ77h6RNXXjeot4Ogoj0nqR3233tlpQmKVPSJEkTJcVISpD0bUkXGWNutNbe27cxAQCRiEITAHruP9bauU6HQMSab639S2cPGmOSJV0u6UZJ/eUd7bzHGBPT2eustUWSTOCjAgAiDc2AAAAIQ9baKmvtffKObM5r99CfjTEnOxQLABAhKDQBoA8ZYzKNMd8xxjxujFlqjNlrjGnyHVcaY/5pjDm2B+c9yhjzV2PMImNMie+cVb5zPmaM+R9jTOyXnCPKGHOpMeZ5Y8xmY0y1MabGGLPJGPOEMea0Hn7PJxpjnjbGFBpj6owxpcaYOcaYq4wx7m6cZ4gx5k/GmIXGmD3GmAZjzC7fuX5ujEntxrlcxphvGmNeMMYUGWNqjTGVxph1xphHjDHTe/K9Hua9HmzXzXWHMeaIQJ3/y1hr90i6QNLm1kiSbu8ka5e7zhpjzjXGPGuM2eC7VhqNMTuNMcuMMbOMMdcZY0Yf9JrH/r+9c4/eazrz+OcrE7ckkrRuKSUkDKMlKqIJkqANlmI1HcVgsAwzBl1UXRZWBb3Q6jCj6RRrTKyuMe7GJUIlRFziMiqMS4LqajFat7gEQXjmj2e/fffvzTnve37v7/29P2Y9n7X2sn/7PPvZ+5z3nDjPeZ79bElGfX0mwL9nY+ZlakNfSZoo6SxJd0h6Id1Py9O4t0s6XtLQVtekNo98HEmbSjpf0lPpfN5O53KOpJGtdDbMcx9Jl0lanD3jr0t6UNIFVe4vSSMlfU/SXEkvpvNcKulxSRdK+suqcwqCIBgQzCxKlChRolQseOISS2VqL/vuAXyU9W9WZgGrVdA5Arimos5/a6JnAvBMBR03A8Oa6JmfyY4Gzm2h72FgvQrneTrwQQtdrwL7VNA1FniswrleBwxtomdGJntYicxqwLWZ3BJg4z7cf7MyXTN62ffghvObVCAzOjs+v0TPWvj60Cr33GtN5t+qTG3oe0/Ffn8CJvfiOk4FDgDeaaLzRWCLCtd4KzyxUZV5HtJEz+HA0hb9VwDnAGr3fooSJUqU/iyxRjMIgqB7jMDXxq8AHgIex1+Kl+MJXCYAO+Mep0NTn8PKlElaB3/5zj0bjwILgFeA1XGjaifgi3iymCI9XwNuwtfwAbwE3I4b1QBbAPsAQ4FvAHdImmxmH7Y43+OA7wIfJ32P4C/I44Hd03zGA/Mk7WBm75bM73zgxKxpCXAr8Bq+1cy+eKbVtYHrJe1vZteV6NoEuB9YJzUtB24BngAGA5Nww0PAdGADSVPM7IMW51o01nDgv6hv4/EQsJe5h3EguBK4EL/XwLPS3t+GnlnUM9p+gP+2TwJv4ffQhsBX8IRERXN4ApgG1DzkVwH/XSDbmGir9pu9BDwIPJvGHAyMwT/krJvKHEnbm9lTFc5nGnAyHuV1J/AA8B7+XO2HP0cbANdK2tbMPipSImlHYA4wLDWtwD+8PJLmuRbwJWByqpc9j6fR0+P8GP5M/xG/vuPTnAcBZwBD8OcsCILg08VAW7pRokSJ8lkq9M2jORk4GhjRRGYcHuJYG2PnEjkB8zK5/wV2bSK7EwVeNzxJzKvUPSTHA4MK5NZpGO/skrHmZzKfJN07FMhNyMY1fK/RIn2709OLcyqwSoPMUNxYqcksBTYouQ73Z3JPAWML5HbD96Ksyf20ZG4zMpnDGo6Noqdn6zZgSAfuv1mZzhlt9L8p6z+34Pjo7Pj8guObZsefp4l3Nl2D43p77ZroOwuY0OT4qsB5md55Fa+j4UbcxAK5LfCPNjW5A0v0rQu8nMndB4xpMs8DgCkFx6al56bmmd29RMc4fK/U2ni79fXeihIlSpROl1ijGQRB0D53lawty8uFNWEzW2Bm/2pmb5YpNN+4fnrWdFSJ6DeAWkKXZbjRe2eJTjOze81sVsHh03FPIMAJZnahmX1coONV3HP4h9T0nQpr4QTsZ2YPFuh7CPh21vQPyUPbyIysfpGZnWtmnzToWgYchIfhgnuOizw804CJqb4M2MPMniuY2zw8zLTGsSVzK0TSZrhBu01qugLY20o8tl1mUVbfuI3+22b1mWb2+zJBM3vZPBlRRzCzM9N9U3b8QzM7BTemAXaVNLaC6k+Afc1sYYHOxcD3s6bpjTKJU4D1U/0x3PAr3PoozfNKM8sTNCFJwM/w52YFsKeZ3V6iYxH+PNaehdNK5hUEQTBghKEZBEHwKcPMHsXDQ8G9oEX8Y1Y/z8ye6e04ktbA14IBvADMbDGvZcDF6c/hwJQWQ9xhTbZ/MbO7gLnpz5qXJ5/f5sBX05/L6ZlAplHXCnq+bP9tenHPOTSrzzSzP1CCmd2Ee6XAQyf3L5NtmPP41G90aroAONhKwi0HgDey+ufa6J+He65RKjWw/GdW37mC/M1FH0Myrs3q2zYelDQYODJrOtbMllcYt5HJeGgtwNVm9ptmwsnYnJf+nCJprTbGDIIg6DdijWYQBEH7/JKV15E18khRozwD7JfwdWDDgTXpuX/h4PTfjSStnr+4phfb/AX68l7Ou8ZE6sbC3EZPYQmLsvp4YHYT2Rsq6Lue+nq/SUDuAdsxq88zs6UtdM0DXsfXIK6NX9vFJfpy46GMq7M+OwE/byYsaRopgVBqOtXMzqswTjdZltXbMUwez+onSnrAzOaWSvcTkjYAtsZDv4fR831mTFavkpl1TrODZvaapKXASDxEtpHtqa/L/K2Z3VthzCJ2y+qFnswCFuFrXQfhRvDdTaWDIAi6SBiaQRAE7XNVM49dEZJG4eGgB1D9RX8EvoasxsZ4AhCAl83shd7MIWObrH64pMNLJYtpFU66qIKO3HBpNAo2z+qPtlJkZiZpEfUX9s1IhmYy7DdK7Z80jFtG7lHarIXsdDwZzWA87PHIklDlgWZYVn+7t53NbLGkG/GwzRF4YqjncMPoPuABM/tdJyZahKT9gZOA7Sp2GVFBpjT8N+Md3NAsChf/q6xeGtpbgfx5vFxSbz8gVQ7vDoIg6AZhaAZBEHQJSdvi20J8vpVsA6s3/J33f6UPU+rtPBoZ0uL46xV05BlYG/cqHFkiV1VfHhqa63rbWmfMbaariL2z+uWfUiMTep5Hld+niEOAS6iHOo9N5RgASb/HPcYXNVvD2RtSGPSlwBG97Nr47BRRJczValMpOPZZeR6DIAi6ShiaQRAEXSB51K6h/jL5JB56uxBPsPNOQ3js3ZSvz8yx1iKl5P8PuBW4q5f9n+jD2DWKXtyLaOc8y/p0UleNm4E98Wt6hKTHzexf2hinvxmX1dsyAs3sHeBAST8E/gbfvmU89XDvjfHtaI6TdIKZ/aLt2dY5grqR+RFwGX7Nn8aNu/drSawk7YJvUzIQdOp5vIh64q2qFG0REwRBMGCEoRkEQdAd9qK+duxBfGuDZnszDm9yLPdErdeHOeV6fmtm5/dBVxFVPDS5TOMazDxxzdpUI5fL9eW6hksaXCFBT5muIq4HfoVnmP0L4J8lDTKzC1pNuFuktb2TsqY+reczsydICZhSYqkJeGbfg/Ew5VWBmZKeM7Nf92Us4DtZfT8zu7GJbLNnpz/oj+dxvpld3wddQRAEA05knQ2CIOgOX83qM5sZmckg2LzsOL6XZ22rjFGSvtjmnMoS5XSKbVqLsHVWX9Jw7NmsvlK2z0ZSeGU+5p8z8aZQ2ZqHaJWGccvIx2yZ1dfMrsHDSWsG7D9JOrHCON1if3qGznYsiY+ZvW9md5vZ6XgYbZ4I6ui+6Ja0JvDl9OfzLYxMqGdu7RZPZvUJfdDT389jEARBVwlDMwiCoDvkawTfKJVy9qLJ1hFpK48FWdOhZbItuJu6UfQVSePa1FPGN3spc3/Dsfuy+tcktfJU7ULdC/kaKxuHub6/rjC3/Ur6lmJm1+EGXe26ni/p5Cp9+xNJI4Gzs6b7zeyB/hgreYrzbLtbFIjl3uRBBcdzevPsAHyrgkwneZh6YqUxknZqU88dWf3A5CUOgiD4zBKGZhAEQXfIw+JKM2aml8sfVdCXr3s7RVKrrKgrYWZv03NrlF+mtaQtKdijsohpkkrXmaZjX09/fghc1TC/Z4CaMbQ6nq23TNcgel63y82scb1cfq7HSNqwib69qG8hsxy4sky2ETO7ATdkawmHzpN0atX+nUbS2riHcZPU9Alwehen8H5B21tZvVWipaXU1z5u2cwAk3QYPdeh9jvpw8+lWdNFkqokIWrkDupe/VFU+3cAqPw8BkEQdJUwNIMgCLpD7oE8WdL2jQKSvoDv6bclrZOKzKae8GQocHdKgrIScnZOL+GNnEU9u+oO+HYVY8sGlbS2pKPpufVHGQZcU3Ku4/HkSDUuNrOijJ0zsvrxkk5qfKmWNARfH7lDanoTKFob+WvqXtNhwG2SNi2Y2y7Af2RNPzezqllvATCzm3DPWs3Y/LGkbhp3SBom6RjgMWBKdujE3m7Lk+k8RdIlRb9pJjMC+HHWtKBALA+TLrxva5jZe9QT3QwBLi76ICLpUOBi+paQp11+Qn0LonHAXEljigQlrSbpAEn5b0JKZnQC9fkfL+kX6XoWImmzlJSp3b10gyAI+o1IBhQEQdAdbsP3lRyHvyw/IGk28D+4MbIVHjK7Jm5ArgqUhuClPSMPxEM6x+IekDsl/QZ/sX8F9wKOxbPXboi/jM5q0POipG/hhutQ3Iu3RNI9+J6Ab+BhvOunuW+Hhzq+S2suAL4LLJR0G3VjYTs8Q2stZHIxKalMwXneLulneBZT8Bf6wyXNwb3EG+F7Oq6fjn8M/J2ZvVSgyyQdgntJ18Gv+ZOSbsYz6A4GJgK7Us+G+yBwRoVzLZr7LZKmA9cBqwE/kLSKmZ3Tjr4CJkn6Xvb3IHxv1s/jv9W4NG6N94CTzWxmH8ZcAzgSOFLSi/j1eRb3UA7HE17V7mPw++enBXruzfrsmX7PBfh+lTVuyH7Hc/HrCL69ymRJtwIv4uHS0/Df82PcE9hVo97MXpH0bfxD0RB8jeViSXcBj1A/161wo38t4HAaEjKZ2RxJJ+HXTPj61kMkzcXXgi7DP5JsjGf6re09O7tfTzAIgqAdzCxKlChRolQseCIeS2VqL/tuAjyX9S8qtX0252dto5vo/By+zUMznbVyaRM9W+JrzaroMWBhiZ4e88ZfmJvpeQQYVeHanQF80ELXa8A+FXSNBR6vcI43AEOb6JmRyR7WRG4PPHy0JntmH+6/Wb34jWrl3dRvTAX9o7N+8wuOn9aLcZcAWzcZ6yg8jLes/9QG+e+3kF8GHIRvt1Jrm1XhOrZ8jsme+xZy43CDsMr1OaiJnn2BlyrqWQH8pN17KkqUKFH6q4RHMwiCoEuY2e8kbQscC0zHvRGrAn/CwxuvAK4yM6u65MrM3gD2ljQR31ZiCrAB7vV4F98r8WHgllTK9DwNbC9pdzxBz47AF3AvzPt4WODTuCfqVvOtLarM76TkeToKz7w7CjcInsTDUy8zX+PWSs8PJF2R9EzDPTrDcI/ZYtyjc4mZvVWu5c+6nkuJjw7Aw1vHA+viL+wvA/cAv7I2w0sLxrtN0r7AjaS1psmzeWYn9Gd8gCeleRs3jB7FDfnZ5ntf9hkz+1HyPn4d9/5uid8nQ/C1rH9M494AXG1NtpAxs0skLQH+Hg97Xp+6J7RI/mxJ8/CtTnbEf7N3cK/mrfiHlOclTe3jabaNmS2S9GX8vvomfl7r4Z7lN/EPTfcB15nZwiZ6bkxRAAfiHyq2x73wa+Ln/ALuhb8LuMXMXu6vcwqCIGgXmdlAzyEIgiAIgiAIgiD4f0QkAwqCIAiCIAiCIAg6ShiaQRAEQRAEQRAEQUcJQzMIgiAIgiAIgiDoKGFoBkEQBEEQBEEQBB0lDM0gCIIgCIIgCIKgo4ShGQRBEARBEARBEHSUMDSDIAiCIAiCIAiCjhKGZhAEQRAEQRAEQdBRwtAMgiAIgiAIgiAIOkoYmkEQBEEQBEEQBEFHCUMzCIIgCIIgCIIg6ChhaAZBEARBEARBEAQdJQzNIAiCIAiCIAiCoKP8H/XYlsslFJMZAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mexico\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nigeria\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5oAAAJrCAYAAACBTOyDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACQoklEQVR4nOzdd3zdVeH/8fe5N3s3uzvdg9JFGWW1ZSMiS0URFAf89Isg4gIVAUHFiYCCMmQIMmTLXqWMFrr3HmmbdGQ1e+ee3x/3JpQ2bZPmJueO1/PxuI/b5t77ue/itc07ZxlrrQAAAAAACBaP6wAAAAAAgMhC0QQAAAAABBVFEwAAAAAQVBRNAAAAAEBQUTQBAAAAAEFF0QQAAAAABFWM6wCuZGdn24KCAtcxgL61aJH//qij3OYAAACAc4sWLSqz1ub0xrWjtmgWFBRo4cKFrmMAfcsY/z2ffQAAgKhnjNnaW9dm6iwAAAAAIKgomgAAAACAoKJoAgAAAACCiqIJAAAAAAgqiiYAAAAAIKgomgAAAACAoKJoAgAAAACCiqIJAAAAAAgqiiYAAAAAIKgomgAAAACAoIpxHQAAAADoDdZa1dTUqLq6WvX19Wpra3MdCQgqr9erpKQkpaWlKTU1VcYY15E6UDQBAAAQcay1KikpUV1dnTIzM5Wfny+v1xtS34gDPWGtVVtbm2pra1VWVqaGhgbl5uaGzGecogkAAICIU1NTo7q6Og0dOlRer9d1HCDojDGKiYlRRkaGUlNTtXXrVtXU1CgtLc11NEms0QQAAEAEqq6uVmZmJiUTUcHr9SozM1PV1dWuo3SgaAIAACDi1NfXKyUlxXUMoM+kpKSovr7edYwOFE0AAABEnLa2NkYzEVW8Xm9IbXhF0QQAAEBECpVNUYC+EGqfd4omAAAAACCoKJoAAAAAgKCiaAIAAAAAgoqiCQAAACBq3HzzzTLG6PLLL3cdJaKFbdE0xpxjjHnTGFNkjGkwxmw2xvzXGDPddTYAAAAgEjQ2Nur+++/XRRddpGHDhiklJUXx8fHKz8/XKaecohtvvFHLly93HRMhKCyLpjHm95JeljRV0uuS7pS0WNJ5kj4yxlzqMB4AAAAQ9v73v/9p+PDhuvLKK/Xcc8+psLBQbW1tSk5OVmlpqWbPnq3bbrtNkyZN0hlnnKGysjLXkRFCYlwH6C5jTL6kH0vaLWmitbZkr8dmSXpX0q8lPeYmIRDd2nxWCwortKGkVl5jFOMxGp6TrKlD+snjCa1ttwEAQOcefPBBXXnllfL5fBozZox+9rOf6ayzzlL//v0l+c8pXbZsmV599VXde++9euutt1RUVKTs7GzHyREqwq5oShoq/0jsJ3uXTEmy1s42xtRIynGSDIhi28rr9c/3N+mNVbtUVtu83+P90xN0zpH99Y3jCzQ4M8lBQgAA0BWLFy/W//3f/8nn8+m8887Tk08+qYSEhM88x+v1aurUqZo6dap++tOf6tZbb1VsbKyjxAhF4Th1doOkZknHGGM+8yMTY8zJklIlve0iGBCNrLV6/JOtOuvO9/X4J9tUVtusvLR4zRydo1ljcnXSqGxlp8RpZ1WjHvhwi864433968MtavNZ19EBAEAnfvnLX6q5uVlDhw7VY489tl/J3FdcXJxuvfVWHXHEEfs95vP59O9//1unn366cnJyFBcXpwEDBujiiy/WJ5980un19t2s55FHHtGxxx6r1NRUpaWladasWXrrrbcOmmndunX66le/qtzcXCUmJmrs2LG65ZZb1NTU1KX/Bv/73/903nnnKT8/X3FxccrNzdW5556rN954o9PnP/zwwzLGaObMmZKkxx9/XDNmzFBWVpaMMXrhhRe69L6RJOxGNK21FcaYn0n6i6TVxpgXJJVLGiHpC5LekvT/3CUEokdVQ4uufmKJ3l9fKkmaPjxLX5g8QEMzk2TMp9NkrbXaUFKr11bu1MebK/Trl1fr5eU79PevTVX/9ERX8QEAwD62b9+u1157TZL0gx/8QCkpKYd9rZqaGl144YV6+23/GJAxRqmpqdq5c6eefvppPfPMM7rzzjv1/e9//4DX+M53vqMHH3xQXq9XycnJqq6u1nvvvaf3339fTz/9tC666KL9XvP+++/r7LPPVn19vSQpLS1NW7Zs0c0336w33nijowx2pqWlRd/85jf1+OOPd3wtLS1NpaWlevnll/Xyyy/rJz/5if7whz8c8BrXXHON7r77bnk8HqWnp8vjCcexvZ4Lyz+1tfavki6UvyhfIel6SV+StF3Sw/tOqW1njLnSGLPQGLOwtLS0r+ICEam2qVWXPzRf768vVUp8jK45ZZSuOXWUCrKSP1MyJf8/LKPzUvWDU0frR2eMVr+kWC3eVqkv3jtPW8rqHP0JAADAvubMmdPx63POOadH1/r617+ut99+WxMnTtQrr7yiuro6VVVVac+ePfrtb3+rmJgY/eAHP9BHH33U6etffPFFPf7447r33ntVXV2tqqoqbd68WSeffLJ8Pp+uvvpqtba2fuY1e/bs0Ze+9CXV19dr6tSpWrp0qaqqqlRbW6tHHnlEy5Yt0z333HPAzD/96U/1+OOPq6CgQP/5z39UU1Ojqqoq1dTU6J///KfS0tL0xz/+UU888USnr1+0aJH+9re/6ZZbblF5ebkqKiq0Z88eHX/88Yf/HzJMhWXRNMb8VNIzkh6WfyQzWdJRkjZLetwY0+mPGKy191lrp1lrp+XksIwTOFwNzW369sMLtGRbpbJT4vTbC47U9BFZXXrttKGZ+sNFkzQqN0XFlQ360j/mas3O6l5ODAAAumLNmjWSpISEBI0aNeqwr/P222/rhRdeUEFBgWbPnq3Pfe5zSkz0z2LKyMjQDTfcoFtvvVU+n0+/+93vOr1GZWWlHnjgAX33u99VUpJ/f4dhw4bpySefVFxcnHbu3Km5c+d+5jV/+9vfVFJSoqysLL3xxhuaNGmSJCk2NlZf//rX9c9//lNVVVWdvt+GDRt01113KSMjQ++8846++tWvdozopqSk6Morr9T9998vSfrNb37T6TVqa2t1/fXX61e/+pUyMjIk+UdEc3Nzu/FfLzKEXdE0xsyU9HtJL1lrr7PWbrbW1ltrF0u6QFKxpB8ZY4Y7jAlErDaf1fceX6RPtlSoX1KsfnnOeOWkxnfrGikJMfr558ZpwsB0ldU26yv3faxNpbW9lBgAgAMwJjJuQVRRUSHJXwb3naHU7je/+Y3y8/P3u/3gBz/oeM4jjzwiSbr88suVmZnZ6XUuueQSSdLs2bPV1ta23+NDhgzpeM7e+vfvr2OOOUaStHLlys889swzz0iSrrjiik53wP3a176moUOHdprn0Ucflc/n0/nnn6/hwzuvEhdeeKHi4+O1atUq7dy5c7/HvV6vrrvuuk5fG23CrmhK+nzgfva+D1hr6yXNl//PNaUvQwHR4p/vb9J760qVmhCjX5wzXnlpB98g4EASYr366ZljNGVwhqoaWnTFIwtVVd8S5LQAACDYampqtHv37v1ue48Uto803nHHHZ2W0vz8fE2bNk2SVF9fr/Ly8v3eZ9q0aQcsuwMHDpTknyrbrrm5WatWrZIkzZgxo9PXGWN08sknd/pYe+ZnnnnmgJkHDRqklhb/9yvbt2/f7xojR47kiJeAcCya7UMnB5r72v71/c9XANAjy4sq9Zc310uS/m/mSA3M6NlGPrFej645dZSGZiZpc1mdrvrPYrW0+YIRFQCAQ7M2Mm5B1D76WFlZKXuAa99+++2y1nbcvva1r+33nPbRvqqqqk5LafutXfvGPXtLTU09YM72nXDbS5/kH41tHxkdMGDAAV/bXlIPlLm2tvagmX0+3wEzszzvU+FYND8I3F9pjPnMp8QYc7akEyQ1Spq77wsBHL765lb94MmlavVZnTUhX5MHZwTlugmxXv34zDFKT4zVhxvL9JtX1gTlugAAoPvGjRsnSWpsbNSGDRsO+zrtZezFF1/8TCk90K2goCAY8bvkQAW6PfOdd97Zpcyd7V7r9Xp7M3pYCcei+Yz852TmSVpjjHnEGPN7Y8xLkl6RZCRdb63df/wdwGH73atrtaWsToP7JeqrRw8J6rWzU+J13emj5fUYPTy3ULPXdbpxNAAA6GV7Tzl95ZVXDvs6eXl5kqTVq1f3OFNXZWZmdhS9HTt2HPB5na2tlNxkjmRhVzSttT5Jn5P0Q0mr5d8A6EeSjpP0qqQzrbV3uksIRJ41O6v1+Cdb5fUYff+UUYqLCf5fHaPzUvXlaYMlST99Zrn21DH7HQCAvjZ48GCdffbZkvwje7W1h7dZ3/Tp0yVJzz77bNCyHUpcXJyOOOIISf6zNDtjrT3gY+2Z//e//31mSi4OT9gVTUmy1rZYa/9qrT3OWptmrY2x1uZaaz9vrX3TdT4gklhr9ZtX1shnpdPH5WlIZlKvvdfnj+yvsfmpKq1p0i9eWHHAqS0AAKD33HbbbYqLi9PWrVt16aWXqrGxsdvXuPzyyyVJCxcu1KOPPnrQ5+69oU9PfelLX5Ik3X///R076O7tySefVGFhYaev/cY3viGPx6MdO3Yc8MiVdsHMHKnCsmgC6Duz15Xow41lSo736sKpnS+eDxaPx+h7M0YoIdajV1fs0otLDzztBQAA9I6pU6fqnnvukcfj0YsvvqjJkyfrX//612emnFprtWnTJv3xj3/UG2+8sd81zjrrLF144YWSpG9961u66aabPvP6PXv26MUXX9R5550X1ONArrrqKuXm5qqsrExnnnmmli9fLsm/adBjjz2mK664Qunp6Z2+dty4cbr22mslSTfddJOuuuoqbd68uePx2tpavfXWW7rssss6Ci0OLMZ1AAChq6XNp9sCm/NcOGWQUhNie/09c9MS9PXjCnTfB5t16yurNWtsrtITe/99AQDAp7797W8rNzdXV155pdatW6dvf/vbkvy7vaakpKimpkZNTU0dzz/77LN1ww03fOYa7edSvvDCC/r1r3+tX//610pPT5e1VtXV1R3Pax/9DIZ+/frp6aef1tlnn62FCxdq0qRJSk9PV2Njo5qamjR9+nTNmDFDt99+e6ev/8Mf/qCGhgbde++9uueee3TPPfcoNTVVXq9XVVVVHbOtOtsICJ/FiCaAA3pqwXZtLq1TflqCzhif12fvO3NMjsbkpaq8tll/eXNdn70vAAD41LnnnqvNmzfrvvvu0wUXXKChQ4fK4/Gourpa/fr104wZM/Tzn/9cq1at0quvvqoxY8Z85vXJycl6/vnn9fLLL+vCCy/UwIED1dDQoObmZo0cOVKXXHKJnnnmGd1zzz1BzT1jxgwtWbJEF198sXJyctTU1KSCggLdfPPNevfddxUfH3/A13q9Xt1zzz368MMPdemll2ro0KFqbm5WQ0ODhgwZogsuuECPPPKIXnjhhaBmjkQmWtdATZs2zS5cuNB1DKBvtR963IX/37e2+TTzT++paE+DrjlllKaPyOrlcJ+1raJeNzznn+7y0vdP1ISBnU9zAQCgM2vWrOk4qgOIFt393BtjFllrp/VGFkY0AXTqlRU7VbSnQflpCTp2WGafv/+QzCSddUS+fFa68cWV8vmi84diAAAA4YiiCWA/1lrd+94mSdK5kwbI4zFOclx01CBlJMVqybZKPb+k2EkGAAAAdB9FE8B+3ltXqrW7apSRFKuTRmU7y5EUF6OvHj1EkvSXt9arsaXNWRYAAAB0HUUTwH7uneMfzTznyP6K9br9a+LEkdkakpmk4soGPTqv0GkWAAAAdA1FE8BnLNteqflbKpQc59UpY3Ndx5HHY/TVYwZLkv4+e5Oq6lscJwIAAMChUDQBfMbjn2yVJM0ck6ukuNA4anfSoAyN75+mqoYW3fPeRtdxAAAAcAgUTQAdqhtb9L9lOyVJp4bAaGY7Y4wuOda/VvOhuYXaXd3oOBEAAAAOhqIJoMOLS4rV0NKm8f3T1D8j0XWczxiRk6JjhmWqudXXsSMuAAAAQhNFE4Ak/5Emj3+yTZJ06rjQGc3c24VTBkqS/jN/G6OaAAAAIYyiCUCStHR7pdbuqlFqQoyOLsh0HadTQ7OSO0Y1/zGHUU0AAIBQRdEEIEn6T2A0c8boHOdHmhxMx6jmJ9tUwqgmAABASArd7yYB9Jm6pla9vNy/CdApY0Jz2my79lHNplZfx3mfAAAACC0UTQB6e81uNbS0aVRuSshtAtSZ9lHNJ+ZvU0Vds+M0AAAA2BdFE4BeWrpDknTCyGzHSbpmaFayJg/OUGOLTw/PLXQdBwAAAPugaAJRbk9ds+asL5XHSMcOC81NgDpz3qQBkqRH5xaqrqnVcRoAAADsjaIJRLlXV+5Uq89qwsB0ZSTFuY7TZWPyUzU6L0WVDS16csF213EAAACwF4omEOVebJ82OyI8ps22M8bo3MCo5gMfbFZzq89xIgAA4MJ7770nY4wKCgpcRwkKY4yMMSosLHQdpUdiXAcA4M6OygbN31KhWK/RtIJ+ruN029Qh/TQwI1HFlQ16adkOffGoQa4jAQDCSMH1r7iOEBSFt58T1OtdfvnleuSRR/b7ekpKioYMGaIZM2bo6quv1rhx44L6vogsjGgCUezl5f7RzKlD+ikpLvx+7uQxRudO6i/JP6pprXWcCACAyBEbG6u8vDzl5eUpNzdX9fX1Wr16te69915NnjxZ//3vf11HlCQlJSVpzJgxGjFihOso2Ev4fWcJIGheWbFLknR8mE2b3dvxI7L1xPztWrurRnM3lYfNzrkAgNDxxBXHuY5wWL56/8e9ev3jjz9e7733XsfvW1pa9M477+h73/ueCgsL9c1vflMzZ85UTk5Or+Y4lGOOOUZr1651mgH7Y0QTiFK7qhq1bHul4rweTRqc7jrOYYv1enTG+DxJ0oMfbnGcBgCAyBUbG6uzzjpLjz/+uCSprq5Ozz77rONUCFUUTSBKvbXaP5o5cVC64mO8jtP0zGnj8xTrNXp3bYk2ltS6jgMAQESbPn26UlJSJEmrV6/e7/Hm5mb97W9/00knnaTMzEzFx8dr6NCh+ta3vqU1a9Yc9Novv/yyZs2apfT0dKWlpem4447rWC86c+ZMGWP08MMPf+Y1XdkMaPbs2brwwguVn5+vuLg45efn64ILLtC77757wNfsvSnPtm3bdMUVV2jQoEGKj4/XsGHD9OMf/1jV1dWdvraiokKPPPKILrroIo0dO1apqalKTk7W+PHjdd1112nHjh0H/e8QCSiaQJR6c/VuSdK0gvA5O/NA0hJidfIo/7Sdhz5iVBMAgN7Wvi9CW1vbZ76+c+dOHXPMMbr66qv14YcfqqqqSvHx8dq2bZseeughTZ06Vc8991yn17ztttt07rnn6r333lNNTY28Xq8WLFigyy+/XD/84Q8PO+svf/lLnXLKKXr++edVUlKi5ORklZSU6IUXXtCpp56qG2644aCvX7ZsmaZMmaIHHnhA1dXV8vl8Kiws1J///Gedeuqpamlp2e81v/3tb3X55Zfrueee07p16+TxeNTU1KQ1a9bojjvu0OTJk7V8+fLD/jOFA4omEIWqGlo0b1O5jJGmDslwHScozp7g3xTo2cVF2lPX7DgNAACRa+7cuaqrq5MkDR8+vOPrLS0tOu+887Rs2TKdfPLJev/999XQ0KDq6mrt2rVLP/rRj9TY2KjLLrtMmzZt+sw1Z8+erRtvvFGS9M1vflO7du3Snj17VFFRoV/+8pf661//qqVLl3Y765NPPqnf/OY3kqTvf//7Kikp0Z49e1RaWqqrr75aknT77bfrscceO+A1Lr/8ck2ePFkrVqxQdXW1amtr9eCDDyo+Pl4LFy7U/fffv99rBg4cqOuvv16LFy9WTU2Nqqqq1NTUpIULF+rMM89UaWmpLrnkkojeyJCiCUSh99aVqNVnNS4/TakJsa7jBMXAfomaPDhDjS0+Pblgu+s4AABEnJaWFr3xxhu69NJLJfnXbF588cUdjz/yyCNasGCBjj76aL355ps66aSTFBcXJ0nKy8vTn/70J33ve99TfX297rjjjs9c++abb5YknXHGGXrwwQeVm5srSUpPT9ett96q733ve6qqqupWXmttR3n9yle+orvvvlvZ2f5NA7OysnTXXXfpq1/9qiT/qKfP1/mZ3AMHDtSrr76qCRMmSJLi4+P1rW99S1dccYUk6ZlnntnvNT/84Q/1u9/9TlOmTOmYZuz1enXUUUfpxRdf1Pjx47Vq1Sq9//773fozhROKJhCF3lzVPm02/M7OPJgzj/BvCvTYx1vV2tb5PxYAAKBr5s6dq/z8fOXn5ysvL08JCQk666yzVFhYKI/Ho3/84x8aNOjTM6zb11JeddVVio+P7/Sal1xyiSTprbfe6vhaWVlZR+H66U9/KmPMfq/72c9+1u38S5cu1caNGyX5i2RnbrrpJknS1q1bNX/+/E6fc91113X65zn//PMlSStXruxWrvj4eJ1++umSpI8++qhbrw0nHG8CRKH31pVIkqYNDf/1mXubOChD+WkJKq5s0NtrSnTWhHzXkQAACFstLS3avXv3fl/PzMzU66+/rqOPPrrja62trR1F7brrrjtgMWxf07l9+6ezj9qnxHo8Hh1//PGdvm7o0KEaMmSItm3b1uX8ixcvliTl5OToiCOO6PQ5Y8aM0cCBA1VcXKzFixfruOP2P+pm7z/n3gYOHChJ2rNnT6ePr127Vn/729/0/vvvq7CwULW1tftNlY3kTYEY0QSiUF1zmwqykpST2vlPG8OVxxidERjVfGRuodswAACEuRkzZshaK2utGhsbtXTpUn3xi19URUWFvvOd73ymYFVUVKi5ubnj17t37+70VlZWJklqaGjoeG3719LT05WYmHjAPAMGDOhW/tLSUkmfFsIDaR+VbX/+vlJTUzv9ekJCgiR/yd7Xk08+qYkTJ+rvf/+7VqxYobq6OqWnpysvL095eXlKTk6WpI61rpGIoglEqaOGRta02XYzRucoPsajeZvLtW5Xjes4AABEhPj4eE2aNElPP/20zjzzTC1fvlz/7//9v47H917fuGzZso6CerBbu97eEKepqalXr7+v0tJSXXHFFWppadHFF1+shQsXqrGxUXv27NGuXbu0a9eujl102QwIQMSZPDjDdYRekRQXo5NH+486eWReodswAABEGGOM7rrrLnm9Xv33v//VnDlzJPk31/F6/edyd3a25sHk5Pj/3a6qqvrMSOe+du7ceVjXPdR026Kios88v6dee+011dbWavz48frPf/6jo446SrGxn918sbMpyZGGoglEoZT4GA3PTnEdo9ecOd6/NvP5xcWqatj/bCsAAHD4Ro8e3bHb7C9+8QtJ/h1op02bJkkHPCfzQCZPnizJPyo6d+7cTp+zbds2bd26tVvXnTp1qiT/9NQDbfSzfv16FRcXf+b5PdVeXCdOnCiPZ/+6Za3Vu+++G5T3CmUUTSAKTRyULo9n/x3dIsXAfok6YkCaGlra9PziItdxAACIOD/5yU8k+XdNfe+99yT5z5uUpGeffVazZ88+6Ov3Xt+ZnZ2tk046SZL0pz/9qdPn//GPf+x2xsmTJ2vkyJGSpN/+9redPqf9WJWCggIdc8wx3X6PzqSnp0vy70bb2dTY+++/f79zRCMRRROIQpE6bXZvp48PHHXyybaIXv8AAIALkydP1mmnnSZJuu222yRJ3/72t3XcccfJ5/Pp85//vO68805VVFR0vKakpERPPPGEZs6cqTvvvPMz1/vVr34lSXr99df1ne98RyUl/h3yq6urddNNN+nvf/97R4HrKmNMR7YXX3xRV199tcrLyyVJ5eXluuaaa/TEE090/Bk6G308HKeddpqMMVq5cqWuueYaVVZWdvxZ/vjHP+qqq65SVlZWUN4rlFE0gSjR2NLW8euJgzLcBekjRw3tp4ykWG0sqdXHmysO/QIAANAtP/3pTyVJ77zzjubNm6fY2Fi9+OKLOuGEE1RfX69rr71W2dnZyszMVGpqqvLy8nTJJZdozpw5+52Vedppp3WMLj744IPKz89XZmamMjMz9etf/1o/+tGPNGnSJEk64Bmdnbn44os7pvf+7W9/U25urjIzM5Wbm6u7775bknT99dfra1/7Wk//c3QYM2aMrr322o737NevX8ef5ac//alOPfVUffe73w3a+4UqztEEosS8zeWaFfh1emLsQZ8bCWI8Hp06NlfPLi7WYx9v1fQRkf+TQwDA4fnq/R+7jhCWTj/9dE2ZMkVLlizRbbfdpldeeUW5ubmaM2eOnnrqKT3++ONatGiRKioqFBcXp7Fjx+qEE07QRRdd1DEaurebbrpJU6ZM0Z///GctXrxYra2tOvroo3XVVVfp0ksv7VjLmZGR0a2ct912m0455RTdddddmjdvnvbs2aOsrCxNnz5d11xzjU499dQg/Nf4rL/85S8aN26c7r33Xq1evVqtra2aPHmyLrvsMn3/+9/XrbfeGvT3DDUmWqeUTZs2zS5cuNB1DKDP3PzSKt183gRJ0ryNZY7T9I2KumZd/cRieYzR3OtPUW5agutIAIA+smbNGo0bN+6gzym4/pU+StO7Cm8/x3WEXldXV6esrCw1NTVpy5YtKigocB0pJHXlc783Y8wia+203sjCiCYQJeas7/wQ4kiWmRynaUMzNb+wQk8u2K5rTh3lOhIAIIREQ0GLFHfddZeampo0atQoSmaYYI0mEAW2lddrS1md6xhOnBbYFOjJ+dvU5ovOGRwAAISD6667Tg8//PBnzpjctWuXfvWrX+nGG2+UJP3oRz9yFQ/dxIgmEAU+2hQdU2U7c8SANOWlxWtHVaPeW1eiU8fluY4EAAA6MX/+fN1xxx2SpISEBCUkJHTs2CpJl112ma688kpH6dBdjGgCUWDupnLXEZzxGKNTxvrL5X8+2eY4DQAAOJBf/OIXuvzyyzVu3DglJiaqrq5Oubm5+tznPqdnnnlGjz766H671SJ0MaIJRDhrreZF8YimJM0YnaOnF27X7HUl2lHZoAEZia4jAQCAfZx99tk6++yzXcdAkDCiCUS4dbtrVFbbrH5JkX+kyYGkJ8bqmGGZ8lnpyQXbXccBAACIeBRNIMLN3eifNjthQLrjJG6dNjZXkvTUgm1qbfM5TgMAABDZKJpAhJsbmDZ7xMA0x0ncGtc/TQPSE7S7uknvri1xHQcAACCiUTSBCNba5tMnmyskSUdE+YimMUazAqOaTJ8FAADoXWFXNI0xlxtj7CFuba5zAqFgRXGVappalZ+WoOyUeNdxnDt5dI5iPEbvBTYFAgBENms5PxnRI9Q+7+G46+xSSbcc4LGTJJ0i6bU+SwOEsPZjTY4YEN3TZtulJcTq6IJMzdtcrqcXbte1p412HQkA0EtiYmLU3Nys+Hh+0Iro0NzcrJiY0Kl3oZOki6y1S+Uvm/sxxswL/PK+vsoDhLKO9ZlRPm12b6eMzfUXzQXbdfUpo+T1cB4XAESi9PR0lZeXq3///py9iIhnrVV5ebnS00Pne76wmzp7IMaYCZKOk1Qs6RXHcQDnmlt9Wli4RxIjmnsbPyBNuanx2lHVqPc3lLqOAwDoJZmZmWpqalJRUZFqamrU1tYWclMLgZ6w1qqtrU01NTUqKipSU1OTMjMzXcfqEHYjmgfx/wL3D1prWaOJqLeiuEpNrT4NzEhUWmL0nqG5L09gU6CnFmzXE59s06wxua4jAQB6QUxMjIYOHao9e/Zoz5492rFjh3w+jrdCZPF4PEpMTFRycrL69esnjyd0xhEjomgaYxIlXSrJJ+kBx3GAkDB/i3+32bH5qY6ThJ4Zo3P034Xb9c7aEpVUNyo3LcF1JABAL/B4PMrKylJWVpbrKEDUCZ3K2zNflpQh6TVrLecWAJLmb/FvBDSuP9Nm99UvKU5Th/RTm8/qmcVFruMAAABEnEgpmlcG7v95sCcZY640xiw0xiwsLWVtFiJXm89q4Vb/+kxGNDt3SuBMzacWbGfNDgAAQJCFfdE0xoyXdLykIkmvHuy51tr7rLXTrLXTcnJy+iQf4MLaXdWqaWxVTkq8sjg/s1OTBmUoMzlOW8vr9fHmCtdxAAAAIkrYF02xCRCwn471mf0ZzTwQj8do5mj/D5yeWrDNcRoAAIDIEtZF0xiTIOky+TcBetBxHCBkLChs3wiI9ZkHM3NMjoykV1fuUlV9i+s4AAAAESOsi6akL0nqJ+lVNgEC/Ky1HSOa41ifeVA5qQmaMDBdza0+vbC02HUcAACAiBHuRbN9E6D7nKYAQsjmsjqV1TYrPTFW+ekc23Eo7edoPjF/G5sCAQAABEnYFk1jzDhJJ6oLmwAB0WTBXudnGmMcpwl90wr6KSU+Rmt31WhFcZXrOAAAABEhbIumtXaNtdZYawezCRDwqfmFnxZNHFqs16OTRmVL8h91AgAAgJ4L26IJoHOLA+dnjmEjoC5rnz770tIdamjm51YAAAA9RdEEIkhZbZMKy+sVH+PRkMwk13HCxuDMJI3MTVFNU6teXbHTdRwAAICwR9EEIsiSbZWSpBE5KfJ6WJ/ZHe2jmk8tZPosAABAT1E0gQiyKDBtdnReiuMk4Wf68CzFx3g0f0uFNpfWuo4DAAAQ1iiaQARpX585Ko+NgLorMc6r6cOzJElPLyxynAYAACC8UTSBCNHS5tOyokpJ0qhcRjQPx6yx/umzzy4uUkubz3EaAACA8EXRBCLE6h3Vamr1aUB6glITYl3HCUujclM0ICNBpTVNmr22xHUcAACAsEXRBCLEIqbN9pgxpmNToKfZFAgAAOCwUTSBCLFoW/tGQBTNnjhpVI68HqPZ60q1u7rRdRwAAICwRNEEIsSS9hFN1mf2SHpirI4a0k9tPqtnFrEpEAAAwOGgaAIRYEdlg3ZUNSopzquB/RJdxwl7s8bmSJL+u3C7rLWO0wAAAIQfiiYQAZZsq5QkjcxNkccYt2EiwMSBGcpMjlNheb0+3lzhOg4AAEDYoWgCEWDpdqbNBpPHYzRjtH9Uk02BAAAAuo+iCUSAZdurJPlHNBEcMwNF89UVO1XV0OI4DQAAQHihaAJhrrXNpxXF/qI5PIeiGSy5aQmaMDBdTa0+vbS02HUcAACAsELRBMLc+t21amhpU15avNISYl3HiSinjPGPaj65gOmzAAAA3UHRBMLc0u2VkqQRjGYG3bSCTKXEx2jVjmqtDIwaAwAA4NAomkCYW0bR7DWxXo9OHJUtSXqKUU0AAIAuo2gCYa59RJONgHrHrDG5kqQXlharobnNcRoAAIDwQNEEwlhtU6vWl9TIa4wKspJdx4lIQzKTNDI3RTWNrXpt5U7XcQAAAMICRRMIYyuKqmStNCQrSXEx/N+5t7SPaj45n+mzAAAAXcF3pkAYW1ZUKYn1mb1t+vAsxcd4NL+wQhtLal3HAQAACHkUTSCMLd1WKUkamcu02d6UGOfV8SP8mwI9vZBRTQAAgEOhaAJhrH1Ec2ROqtsgUeCUsf4zNZ9dVKTmVp/jNAAAAKGNogmEqZLqRu2salRirFf9MxJcx4l4I3JSNDgzSeV1zXp7zW7XcQAAAEIaRRMIU8uLqiRJw7KT5THGcZrIZ4zRKWP8o5pPzN/mOA0AAEBoo2gCYWp5sb9oDs9hfWZfOXFkjmK9Rh9uLNP2inrXcQAAAEIWRRMIUyvbi2Y2RbOvpCTE6NhhWbJWemoBmwIBAAAcCEUTCEPW2o6ps8M52qRPnTrWf6bm0wu3q6WNTYEAAAA6Q9EEwtCu6kaV1TYpOc6r3NR413Giypj8VA3ISFBJTZPeXVviOg4AAEBIomgCYahjI6CcFBk2AupTxhidOjZPEpsCAQAAHAhFEwhDK4pYn+nSiaOyFeMxmrO+VMWVDa7jAAAAhByKJhCGlrMRkFNpCbE6Zlimf1MgRjUBAAD2Q9EEwoy1ViuKKiVxtIlL7ZsCPbmATYEAAAD2RdEEwkxxZYP21LcoJT5G2SlsBOTKuP5pGpDu3xTonTVsCgQAALA3iiYQZjrWZ+YksxGQQ8YYnTrOvynQf5g+CwAA8BkUTSDMfLo+k/MzXTt5VI5ivUbvry/VtvJ613EAAABCBkUTCDN7j2jCrZSEGB03LEuS9MQCRjUBAADaUTSBMGKt1codgTM02XE2JJw23j999r8Lt6u5lU2BAAAAJIomEFaKKxtUGdgIKCs5znUcSBqVm6LBmUkqq23WG6t2uY4DAAAQEiiaQBhZWVwtyT+ayUZAocEYo9PG+Y86eezjrY7TAAAAhAaKJhBGVjNtNiSdODJb8TEefbKlQut317iOAwAA4BxFEwgjK3f4RzQLspIcJ8HekuJidNKobEnS44xqAgAAUDSBcLIqMKJZwIhmyDktcKbmc4uLVdfU6jgNAACAWxRNIEyU1DRqd3WTEmO9yktLcB0H+xialazReSmqaWrVi0t3uI4DAADgFEUTCBOrAtNmh2YlycNGQCHp9PH5kvybAllrHacBAABwh6IJhInV7eszmTYbso4dlqnUhBit3lmtxdv2uI4DAADgDEUTCBMriwM7zmZRNENVrNejU8b6jzp5dB6bAgEAgOhF0QTCxEqONgkLp43LkzHSqyt2qrSmyXUcAAAAJ8K6aBpjTjLGPGuM2WmMaQrcv2mM+ZzrbEAwVdW3aHtFg2K9RgMyEl3HwUFkp8TrqCH91NJm9eT8ba7jAAAAOBG2RdMY80tJ70s6WdLrkv4s6X+S+kma6S4ZEHyrdvpHM4dkJsnrYSOgUHfGEf5Ngf4zf5ta23yO0wAAAPS9GNcBDocx5kuSbpX0tqQLrbU1+zwe6yQY0EvaNwJi2mx4mDAgTQPSE7SjqlFvr9mtsyb0dx0JAACgT4XdiKYxxiPp95LqJV2yb8mUJGttS58HA3rRp0ebUDTDgTGm46iTh+cWug0DAADgQNgVTUnHSxom6VVJe4wx5xhjfmaM+YExZrrjbECv6DjahKIZNk4ena2EWI8+3lyhtbuqXccBAADoU+FYNI8O3O+WtFjSy5Jul/RXSXONMXOMMTmOsgFB19jSpo2ltTJGGpzJRkDhIikuRieP8v9V9MhcjjoBAADRJRyLZm7g/ruSEiWdJilV0gRJb8i/OdB/3UQDgm/D7lq1+awGpCcqPsbrOg66oX1ToOeXFKmqnhn9AAAgeoRj0Wz/TttI+qK19h1rba21dpWkCyQVSZrR2TRaY8yVxpiFxpiFpaWlfRgZOHyrAzvODs1KcpwE3TUwI1ETB6arscWnpxZy1AkAAIge4Vg09wTuN1trl+39gLW2Qf5RTUk6Zt8XWmvvs9ZOs9ZOy8lhdi3Cw2o2AgprZ07wj2o+Om+r2nzWcRoAAIC+EY5Fc13gvvIAj7cXURazISKs3tm+ERAjmuFo8uAM5aXFq2hPg95Zs9t1HAAAgD4RjkXzfUmtkkYZY+I6eXxC4L6wzxIBvcTns1qz03+Cz5BMimY48hijMwJHnTz0UaHbMAAAAH0k7IqmtbZM0lOS0iX9au/HjDGnSzpTUpWk1/s+HRBc2/fUq7apVRlJscpI6uznKggHM8fkKCHWo3mby7VmJ0edAACAyBd2RTPgOkkbJf3CGPO+MeZPxpj/SnpNUpukK6y1lS4DAsHA+ZmRYe+jTh5mVBMAAESBsCya1toSScdKukPSYEnXSDpF0iuSTrLWcrwJIkL7+kx2nA1/ZwWOOnlhabEq6podpwEAAOhdYVk0JclaW2Gtvc5aO8xaG2etzbLWnmet/dh1NiBYOnacZX1m2OufkajJgzPU1OrTE/M56gQAAES2sC2aQDT4dESTqbOR4OyOo04K1dLmc5wGAACg91A0gRBVUdesnVWNio/xKD8twXUcBMGRA9M1MCNRu6ub9OqKna7jAAAA9BqKJhCi2ncnHZyZJI/HOE6DYDDGdIxq/uvDLbLWOk4EAADQOyiaQIhqL5qsz4wsJ47KVkp8jJYVVWnxtj2u4wAAAPQKiiYQotbsrJHEjrORJj7Gq1PH5UqS/vVhodswAAAAvYSiCYSo9hHNIZlsBBRpzhifL6/H6LWVO1W0p951HAAAgKCjaAIhqKXNp40ltZKkIUydjTiZyXE6blimfFZ6dN5W13EAAACCjqIJhKDNpXVqbvMpNzVeiXFe13HQC84+sr8k6Yn521TX1Oo4DQAAQHBRNIEQ9Om0WUYzI9WInBSNyUtVTWOrnllU5DoOAABAUFE0gRC0Zldgx1k2Aopo7UedPPTRFvl8HHUCAAAiB0UTCEEdO86yEVBEm1aQqeyUOBWW1+vdtSWu4wAAAAQNRRMIQWvbp84yohnRvB6js47wr9V88MMtjtMAAAAED0UTCDHltU0qqWlSQqxHOanxruOgl80am6OEWI/mbS7Xqh1VruMAAAAEBUUTCDHt02YH90uSxxjHadDbkuJiNHN0riTpXx8Wug0DAAAQJBRNIMSsZSOgqHPWhHwZSf9btkMlNY2u4wAAAPQYRRMIMas7jjZhI6BokZeWoKOG9lNzm0+Pf7zNdRwAAIAeo2gCIWZt+46zjGhGlfajTh7/ZKsaW9ocpwEAAOgZiiYQQlrafNpYUivJv0YT0WNc/zQNzUpSWW2zXlq2w3UcAACAHqFoAiFkS1mdmtt8yk2NV2Kc13Uc9CFjjM6e4D/q5F8fbpG11nEiAACAw0fRBELImo71mYxmRqPjR2QpLTFWa3fVaN6mctdxAAAADhtFEwgha3f512dSNKNTrNej08flSZL+9VGh2zAAAAA9QNEEQshaRjSj3mnjchXjMXpn7W5tLa9zHQcAAOCwUDSBELKOEc2ol5EUp+kjsmSt9Mjcra7jAAAAHBaKJhAiqupbtKOqUXFej/LSElzHgUPtmwL9d+F21Ta1Ok4DAADQfRRNIESs3eWfNjuoX6I8HuM4DVwalp2sMXmpqmlq1TMLt7uOAwAA0G0UTSBErNvNtFl86uwJ+ZKkh+cWyufjqBMAABBeKJpAiFizM1A0syiakKYVZCo7JU6F5fWas77UdRwAAIBuoWgCIaJ96uzgfhRNSF6P6Tjq5OG5hW7DAAAAdBNFEwgBPp/VenacxT5mjc1VrNdozvpSbS6tdR0HAACgyyiaQAgo2tOguuY2ZSTFKi0x1nUchIjUhFidMCJbkvToPI46AQAA4YOiCYSANYFps4xmYl9nBjYFemZREUedAACAsEHRBELAOqbN4gAKsvxHndQ2teq5xUWu4wAAAHQJRRMIAWsZ0cRBnHmEf1TzkbmFspajTgAAQOijaAIhYG3gaJPBFE104uhh/ZSRFKtNpXWat7ncdRwAAIBDomgCjjW2tKmwvE4eIw3MSHQdByEoxuPRqWNzJUmPfcymQAAAIPRRNAHHNpbUymel/umJivXyf0l07pSxefIY6Y1Vu7WrqtF1HAAAgIPiu1rAsbW72qfNMpqJA8tMjtPRBZlq81k9MX+b6zgAAAAHRdEEHFsX2AhocD/WZ+LgTh+fJ0l6Yv42tbT5HKcBAAA4MIom4NhajjZBF43vn6aBGYkqqWnSm6t2u44DAABwQBRNwLF1u9hxFl1jjOkY1Xz8EzYFAgAAoYuiCTi0p65ZJTVNio/xKCc13nUchIGTRmUrPsajuZvKtbm01nUcAACATlE0AYfW7jWa6THGcRqEg6S4GE0fniVJbAoEAABCFkUTcIiNgHA4TgtMn/3voiI1trQ5TgMAALA/iibg0LrdHG2C7huenayCrCRV1rfo9ZW7XMcBAADYD0UTcKhj6iwjmugGY4xOHcemQAAAIHRRNAFHfD6r9RxtgsN0wohsJcR6tKBwj9YHRsYBAABCBUUTcKS4skF1zW1KT4xVWmKs6zgIM4lxXp0wIluS9OT87Y7TAAAAfBZFE3BkLednoodOGZsrSXpuCZsCAQCA0ELRBBxpn+44pB8bAeHwDM9J6dgU6I1VbAoEAABCB0UTcIQRTQTDrMCoJtNnAQBAKAnLommMKTTG2APc+LE+wkLHGZoUTfTAiSOzFef1aN7mchWW1bmOAwAAIEmK6cmLjTE3SXrIWrstSHm6o0rSXzv5em0f5wC6rbnVp82ldTKSBjF1Fj2QFBej44Zn6v0NZXpq4Xb97KyxriMBAAD0rGhKuknSjcaYdyTdL+lFa21Lz2N1SaW19uY+ei8gqDaX1arVZ5WflqD4GK/rOAhzp4zN0/sbyvTfhUW67vTRivWG5WQVAAAQQYLx3YiRdJqkpyQVG2P+bIw5IgjXBSLWusD6TEYzEQyj81I0ICNBZbVNem9dqes4AAAAPS6af5K0W/6yaSRlSbpW0nJjzDxjzLeNMck9fI8DiTfGXGqM+bkx5gfGmFnGGIaGEBbai+YQ1mciCIwxmjXGvynQ0wvZFAgAALjXo6Jprf2ppMGSzpf0kqQ2fVo6j5F0n6SdxpgHjDHTexZ1P/mS/i3pN/Kv1XxX0gZjzIwgvw8QdJ+OaFI0ERwnjsyWx0jvri1RSU2j6zgAACDK9XjqrLW2zVr7krX2fEmDJF0vaZ0+LZwpkr4p6UNjzCpjzA+NMdk9fNuHJJ0qf9lMlnSkpH9KKpD0mjFmUmcvMsZcaYxZaIxZWFrK9DK4s243I5oIroykOE0d0k9tPqvnFxe7jgMAAKJcUHeMsNaWWGv/YK0dJ+lESQ9LqtOnpXOs/NNti4wxTxtjzjLGmMN4n1uste9aa3dba+uttSuttd+V9BdJiZJuPsDr7rPWTrPWTsvJyTmsPyPQU7VNrSra06AYj1FeerzrOIggM/eaPmutdZwGAABEs17bmtBaO9da+y35Rx2vkDRPnxbOOEkXSXpFUqEx5mZjzNAgvO0/AvcnB+FaQK9YHxjNHJiRqBgPu4MieCYPzlBGYqw2ldZp8bZK13EAAEAU6/Xvcq21ddbaB621J0gaJ+kOSa2Bh438021vlLTJGPOKMeaMHrxdSeC+tzYgAnqsY30m02YRZF6P0Umj/CsTnl7ApkAAAMCdPhtOMcaMkPR1SRdLat8d1urTUU6PpLPkX2M5xxgz6jDepn3Doc09jAv0mo4dZznaBL2gffrsKyt2qr659RDPBgAA6B29WjSNMYnGmK8bY96TtF7+jYL669NyuVjSdyX9Sv5y2P71kyTNM8YM7uSaRxhjMjv5+lBJfwv89rHg/2mA4GgvmoMZ0UQvGJCRqFG5KaptatXrK3e5jgMAAKJUrxRNY8wxxph/SNop/w6xJ+nTElkj6V5JU621Rwc26LnNWjtS0jmSlgQu00/STZ1c/kuSdhhjXjPG3GOM+b0x5hlJayWNlPSq/BsOASHHWtux4yxFE71lxmj/ZmfPLCpynAQAAESrmGBdKHBkyWWSviVpfPuX93rKPEn3S3rKWtvQ2TWsta8ZY96Rf6RzvKSZnTxttqQxkqbIP1U2WVKlpA/lP1fz35btFhGiSmubVFHXrMRYr7KS41zHQYSaPiJLj8wr1NxN5dpeUc8PNQAAQJ/rUdEMHE1ylqRvS/q8pNj2hwL3e+Qvf/dba1d15ZrW2mZjzNPyH1EypJPH50ia05PcgCvrd9VKkgZnJuowTvYBuiQpLkbHFGTqo03lem5xsX5w2uEseQcAADh8PZ06u03Sy5IukP/Ikvbpse/LP7o5wFp7bVdL5l7KA/fegz4LCDMd02b7McKE3nVy+/TZxdvl8zHJAwAA9K2eTp0duNevyyQ9Iv/o5foeXrdYjFoiAq3bVS2J9ZnofRMGpCszOU7bKxo0v7BCxw3Pch0JAABEkZ6OaFpJ70j6iqSB1tqfBKFkylr7grV2lrV2Vk+vBYSSdbsDU2c52gS9zOMxOnkUmwIBAAA3elo0R1lrT7fWPm2tbQlKIiBC+XxWGwJTZwcxook+cPKobEnSa5ypCQAA+liPiqa1dnOwggCRrmhPg+qb25SRGKu0hNhDvwDoof4ZiRqdl6K65jbO1AQAAH2qR0XTGOMzxrQaY647jNdeZYxpM8bwY3ZEBc7PhAtMnwUAAC70dOqs9NmzMg/ntZzxgKjQsREQ6zPRh44bnqVYr9G8zeUqruz0CGMAAICgC0bRBNAFHRsBMaKJPpQcH6NpBZmyVnp+MaOaAACgb7gsmvGB+2aHGYA+w9EmcKV9+uyzi4tlLWdqAgCA3ueyaE4I3Jc7zAD0ieZWnzaX1slIGpjB1Fn0rYkD09UvKVZbyuq0eNse13EAAEAUiOnqE40xaZIyDvBwP2PMkC5cxispU9IsSZfIfw7n8q5mAMLVlrI6tfqs8tLilRDrdR0HUcbjMTpxZLb+t3ynnllUrKOGZrqOBAAAIlx3RjR/KGnLPjfJv5nPzzt5rLPbRknzJf1eUlzg9U/06E8AhIG1HRsBMW0Wbpw82j999uVlO9TY0uY4DQAAiHTdnTpr9rkd6OtduUnSf6y1/z7c8EC4WM/RJnBsUL8kDc9OVk1Tq95cvdt1HAAAEOG6PHVWUqGkOft8bYb801+3SNrehWu0SKqStE7SK9baed14fyBsrdsVKJocbQKHTh6do81ldXp2UZG+MGmA6zgAACCCdbloWmsfkfTI3l8zxvgCv7zHWvuXYAYDIsm6wIjmIKbOwqHjR2Tp3x9v1QcbSrW7ulF5aQmuIwEAgAjV011ntwVuVUHIAkSk2qZWba9okNdj1D+Db+zhTmpCrI4a0k8+Kz2/pNh1HAAAEMF6VDSttQXW2mHW2geDFQiINBsCo5kDMhIV43F5ohAgnTQ6W5L0zKIiztQEAAC9hu96gV7Wvj5zCOszEQImD85QWkKMNpbUankRk1EAAEDvoGgCvaxjfSY7ziIExHg8OnHkp6OaAAAAvaFLmwEZY07e+/fW2vc7+/rhar8eEIk+HdGkaCI0nDw6R6+u3KUXlxbrF+eMU0Ks13UkAAAQYbq66+x78h9josB9TCdfP1x7Xw+IOJyhiVAzNCtZBVlJKiyv19trduvzEznqBAAABFd3ps6avW4H+vrh3oCIVFbbpLLaZiXGepWdEuc6DtBhxuhcSUyfBQAAvaOrI4mPdPPrACSt39V+fmaijOFnKggdx4/M0mOfbNX76zlTEwAABF+Xiqa19pvd+ToAv7W7mDaL0JQWOFNzfmGFnltcrO/NHOE6EgAAiCDsOgv0oo71mWwEhBB08ugcSdJ/F23nTE0AABBUFE2gF306oskZmgg9kwdnKCMxVptL67Ro6x7XcQAAQAShaAK9xOez2sCOswhhXo/pGNV8euF2x2kAAEAk6ZOiaYwZZ4z5szHmFWPMM8aYq40xfOeNiFZc2aC65jZlJMYqLSHWdRygUzMDRfPl5TtV29TqOA0AAIgUPSqaxpghxpj5gdu3DvCc8yUtkXStpLMkXSDpr5KWGGMG9eT9gVC2rn3HWUYzEcL6ZyRqTF6q6pvb9MryHa7jAACACNHTEc0zJE2TdJSkd/d90BiTLf8RKHHa/+zMUZL+28P3B0LWusC02SH9WJ+J0DZrbPv0Wc7UBAAAwdHTonl64H6Ntbawk8evkpQqyUr6RNJXAreVgcePMcac28MMQEhiRBPh4thhWUqI9WjR1j3aWFLjOg4AAIgAPS2aI+UvkQsP8PjFgftSSadaa5+21j4t6WxJLYHHvtTDDEBIai+aQyiaCHEJsV5NH54tSXpyPpsCAQCAnutp0cwN3Bfu+4Axpr+ksfIX0f9Ya+vbH7PWFkt6Xf4ptEf1MAMQcppbfdpUWisjaWAGU2cR+k4d5//r/NnFRWpsaXOcBgAAhLueFs3swH1dJ48dt9evX+/k8bWBezYEQsTZXFarVp9Vblq8EmK9ruMAhzQ8O1lDs5K0p75Fb6za5ToOAAAIcz0tmu0/9k7u5LHj93rO3E4erwjcM68QEad92uzgfny8ER6MMTp1rH9U84n52xynAQAA4a6nRbMkcD+2k8faNwpabq2t7eTx1MB9fSePAWGN9ZkIRyeMzFZ8jEcfb67QptLO/toGAADomp4WzSXyr7M8yxiT0f5FY8xUSRPlX5855wCvHRa4393DDEDI6RjRpGgijCTFxej4EVmSpCcZ1QQAAD3Q06L5XOA+VdIbxpgLjDGXSHpmr+c8fYDXHiN/EV3XwwxAyFlL0USYOnVcniTpmUVsCgQAAA5fT4vmE5KWyT+qOU3+gvlvSUPlL5FvW2s/2fdFxpjxkkYEfvtxDzMAIaWmsUXFlQ2K9RrlpyW4jgN0y/DsZBUENgV6beVO13EAAECY6lHRtNb6JJ0jaZH8ZXPv21JJlx3gpd/c69fv9CQDEGrW7/aPZg7ISJTXYxynAbrHGKMzxudLkh6eu9VxGgAAEK5ienoBa+0OY8wxkmZKmiLJK/8o51vWWnuQ931EUrO1lhFNRJR1u/ybqAxhx1mEqeNHZunx+Vu1bHullm6v1OTBGa4jAQCAMNPjoilJgUI5O3DryvN/GIz3BULRul3VklififAVH+PVrDG5enn5Tj06r1CTB092HQkAAISZnq7RBLAPNgJCJDhtXJ6MpJeX7VRZbZPrOAAAIMxQNIEgstZq3W7O0ET4y0tL0JQhGWpu8+mpBdtdxwEAAGGGogkEUUlNkyrrW5Qc71W/pFjXcYAead8U6N/ztqqlzec4DQAACCdBWaMpScaYYyVdKP+GQLmSUtS1ImuttSMO/TQg9HVMm+2XJGPYcRbh7chB6RqYkajiyga9snynzp8y0HUkAAAQJnpcNI0xufLvIHvG4bxc/vM2gYjARkCIJB5jdM6R/XXfB5t13/ubdd7kAfwABQAAdEmPps4aYxLkPwfzDO1/jmZXbkBEaR/RZH0mIsUJI7OVnhir1TurNXdTues4AAAgTPR0jeb3JR0R+HWDpN9LOlpSurXW08Wbt4cZgJCxjqKJCBMX49GZR/jXat73/mbHaQAAQLjoadH8YuC+TdLp1tobrLWLrLU1PbxutxhjLjPG2MDtO3353kC71jafNpTUSpIG9Ut0nAYIntPG5So+xqM560s7fpgCAABwMD0tmmPkX2P5grV2bhDydJsxZrCkuyXVunh/oF1heZ2aW33KSYlXUlzQ9tkCnEtNiNWM0TmSpH/O2eQ4DQAACAc9LZpxgfulPbzOYTH+XSkeklQu6R8uMgDt1uwM7DjLtFlEoHOO7C+PkV5ctkOFZXWu4wAAgBDX06JZHLh3dWDgNZJOkfRNSXznA6dYn4lIlpuWoJNG5ajNZ3XPextdxwEAACGup0XzXfl3j50ahCzdYowZJ+l2SXdaa9/v6/cH9rU2cLTJkEzWZyIynT95oIyRnltcrO0V9a7jAACAENbTovl3SS2SzjLGjApCni4xxsRI+rekbZJ+3lfvCxzMp0ebJDtOAvSO/PQEnTgiW62MagIAgEPoUdG01q6QdL38U2dfNMYMCUqqQ/uVpCmSLrfWNvTRewIHVNPYoqI9DYr1GuWnJ7iOA/Sa86cMlMdI/11YpKI9jGoCAIDO9ahoBorls5JukzRW0gpjzJ+NMacbY0YbY4Z05dbN9zxG/lHMP1tr53XztVcaYxYaYxaWlpZ256XAQa3f7R/NHJiRKK/HOE4D9J4BGYmaPjxLrT6rv769wXUcAAAQonp6BkOh/MebKHCfKunawK2rbFdz7DVldr2kG7vxHv43svY+SfdJ0rRp0+whng50Wfu0WXacRTT40rTB+nhLhZ5dXKRvnzhM4/qnuY4EAABCTE/XaEr+zYDab/v+vqu3rkqRNFrSOEmNxhjbfpN0U+A59we+9tee/KGA7li7kx1nET3y0hJ0+rg8WSvd/tpa13EAAEAI6umI5vv6dESzLzRJevAAj02Vf93mh5LWSerWtFqgJzjaBNHmgikDNWd9qeasL9VHG8t0wshs15EAAEAI6VHRtNbODFKOrr5fg6TvdPaYMeZm+YvmI9baB/oyF6KbtVZrAkebMHUW0SItMVZfmDRATy3crt+9tkYvXXWiPKxPBgAAAcGYOgtEtZ1VjappbFVKfIwyEmNdxwH6zNlH5iszOU4ri6v15ILtruMAAIAQQtEEemhtYDRzaFaSjGFEB9EjPsarS4/1bxz++9fXqqy2yXEiAAAQKiKmaFprb7bWGqbNoq+tYSMgRLHjhmfpyIHpqmpoYWMgAADQIahF0xiTZIw52xhzozHmLmPMg8aYM4L5HkCoWctGQIhixhh984QCxXqNnllUpPlbKlxHAgAAISAoRdMYExPYjKdI0suSbpZ0laTLJU3o5PmLjTHVxpgPg/H+gEtrd/qnzlI0Ea36pyfqC5MGSJJueG65GlvaHCcCAACu9bhoGmNS5D/m5EZJGera+Zj3y38m5nRjzPieZgBcaWxp0+ayOhkjDepH0UT0+sKkgRqQkaBNpXVMoQUAAEEZ0fyPpOPkL5bbJP1C0jmHeM3Tktp/5P25IGQAnNhYUqs2n1X/9ATFxUTMkmeg2+JiPLpq5kh5PUYPzy3UBxtKXUcCAAAO9eg7Y2PMaZI+L8lKekfSEdba31lrXzvY66y15ZIWBX57Yk8yAC6tYdos0GF4TooumjpIkvTj/y5TZX2z40QAAMCVng7BXBa4r5X0FWttXTdeu1T+UdBxPcwAOPPpRkDJjpMAoeELkwZoVG6Kdlc36cf/XSafz7qOBAAAHOhp0TxB/tHMlwKjlN2xK3Cf38MMgDPtZ2gyogn4eT1GV80aqeQ4r95eU6K7393oOhIAAHCgp0WzvSQezs4PDYH7xB5mAJyw1nKGJtCJvLQEff+UUTKS7nh7vd5Zs9t1JAAA0Md6WjR7MicqM3Bf1cMMgBOltU2qqGtWUpxX2SlxruMAIWXy4AxdfPRgSdIPnlyq9btrHCcCAAB9qadFs31bwYLDeO0xgfsdPcwAOLF2r9FMYw52mg8Qnb4waYCOHZap2qZWXfbgJ9peUe86EgAA6CM9LZoL5N/Q50zTje+0jTEjJJ0k/4joRz3MADjB+kzg4Iwx+r+ZIzU2P1W7q5v09X/NV1ltk+tYAACgD/S0aL4UuB8o6ftdeYExJlbSv/Z67+d7mAFwYi3rM4FDiovx6CdnjtHQrCRtKavTN/41XxV1HHsCAECk62nRfFLSRvlHNf9sjPm/gz3ZGDNR0hx9Opq50Fr7Vg8zAE6sDpyhOZiiCRxUUlyMrj9rrPLTErRqR7W+ct88lVQ3uo4FAAB6UY+KprW2TdKl8u8g65V0tzGm0BjzwF5Pm2WM+asxZoGkJZKODXy9VtLXe/L+gCvNrT5tKq2VESOaQFdkJMXpxs+P18CMRK3fXasv/3OeivawZhMAgEjV0xFNWWvnSzpPUrn8I5uDJX1Tn+5I+zlJV0uaGnjcSCqT9Hlr7bqevj/gwsaSWrW0WeWlJSgh1us6DhAWMpPj9Ktzx2tYdrIKy+t14T1ztWx7petYAACgF/S4aEqStfZtSZMk3SupUZ8Wyn1vLZIekDTFWvtBMN4bcGFNYNrskCxGM4HuSEuI1S/PGafx/dNUUtOkL/9znl5ZvtN1LAAAEGQxwbqQtXanpKuMMT+SNF3+4pkVeI9ySWslzbHWcpgawl570RzKtFmg25LiYnTD2WP1r4+2aPa6Ul31n8Vau2ukrj1ttLwejgoCACASBK1otrPWNkqaHbgBEWnNLkY0gZ6I8Xp0xUnDNSAjUU/M36a7392oRVv36M6vTFFOarzreAAAoIeCMnUWiCbWWq0JHG0yNDPZcRogfBlj9PmJA3TD2eOUnhiruZvKdc5dH2juxjLX0QAAQA/1eEQzcC7msZJOljRUUqakNEnV8k+Z3Sr/kSbzrbWtPX0/wLWSmiZV1DUrOc6r7JQ413GAsDdhYLp+e8GRuvvdDVq7q0Zfe/ATfXfGCF13+mjFevl5KAAA4eiwi6Yxpp+kH0v6vqSULrykxhhzl6S/WGsrD/d9Adf2Pj/TGNaTAcGQmRynX54zXs8vKdLzS4p173ubNHdjmf76lSkals3MAQAAws1h/ajYGHO8pHWSrpeUKv+OslLnO822fz1N0i8krTXGHNODzIBTHRsBZfHNLxBMXo/RF48arBs/P17ZKXFaVlSlz935gZ6Yv03W2kNfAAAAhIxuF01jzCxJb0vK3uehakkfSHpR0uOSXpL0oaR9d5nNlTTbGHNSt9MCIeDT9ZlsBAT0hrH5abr9wok6YUSWGlradMNzK/Tdxxapsr7ZdTQAANBF3SqaxphUSQ9LSpBk5T8X80FJU621/ay1M6y1F1hrL7PWnm+tPVlSP0lHSfpX4PlWUqKkh40xDAkh7HCGJtD7kuNj9P1TRumqWSOVGOvVG6t26+w7P9DHm8tdRwMAAF3Q3RHN6yUNlr8s7pB0krX2Cmvt0gO9wPotsdZ+R/4Ng3YEXl8g6WeHExpwpbGlTZtLa2WMNLgfRRPobSeOzNbtFx6pUbkp2lnVqK/e/7H++vZ6tfmYSgsAQCjrctE0xnglfTPw2yZJn7fWLujOm1lr50s6V1Kz/Os2v2XYTQVhZP3uGvms1D89QXEx7IYJ9IXctAT96tzxumDKQMlKf317gy5/aL7Ka5tcRwMAAAfQne+UT5WUL/9o5F+ttcsO5w0Do59/Dfy2f+C6QFjo2AiI8zOBPhXj8ejL0wbr+rPHKjUhRh9sKNM5d32o5UWVrqMBAIBOdKdoHhu4t5Lu6eH73hO4jiRN7+G1gD7TvhEQ6zMBNyYOytDvLjhSo/NStKu6UV/6xzy9uLTYdSwAALCP7hTNKYH7ddbaop68qbV2u6S1+1wXCHntZ2gWcLQJ4ExWSrxuPGe8Zo3JVVOrTz94cqn++MZajkABACCEdKdojpF/FHJhkN57gfzrNEcH6XpAr7LWas2O9qLJiCbgUozXoytOGqbLjy+Qx0h/n71JP3p6mZpbfa6jAQAAda9opgfudwXpvduvkxGk6wG9qmhPg2qaWpWeGKuMpDjXcYCoZ4zRmUfk6ydnjlV8jEfPLSnWtx9ZoNqmVtfRAACIet0pmmmB+8ogvXfVPtcFQtqqwGjmUEYzgZAyeXCGbvz8eKUFNgm69IFPVNXQ4joWAABRrTtFs31RWrD2k2/e57pASFu9w/+zEdZnAqFnRE6KbvnCBOWkxGvp9kpd+sAnqqxvPvQLAQBAr+hO0eS8S0S19o2AGNEEQlN+uv+8zdzUeK0ortJX7/9Ee+oomwAAuMCJ80AXre6YOsuIJhCqslPi9avPj1d+WoLW7KzW5Q/NZ80mAAAOxBzGa0YYY04OwnuPCMI1gD6xp65ZO6oaFR/jUf+0BNdxABxEVkq8bvz8eN3yv1VaVlSl7zyyQA9/8xglxHpdRwMAIGocTtH8buAGRI01gWmzQzKT5PEwixwIdZnJcfr558bplv+t0sebK/T9/yzWPy49SjFeJvIAANAXDudfXBOkGxA2WJ8JhJ+8tATdcPY4pcTH6O01Jbrlf6tlrXUdCwCAqNCdEc1tkvgXGlGJ9ZlAeBqcmaQfnzFGt72yWv/+eKuGZiXpOycNdx0LAICI1+Wiaa0t6MUcQEhrH9EsYEQTCDtj8lP1vZkjdPe7G/WbV9docGaSzjwi33UsAAAiGotVgENobGnTxpJaGeMfHQEQfo4fka2Lpw2WtdIPn1qq9btrXEcCACCiUTSBQ9hYUqtWn1X/9ATFx7BrJRCuzps8QCeMzFZ9c5uufHShqhpaXEcCACBiUTSBQ1i1o0oS6zOBcGeM0RUnDdPQrCQVltfr2ieXyOdj6wEAAHoDRRM4hFU72tdnUjSBcBcf49WPTh+tlPgYzV5Xqrve3eA6EgAAEYmiCRzCymL/iOawbIomEAlyUhN09SkjZSTd+c4Gzd1U5joSAAARh6IJHESbz2rNTv+mIew4C0SOiYMydP6UgbJWuvbJpSqrbXIdCQCAiELRBA5iS1mdGlralJUcp9SEWNdxAATRRVMHaWx+qkpqmnTd08tYrwkAQBBRNIGDaN8IqIBps0DE8XqMvj9rpFLjY/T++lL966MtriMBABAxKJrAQbAREBDZslLideWM4ZKkP7yxTut2cb4mAADBEJZF0xjze2PMO8aY7caYBmNMhTFmiTHmJmNMlut8iByfjmiyPhOIVNOGZmrWmFw1t/p07VNL1dTa5joSAABhLyyLpqQfSkqW9JakOyU9LqlV0s2SlhtjBruLhkhhrdXKYv+I5jBGNIGIdtlxQ5WbGq81O6t1x1sceQIAQE+Fa9FMs9YeZ639lrX2emvt1dbaoyX9VtIASTc4zocIUFzZoKqGFqUmxCgzOc51HAC9KDHOq6tmjZTHSPe9v0mLt+1xHQkAgLAWlkXTWtt4gIeeDtyP6qssiFx7r880xjhOA6C3jc5L1ecnDpDPSj99ZjlTaAEA6IGwLJoHcW7gfrnTFIgIq4oD6zM5PxOIGhdNHaT+6QnaWFKru9/Z6DoOAABhK6yLpjHmx8aYm40xdxhjPpB0q/wl83bH0RABOkY0OdoEiBpxMR79v5NHyEi6d84mrQz8wAkAAHRPWBdNST+WdJOkayWdKOl1SWdYa0tdhkJkaC+abAQERJcx+ak684h8tfmsfvbscrW2+VxHAgAg7IR10bTW5ltrjaR8SRdKGi5piTFmamfPN8ZcaYxZaIxZWFpKF8WBldU2aVd1oxJiPcpLT3AdB0Afu/jowcpOidOqHdV6ZN5W13EAAAg7YV0021lrd1trn5d0hqQsSY8e4Hn3WWunWWun5eTk9GlGhJcVHeszk+VhIyAg6iTEevXN44dJkv785jrtqGxwnAgAgPASEUWznbV2q6TVko4wxmS7zoPw1bEREOszgag1dWg/HVOQqfrmNt380irXcQAACCsRVTQDBgTu2Zceh619RHM4RROIat84vkCJsV69uXq33lq923UcAADCRtgVTWPMWGNMfidf9xhjfiMpV9Jcay2nbeOwrSwObARE0QSiWmZynL48bZAk6dcvr1JjCz/DBACgK8KuaEo6S9J2Y8w7xpj7jDG/M8b8S9IGST+XtEvSFU4TIqxV1DWruLJB8TEeDUhPdB0HgGOnj8/X4Mwkba9o0D/nbHYdBwCAsBCORfNtSffJv+nPhZJ+IukiSRWSbpF0hLV2tbt4CHft5+YNzUqSx8NGQEC083qMLj++QJJ0z3sbtb2i3m0gAADCQNgVTWvtSmvtVdbaydbabGttjLU23Vp7tLX2ZmttheuMCG/t6zOHZac4TgIgVIzvn6bjR2SpqdWn217hZ5kAABxK2BVNoLet7CiarM8E8KmvHTtU8TEevbFqtz7cUOY6DgAAIY2iCexj5Q52nAWwv8zkOJ0/ZaAk6daXV6u1zec4EQAAoYuiCeylsr5Z2ysaFOf1aEAGGwEB+KzPTeiv7JQ4rdtdo6cWbncdBwCAkEXRBPbSfqzJ0KwkedkICMA+4mI8uuSYoZKkv7y5XtWNLY4TAQAQmiiawF5WsD4TwCEcNzxTY/JSVV7XrL+/u9F1HAAAQhJFE9hL+/pMiiaAAzHG6LLp/lHNhz4q5LgTAAA6QdEE9rKiiKIJ4NBG5KTohJHZam7z6c9vrnMdBwCAkEPRBAIq65u1raJesV6jQf2SXMcBEOIunjZIMR6jF5bu6DgWCQAA+FE0gYD29ZkFWclsBATgkHJSE3TWhHxJ0m9fXSNrreNEAACEDoomELA8MG12RE6K4yQAwsV5kwcqOd6ruZvK9d66UtdxAAAIGRRNIGB5UaUkaXgO6zMBdE1KfIzOnzxQkvT719fK52NUEwAAiaIJdGjfCGh4NiOaALrujPH5ykqO09pdNfrf8h2u4wAAEBIomoCk0pom7ahqVEKsR/0zElzHARBG4mI8uuioQZKkP7+5Xs2tPseJAABwj6IJSFpRXCnJf6yJx7AREIDuOXlUjgZkJGhbRb2eWrjddRwAAJyjaAL6dCMgps0COBxej9GXpw2WJN31zgY1NLc5TgQAgFsUTUB7rc9kIyAAh+mYgkwNz05WaU2THp5b6DoOAABOUTQR9ay1Wl7M0SYAesYYo4uP9o9q/nPOJtU0tjhOBACAOxRNRL1d1Y0qrWlScpxXuanxruMACGNHDkzX2PxUVTa06KGPCl3HAQDAGYomol77+sxhOSkybAQEoAeMMfpSYK3m/R9sVlU9o5oAgOhE0UTUW15UKUkans36TAA9N75/miYMTFdNY6vu/2Cz6zgAADhB0UTUax/RHMn6TABB8uXAuZr/+miLymubHKcBAKDvUTQR1Xw+q2XbKyVJI3IpmgCCY1ReqiYPzlB9c5vu/2CL6zgAAPQ5iiaiWmF5naobW9UvKVaZyXGu4wCIIF8MjGo+Oq+QUU0AQNShaCKqLQusz+RYEwDBNiInRVMY1QQARCmKJqLa0m2Vkpg2C6B3XMSoJgAgSlE0EdWWshEQgF6096jmfe+zAy0AIHpQNBG1mlrbtGZHtSRpeA5HmwDoHZ+Oam5lVBMAEDUomohaa3fWqLnNpwEZCUqKi3EdB0CEGpGTosmDM9TQ0qYHP2StJgAgOlA0EbXYCAhAX7lwykBJ0iNzC1VZ3+w4DQAAvY+iiai1NHB+JuszAfS2UXmpmjgwXXXNbfrXR4Wu4wAA0OsomohaywJFkx1nAfSFC6f612o+9NEWVTW0OE4DAEDvomgiKlU3tmhTaZ1iPEZDMpNcxwEQBcbkp2p8/zTVNLbqkbmFruMAANCrKJqISisCx5oMzUpSrJf/GwDoGxdN9a/V/NeHW1Tb1Oo4DQAAvYfvsBGVlmzbI0kalZvqOAmAaDKuf5rG5KWqsqFFj3+81XUcAAB6DUUTUWnJtkpJ0kjWZwLoQ8YYnR/Ygfb+DzarsaXNcSIAAHoHRRNRx1qrJYGNgEZRNAH0sUmD0jUsO1lltc16cv4213EAAOgVFE1EnW0V9aqoa1ZaYqxyUuNdxwEQZYwxuiAwqvmPOZvV1MqoJgAg8lA0EXXap82Oyk2RMcZtGABR6aih/TS4X6J2VTfq2UXFruMAABB0FE1EnfaNgFifCcAVz15rNf8xZ5Na23yOEwEAEFwUTUQd1mcCCAXHDctSflqCtlXU6+XlO13HAQAgqCiaiCqNLW1avaNaxkjDsymaANzxeIy+MGmAJOnvszfK57OOEwEAEDwUTUSVlcVVavVZDe6XpMQ4r+s4AKLcSaOylZUcpw0ltXpz9W7XcQAACBqKJqLK3hsBAYBrMV6PPj/x01FNaxnVBABEBoomosqS7WwEBCC0nDI2V2mJsVpRXKUPNpS5jgMAQFBQNBFVPh3RTHUbBAAC4mI8OmdCviTpb7M3Ok4DAEBwUDQRNXZUNmhnVaOS47zqn5HgOg4AdDhtfJ6S47yav6VCCworXMcBAKDHKJqIGou2+qfNjspLlccYx2kA4FNJcTE68wj/qObfGdUEAEQAiiaiRkfRZH0mgBB05oR8xcd49N66Uq0srnIdBwCAHqFoImos3uYvmqPzWJ8JIPSkJcTq1LG5kqR73mNUEwAQ3iiaiAr1za1ataNaxrDjLIDQdc7EAYrxGL22cpc2ltS6jgMAwGELu6JpjMkyxnzHGPO8MWajMabBGFNljPnQGPNtY0zY/ZnQ+5Ztr1Kbz2poZpISYr2u4wBApzKT4zRjdI6slf4xZ5PrOAAAHLZwLGVfknS/pGMlfSLpr5KelTRB0gOSnjaGnV7wWUybBRAuzp00QMZILywpVtGeetdxAAA4LOFYNNdL+oKkQdbar1lrb7DWfkvSWEnbJV0k6UKXARF62jcComgCCHV5aQk6fkS2Wn1W972/2XUcAAAOS9gVTWvtu9ba/1lrfft8fZekfwR+O7PPgyFk+XyWEU0AYeW8SQMkSU8u2K6SmkbHaQAA6L6wK5qH0BK4b3WaAiFlc1mtKutb1C8pVtkpca7jAMAhDc5M0tEF/dTc6tODH2xxHQcAgG6LmKJpjImR9PXAb193mQWhZe9psyzfBRAuzps8UJL02MdbVVnf7DgNAADdEzFFU9Lt8m8I9Kq19o3OnmCMudIYs9AYs7C0tLRv08EZ1mcCCEcjclI0cVC66prb9NBHha7jAADQLRFRNI0x10j6kaS1ki470POstfdZa6dZa6fl5OT0WT64tbCQogkgPF0QGNV8eG6hahpbDvFsAABCR9gXTWPMVZLulLRa0ixrbYXjSAghpTVN2lxWp/gYjwqyk1zHAYBuGds/TWPzU1XV0KLHPt7mOg4AAF0W1kXTGHOtpL9JWil/ydzlNhFCzaKt/p87jMxNUYwnrD/uAKLUBVP8o5oPfrhZDc1tjtMAANA1YfudtzHmZ5LukLRU/pJZ4jYRQtH8Lf5ps2PzmTYLIDwdOTBdI3KSVVbbrCcXMKoJAAgPYVk0jTE3yr/5zyJJp1pryxxHQohaGBjRHJuf5jgJABweY4zOD6zV/OeczWpqZVQTABD6YlwH6C5jzDck/VpSm6QPJF3TyZEVhdbah/s4GkJMXVOrVu2olsf4p84CQLiaOrSfhmQmaVtFvZ5ZVKSvHTvUdSQAAA4q7IqmpGGBe6+kaw/wnDmSHu6LMAhdi7ftUZvPakROshJiva7jAMBh8wRGNe96d4PufW+TvjxtsGK9YTkpCQAQJcLuXylr7c3WWnOI20zXOeHegsCxJmOYNgsgAhw7LFMDMhJUtKdBzy8pdh0HAICDCruiCXTVgi2B9ZmcnwkgAng8n67VvGf2RrW2+RwnAgDgwCiaiEgtbT4t2d4+oknRBBAZjh+RrdzUeBWW1+t/y3e4jgMAwAFRNBGRVhZXqbHFpwEZCUpLjHUdBwCCwusxOj9wrubd725Um886TgQAQOcomohICwr902bH5LE+E0BkOWlUtnJS4rW5tE4vM6oJAAhRFE1EpI83+4vmuP5MmwUQWWI8Hp03ZYAkRjUBAKGLoomI0+azHRsBje/PiCaAyDNjVI6yU+K0saRWr63c6ToOAAD7oWgi4qzeUa2aplblpsYrKyXedRwACLoYr0dfmORfq3nXOxvkY1QTABBiKJqIOJ9sKZfEaCaAyDZzTI6ykuO0fnetXmVUEwAQYiiaiDgfb/YXzXEUTQARLNbr6diB9s63N7BWEwAQUiiaiChtPqv5W9o3AqJoAohsM0f712puKKnVKysY1QQAhA6KJiLKmp3Vqm5sVU5KvHJSWZ8JILLFfGZUcz2jmgCAkEHRRET5pH232QGMZgKIDjNG5ygnJV6bOFcTABBCKJqIKJ+uz+T8TADRIcbj0QWBUc2/vr1BrW0+x4kAAKBoIoL49lqfyY6zAKLJSaOzlZ+WoC1ldXp+SbHrOAAAUDQROdbsqlZVQ4uyU+KUk5rgOg4A9JkYj0cXTg2s1Xxng5pbGdUEALhF0UTEmLfJP232iAHpjpMAQN87YUS2BmYkqmhPg55euN11HABAlKNoImJ8tLFMknQEGwEBiEIej9GXjhokSfrbuxvV2NLmOBEAIJpRNBERWtp8HeszGdEEEK2OHpapoVlJ2lXdqMc+3uo6DgAgilE0ERGWF1WqrrlNAzISlJkc5zoOADjhMUZfnjZYknTPe5tU29TqOBEAIFpRNBERPtroX585gdFMAFFuyuAMjclLVUVdsx74YLPrOACAKEXRRET4dH0mRRNAdDPG6CtH+0c1H/hgiyrqmh0nAgBEI4omwl5Dc5uWbKuUEednAoAkje2fpsmDM1Tb1Kp7Zm90HQcAEIUomgh7C7dWqLnNp4LsZKUkxLiOAwAhoX2t5qMfb1VxZYPjNACAaEPRRNj7dH0mo5kA0G5YdrKOH5Gl5laf7nhrves4AIAoQ9FE2Ju7ifWZANCZL08bLK/H6NnFRVq7q9p1HABAFKFoIqztqWvWiuIqxXiMxuSnuo4DACElLy1Bp43Lk7XSH19f5zoOACCKUDQR1j7cWCZrpTH5qUqI9bqOAwAh54IpA5UQ69E7a0v0yeZy13EAAFGCoomw9sGGUknSxEEZboMAQIhKT4zV5ycOkCT99rW1stY6TgQAiAYUTYQta63eX+9fnzlxEOszAeBAzjmyvzISY7Vse6VeXr7TdRwAQBSgaCJsbSip1a7qRqUnxmpIZpLrOAAQshJivfpS4LiT37++Vo0tbY4TAQAiHUUTYev99f5ps0cOTJfHGMdpACC0zRydo8H9ElW0p0GPzit0HQcAEOEomghb729g2iwAdJXHY3TJsUMlSXe/u1F76podJwIARDKKJsJSY0tbx+6JRw6kaAJAV0walK4jB6arprFVd76zwXUcAEAEo2giLC0orFBTq09Ds5KUkRTnOg4AhAVjjC49bqg8Rvr3x1u1saTGdSQAQISiaCIsta/PnMhoJgB0y5DMJJ0yNldtPqvfvLLGdRwAQISiaCIszV7nL5qTBme4DQIAYehLRw1WYqxXs9eV6r11Ja7jAAAiEEUTYWd7Rb02ltQqMdarMfmpruMAQNhJS4zVhVMHSpJue2WNWtp8jhMBACINRRNh5921/p++TxyUrhgPH2EAOBxnHpGvvLR4bSyp1WMfb3UdBwAQYfguHWGnvWhOGZLhNggAhLFYr0eXHVcgSfrLW+tVXtvkNhAAIKJQNBFW6ptbNS9wrMmkQRluwwBAmJs6JEOTBvmPO/nTm+tcxwEARBCKJsLK3I3lam71aUROMseaAEAPGWP09ekF8nqMnlywXSuKqlxHAgBECIomwsq7gd0RJw/u5zgJAESGARmJOntCvqyVbnpppXw+6zoSACACUDQRNqy1ms36TAAIugumDFRGYqwWb6vUs4uLXMcBAEQAiibCxtpdNdpZ1aj0xFgNy052HQcAIkZSXIwuOXaIJOn219aqqr7FcSIAQLijaCJsvLNmtyRp8uAMeYxxnAYAIsuJI7M1Nj9V5XXN+vNbbAwEAOgZiibCxpur/UVzWgHrMwEg2Iwx+uYJw+Qx0mMfb9XKYjYGAgAcPoomwsKOygYtL6pSfIxHEwdmuI4DABFpSGaSzjwiXz4r/eKFlWpjYyAAwGGiaCIsvB2YNjtxULriYvjYAkBv+eJRg5SRFKtl2yv1xPxtruMAAMIU37EjLLyxapck6eiCTMdJACCyJcXF6BvTCyRJf3h9rUprmtwGAgCEpbArmsaYLxpj7jbGfGCMqTbGWGPMY65zofdU1bfo480V8hhpCudnAkCvO3ZYpiYNSld1Y6t+++oa13EAAGEo7IqmpF9K+r6kyZKK3UZBX3h33W61+azG9U9TSkKM6zgAEPHaNwaK9Ro9v6RYH20scx0JABBmwrFo/lDSaElpkr7nOAv6wJurArvNDmXaLAD0lby0BF04ZZAk6efPr1BjS5vjRACAcBJ2RdNaO9tau8Fay1Z4UaCxpU1z1pdK4lgTAOhrn5/YX4P7JWpreb3uemeD6zgAgDASdkUT0eW9daWqb27TsOxkZafEu44DAFElxuvRd04aLiPpvvc3a83OateRAABhgqKJkPby8h2SpOnDsxwnAYDoNDovVaePz1Orz+r651ZwtiYAoEuiqmgaY640xiw0xiwsLS11HQeH0NDcpnfWlEiSjhvO+kwAcOXiowcrMzlOy7ZX6qGPtriOAwAIA1FVNK2191lrp1lrp+Xk5LiOg0OYva5EDS1tGpGTrJzUBNdxACBqJcXF6NsnDJMk/enNddpaXuc4EQAg1EVV0UR4eWX5TknS9OHZjpMAAKYO7acTRmSpscWn659dIfbkAwAcDEUTIam+uVXvrPUfa3Is02YBICR8fXqBUhNiNG9zuZ6Yv911HABACKNoIiS9s6ZEjS0+jcpNYbdZAAgRaYmxuvz4AknSb19do+LKBreBAAAhi6KJkNQ+bfY4dpsFgJAyfXiWpg3tp9qmVl3/7HKm0AIAOhXjOkB3GWPOl3R+4Lf5gfvpxpiHA78us9b+uI9jIYiq6lv07roSGUnHDmPaLACEEmOMvn3iMK3dVaMPNpTpyQXb9dVjhriOBQAIMeE4ojlZ0jcCtzMDXxu+19e+6CYWguWVFTvV3OrTEQPSlMW0WQAIORlJcfrmCQWSpN+8skZFe+rdBgIAhJywK5rW2putteYgtwLXGdEzzy0ukiSdNIojaAAgVE0fnqVjCjJV29Sqnz6zXD4fU2gBAJ8Ku6KJyLa1vE4Lt+5RfIxHxzBtFgBCljFG3zpxmNISYjR3U7kemVfoOhIAIIRQNBFSnl9SLEk6uiBTCbFex2kAAAeTnhirK04aLkm6/bW12lhS4zgRACBUUDQRMqy1HUXzpFHZjtMAALpiWkGmZozOUVOrT9c9vUwtbT7XkQAAIYCiiZCxeNsebS2vV7+kWE0YkO46DgCgi74+faiyU+K0vKhKd72zwXUcAEAIoGgiZDyzyL8J0Akjs+XxGMdpAABdlRQXo/+bOVJG0t9nb9SCwgrXkQAAjlE0ERJqm1r14tIdkqSZY3IdpwEAdNe4/mn6wuQB8lnp2ieXqrqxxXUkAIBDFE2EhJeW7lB9c5vG5qdqYEai6zgAgMPwxamDNCw7WcWVDbrxhZWyliNPACBaUTQREp6Yv02SdOq4PMdJAACHK8br0fdnjVR8jEcvLt2hZxcXu44EAHCEognnVhRVaUVxlZLjvTqmgLMzASCcDchI1DeOL5Ak/erFldpcWus2EADACYomnPtPYDTz5FE5iovhIwkA4W7m6BwdPyJL9c1t+v5/lqiptc11JABAH+O7ejhV29Sql5b6p1adOpZpswAQCYwx+vaJw5SbGq/VO6v1u1fXuo4EAOhjFE049fziItU1t2lMXqoG9mMTIACIFElxMbrm1FHyeowenluoV5bvdB0JANCHKJpwxuez+tdHhZKksybkuw0DAAi6ETkpuvTYoZKknz27XFvK6hwnAgD0FYomnHlvfYm2lNUpOyVOR7MJEABEpDOPyNOxwzJV29Sq/3t8sRpbWK8JANGAoglnHvxwiyTpzCPy5fUYx2kAAL3BGKMrTx6u/LQErdlZrV9yviYARAWKJpxYs7NaH20sV3yMR7PG5LqOAwDoRUlxMbr2tFGKi/HomUVFevyTba4jAQB6GUUTTjz0kX80c8boHCXHxzhOAwDobUOzknXFScMlSbf8b5UWbd3jOBEAoDdRNNHndlc36oWlO2TEJkAAEE1OHJmtsybkq6XN6nuPLdLu6kbXkQAAvYSiiT73zzmb1dzq09HDMtU/nSNNACCafO3YIRqbn6qSmiZd+e9FbA4EABGKook+VVbbpP/M3ypJumDKQMdpAAB9Lcbj0Q9PG63slDgt216pG55bweZAABCBKJroUw98sEWNLT5NHdJPBVnJruMAABxIS4zVj88Yo/gYj55fUqx/zNnsOhIAIMgomugze+qa9e95hZKkC6cymgkA0WxoVrKumjlSkvT719fqtRU7HScCAAQTRRN95qGPtqiuuU0TB6VrRE6K6zgAAMeOHpaprxw9WJJ07VNLtWQbO9ECQKSgaKJPlNY06YEP/UeaXDhlkOM0AIBQ8YVJAzRrTK6aWn36ziMLta283nUkAEAQUDTRJ+58Z73qm9s0dUg/jclPdR0HABAijDH61okFmjgwXeV1zfrGQ/NVXtvkOhYAoIcomuh1m0pr9cT87fIY6avHDHYdBwAQYmI8Hv3gtFEampWkLWV1+ubDC1Tb1Oo6FgCgByia6HV/eH2t2nxWs8bkalC/JNdxAAAhKCkuRtefNVa5qfFaXlSl7z22SM2tPtexAACHiaKJXrWwsEJvrNqt+BiPLjqKtZkAgAPLSIrTDWePU3pirD7YUKZrnlii1jbKJgCEI4omek1rm0+/fGGlJOmcif3VLynOcSIAQKjLT0/Qz84aq6Q4r15ftUs/+u8ytfms61gAgG6iaKLXPDy3UGt31Sg3NV5fmDTAdRwAQJgYlp2s688aq4RYj15cukM/f26FfJRNAAgrFE30iuLKBv3lrfWSpMuPL1B8jNdxIgBAOBmVl6qfnDlWcTEePbVwu26gbAJAWKFoolfc8tIq1Te36dhhmZoypJ/rOACAMDS+f5p+csaYjrL542eYRgsA4YKiiaB7efkOvbl6txJiPfr69ALXcQAAYWzCwHT97Mwxio/x6LnFxfrBk0vYjRYAwgBFE0G1s6pBP39uhSTpkmOGKjOZDYAAAD0zfkC6rj/bv2bz5eU79Z1HF6q+mXM2ASCUUTQRND6f1Y+eXqbqxlZNGZyh08bluo4EAIgQY/PTdOM545WWEKP315fqaw98oj11za5jAQAOgKKJoHnwwy2au6lcaQkxuvLk4TLGuI4EAIggw3NSdPO5Ryg7JU5LtlXqwnvnaktZnetYAIBOUDQRFPO3VOj3r6+VJP2/k0cogzMzAQC9oH9Gom75wgQNzUrSlrI6XfD3jzR/S4XrWACAfVA00WPFlQ363mOL1Oqz+tyR/TV1KLvMAgB6T2ZynG4+9whNGZyhyoYWfe2Bj/XE/G2uYwEA9kLRRI80NLfp//17ocrrmnXkwHRdcswQ15EAAFEgIdarH58xRmdNyFdLm9UNz63QDc8tV1Nrm+toAABRNNEDrW0+/fCppVpZXK3c1Hhdc8ooeT2sywQA9A2Px+gb0wv03RkjFOs1emL+dn35H/O0rbzedTQAiHoUTRwWn8/q+udW6PVVu5QU5/+pckpCjOtYAIAoNGN0jm75wgRlp8RpWVGVPnfXB3pp2Q7XsQAgqlE00W3WWt36ymo9s6hI8TEe/fTMsRqcmeQ6FgAgig3LTtbvLpyoYwoyVdvUqmueWKLrnlqqqvoW19EAICpRNNEtPp/Vr19erYc+KpTXY3Td6aM1Jj/VdSwAAJQSH6NrTxulb584TLFeo+eWFOuMv87Ru2t3u44GAFGHookua2716dqnlnaUzB+cMkoTB2W4jgUAQAdjjE4bl6fbL5yoUbkp2l3dpG89vFBXP7FEu6sbXccDgKhB0USXVNW36NuPLNBLy3YoIdaj688aq6OHZbqOBQBApwZkJOrmc4/Q144dojivR/9btkOn/nmOHvhgs5pbfa7jAUDEo2jikFYUVemcuz/QBxvKlJYQoxvPGa8JA9NdxwIA4KA8HqPPTxygP31poo4a2k+1Ta267ZU1OuOOOXp1xU5Za11HBICIxTahOCCfz+rxT7bq1lfWqLnVp+HZybr2tFHKSU1wHQ0AgC7LSU3Qj88Yo8Vb9+jxT7aqsLxe//f4Yk0alK4fnDZKs8bkyhiO5wKAYKJoolObS2t1/XMrNH9LhSTptHG5+vr0AsV6GQQHAISnqUP7adLgDL27tkTPLC7SsqIqfevhhTpyYLq+N3OEzhifpxj+nQOAoKBo4jOqG1t035zNui+whiU9MVaXH1+g44ZnuY4GAECPeT1Gp4/P00mjsvXOmhL9b/kOrSiu0v89vlgDMxL1zRMK9MWjBikjKc51VAAIayZc1ycYYwZJ+rWksyRlSdop6QVJt1hr9xzq9dOmTbMLFy7s1YzhpK6pVU/M36a/z96oPYEzx2aMztGlxw5VSgI/j4gU00dmS5LmbSxznAQAQkNzq0/vrSvRayt3aVdgV9o4r0dnTsjXl6cN0vThWYxyAohYxphF1tppvXLtcCyaxpgRkuZKypX0oqS1ko6RNEvSOkknWGvLD3YNiqZfcWWDHp1bqCfmb1N1Y6skaWx+qr56zBCNzuN8zEhD0QSAzvms1ZJtlXpz9S6tKKpS+3dH2SlxOmtCvj43ob+OHpbJEhIAEaU3i2a4DlXdI3/JvMZae3f7F40xf5H0Q0m/kfRdR9lCXlV9i95YtUvPLynWx1vK1f6zhtF5KTpv8kBNGZzBpggAgKjiMUZHDe2no4b2U1ltk95bV6qPNpZpV3WjHvt4mx77eJtS42N08pgcnTwqW9OHZ2twZiL/XgLAAYTdiKYxZrikTZIKJY2w1vr2eixV/im0RlKutbbuQNeJphHNptY2rSyu1seby/XeuhIt2rpHvsD/7LFeo6MLMnX2hP4amZviNih6HSOaANB11loVltfr483lWrR1j4orGz7z+MCMRE0ZkqEpQ/pp8uB0jclPU0p8uP4MH0A0YkTzs04J3L+5d8mUJGttjTHmI0lnSDpO0jt9Hc4la60q6ppVWF6n9btrtWZntVbvqNby4qrPHE7tNUYTBqTq+JHZOnZYppLiwvFjAABA7zLGaFh2soZlJ+urxwzR7upGLdteqVU7qrVqZ5WKKxtUXNmgl5fv7HhNQVaSRuWlakROikbkJGtIZpIGZyYpLy1BXg+jnwCiRzg2jDGB+/UHeHyD/EVztMK8aLa0+dTQ0qb6pjbVNbeqprFV1Q0tqmpo0Z76ZpXVNKm0tlm7qhq0s6pRxZUNqgmss9zXwIxEjc1P1cRBGZowMI1yCQBAN+WlJeiMI/J1xhH58lmroj0N2lBSo427a7WlvE5FexpUWF6vwvJ6vaXdn3ltjMcoNzVeeekJyk2NV2ZyvLJT4pSRFKeMxFilJ8YqJSFGKfExSo6PUVKcV4lxXiXGehXjMUzRBRB2wrFtpAfuqw7wePvXM3o/StfUNLbomieWaPa60j5/7xiP0fCcZKXEx2hPfbPmrC/RnPUlfZ4DoeG5wP0f31jrNAcARJqs5DilJ8RqR1WDymqb93u81We1o6pRO6oa+zTXaePydOdXJiuZKb0A+lgk/q3T/iO//RafGmOulHRl4LdNxpiVfRIoNiEpNmvQuL54r85sd/XGOCxt9VXyJqUf+omHIT5/pP8Xt17eK9dH5OvNzyfQE3w2O/dvSf+6omi1bWlsOOST0ZuyJbFBAkLRmEM/5fCEY9FsH7E80L8mafs8r4O19j5J90mSMWZhby18BXrCGLOwtaqEzyZCEp9PhCo+mwhlfN+JUGWM6bXdUcPxMKh1gfvRB3h8VOD+QGs4AQAAAAC9KByL5uzA/RnGmM/kDxxvcoKkBkkf93UwAAAAAEAYFk1r7SZJb0oqkHTVPg/fIilZ0qMHO0Mz4L7gpwOCgs8mQhmfT4QqPpsIZXw+Eap67bNprN1vz5yQZ4wZIWmupFxJL0paI+lYSbPknzJ7vLW23F1CAAAAAIheYVk0JckYM1jSryWdJSlL0k5JL0i6xVpb4TAaAAAAAES1sC2aAAAAAIDQFHZrNDtjjBlkjPmXMWaHMabJGFNojPmrMaafi+sAewvG58oY80VjzN3GmA+MMdXGGGuMeaw3cyPy9fSzaYzJMsZ8xxjzvDFmozGmwRhTZYz50Bjz7X03bAO6I0h/d/7eGPOOMWZ74PNZYYxZYoy5yRiT1Zv5Ebl64/tFY8xlgX/brTHmO8HMi+gRpL83C/f6LO5729WtPOE+otnJes21ko6Rf73mOkkndGW9ZrCuA+wtiJ/PpZImSaqVVCRprKTHrbWX9k5yRLpgfDaNMd+VdK/8SxdmS9omKU/ShfKfdfyspC/ZcP+HBn0uiH93NktaLGm1pBL5Nww8TtI0STskHWet3d4bfwZEpt74fjGwHGyFJK+kFElXWGsfCGZuRL4g/r1ZKClD0l87ebjWWvunLoey1ob1TdIbkqykq/f5+l8CX/9HX16HG7e9b0H8fM6S/4xYI2lm4LWPuf7zcQvfWzA+m5JOkXSuJM8+X8+Xv3RaSRe5/rNyC79bEP/uTDjA138TuM49rv+s3MLrFuzvFwP/rr8taZOkPwau8R3Xf05u4XcL4t+bhZIKg5EprEc0jTHD5f8/ZqGkEdZa316Ppcr/U3YjKdce5LiTYF0H2Ftvfa6MMTPlHz1iRBOHpS/+zjPG/Fz+b+b/Zq29usehETX66PM5SdJSSW9ba0/vaWZEh974bBpjfiDpDvl/iHyKpJvEiCa6KZifzcCIpqy1BT3NFe7rZ04J3L+5939QSbLW1kj6SFKS/NNk+uI6wN74XCFU9cVnsyVw39qDayA69cXn89zA/fIeXAPRJ6ifTWPMOEm3S7rTWvt+MIMi6gT77814Y8ylxpifG2N+YIyZZYzxdjdUuBfNMYH79Qd4fEPgfnQfXQfYG58rhKpe/WwaY2IkfT3w29cP5xqIakH/fBpjfmyMudkYc4cx5gNJt8pfMm8//JiIQkH7bAb+nvy3/MsMft7zaIhywf57M1/+z+dv5F+r+a6kDcaYGd0JFdOdJ4eg9MB91QEeb/96Rh9dB9gbnyuEqt7+bN4uaYKkV621bxzmNRC9euPz+WP5N6pq97qky621pd2LhigXzM/mryRNkXSitbahh7mAYH42H5L0gaRVkmokDZf0fUlXSnrNGDPdWrusK6HCfUTzUEzgvqcLUYN1HWBvfK4Qqg77s2mMuUbSj+Tf7e6yYIYCArr9+bTW5ltrjfw/pb9Q/m+clhhjpvZCPkSvLn02jTHHyD+K+Wdr7bxeTwV04+9Na+0t1tp3rbW7rbX11tqV1trvyr+pUKKkm7v6puFeNNvbefoBHk/b53m9fR1gb3yuEKp65bNpjLlK0p3yHyUxy1pbcXjxEOV67e/OwDdOz0s6Q1KWpEe7Hw9RrMefzb2mzK6XdGPwoiHK9cX3nP8I3J/c1ReEe9FcF7g/0HzjUYH7A81XDvZ1gL3xuUKoCvpn0xhzraS/SVopf8ns1qHOwF56/e9Oa+1W+X8gcoQxJvtwr4OoE4zPZkrg9eMkNRpjbPtN/h1nJen+wNf+2tPAiBp98T1nSeA+uasvCPc1mrMD92cYYzydbOV7gqQGSR/30XWAvfG5QqgK6mfTGPMz+ddlLpV0urW2LLhxEWX66u/OAYH7th5eB9EjGJ/NJkkPHuCxqfKv2/xQ/uLAtFp0VV/8vTk9cL+5qy8I6xFNa+0mSW9KKpB01T4P3yJ/4360/bwYY0ysMWasMWZET64DdEWwPp9AsAXzs2mMuVH+krlI0qmUTPRUsD6fga/l73t9Y4zHGPMbSbmS5lpr9/TCHwMRKBifTWttg7X2O53dJL0UeNojga891et/KESEIP69eYQxJnPf6xtjhso/a0mSHutqLmNteO9DEvgPNFf+fzBelLRG0rGSZsk/PHy8tbY88NwCSVskbd33ENLuXAfoqiB+Ps+XdH7gt/mSzpT/J0ofBL5WZq39ce/9SRBpgvHZNMZ8Q9LD8o8I3f3/27vzqDmqOo3j34cYtiQkCAiISiDBgXEhSABZE1EDDgIHHARGMOE4OOO4nCiyHPFIwBXFAUFU0HHCcFzYZQsgiUlQNjUSGMBEdgGjEAgmYV9+88etnr5pqrrr7bff9yXwfM65h3qrbv3qVncVqdv31r2Uv/txf0TMHKDTsFepHl2f04FvAdeRJjJ/jDTy7CTSYEB/Jf04cudgnJO9OvTq3/WK2DNI3WePjIgfDUDx7VWsR//fnAEcR2ohvY806uw4YB9gbWAWcEBEPFenTKt711ki4h5JE4GTgL2BfwKWAKcDJ9YdjKJXccxyPbyuJgBTW9ZtWSSAB0jD95vV0qNrc4viv8OA6RV55pMqo2a19ej6nA2cTeoyti1pWP8nSQ9c5wKn+9926ys/L9orVY+uzbmkOTm3I3WVHQE8QerOfS5wbvShlXK1b9E0MzMzMzOzV5bV+h1NMzMzMzMze+VxRdPMzMzMzMx6yhVNMzMzMzMz6ylXNM3MzMzMzKynXNE0MzMzMzOznnJF08zMzMzMzHrKFU0zMzMzMzPrKVc0zcysZyTNkxRFGjvU5RlIkmZk5zptqMvTC5LGZuc0b6jLY2Zmq6/XDXUBzMxWJ5LuBzbv427fiYjpvS+NvdZImglMrdj8NLC8SA8AtwB/AGZFxPJBKWBNkiYDk4s/fxERC4eqLGZmNjBc0TQzM3t1WKdIGwNbAe8r1j8l6ULgKxFx11AVrsVk4IRi+X5g4VAVxMzMBoYrmmZm3fsBcE+NfAsGuiD2mnQt8Mvs72HAGGADYAKwLbAmsC7wUeAgScdFxOmDW0wzM3stckXTzKx750XEvKEuhL1m3RARp1RtlDQKmAYcB7yR1Nr5HUlrVu0XEfcD6n1RzczstcaDAZmZmb0KRcSKiDiD1LI5P9v0TUl7DlGxzMzsNcIVTTOzQSRpA0lTJZ0jaaGkZZKeL/57u6SzJO3URdztJX1b0gJJjxQxVxQxZ0r6sKS1OsR4naTDJJ0v6T5JKyU9KekeSf8j6f1dnvPukn4i6V5JT0t6VNJcSUdKGtaHOFtI+rqk30taKulZSUuKWEdLGt2HWGtIOlTShZLul/SUpOWSFkv6kaRJ3Zxrm2N9PxvN9WFJ7+hV/E4iYilwAHBfo0jAVyvKWnvUWUn7SvqZpLuKa+U5SX+RdKukSyV9RtLWLfvMlBQ0388E+O/smHma3LKvJO0s6URJ10p6sLienimOe42k6ZJGdvpMGuXIjyNpS0mnSLqzOJ/lxbl8WdL6nWK2lHM/ST+WtCi7xx+TdLOkU+tcX5LWl/R5SbMlPVSc5zJJt0k6TdI/1C2TmdmQiAgnJycnp5qJNHBJFGlyH/fdG3g+279dmgmsVSPmGOCCmjH/q02cHYE/1YhxOTCqTZx5Wd6xwDc6xPsdsHGN8zweeLZDrEeB/WrEGg/cWuNcLwJGtokzI8s7rSLPWsCFWb7FwOb9uP5mZrFm9HHfw1rOb5eSPGOz7fMq4qxHej+0zjW3tE35O6XJLfv+uuZ+fwP26MPnOBk4BFjRJuZDwNY1PuO3kQY2qlPOw9vEOQJY1mH/F4AvA+r2enJycnIayOR3NM3MBs8Y0rvxLwC/BW4jPRQ/QxrAZUdgd1KL09Rin2lVwSRtRHr4zls2bgGuAx4B1iZVqnYD3kwaLKYszvuAy0jv8AE8DFxDqlQDbA3sB4wEPghcK2mPiHiuw/l+Gvgc8GIRbwHpAXkisFdRnonAHEk7RcSTFeU7BTgqW7UYmAUsJU01sz9ppNUNgYslHRwRF1XE2gK4AdioWPUMcAVwOzAc2IVU8RBwILCZpEkR8WyHcy071mjgFzSn8fgtsE+kFsah8HPgNNK1BmlU2hu6iDOT5oi2z5K+2zuAv5OuoTcB7yINSFRWhtuBKUCjhfw84PcleVsH2mp8Zw8DNwN3FcccDowj/ZDzhiJdJWmHiLizxvlMAY4h9fL6FXAT8BTpvjqIdB9tBlwoabuIeL4siKRdgauAUcWqF0g/vCwoyrke8HZgj2K56n78Aqu2ON9Kuqf/Svp8JxZlHgZ8ERhBus/MzF5Zhrqm6+Tk5LQ6JfrXorkH8AlgTJs8E0hdHBvH2L0in4A5Wb6/AHu2ybsbJa1upEFiHqXZQjIdGFaSb6OW451Ucax5WZ6Xitg7leTbMTtukOYaLYu3F6u24hwHrNGSZySpstLIswzYrOJzuCHLdycwviTfe0lzUTbyfauibDOyPNNatm3Kqi1bVwMjenD9zcxizuhi/8uy/WeXbB+bbZ9Xsn3LbPu9tGmdLT6DT/f1s2sT70Rgxzbb1wROzuLOqfk5BqkSt3NJvq1JP9o08h1aEe8NwJIs3/XAuDblPASYVLJtSnHfNFpm96qIMYE0V2rjeO/t77Xl5OTk1OvkdzTNzLo3t+Ldsjyd1sgcEddFxPcj4omqgJEmrj8wW/XxiqwfBBoDuqwkVXp/VREzIuI3ETGzZPPxpJZAgM9GxGkR8WJJjEdJLYd/LlZ9psa7cAIOioibS+L9FvhwturfixbaVjOy5TMi4hsR8VJLrJXAR0jdcCG1HJe18EwBdi6WVwJ7R8TdJWWbQ+pm2vCpirKVkrQVqUK7bbHqp8C+UdFiO8gWZsubd7H/dtnymRHxQFXGiFgSaTCinoiIE4rrpmr7cxFxLKkyDbCnpPE1Qr8E7B8RN5bEXAR8KVt1YGuewrHAJsXyraSKX+nUR0U5fx4R+QBNSBLwbdJ98wLwgYi4piLGQtL92LgXvlBRLjOzIeOKppnZK0xE3ELqHgqpFbTMf2TLJ0fEn/p6HEnrkN4FA3gQOLNDuVYCZxV/jgYmdTjEtdFm+peImAvMLv5stPLk5Xsr8O7iz2dYdQCZ1lgvsOrD9keLB/fc1Gz5zIj4MxUi4jJSqxSkrpMHV+VtKfPEYr+xxapTgcOiorvlEHg8W359F/vn3T3Xqcw1tH6WLe9eI//lZT+GZC7Mlrdr3ShpOHBktupTEfFMjeO22oPUtRbg/Ij4Q7vMRWVzTvHnJEnrdXFMM7MB43c0zcy69wNe/h5ZqwVlK5VGgH076T2w0cC6rDp/4fDiv2+RtHb+4Fo82OYP0Of0sdwNO9OsLMxubSmssDBbnghc2SbvJTXiXUzzfb9dgLwFbNdseU5ELOsQaw7wGOkdxA1Jn+2iinh55aHK+dk+uwHfbZdZ0hSKAYSKVcdFxMk1jjOYVmbL3VRMbsuWj5J0U0TMrsw9QCRtBryT1PV7FKs+z4zLluuMzHpVu40RsVTSMmB9UhfZVjvQfC/znoj4TY1jlnlvtlzaklliIeld12GkSvD8trnNzAaRK5pmZt07r12LXRlJm5K6gx5C/Qf9MaR3yBo2Jw0AArAkIh7sSxky22bLR0g6ojJnuU7dSRfWiJFXXForBW/Nlm/pFCgiQtJCmg/sW1FUNIuK/VuK9S+1HLdK3qK0VYe8B5IGoxlO6vZ4ZEVX5aE2Klte3tedI2KRpEtJ3TbHkAaGuptUMboeuCki7utFQctIOhg4Gti+5i5jauSp7P6bWUGqaJZ1F//HbLmya28N+f14jqS+/oBUu3u3mdlgcEXTzGyQSNqONC3EBp3ytli75e98/0f6UaS+lqPViA7bH6sRIx+BtXWuwvUr8tWNl3cNzWMtj84j5raLVWbfbPmcV2glE1Y9jzrfT5nDgbNpdnUeX6RPAkh6gNRifEa7dzj7ougG/UPgY33ctfXeKVOnm2s0ilKybXW5H83MBpUrmmZmg6BoUbuA5sPkHaSutzeSBthZ0dI9dj7V72fmonOWSvm/AbOAuX3c//Z+HLuh7MG9TDfnWbVPL2M1XA58gPSZfkzSbRFxehfHGWgTsuWuKoERsQI4VNJXgX8hTd8ykWZ3781J09F8WtJnI+J7XZe26WM0K5nPAz8mfeZ/JFXunm4MYiXpPaRpSoZCr+7HM2gOvFVX2RQxZmZDxhVNM7PBsQ/Nd8duJk1t0G5uxtFttuUtURv3o0x5nHsi4pR+xCpTp4Umz9P6DmY+cM2G1JPny+PlsUZLGl5jgJ6qWGUuBs4ljTD7OuA7koZFxKmdCjxYind7d8lW9et9voi4nWIApmJgqR1JI/seRuqmvCZwpqS7I+KX/TkW8Jls+aCIuLRN3nb3zkAYiPtxXkRc3I9YZmZDzqPOmpkNjndny2e2q2QWFYK3Vm0nzeXZmCpjU0lv7rJMVQPl9Mq2nbPwzmx5ccu2u7Lll4322aroXpkf8/9H4i26yjZaiNZoOW6V/JgdR/WNiAtI3UkbFdj/lHRUjeMMloNZtetszwbxiYinI2J+RBxP6kabDwT1if7ElrQu8I7iz3s7VDKhOXLrYLkjW96xH3EG+n40MxtUrmiamQ2O/B3BxytzJfvQZuqIYiqP67JVU6vydjCfZqXoXZImdBmnygF9zHNDy7brs+X3SerUUvUemq2QS3l55TCP9881ynZQxb6VIuIiUoWu8bmeIumYOvsOJEnrAydlq26IiJsG4lhFS3E+2u7WJdny1uRhJdtzfbl3AD5UI08v/Y7mwErjJO3WZZxrs+VDi1ZiM7PVliuaZmaDI+8WVzliZvFw+bUa8fL33o6V1GlU1JeJiOWsOjXKD4p3STsqmaOyzBRJle+ZFtveX/z5HHBeS/n+BDQqQ2uTRuutijWMVT+3cyKi9X25/Fw/KelNbeLtQ3MKmWeAn1flbRURl5Aqso0Bh06WdFzd/XtN0oakFsYtilUvAccPYhGeLln392y500BLy2i++7hNuwqYpGms+h7qgCt++PlhtuoMSXUGIWp1Lc1W/U2p9/8BoPb9aGY2qFzRNDMbHHkL5DGSdmjNIOmNpDn9tqHzoCJX0hzwZCQwvxgE5WWU7F48hLc6keboqjuRpqsYX3VQSRtK+gSrTv1RJYALKs51ImlwpIazIqJsxM4Z2fJ0SUe3PlRLGkF6P3KnYtUTQNm7kb+k2Wo6Crha0pYlZXsP8JNs1Xcjou6otwBExGWklrVGZfPrkgazcoekUZI+CdwKTMo2HdXXaXmymMdKOrvsO83yjAG+nq26riRb3k269LptiIinaA50MwI4q+wHEUlTgbPo34A83fomzSmIJgCzJY0ryyhpLUmHSMq/E4rBjD5Ls/zTJX2v+DxLSdqqGJSp27l0zcwGjAcDMjMbHFeT5pWcQHpYvknSlcD/kiojbyN1mV2XVIFcE6jsglfMGXkoqUvneFILyK8k/YH0YP8IqRVwPGn02jeRHkZntsR5SNKHSBXXkaRWvMWSfk2aE/BxUjfeTYqyb0/q6vgknZ0KfA64UdLVNCsL25NGaG10mVxEMahMyXleI+nbpFFMIT3QHyHpKlIr8VtIczpuUmx/EfjXiHi4JFZIOpzUSroR6TO/Q9LlpBF0hwM7A3vSHA33ZuCLNc61rOxXSDoQuAhYC/iKpDUi4svdxCuxi6TPZ38PI83NugHpu5pQHLfhKeCYiDizH8dcBzgSOFLSQ6TP5y5SC+Vo0oBXjesY0vXzrZI4v8n2+UDxfV5Hmq+y4ZLse/wG6XOENL3KHpJmAQ+RuktPIX2fL5JaAge1Uh8Rj0j6MOmHohGkdywXSZoLLKB5rm8jVfrXA46gZUCmiLhK0tGkz0yk91sPlzSb9C7oStKPJJuTRvptzD175YCeoJlZNyLCycnJyalmIg3EE0Wa3Md9twDuzvYvS415Nudl68a2ifl60jQP7WI20g/bxNmG9K5ZnTgB3FgRZ5Vykx6Y28VZAGxa47P7IvBsh1hLgf1qxBoP3FbjHC8BRraJMyPLO61Nvr1J3UcbeU/ox/U3sw/fUSM9Wew3rkb8sdl+80q2f6EPx10MvLPNsT5O6sZbtf/klvxf6pB/JfAR0nQrjXUza3yOHe9jsvu+Q74JpAphnc/nI23i7A88XDPOC8A3u72mnJycnAYquUXTzGyQRMR9krYDPgUcSGqNWBP4G6l740+B8yIi6r5yFRGPA/tK2pk0rcQkYDNSq8eTpLkSfwdcUaSqOH8EdpC0F2mAnl2BN5JaYZ4mdQv8I6klalakqS3qlO/oouXp46SRdzclVQjuIHVP/XGkd9w6xfmKpJ8WcaaQWnRGkVrMFpFadM6OiL9XR/n/WHcXAx8dQureOhF4A+mBfQnwa+Dc6LJ7acnxrpa0P3ApxbumRcvmCb2In3mWNCjNclLF6BZSRf7KSHNf9ltEfK1ofXw/qfV3G9J1MoL0Lutfi+NeApwfbaaQiYizJS0G/o3U7XkTmi2hZflPkjSHNNXJrqTvbAWpVXMW6YeUeyVN7udpdi0iFkp6B+m6OoB0XhuTWpafIP3QdD1wUUTc2CbOpUUvgENJP1TsQGqFX5d0zg+SWuHnAldExJKBOiczs24pIoa6DGZmZmZmZvYq4sGAzMzMzMzMrKdc0TQzMzMzM7OeckXTzMzMzMzMesoVTTMzMzMzM+spVzTNzMzMzMysp1zRNDMzMzMzs55yRdPMzMzMzMx6yhVNMzMzMzMz6ylXNM3MzMzMzKynXNE0MzMzMzOznnJF08zMzMzMzHrKFU0zMzMzMzPrKVc0zczMzMzMrKf+D6wDJP6VAirOAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Netherlands\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Portugal\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "El Salvador\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Thailand\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "United States\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for country_code in histodat_gender.country_code_1:\n",
+    "    print(pycountry.countries.get(alpha_2=country_code).name)\n",
+    "    KDEPlot(country_code, histodat, histodat_gender, same_axis=True, fileext='_sameaxis', pathout=pathout)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/2-Country-Distance-Main-Analyses-Euc.ipynb b/2-Country-Distance-Main-Analyses-Euc.ipynb
new file mode 100644
index 0000000..1b4605e
--- /dev/null
+++ b/2-Country-Distance-Main-Analyses-Euc.ipynb
@@ -0,0 +1,1516 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathout = pathfb + 'Regs/Euc/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathfbor) == False:\n",
+    "    os.mkdir(pathfbor)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's load the pairwise distance data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mypairs = pd.read_stata(pathout + 'AllDists.dta')\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ISO_CODE_1</th>\n",
+       "      <th>ISO_CODE_2</th>\n",
+       "      <th>EucDist1</th>\n",
+       "      <th>EucDist2</th>\n",
+       "      <th>EucDist3</th>\n",
+       "      <th>EucDist4</th>\n",
+       "      <th>EucDist5</th>\n",
+       "      <th>EucDist6</th>\n",
+       "      <th>EucDist7</th>\n",
+       "      <th>EucDist8</th>\n",
+       "      <th>...</th>\n",
+       "      <th>total_non_binary</th>\n",
+       "      <th>EucDistAll</th>\n",
+       "      <th>EucDistBin</th>\n",
+       "      <th>EucDistOptions</th>\n",
+       "      <th>EucDistScale</th>\n",
+       "      <th>FBDist</th>\n",
+       "      <th>dist</th>\n",
+       "      <th>distcap</th>\n",
+       "      <th>distw</th>\n",
+       "      <th>distwces</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AE</td>\n",
+       "      <td>1.029294</td>\n",
+       "      <td>1.266393</td>\n",
+       "      <td>1.266393</td>\n",
+       "      <td>1.252900</td>\n",
+       "      <td>1.246856</td>\n",
+       "      <td>1.246856</td>\n",
+       "      <td>1.202870</td>\n",
+       "      <td>1.005192</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.033901</td>\n",
+       "      <td>5209.694824</td>\n",
+       "      <td>5209.694824</td>\n",
+       "      <td>5239.464994</td>\n",
+       "      <td>5239.175640</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AF</td>\n",
+       "      <td>0.278367</td>\n",
+       "      <td>1.294190</td>\n",
+       "      <td>1.274065</td>\n",
+       "      <td>1.118237</td>\n",
+       "      <td>1.148596</td>\n",
+       "      <td>1.147732</td>\n",
+       "      <td>1.099786</td>\n",
+       "      <td>0.879229</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.436711</td>\n",
+       "      <td>5806.358887</td>\n",
+       "      <td>5806.358887</td>\n",
+       "      <td>5712.403090</td>\n",
+       "      <td>5707.325970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AG</td>\n",
+       "      <td>0.712423</td>\n",
+       "      <td>1.224756</td>\n",
+       "      <td>1.224756</td>\n",
+       "      <td>1.224756</td>\n",
+       "      <td>1.224756</td>\n",
+       "      <td>1.224756</td>\n",
+       "      <td>1.179946</td>\n",
+       "      <td>0.977644</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.033308</td>\n",
+       "      <td>6565.212402</td>\n",
+       "      <td>6565.212402</td>\n",
+       "      <td>6574.278222</td>\n",
+       "      <td>6574.205836</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AI</td>\n",
+       "      <td>1.306302</td>\n",
+       "      <td>1.363464</td>\n",
+       "      <td>1.363464</td>\n",
+       "      <td>1.363464</td>\n",
+       "      <td>1.363464</td>\n",
+       "      <td>1.363464</td>\n",
+       "      <td>1.323359</td>\n",
+       "      <td>1.146645</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.658854</td>\n",
+       "      <td>6589.531250</td>\n",
+       "      <td>6589.531250</td>\n",
+       "      <td>6593.265340</td>\n",
+       "      <td>6593.264953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AL</td>\n",
+       "      <td>0.096556</td>\n",
+       "      <td>1.361331</td>\n",
+       "      <td>1.198027</td>\n",
+       "      <td>1.199096</td>\n",
+       "      <td>1.199077</td>\n",
+       "      <td>1.199096</td>\n",
+       "      <td>1.153289</td>\n",
+       "      <td>0.945299</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.053534</td>\n",
+       "      <td>1519.550659</td>\n",
+       "      <td>1519.550659</td>\n",
+       "      <td>1523.718420</td>\n",
+       "      <td>1523.040130</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 46 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  ISO_CODE_1 ISO_CODE_2  EucDist1  EucDist2  EucDist3  EucDist4  EucDist5  EucDist6  EucDist7  EucDist8  ...  total_non_binary  EucDistAll  EucDistBin  \\\n",
+       "0         AD         AE  1.029294  1.266393  1.266393  1.252900  1.246856  1.246856  1.202870  1.005192  ...               NaN         NaN         NaN   \n",
+       "1         AD         AF  0.278367  1.294190  1.274065  1.118237  1.148596  1.147732  1.099786  0.879229  ...               NaN         NaN         NaN   \n",
+       "2         AD         AG  0.712423  1.224756  1.224756  1.224756  1.224756  1.224756  1.179946  0.977644  ...               NaN         NaN         NaN   \n",
+       "3         AD         AI  1.306302  1.363464  1.363464  1.363464  1.363464  1.363464  1.323359  1.146645  ...               NaN         NaN         NaN   \n",
+       "4         AD         AL  0.096556  1.361331  1.198027  1.199096  1.199077  1.199096  1.153289  0.945299  ...               NaN         NaN         NaN   \n",
+       "\n",
+       "   EucDistOptions  EucDistScale    FBDist         dist      distcap        distw     distwces  \n",
+       "0             NaN           NaN  4.033901  5209.694824  5209.694824  5239.464994  5239.175640  \n",
+       "1             NaN           NaN  4.436711  5806.358887  5806.358887  5712.403090  5707.325970  \n",
+       "2             NaN           NaN  4.033308  6565.212402  6565.212402  6574.278222  6574.205836  \n",
+       "3             NaN           NaN  4.658854  6589.531250  6589.531250  6593.265340  6593.264953  \n",
+       "4             NaN           NaN  4.053534  1519.550659  1519.550659  1523.718420  1523.040130  \n",
+       "\n",
+       "[5 rows x 46 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mypairs.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'EucDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We need to construct some stats and prepare the data for plotting\n",
+    "\n",
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Eucdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='EucDistScale' or x=='EucDistBin' or x=='EucDistAll' or x=='EucDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'FB'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    else:\n",
+    "        y = ''\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlations with Facebook Distances (Mantel Tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df = pd.read_stata(pathout + 'AllDistsFull.dta')\n",
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "#######################################\n",
+    "# Figure with all measures\n",
+    "#######################################\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Top 4 Correlations by Type (Figure 3 Panel A in paper)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "corrs3m = pd.read_stata(pathshare + 'FBCorrs_com.dta')\n",
+    "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n",
+    "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n",
+    "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n",
+    "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n",
+    "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "textstr = 'A'\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(y=\"Dist2\", x=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2,  ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Pearson Correlation', fontsize=36)\n",
+    "ax.set_ylabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n",
+    "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-A-Euc.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Full Sample -  Figure B13)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B13-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Common Sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# List of measures by Type Common sample\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "# List by Type FB Only Common Sample\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B13-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Regression Analysis and Partial Mantel Tests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Figure-B13-C\n",
+    "## Partial Correlation (Residuals on Residuals)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Some functions required for the analyses\n",
+    "# Regressions\n",
+    "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n",
+    "             cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n",
+    "    '''\n",
+    "    Create sample dataframe based on variables\n",
+    "    First variable is dependent variable\n",
+    "    It adds dummies for FE\n",
+    "    Adds cluster variables\n",
+    "    '''\n",
+    "    if len(myvars)<2:\n",
+    "        print('A regression needs at least one dependent and one independent variable!')\n",
+    "        pass\n",
+    "    else:\n",
+    "        k = 0\n",
+    "        for v in myvars:\n",
+    "            if k==0:\n",
+    "                mydf = (df[v].isnull()==False).astype(int)\n",
+    "                k += 1\n",
+    "            else:\n",
+    "                mydf *= (df[v].isnull()==False).astype(int)\n",
+    "        mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n",
+    "        if zscores:\n",
+    "            mydf[myvars] = mydf[myvars].apply(zscore)\n",
+    "        myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n",
+    "        if FE:\n",
+    "            dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n",
+    "            dummies = dummies.T.groupby(level=0).sum().T\n",
+    "            dummy_columns = \" + \".join(dummies.columns)\n",
+    "            myeq += ' + ' + dummy_columns\n",
+    "            mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n",
+    "        clustercols = []\n",
+    "        for v in cluster_cols:\n",
+    "            mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n",
+    "            clustercols.append('cluster_'+v)\n",
+    "        return [mydf, myeq, clustercols]\n",
+    "\n",
+    "# Partial Mantel Test\n",
+    "def mymantelreg(Dist1, Dist2,  ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n",
+    "    mydist = df[codes + measures].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    myvars = [Dist1, Dist2]\n",
+    "    for y in myvars:\n",
+    "        [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        #print(results1.summary())\n",
+    "        mydist[y + '_res'] = results1.resid\n",
+    "    results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    r1 = results1.rsquared\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n",
+    "    mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    mydistor = mydistor.values\n",
+    "    np.fill_diagonal(mydistor, 0)\n",
+    "    mydistor = (mydistor + mydistor.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n",
+    "    return mymantel, r1, mymantel_semi\n",
+    "\n",
+    "# NO FE\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n",
+    "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n",
+    "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n",
+    "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B13-C.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B13-E.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Semi-Partial Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B13-D.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness -  By Type of Distance (Figure B2 using Euclidean Distances)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Semi-Partial $R^2$ (Joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    myvars = ['FBDist'] + allcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    r1 = results1.rsquared\n",
+    "    myvars = ['FBDist'] + diffcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$ (Individual)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2 by measure controlling for all measures of all other types\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    for m1 in mcols:\n",
+    "        myvars = ['FBDist'] + diffcols + [m1]\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        r1 = results1.rsquared\n",
+    "        myvars = ['FBDist'] + diffcols\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/3-Country-Distance-Robustness-Analyses.ipynb b/3-Country-Distance-Robustness-Analyses.ipynb
new file mode 100644
index 0000000..84c55f3
--- /dev/null
+++ b/3-Country-Distance-Robustness-Analyses.ipynb
@@ -0,0 +1,1750 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness Analysis\n",
+    "## Analysis by Facebook Categories"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathregs = pathfb + 'Regs/'\n",
+    "pathsamples = pathfb + '/DemographicData/'  \n",
+    "\n",
+    "pathout = pathregs + 'Categories/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathfbor) == False:\n",
+    "    os.mkdir(pathfbor)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Import Data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Merge all the category distances and compare them to original FB and other measures"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['BusinessIndustry',\n",
+       " 'Education',\n",
+       " 'Empty',\n",
+       " 'FamilyRelationships',\n",
+       " 'FitnessWellness',\n",
+       " 'FoodDrink',\n",
+       " 'HobbiesActivities',\n",
+       " 'LifestyleCulture',\n",
+       " 'NewsEntertainment',\n",
+       " 'NonLocalBus',\n",
+       " 'People',\n",
+       " 'ShoppingFashion',\n",
+       " 'SportsOutdoors',\n",
+       " 'Technology',\n",
+       " 'TravelPlacesEvents']"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mycats = [f[f.find('_')+1:f.find('.')] for f in os.listdir(pathout) if f.endswith('dta')]\n",
+    "mycats.sort()\n",
+    "mycats"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Type of distance measure\n",
+    "m = 'Cos'\n",
+    "\n",
+    "# Load data other distances  \n",
+    "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n",
+    "\n",
+    "for c in mycats:\n",
+    "    fbdist2 = pd.read_stata(pathout + 'FB' + m + 'Dist_' + c + '.dta')\n",
+    "    cols = fbdist2.columns.tolist()\n",
+    "    cols[0] = 'ISO_CODE_1'\n",
+    "    fbdist2.columns = cols\n",
+    "    fbdist2 = fbdist2.set_index('ISO_CODE_1').stack().copy()\n",
+    "    fbdist2 = fbdist2.reset_index()\n",
+    "    fbdist2.columns = ['ISO_CODE_1', 'ISO_CODE_2', 'FBDist_'+c]\n",
+    "    df = df.merge(fbdist2, on=['ISO_CODE_1', 'ISO_CODE_2'], how='left')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ISO_CODE_1</th>\n",
+       "      <th>ISO_CODE_2</th>\n",
+       "      <th>CosDist1</th>\n",
+       "      <th>CosDist2</th>\n",
+       "      <th>CosDist3</th>\n",
+       "      <th>CosDist4</th>\n",
+       "      <th>CosDist5</th>\n",
+       "      <th>CosDist6</th>\n",
+       "      <th>CosDist7</th>\n",
+       "      <th>CosDist8</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FBDist_FoodDrink</th>\n",
+       "      <th>FBDist_HobbiesActivities</th>\n",
+       "      <th>FBDist_LifestyleCulture</th>\n",
+       "      <th>FBDist_NewsEntertainment</th>\n",
+       "      <th>FBDist_NonLocalBus</th>\n",
+       "      <th>FBDist_People</th>\n",
+       "      <th>FBDist_ShoppingFashion</th>\n",
+       "      <th>FBDist_SportsOutdoors</th>\n",
+       "      <th>FBDist_Technology</th>\n",
+       "      <th>FBDist_TravelPlacesEvents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AD</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AE</td>\n",
+       "      <td>0.649726</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.178210</td>\n",
+       "      <td>0.256747</td>\n",
+       "      <td>0.186337</td>\n",
+       "      <td>0.083852</td>\n",
+       "      <td>0.245167</td>\n",
+       "      <td>0.733101</td>\n",
+       "      <td>0.133534</td>\n",
+       "      <td>0.283705</td>\n",
+       "      <td>0.099948</td>\n",
+       "      <td>0.519951</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AF</td>\n",
+       "      <td>0.027777</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.294734</td>\n",
+       "      <td>0.298884</td>\n",
+       "      <td>0.272084</td>\n",
+       "      <td>0.124117</td>\n",
+       "      <td>0.291968</td>\n",
+       "      <td>0.832636</td>\n",
+       "      <td>0.165568</td>\n",
+       "      <td>0.377505</td>\n",
+       "      <td>0.117173</td>\n",
+       "      <td>0.531510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AG</td>\n",
+       "      <td>0.298230</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.251972</td>\n",
+       "      <td>0.258350</td>\n",
+       "      <td>0.154459</td>\n",
+       "      <td>0.099079</td>\n",
+       "      <td>0.234904</td>\n",
+       "      <td>0.680631</td>\n",
+       "      <td>0.143881</td>\n",
+       "      <td>0.376967</td>\n",
+       "      <td>0.085136</td>\n",
+       "      <td>0.504606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AI</td>\n",
+       "      <td>0.917672</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.261493</td>\n",
+       "      <td>0.279948</td>\n",
+       "      <td>0.195226</td>\n",
+       "      <td>0.153596</td>\n",
+       "      <td>0.263495</td>\n",
+       "      <td>0.651478</td>\n",
+       "      <td>0.164097</td>\n",
+       "      <td>0.371870</td>\n",
+       "      <td>0.081088</td>\n",
+       "      <td>0.506484</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 69 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  ISO_CODE_1 ISO_CODE_2  CosDist1  CosDist2  CosDist3  CosDist4  CosDist5  CosDist6  CosDist7  CosDist8  ...  FBDist_FoodDrink  FBDist_HobbiesActivities  \\\n",
+       "0         AD         AD  0.000000       0.0       0.0       0.0       0.0       0.0       0.0       0.0  ...          0.000000                  0.000000   \n",
+       "1         AD         AE  0.649726       1.0       1.0       1.0       1.0       1.0       1.0       1.0  ...          0.178210                  0.256747   \n",
+       "2         AD         AF  0.027777       1.0       1.0       1.0       1.0       1.0       1.0       1.0  ...          0.294734                  0.298884   \n",
+       "3         AD         AG  0.298230       1.0       1.0       1.0       1.0       1.0       1.0       1.0  ...          0.251972                  0.258350   \n",
+       "4         AD         AI  0.917672       1.0       1.0       1.0       1.0       1.0       1.0       1.0  ...          0.261493                  0.279948   \n",
+       "\n",
+       "   FBDist_LifestyleCulture  FBDist_NewsEntertainment  FBDist_NonLocalBus  FBDist_People  FBDist_ShoppingFashion FBDist_SportsOutdoors  FBDist_Technology  \\\n",
+       "0                 0.000000                  0.000000            0.000000       0.000000                0.000000              0.000000           0.000000   \n",
+       "1                 0.186337                  0.083852            0.245167       0.733101                0.133534              0.283705           0.099948   \n",
+       "2                 0.272084                  0.124117            0.291968       0.832636                0.165568              0.377505           0.117173   \n",
+       "3                 0.154459                  0.099079            0.234904       0.680631                0.143881              0.376967           0.085136   \n",
+       "4                 0.195226                  0.153596            0.263495       0.651478                0.164097              0.371870           0.081088   \n",
+       "\n",
+       "   FBDist_TravelPlacesEvents  \n",
+       "0                   0.000000  \n",
+       "1                   0.519951  \n",
+       "2                   0.531510  \n",
+       "3                   0.504606  \n",
+       "4                   0.506484  \n",
+       "\n",
+       "[5 rows x 69 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import all distances\n",
+    "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n",
+    "\n",
+    "# Merge category distances\n",
+    "mypairs = mypairs.merge(df[df.columns.difference(mypairs.columns).tolist() + ['ISO_CODE_1', 'ISO_CODE_2']], how='left', on=['ISO_CODE_1', 'ISO_CODE_2'])\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ISO_CODE_1</th>\n",
+       "      <th>ISO_CODE_2</th>\n",
+       "      <th>CosDist1</th>\n",
+       "      <th>CosDist2</th>\n",
+       "      <th>CosDist3</th>\n",
+       "      <th>CosDist4</th>\n",
+       "      <th>CosDist5</th>\n",
+       "      <th>CosDist6</th>\n",
+       "      <th>CosDist7</th>\n",
+       "      <th>CosDist8</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FBDist_FoodDrink</th>\n",
+       "      <th>FBDist_HobbiesActivities</th>\n",
+       "      <th>FBDist_LifestyleCulture</th>\n",
+       "      <th>FBDist_NewsEntertainment</th>\n",
+       "      <th>FBDist_NonLocalBus</th>\n",
+       "      <th>FBDist_People</th>\n",
+       "      <th>FBDist_ShoppingFashion</th>\n",
+       "      <th>FBDist_SportsOutdoors</th>\n",
+       "      <th>FBDist_Technology</th>\n",
+       "      <th>FBDist_TravelPlacesEvents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AE</td>\n",
+       "      <td>0.649726</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.178210</td>\n",
+       "      <td>0.256747</td>\n",
+       "      <td>0.186337</td>\n",
+       "      <td>0.083852</td>\n",
+       "      <td>0.245167</td>\n",
+       "      <td>0.733101</td>\n",
+       "      <td>0.133534</td>\n",
+       "      <td>0.283705</td>\n",
+       "      <td>0.099948</td>\n",
+       "      <td>0.519951</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AF</td>\n",
+       "      <td>0.027777</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.294734</td>\n",
+       "      <td>0.298884</td>\n",
+       "      <td>0.272084</td>\n",
+       "      <td>0.124117</td>\n",
+       "      <td>0.291968</td>\n",
+       "      <td>0.832636</td>\n",
+       "      <td>0.165568</td>\n",
+       "      <td>0.377505</td>\n",
+       "      <td>0.117173</td>\n",
+       "      <td>0.531510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AG</td>\n",
+       "      <td>0.298230</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.251972</td>\n",
+       "      <td>0.258350</td>\n",
+       "      <td>0.154459</td>\n",
+       "      <td>0.099079</td>\n",
+       "      <td>0.234904</td>\n",
+       "      <td>0.680631</td>\n",
+       "      <td>0.143881</td>\n",
+       "      <td>0.376967</td>\n",
+       "      <td>0.085136</td>\n",
+       "      <td>0.504606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AI</td>\n",
+       "      <td>0.917672</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.261493</td>\n",
+       "      <td>0.279948</td>\n",
+       "      <td>0.195226</td>\n",
+       "      <td>0.153596</td>\n",
+       "      <td>0.263495</td>\n",
+       "      <td>0.651478</td>\n",
+       "      <td>0.164097</td>\n",
+       "      <td>0.371870</td>\n",
+       "      <td>0.081088</td>\n",
+       "      <td>0.506484</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>AD</td>\n",
+       "      <td>AL</td>\n",
+       "      <td>0.002674</td>\n",
+       "      <td>0.998614</td>\n",
+       "      <td>0.998062</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.999967</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.158682</td>\n",
+       "      <td>0.203463</td>\n",
+       "      <td>0.211969</td>\n",
+       "      <td>0.104971</td>\n",
+       "      <td>0.221430</td>\n",
+       "      <td>0.672669</td>\n",
+       "      <td>0.115245</td>\n",
+       "      <td>0.234657</td>\n",
+       "      <td>0.088875</td>\n",
+       "      <td>0.511526</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27490</th>\n",
+       "      <td>YT</td>\n",
+       "      <td>ZM</td>\n",
+       "      <td>0.078120</td>\n",
+       "      <td>0.078460</td>\n",
+       "      <td>0.078460</td>\n",
+       "      <td>0.078427</td>\n",
+       "      <td>0.078427</td>\n",
+       "      <td>0.078427</td>\n",
+       "      <td>0.078427</td>\n",
+       "      <td>0.078427</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.314180</td>\n",
+       "      <td>0.264914</td>\n",
+       "      <td>0.104575</td>\n",
+       "      <td>0.053099</td>\n",
+       "      <td>0.202428</td>\n",
+       "      <td>0.674473</td>\n",
+       "      <td>0.142165</td>\n",
+       "      <td>0.317044</td>\n",
+       "      <td>0.112804</td>\n",
+       "      <td>0.425856</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27491</th>\n",
+       "      <td>YT</td>\n",
+       "      <td>ZW</td>\n",
+       "      <td>0.078103</td>\n",
+       "      <td>0.078497</td>\n",
+       "      <td>0.078497</td>\n",
+       "      <td>0.078497</td>\n",
+       "      <td>0.078497</td>\n",
+       "      <td>0.078497</td>\n",
+       "      <td>0.078497</td>\n",
+       "      <td>0.078497</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.342396</td>\n",
+       "      <td>0.293738</td>\n",
+       "      <td>0.078400</td>\n",
+       "      <td>0.051409</td>\n",
+       "      <td>0.185660</td>\n",
+       "      <td>0.752413</td>\n",
+       "      <td>0.130497</td>\n",
+       "      <td>0.398470</td>\n",
+       "      <td>0.089990</td>\n",
+       "      <td>0.391816</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27492</th>\n",
+       "      <td>ZA</td>\n",
+       "      <td>ZM</td>\n",
+       "      <td>0.042589</td>\n",
+       "      <td>0.040391</td>\n",
+       "      <td>0.040391</td>\n",
+       "      <td>0.021715</td>\n",
+       "      <td>0.021725</td>\n",
+       "      <td>0.021725</td>\n",
+       "      <td>0.021725</td>\n",
+       "      <td>0.021725</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.131968</td>\n",
+       "      <td>0.114329</td>\n",
+       "      <td>0.076315</td>\n",
+       "      <td>0.018861</td>\n",
+       "      <td>0.104667</td>\n",
+       "      <td>0.293089</td>\n",
+       "      <td>0.065884</td>\n",
+       "      <td>0.149984</td>\n",
+       "      <td>0.051544</td>\n",
+       "      <td>0.296675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27493</th>\n",
+       "      <td>ZA</td>\n",
+       "      <td>ZW</td>\n",
+       "      <td>0.042107</td>\n",
+       "      <td>0.039633</td>\n",
+       "      <td>0.039633</td>\n",
+       "      <td>0.021641</td>\n",
+       "      <td>0.021641</td>\n",
+       "      <td>0.021641</td>\n",
+       "      <td>0.021641</td>\n",
+       "      <td>0.021641</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.115236</td>\n",
+       "      <td>0.112350</td>\n",
+       "      <td>0.056001</td>\n",
+       "      <td>0.023694</td>\n",
+       "      <td>0.100517</td>\n",
+       "      <td>0.430028</td>\n",
+       "      <td>0.076627</td>\n",
+       "      <td>0.208669</td>\n",
+       "      <td>0.043190</td>\n",
+       "      <td>0.263977</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27494</th>\n",
+       "      <td>ZM</td>\n",
+       "      <td>ZW</td>\n",
+       "      <td>0.000001</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.000028</td>\n",
+       "      <td>0.000028</td>\n",
+       "      <td>0.000028</td>\n",
+       "      <td>0.000028</td>\n",
+       "      <td>0.000028</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.141001</td>\n",
+       "      <td>0.092225</td>\n",
+       "      <td>0.048161</td>\n",
+       "      <td>0.022689</td>\n",
+       "      <td>0.085157</td>\n",
+       "      <td>0.248501</td>\n",
+       "      <td>0.055595</td>\n",
+       "      <td>0.109604</td>\n",
+       "      <td>0.023119</td>\n",
+       "      <td>0.239920</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>27495 rows × 61 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      ISO_CODE_1 ISO_CODE_2  CosDist1  CosDist2  CosDist3  CosDist4  CosDist5  CosDist6  CosDist7  CosDist8  ...  FBDist_FoodDrink  FBDist_HobbiesActivities  \\\n",
+       "0             AD         AE  0.649726  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  ...          0.178210                  0.256747   \n",
+       "1             AD         AF  0.027777  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  ...          0.294734                  0.298884   \n",
+       "2             AD         AG  0.298230  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  ...          0.251972                  0.258350   \n",
+       "3             AD         AI  0.917672  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  1.000000  ...          0.261493                  0.279948   \n",
+       "4             AD         AL  0.002674  0.998614  0.998062  1.000000  0.999967  1.000000  1.000000  1.000000  ...          0.158682                  0.203463   \n",
+       "...          ...        ...       ...       ...       ...       ...       ...       ...       ...       ...  ...               ...                       ...   \n",
+       "27490         YT         ZM  0.078120  0.078460  0.078460  0.078427  0.078427  0.078427  0.078427  0.078427  ...          0.314180                  0.264914   \n",
+       "27491         YT         ZW  0.078103  0.078497  0.078497  0.078497  0.078497  0.078497  0.078497  0.078497  ...          0.342396                  0.293738   \n",
+       "27492         ZA         ZM  0.042589  0.040391  0.040391  0.021715  0.021725  0.021725  0.021725  0.021725  ...          0.131968                  0.114329   \n",
+       "27493         ZA         ZW  0.042107  0.039633  0.039633  0.021641  0.021641  0.021641  0.021641  0.021641  ...          0.115236                  0.112350   \n",
+       "27494         ZM         ZW  0.000001  0.000004  0.000004  0.000028  0.000028  0.000028  0.000028  0.000028  ...          0.141001                  0.092225   \n",
+       "\n",
+       "       FBDist_LifestyleCulture  FBDist_NewsEntertainment  FBDist_NonLocalBus  FBDist_People  FBDist_ShoppingFashion FBDist_SportsOutdoors  FBDist_Technology  \\\n",
+       "0                     0.186337                  0.083852            0.245167       0.733101                0.133534              0.283705           0.099948   \n",
+       "1                     0.272084                  0.124117            0.291968       0.832636                0.165568              0.377505           0.117173   \n",
+       "2                     0.154459                  0.099079            0.234904       0.680631                0.143881              0.376967           0.085136   \n",
+       "3                     0.195226                  0.153596            0.263495       0.651478                0.164097              0.371870           0.081088   \n",
+       "4                     0.211969                  0.104971            0.221430       0.672669                0.115245              0.234657           0.088875   \n",
+       "...                        ...                       ...                 ...            ...                     ...                   ...                ...   \n",
+       "27490                 0.104575                  0.053099            0.202428       0.674473                0.142165              0.317044           0.112804   \n",
+       "27491                 0.078400                  0.051409            0.185660       0.752413                0.130497              0.398470           0.089990   \n",
+       "27492                 0.076315                  0.018861            0.104667       0.293089                0.065884              0.149984           0.051544   \n",
+       "27493                 0.056001                  0.023694            0.100517       0.430028                0.076627              0.208669           0.043190   \n",
+       "27494                 0.048161                  0.022689            0.085157       0.248501                0.055595              0.109604           0.023119   \n",
+       "\n",
+       "       FBDist_TravelPlacesEvents  \n",
+       "0                       0.519951  \n",
+       "1                       0.531510  \n",
+       "2                       0.504606  \n",
+       "3                       0.506484  \n",
+       "4                       0.511526  \n",
+       "...                          ...  \n",
+       "27490                   0.425856  \n",
+       "27491                   0.391816  \n",
+       "27492                   0.296675  \n",
+       "27493                   0.263977  \n",
+       "27494                   0.239920  \n",
+       "\n",
+       "[27495 rows x 61 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mypairs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.loc[FBcorr.Dist2.apply(lambda x: x.startswith('FBDist'))].plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with main FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "#plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.loc[FBcorr_com.Dist2.apply(lambda x: x.startswith('FBDist'))].plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with Main FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "#plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'Facebook'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    elif x.startswith('FBDist_'):\n",
+    "        y = 'FB Category'\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='Facebook'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='Facebook'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='Facebook'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='Facebook'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='Facebook'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='Facebook'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='Facebook'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='Facebook'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "# FB and FBCats\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.DistType=='FB Category']\n",
+    "corrs3m = corrs3m.loc[corrs3m.DistType_1=='Facebook']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlation between Main Facebook Measure and Category-based Measures"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"Dist2\", data=corrs3m.loc[corrs3m.DistType_1=='Facebook'], palette='PuBuGn_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='Facebook', 'myerr'].max())\n",
+    "ax.set_title('Pearson Correlations', fontsize=36)\n",
+    "ax.set_ylabel('Correlation', fontsize=36)\n",
+    "ax.set_xlabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='lower right', prop={'size': 25})\n",
+    "#plt.savefig(pathout+'CorrsFBCats.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlation between Facebook Category-based Distance and Other Distances"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# FB Cats and WVS\n",
+    "# Full Sample\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.DistType_1=='FB Category']\n",
+    "corrs3m = corrs3m.loc[corrs3m.DistType!='Facebook']\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m = corrs3m.sort_values(['DistType', 'mycorr', 'Dist1', ]).reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "name_dict = {'BusinessIndustry':'H',\n",
+    " 'Education':'K',\n",
+    " 'Empty':'D',\n",
+    " 'FamilyRelationships':'N',\n",
+    " 'FitnessWellness':'M',\n",
+    " 'FoodDrink':'I',\n",
+    " 'HobbiesActivities':'E',\n",
+    " 'LifestyleCulture':'B',\n",
+    " 'NewsEntertainment':'F',\n",
+    " 'NonLocalBus':'O',\n",
+    " 'People':'A',\n",
+    " 'ShoppingFashion':'G',\n",
+    " 'SportsOutdoors':'J',\n",
+    " 'Technology':'L',\n",
+    " 'TravelPlacesEvents':'C'}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAKHCAYAAACxXgQZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACNYElEQVR4nOzdd5gV5dmA8fuhLb0jTWEtEbsGMWo0ihrsiqLRqDHBhokxthiNmmKL+sUYa2KJsYuxBuw1Yo0FNRprEhRsgCi9I/t+f5zZ5bDsLrt7FpbD3r/rmmvOzLzlmdmzyrPvzDuRUkKSJEmSpGLTrLEDkCRJkiSpPkxoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkrZYi4qaISBFxdiP0PSbre/jK7luSmhITWklSveUlDJWXmRHxr4i4OCLWbOw4m7qIaBsRP4mIByLi44iYGxFzIuKjiLgnIn4QEW0aO85iEBGlEXF2RJzU2LFIkkxoJUkNYxEwOVu+ANoDmwOnAv+OiO0bMbYmLSL2AcYBfwb2BtYCyoDFQClwAHAr8L+I2LmRwiwmpcBvgZOWU+5j4ANgxgqOR5KaNBNaSVJDeDGl1CtbepJLaH8ITAc6A3c7ArjyZbe7jgJ6kUuuDge6p5Tap5Q6kvvZHAiMAfoAOzRGnKujlNIPU0obpJT+3tixSNLqzIRWktTgUkpzU0q3Aidku3oB+zVeRE1PRGwGXEPu//UPA99MKd2WUvqqvExKaUZK6d6U0k7AwcCsxolWkqT6MaGVJK1Id5G7vRVgy/wDEdEsIg6PiCciYkpELIyIzyPizojYuqrGIqJ5ROwUEZdHxGsRMTmv3t9rumU2f5KeiOgcEf8XEe9nz5NOzyvXKiJOjIgXI2J6RCzK+nkzIv4UEdtW037PiLgkr80ZEfFKRPw8IkqqqVMxaVF2bidl/cyNiKkR8WBEDFrONa7O74AS4DPg0JTSvJoKp5TuAv5YRYwlEXFKRLycndO8iPggIv4YEb2qOa/h2XmNybYPi4hnIuKrbP9+2f7x2fbgiOgbEX+OiA8jYkFE/KtSm+0j4syIeDWLY35E/DciroiItep6cSJinexn81T2LPH87Of9UrZ/mTsKImI88HS22T+WfXZ8eF7ZGieFioiO2c/9zYiYnS1vRcQ5EdGpmjpnZ23elG3/KPu5zIrcc+tPR8SQGs5584i4JbvuC7J6H0bEo9l3r21tr58krSpaNHYAkqTVV0ppQUR8CawBdCzfHxEdgPuA75YXJTc62Bs4CDgwIk5MKV1VqckNgX/kbS8AFmb19gP2i4izUkoX1BBWD+A1YJ28+uVxtQAeB3bMi2sG0C07h82yz//MbzAivgU8AnTNds0CWgFbZcvhEbFrSumLamJqATwI7E7ueeQFQBdgL2CXiNg5pfTPauouIyL6ZnUBrkgp1eo5zpRSqtROD+Ax4JvZrvLrtX62DI+IPVNKL9UQyxXAz8j9YWMGS/7AkW994G6gOzCX3DXIb2NDcte3f7br6yyW9bK2fxAR+6SUXqjNeWbuYskfWcp/zp2ArbPl+9l1zx+1nkLue9wlO48pldqs8Y8GeeezHvBk3vnMzdabZsvwiPhuSum/NbRxPXAUuWeh52RxDQZ2iIiDUkr3Viq/J7nbz1tmuxZk57B2tuwGPAq8X5tzkKRVhSO0kqQVJhvl6pFtTs87dAu5ZPYtcolXu5RSJ3KJwpnkEpbLI2K7Sk0uJJf47EPuNuY2KaX2QE/g1+T+cX9+VDPCm/kNuX/U7wG0zZ4lLR8FPZRcMjuX3POmbVNKXciNdPYHjgferHSOXcglCl2BfwPfytpsD3wPmEZugqzba4jpp8C3yN322z6l1CGr8zbQGri8hrpVGQxE9vn+OtbNdwu5ZHYauT80tMvObSty59oFGBUR3aupvyW5a/ZboFtKqWtW58VK5S4BJgLbpZTaZT/TAwGy0cqHyV3/UcBAlvzc1yY3oVUX4N6I6FyHc3uD3MRO6wGts59zG2Bf4D/kvhMX5VdIKW0FDMs2P8l7brx8uXN5nUZEK+De7Hw+AXYl911pT+534mOgH/D36kb2gaHAYcBPgI7Z7846wLPk/m13ZfbHmXxXkvvePwgMSCm1zup1Ivfs9F+A+cuLX5JWOSklFxcXFxeXei3ATeRGt8ZUc/z47HgCDsj2fTfb/gjoWk2907IyD9Yxnl9n9W6s4tiY7NhCYJNq6v85K3N1PfqcBvSq4viueddg52quXwK2r6LulnnH+9chpvOzOvOBqOfP9jt5fe9exfGewNTs+LmVjg3Pq3tBDX2Mz7t2PZdzLqOqOxfgoazMqdVc37PreO7rkBslnkPujxr5xwZnbY5fThvl37fhlfYfnu1fVNX3ENg4+44m4MhKx87Ou66HVVG3N7mR1wTskLd/jbx6VV5nFxcXl2JdHKGVJDWoyCmNiFOB32e7JwAPZJ9/lK1vSilNraaZkdl6p4hoXofuy/uoPLKb75GU0tvVHJuZrXvXoc8Ds/X1KaVJlQ+mlB5nyS3KB1XTxnMppeerqPsa8Gm2uXEdYuqWraellFKNJatXfl5jU0qPVhHbZHKTTkH157WYKp7LrcItWXtVKf++XFrDudyRrat9frQuUkofAu8AbYEtGqLNPOXXdVRV38OU0jvAPdlmddf1Y5b8juTXnQi8km1ukndoFktu9a7Ld1uSVnkmtJKkhrBj+cQ45P7h/BFwMblbOCcC+6WUyp9V/Xa2PjkiJlW1AGOzMm1ZkpwBuduYI+LkbNKdLyI3aVN5329kxfrUEGtNz6I+kq2HRsT9ETEsIrpVVzi7fbQ8cXi6unIsee53YDXHX62h7mfZuksNZVaE8lhrc17rR0S7Ko7/L6X0ZS36qvJnkk32tGa2eXcN35crsjJ1mhwqIoZExB0RMS5yE3GlvO/S5lmxmr5L9VGX61rd92VsDcn9Mt+XlJsQ7Jls87GI+FVEbFHHPxZJ0irJSaEkSQ1hEbnbTyF3W+Mc4EPgCXIjl9PyypaPEJU/v7c8FTOvRkRvcrdyrp93fA65W1bLgObkJhaqKrkqV3kinwoppWci4jfknrPdJ1uIiPfJ3dZ6bVp6op6uLPnj8GdUr3yUtUc1x2t6XU75c40tayhTWfmrebpERNRzlLY81tqcV5C77nMqHa/2WteyXP5oYnXXLl+tZ+nNm6yqXPl3uHxCqq7krnlN36X6qMt17VbNz68+35ejyT0/uyFwXrbMjohnyY1w/y2l9PXygpekVY0jtJKkhvBiWjIxTu+U0noppV1TShdXSmZhyf97hqaUohbL+Ly6l5FLZj8EDiD3DG77lNIaKaVewDa1iHVxTQdTSudlfZxBbobfmcAGwM+BdyPih9VUrW4Cn8bwXrYuAQYU2FYh51Xjta5Fufx/p3SqxXeltDadRcQe5JLZxeSeS10PKEkpdSv/HgMvlxev5TnU1Ur9vmS3UW8G7A9cR+470h7Yk9zEWi9HRPuVGZMkNQQTWknSylb+rORGdamU3d47NNs8LKV0XxXJcs9CgwNIKX2UUroopbQ7uZG6ncjNINsC+HNErJEVncqSZxP7L9tShfLbZms7YlmoZ8iNlENu1t76KI+1NueVgNrcWlxX+c/V1un7shzfy9bXp5TOSSmNq2IUtEG+S1Woy3X9qoBnoJeRUvo6pTQqpXRsSmkjciPgvyA3qjuQ3GzUklRUTGglSStb+fOSB9SxXneWjGq9UU2Z71azv95SSotTSmOAvcndjtqO7DU/2XPB5RP77FRDMztn69cbOr6qpJQ+JfeqG4CfRUTHmsqXi4j80cjyWHestD9f+Xn9J6VU+XbjgqWUPmJJUjusprJ1VJ4wVvk9ioj+5EZtq1L+B4z6jtyWX9dG/76klCallP5A7s4HWPL+ZUkqGia0kqSV7aZsPaiG23eBine8lpvJklHHTaso25uln4mss2wUuDoLWXJrbP7touUz0g7PYqjc5q7AttnmXYXEV0e/IvcKlzWBkRHRuqbCEXEQcErervLz2pglI+P55XsCP842V+R53ZStj4uIDasrlM2uXZtnsgFmZOtlvkeZC6g+YS2fCbu2fVVWfl33iIhvVj4YERuzZCbkBrmuEdGyhj9KAMzL1qvSbfOSVCsmtJKklSp7Bcx92eYNEXFOfiIYEV0iYmhEjCbvlS8ppdnAS3n1tsjKN4uIXcjdZlvo8463RMSNEbFbRHTIi6kUuBloTe4f/8/l1bmK3EzObYBHI2JQVqd5RBwA/C0r92RK6R+sJCmlfwE/JfdHgL2ANyLiBxHRtbxMRHTKZnJ+GrgT6JBX/zmg/HU9N0TEgeWz4kbElsDj5GbSnQxcvgJP5SJyz0y3A56JiB/lP+sZEWtFxDHAa+SeD62NJ7L1sRFxZPkfMiKiX0TcDBxCbqKxqvyX3Eh9p+znW1d3Am9ln0dFxHfLk83se/wwuQmd3gFur0f7VdkYeDsiToqI9fP6a5mdQ/kfMh5roP4kaaVxlmNJUmP4Ibk/qu5Hbkbh30TEDHIJaf7tsTdVqncyudedbEouQZuTtdOG3POsRwKjCoirNXAwMBxIWUytWDJ77mLg2PxX0aSUpkXEfuSSv82AVyNiFrmkpHxU9C3gsALiqpeU0l8j4ivgWnITW90KEBGzySW6HfKKT2DJ62LK/ZBc4roFcDcwPyIW5dWbBuyfUvqKFSSlND0idgPuJzdD703kEuzp5H7ubfKL17LZm4AjyE0i9lfguuxn1jk7/htgF6q4BTelNCci7iB3be7JviPTs8OnppTuqVynUv2FWRL5JLnnaJ8A5mY5Zvn37GNgWEppQS3PpzY2Ai7NlgXZ705nlgxujAXOb8D+JGmlcIRWkrTSpZTmpJT2J/dc6n3kXmHShlzy+D9gJLnbLo+rVO9lcrfvjiKXTLUEviCXsG0BvFlgaL8ETiOXnH6YxdMcGAfcCAxMKd1axfm8wpKE4T9ZXF+TSxJ+AWydUvqiwNjqJaU0CliH3Gjtw+ReCdMiW8aTuwX2UGBASunZSnWnkLvePyd3LovIXZP/knvucuOUUk3v9W2oc/gf8E1y34enyf3xoiO5a/wWcCW55HOZn0017S0k97x1+ehvWdbWE8A+2UzXNfkxcCHwAbnbdPtnS61mCc7OZ3PgXJY8g032+Txgs5TSf2rTVi29R+736Rpyzw1PJ3f9ZgLPk7tVf7uU0szqGpCkVVU04OR5kiRJkiStNI7QSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipLvoS0C3bt3T6WlpY0dhiRJkiQ1itdee+3LlFKPyvtNaItAaWkpY8eObewwJEmSJKlRRMSEqvZ7y7EkSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKUovGDkCSJElanq+//pqpU6cyY8YMvv7668YOR1IdNW/enLZt29KxY0c6dOhARDRIuya0kiRJWqWVlZXxySefUFJSQr9+/WjVqlWD/WNY0oqXUmLx4sXMnj2bL7/8knnz5rHGGms0yO+xtxxLkiRplTZt2jRatGhB7969KSkpMZmVikxE0KJFCzp37kz//v2ZM2cOs2bNapC2TWglSZK0Sps9ezadO3c2kZVWA82bN6dr167MnDmzQdozoZUkSdIqbf78+bRt27axw5DUQNq3b8/cuXMbpC0TWkmSJK3SysrKaNbMf7ZKq4vmzZuzePHiBmnL/zJIkiRpleftxtLqoyF/n01oJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJElSgystLSUiGDNmTGOHskJEBBHB+PHjGzuUJs2EVpIkSWoC5s6dy9VXX80+++xDv379aNu2Le3atWPttdfmwAMP5LbbbmPevHkrPI7x48dz9tlnc9lll63wvrT6a9HYAUiSJEmF2nz/wxs7hIK8+fdbV2j7DzzwACNGjGDSpEkV+9q1a0ezZs0YP34848eP59577+X000/n1ltvZeedd15hsYwfP55zzjmH/v37c9JJJ62wftQ0OEIrSZIkrcZuuukm9ttvPyZNmsSAAQO49dZb+fLLL5k9ezYzZ85k+vTp3HPPPQwePJjPP/+cZ599trFDlmrNEVpJkiRpNfXWW2/x4x//mLKyMvbcc0/uuece2rRps1SZTp06ccABB3DAAQdw11138cknnzRStFLdOUIrSZIkrabOOussFixYQN++fRk5cuQyyWxlBx10EKeccgoAY8aMISIoLS2ttvxNN91ERDB48OBaxVNaWspOO+0EwIQJEyomVipfbrrppoqyy5t0afz48RVlKhs8eHBFe9OnT+f0009ngw02oG3btnTu3Lmi3NSpU7n55ps54IAD2GCDDejQoQPt2rVjo4024pRTTuHzzz+v1Xmp8ThCK0mSJK2GPvvsMx566CEATjjhBDp16lSrelUliA2lR48ezJw5k2nTptGsWTN69Oix1PHlJdx1NWXKFLbccks+/PBDSkpKaNWq1VLHL7jgAi655JKK7Y4dOzJv3jzee+893nvvPW677TaefPJJNttsswaNSw3HEVpJkiRpNTRmzBhSSgDsu+++jRxNzquvvsp9990HwFprrcWkSZOWWg4++OAG7e/cc89l0aJFPPLII8ydO5eZM2cyduzYiuN9+/bll7/8Ja+//jqzZs1ixowZLFiwgLFjx7LbbrsxZcoUDj300IrrqFWPI7SSJEnSaui9994DoKSkhAEDBjRyNI1jwYIFPPzww2yyySYV+9Zbb72KzyeffPIydZo3b86WW27J6NGjGThwIO+88w7PPvssO+6440qJWXXjCK0kSZK0Gvrqq68A6NKlywq9jXhVtsceeyyVzNZFSUkJQ4YMAeCFF15oyLDUgByhlSRJkrRa2nbbbZdb5v333+eqq67i2WefZfz48cyePXuZW4ydHGrVZUIrSZIkrYa6desGwLRp00gpNclR2sqTTlX2t7/9jR/+8IcsWrQIgGbNmtGpUydKSkoAmD17NnPmzGHOnDkrPFbVj7ccS5IkSauhDTfcEMg9R/rBBx80cjSNo3nz5tUemzJlCscccwyLFi3i4IMPZuzYscyfP59p06ZVTFJV/oytk0Ktupp8QhsRvSLi8ogYFxHzI2JyRDwQEbs0QNvrRMSlEfFeRMyOiBnZ5xsiwqfKJUmStMLsuOOOFaOy999/f53rt2iRu5lz/vz51ZaZMWNG/YKrhfJktLr+C+37kUceYfbs2Wy00UaMHDmSLbfckpYtWy5VZvLkyQX1oRWvSSe0EbEZ8DZwArAOsADoDuwNPBERvyyg7SOztk8CNsh2t8w+HwEcXu/AJUmSpOVYc8012XPPPQG48sormTlzZq3qlY9Gdu7cGYAvvviChQsXVln21VdfrXNczZo1W6qf6pT3/+mnnzZY3/nK291ss80qYsqXUuIf//hHQX1oxWuyCW1EtAHuB7oBbwCbpJQ6AV2AS4AALoyIXevR9veB64E2wFXAuiml9imltkAvcsnsiw1yIpIkSVI1zj//fEpKSvj000859NBDaxxtBbjrrrv44x//CMD6669PSUkJKSUeeOCBZcr+73//4957761zTB07dgSWP8K66aabAjB69Ohlji1YsIDLLruszn3n69SpEwBvv/12lcn1X/7yF8aNG1dQH1rxmmxCCxwL9AdmA/uklN4BSCnNTCmdCozKyl1Yl0YjYg3gz+QS4jNTSj9LKX1YfjylNDmldFtK6YYGOAdJkiSpWltssQV/+tOfiAgeeughvvnNb3LbbbcxderUijIzZszgvvvuY6edduLggw9m1qxZALRq1YqhQ4cCufe1Pv/885SVlVFWVsbjjz/OkCFDaNOmTZ1j+sY3vkHLli2ZMWNGjQnxQQcdBOQSyxtvvJEFCxYA8M4777DnnnsWPPPwd7/7XSKCt99+mxNOOIHp06cDMHPmTC6++GJ++tOfVkyspVVXU05oD8vWI1NKn1Vx/OJsPTAiNqjieHV+Qm6U9wPg/wqIT5IkSSrYUUcdxX333ccaa6zB+++/z+GHH063bt3o0KEDHTt2pHPnzhxwwAGMGTOG/v37s/POO1fUvfDCC+nWrRuffPIJ3/nOd+jQoQPt2rVjt912o3Pnzpx99tl1jqddu3YccsghABx44IF07tyZ0tJSSktLueeeeyrKHX300Wy99dYsWLCAI488kvbt29OpUyc22WQT/vWvf3HjjTcWdF0GDBjASSedBMBVV11Fly5d6Nq1K127duW0005jl1124cc//nFBfWjFa5IJbUR0ALbMNh+rpthLQPl9EDtXU6Yq5YnyLSmlsnqEJ0mSJDWo/fbbjw8//JA//elP7Lnnnqy55pp8/fXXfP3115SWlnLggQcycuRIPvjgA3bYYYeKeuussw4vv/wyhxxyCD169GDx4sWsueaanHXWWbzwwgsVtw/X1TXXXMMZZ5zBgAEDWLBgARMmTGDChAnMnj27okzLli154okn+MUvfkFpaSnNmjWjXbt2DB8+nNdee43NN9+84Ovyxz/+keuuu45vfvOblJSU8PXXX7PFFltw2WWX8dBDD1VMjKVVVzTFKagj4lvAy9nmBimlKucxj4iXgW8Bf0opHV+LdrsBX2abO5J7z+/pWRslwHhyz+3+IaX0ZVVtVGXQoEFp7NixtS0uSZK0WnnvvfcqXkEjafVQ19/riHgtpTSo8v4mOUIL9M77XNPN9+XHetdQJt838j7vCjyZrctfgLUhuQT3XxHhf5UlSZIkqQBNNaFtl/d5Xg3l5mbr9rVst3Pe5zOBd4CtU0odszb2BL4A+gL3RkS19zBExIiIGBsRY6dMmVLL7iVJkiSp6WiqCW2soHbzr+diYP+U0isAKaWylNIjwJHZ8Q2B/atrKKV0XUppUEppUI8ePVZQuJIkSZJUvJpqQjs773NNc423raJ8bdt9KKX0v8oFUkoPAf/JNr9by3YlSZIkSZU01YQ2/7nZPjWUKz82sR7tVjnRVKVja9WyXUmSJElSJU01oX0fKJ/eeeOqCkREM2BAtvluLdv9kCXP5NZm+uimN8W0JEmSJDWQJpnQppRmAeXvwRlSTbGtgU7Z56dq2W4ZMCbb3KCGouWJ8oTatCtJkiRJWlaTTGgzI7P1YRFR1Wt5Ts3Wr1X3ntpq3Jqt94qI9SofjIi9gPWzzYfr0K4kSZIkKU9TTmivJTdC2gF4MCI2AoiIDhHxe2BYVu7M/EoRURoRKVuGV9HuncBrQAvg7xGxVVavWUTsDvw1K/cK8FADn5MkSZIkNRnVvgd1dZdSmhcRQ8ndTjwQeCciZpJ7X2wzcs+3nplSeryO7ZZFxH7AM8AmwCsRMQtozpJZkz8ADkwp+QytJEmSJNVTUx6hJaX0Jrmk8wpyEzqVAF+RGzkdklK6qJ7tfgpsDpwDvE0umU3AG8BZwKCU0icFn4AkSZIkNWFNdoS2XEppEnBittSm/HggalFuNnB2tkiSJEmSGliTHqGVJEmSJBUvE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJktQkRQQRwfjx4xs7FNVTk5/lWJIkSWoK5s+fz6233sqjjz7K66+/zpQpU1i0aBFdunRho402YrvttuN73/sem222WWOHWrAxY8YwZswYtthiC/bbb7/GDkcrkAmtJEmSit5GJ17Q2CEU5N3Lz1yh7T/wwAMce+yxTJw4sWJf69atadeuHVOmTOHpp5/m6aef5vzzz2fIkCGMHDmS7t27r9CYVqQxY8Zwzjnn8KMf/ajGhHbAgAEAtGzZciVFpobmLceSJEnSauyvf/0r++23HxMnTmTAgAHccMMNfP7558ybN4+pU6eycOFCXnvtNc477zz69OnDE088waefftrYYa8U77//Pu+//z59+/Zt7FBUT47QSpIkSaup119/neOOO46ysjKGDh3K3/72N1q3br1UmebNmzNw4EAGDhzIaaedxnnnneeIpYqGI7SSJEnSaupXv/oVCxcupH///tx2223LJLOVtWrVivPOO4+NN954mWNlZWXceuutDBkyhB49etCqVSv69OnDwQcfzMsvv1xle2effTYRwfDhwwG4+eab2XrrrenQoQMdO3Zkp5124oknnqgxpoULF3LVVVfxne98h65du1JSUkL//v058sgjee+995YqO378eCKCc845p6K/8omfqpoAanmTQs2ZM4c//OEPfPvb36Zr1660bt2addZZh3333Zfbb7+dRYsW1Ri7VjxHaCVJkqTV0CeffMIjjzwCwIknnkj79u3r3dasWbMYNmwYTz75JJBLBDt06MDEiRO56667uOeee7j88ss5/vjjq23j6KOP5q9//SvNmzenXbt2zJw5kzFjxvDss89y1113ccABByxTZ+LEieyxxx68+eabADRr1ox27drx8ccfc+ONN3LHHXdw++23M2zYMCA32tyzZ09mz57NnDlzaN26NZ06dVqqzebNm9fqnN9991322muvimS3RYsWtG/fno8++oiPPvqIBx54gO22247S0tJatacVwxFaSZIkaTX0zDPPVHzea6+9Cmrrhz/8IU8++SSbbbYZDz30EHPmzGHGjBlMmzaNCy64gBYtWnDiiSfywgsvVFl/9OjR3H777Vx99dXMnDmTGTNm8OGHH7LDDjtQVlbGz372M77++uul6ixatIihQ4fy5ptvssMOO/Dss88yb948Zs6cyaRJk/j5z3/O/PnzOfzwwxk3bhwAa621FpMmTeLUU08F4OCDD2bSpElLLWuttdZyz3fq1KnsvvvujB8/nrXXXptRo0YxZ84cpk2bxsyZM3nuuec44ogjaNHC8cHG5k9AkiRJWg2V347bunVrvvGNb9S7nSeffJJRo0ZRWlrK008/TdeuXSuOde7cmTPOOIPmzZtz+umnc+GFF/Lggw8u08b06dO57bbbOOywwyr2rb322vztb3+jtLSUiRMn8uKLL7LDDjtUHL/55pt59dVX2WqrrXj88ccpKSmpONazZ0/+8Ic/MHfuXK6++mouvfRSrrrqqnqfY2UXXXQRn3zyCd27d+e5555batKoDh06sP3227P99ts3WH+qP0doJUmSpNXQ1KlTgVzSGRFVlvnd735Hr169lllOPPHEijI333wzAMOHD18qmc136KGHAvD000+zePHiZY7369evoky+3r17861vfQuAt99+e6lj5f3+9Kc/XSqZrarf5T2HW1e33norAKeeeqozIK/iHKGVJEmSmqhZs2YxefLkZfbPmDGj4vOLL74IwKWXXsrVV19dY3tz587lq6++Yo011lhq/6BBg6pNqssTxmnTplXs+/rrr3nllVcAOOWUUzj99NOrrFuePH/yySc1xlUX48ePZ9KkSQDsueeeDdauVgwTWkmSJGk1VD6aOn36dFJKVSaUF110ERdddFHF9g9+8ANuv/32pcpMnDgRyCW5+YludebOnbvMvg4dOlRbvnzm5fwZg8vfj1v+eXnmzZu33DK1lZ/g9+vXr8Ha1YrhLceSJEnSamjDDTcEYP78+fz3v/+tdztlZWVAbmKnlNJyl4aY9be8T4A333yzVv02lIZsSyueCa0kSZK0Gtpxxx0rPj/00EP1bqdnz55A7jU2K0u3bt0qXq+zMvsF6NWrV8XnCRMmrNS+VXcmtJIkSdJqaK211mKPPfYA4PLLL2f27Nn1amfbbbcF4N57722w2JanZcuWDBo0CID77ruvzvWbNculOfUZbS0tLa1Iah9++OE619fKZUIrSZIkrabOP/98WrVqxYQJE/jBD37A/Pnz69zG8OHDARg7diy33HJLjWXzJ3YqVHm/9957L08//XSd+u3YsSOQe364Pg4//HAALrnkEj777LN6taGVw4RWkiRJWk0NHDiQP//5zzRr1ozRo0ezxRZbcMMNN1RM9AS5Ucxx48Zx8cUX89hjjy3Txu67786wYcMAOPLII/ntb3+7VP1p06YxevRohg4dyimnnNJgsR911FFss802lJWVsffee3P55ZcvNUHUF198wR133MHgwYO5/PLLl6q78cYbA/D888/X6/nh008/nb59+/Lll1/yne98h/vvv79ikqrZs2czZswYvv/97/Ppp58WcIZqCM5yLEmSJK3GjjrqKNZYYw1GjBjBBx98wFFHHQXkZhdu3749s2bNYsGCBRXl99hjD84444yl2rjlllsoKytj1KhRnHvuuZx77rl06tSJlBIzZ86sKFc+qtoQWrZsyejRoxk2bBgvvPACJ510EieffDKdO3dm0aJFS91CvdNOOy1Vd/Dgway77rqMGzeOAQMG0L17d9q2bQvkktw111yzxr67devGI488wp577slHH33E0KFDadmyJe3atVtq1Dd/hmg1DhNaSZIkaTW3zz778OGHH3LbbbfxyCOP8PrrrzNlyhRmzpxJ165dGTBgANtttx2HHXYYG2200TL127Vrx9///nceeughbrjhBl5++WWmTJlCs2bNWG+99fjWt77FsGHDGvy9rWussQbPPPMMd955J7fffjuvvfYaU6dOpVWrVmywwQZst912HHDAAXz3u99dql7Lli156qmn+PWvf83TTz/NpEmTmDJlCpB7x21tbLrpprzzzjtceeWVjBo1iv/85z/Mnz+fddZZh80224yDDz54uYmxVrxwWupV36BBg9LYsWMbOwxJkqRG8d5771W8gkbS6qGuv9cR8VpKaVDl/T5DK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJK9Hw4cOJCM4+++w6173pppuICAYPHtzgcdXV4MGDiQhuuummRouhRaP1LEmSJGmlmT9/PrfeeiuPPvoor7/+OlOmTGHRokV06dKFjTbaiO22247vfe97bLbZZo0dqlRrJrSSJEkqeuv/4e+NHUJB/nPq/iu0/QceeIBjjz2WiRMnVuxr3bo17dq1Y8qUKTz99NM8/fTTnH/++QwZMoSRI0fSvXv3FRqT6qdTp04MGDCAfv36NXYoqwRvOZYkSZJWY3/961/Zb7/9mDhxIgMGDOCGG27g888/Z968eUydOpWFCxfy2muvcd5559GnTx+eeOIJPv3008YOW9XYf//9ef/997nlllsaO5RVgiO0kiRJ0mrq9ddf57jjjqOsrIyhQ4fyt7/9jdatWy9Vpnnz5gwcOJCBAwdy2mmncd5559GyZctGiliqG0doJUmSpNXUr371KxYuXEj//v257bbblklmK2vVqhXnnXceG2+88TLHysrKuPXWWxkyZAg9evSgVatW9OnTh4MPPpiXX365xnbHjRvHscceyzrrrEPr1q3p0qULO+ywA9dffz2LFy+use7NN9/M1ltvTbt27ejatSs77bQTDz74IAClpaVEBGPGjFmqztlnn01EMHz4cMrKyrjqqqv41re+RefOnYkI/vWvfwGwcOFCHnroIY455hg233xzunfvTuvWrenfvz+HHXYYr732WrVx5ff98ccfc/TRR7PWWmvRunVr1l57bU499VRmzJhR47kBLF68mMsuu4zNN9+ctm3b0rVrV/bee2/Gjh1bZfnaTAr13nvv8eMf/5j111+fdu3a0blzZzbddFNOOOGEZc6pkGuwKnCEVpIkSVoNffLJJzzyyCMAnHjiibRv377ebc2aNYthw4bx5JNPAhARdOjQgYkTJ3LXXXdxzz33cPnll3P88ccvU/fBBx/ke9/7HvPnzwdyz4DOmTOH5557jueee44777yTUaNG0a5du2XqHnPMMVx//fUANGvWjFatWvHMM88wZswYLrvssuXGnVJi2LBhjB49mubNm9OhQ4eljj/++OPss88+Fdtt27YlIvj4448ZOXIkd911FzfccAOHH354tX3873//46CDDmLKlCm0b9+eiGD8+PFccskljB49mmeffZbevXtXWffrr79m77335tFHH6Vly5aUlJQwbdo0HnroIZ566in+8Y9/sO222y73PPNdeeWVnHzyyRV/KGjXrh0LFy7k7bff5u233+att95a6g8ADXENGpMjtJIkSdJq6Jlnnqn4vNdeexXU1g9/+EOefPJJNttsMx566CHmzJnDjBkzmDZtGhdccAEtWrTgxBNP5IUXXliq3rhx4/j+97/P/Pnz2XHHHXn//feZPn06s2bN4tprr6WkpIQnn3ySE088cZk+b7zxxopk9owzzmDq1KlMmzaNSZMmcdRRR/GLX/yCKVOm1Bj3fffdx6OPPsqf//xnZs6cybRp05g8eTLrrLMOAO3bt+eII47gqaee4ssvv2TOnDnMmzePCRMmcNJJJ/H1118zYsQIPv7442r7OPXUU+nUqRPPPfccs2bNYs6cOYwaNYru3bvzv//9jx/96EfV1v3Tn/7EK6+8wp133sns2bOZNWsWb775Jptssgnz58+v8rrU5O677+aEE05g8eLFHHjggbz77rvMnj2bOXPm8Pnnn3Pbbbex5ZZbLlWnIa5BYzKhlSRJklZD7733HpCbzfgb3/hGvdt58sknGTVqFKWlpTz99NPsueeetGnTBoDOnTtzxhlncN5551FWVsaFF164VN0LLriAOXPmsO666/Lwww8zYMAAAEpKShgxYgRXXHEFADfccAP/+9//KuqllDj33HOB3CjtBRdcQKdOnQBYY401uP766xkyZAhz586tMfbZs2dzxRVX8JOf/IS2bdtW1O/YsSOQe4/qDTfcwM4770y3bt0q6vXr149LL72UI488kvnz53PjjTdW28eCBQt45JFH2H777YHcSPLQoUO56667AHjiiSd4/vnnq6w7ffp0Ro8ezUEHHUSrVq0A2GyzzSre6/rqq68yYcKEGs+x3KJFizjllFMAOOSQQ7j77rvZcMMNgdyIeu/evTnssMO45JJLlqrXENegMZnQSpIkSauhqVOnAlQ8N1qV3/3ud/Tq1WuZJX9k8OabbwZg+PDhdO3atcp2Dj30UACefvrpiltdU0rce++9AJx88skVCWW+o48+mr59+5JS4p577qnY//rrrzN+/HgATjvttCr7PP3006s993LdunXjyCOPXG656pTfilt55DnfQQcdxHrrrbfM/p122olvf/vbAEudW77vfOc7FYlwvi233JI111wTgHfeeadWsT711FN8+umnNG/enIsvvrhWdWqjNtegMfkMrSRJktREzZo1i8mTJy+zP38yoxdffBGASy+9lKuvvrrG9ubOnctXX33FGmuswYcffljRzk477VRl+WbNmjF48GBuv/12Xn/99Yr9b7zxBgC9evWqMlkE2GabbWjZsiWLFi2qNp5BgwbRokXNKc/UqVP505/+xCOPPMIHH3zAjBkzlpmo6vPPP6+2fk2TM+244468+OKLS51bvq222qraun379uXTTz9l2rRpNcZf7qWXXgJg8803p2/fvrWqU67Qa9CYTGglSZKk1VD5aOr06dNJKVU5SnvRRRdx0UUXVWz/4Ac/4Pbbb1+qzMSJE4FcklubWXvLbwPOf761pgSrfCQyv/yXX34JUO1kSpCbkblbt25MmjSp2jI9evSoMdZ3332XnXfeeamkvkOHDrRp04aIYOHChUybNo05c+ZU20ZN51Z+rLpnfStPUpWvfEbqmhL2fOXn0K9fv1qVL9cQ16AxNflbjiOiV0RcHhHjImJ+REyOiAciYpd6tjc8ItJyltkNfR6SJElSvvLnJ+fPn89///vferdTVlYGwOjRo0kpLXcpLS1dpo0FCxbUqc+UUr3jzde8efMajx9xxBFMnjyZgQMH8uijjzJr1ixmzpzJ5MmTmTRpEnfffXdB8TTUeazIvlb0NVjRmnRCGxGbAW8DJwDrAAuA7sDewBMR8csCml8ETK5hkSRJklaYHXfcseLzQw89VO92evbsCeRG8uoif3S0pomNPv3002XKl38uHx2uysKFC/nqq6/qFFO+jz/+mFdeeYXmzZtz//33s9tuuy3zaqOqbseurKZbccvjX95IcUPo1asXUPO1rqyhrkFjarIJbUS0Ae4HugFvAJuklDoBXYBLgAAujIhd69nFiymlXtUs6zbISUiSJEnVWGuttdhjjz0AuPzyy5k9u343CZa/B7V8gqfaWmeddejcuTOQmyyqKmVlZRXvRB04cGDF/m9+85sATJo0iXHjxlVZ9+WXX6717bhVyU+kq7ttuPy9uzXJfz1Sdcfyz21F2WabbQB46623+Oyzz2pVp6GuQWNqsgktcCzQH5gN7JNSegcgpTQzpXQqMCord2HV1SVJkqRV2/nnn0+rVq2YMGECP/jBD5g/f36d2xg+fDgAY8eO5ZZbbqmxbP4ERhHBsGHDgFxCXdUrdq6//no+++wzIoIDDzywYv/AgQPp378/AH/4wx+q7Ov3v/99nc6jsvLXAE2ePJkvvvhimeP//ve/GTly5HLbufPOO/nwww+X2f/ss89WzAz8ve99r6BYa2OXXXahb9++LF68mF/84he1qtNQ16AxNeWE9rBsPTKlVNWfMMrnuh4YERuspJgkSZKkBjNw4ED+/Oc/06xZM0aPHs0WW2zBDTfcsNStvCklxo0bx8UXX8xjjz22TBu77757RWJ65JFH8tvf/nap+tOmTWP06NEMHTq04j2o5c4880zatWvH559/zl577cUHH3wA5J6p/ctf/sIJJ5wAwFFHHbXUbMYRwa9//WsArrnmGn79618zc+ZMIDfB0ogRI3jssceqfBVQbW244YasueaapJQ4+OCDK96Du2jRIu677z6GDBmyzO23VWnVqhV77LFHxWzQZWVlPPDAAxUJ+pAhQ9huu+3qHWdttWzZsuIds3fccQcHHXQQ77//fsXxiRMnLnXNoeGuQWNqkgltRHQAtsw2l/2tzXkJKJ/GbecVHpQkSZK0Ahx11FGMGjWKXr168cEHH3DUUUfRp08f2rRpQ48ePWjTpg3rrbcep512Gl9++SV77LEHZ5xxxlJt3HLLLey3334sXryYc889lz59+tC5c2c6depE165d2W+//bj//vuX6XvdddfljjvuoHXr1owZM4YNNtiALl260KFDB0aMGMGCBQvYZZdduOyyy5ape+SRR3LEEUcAuZHmrl270rVrV3r27Mn111/PH//4R7p37w5ASUlJna9Ls2bNuOKKK2jWrBljxozhG9/4Bh07dqR9+/YccMABlJSUVBlXZX/4wx+YNm0a2223HR06dKB9+/bsu+++TJkyhfXWW6/iPb4rw8EHH8wll1xCs2bNuPvuu9lwww3p0KEDbdu2pU+fPowYMYK33nqronxDXYPG1CQTWmBDcs/IAlT5puKUUhnwQba5UT362Dgi3omIeRExKyLejohLI2LterQlSZIk1ds+++zDhx9+yHXXXcf+++9P//79adasGTNnzqRLly7suOOOnHnmmbzzzjs8/PDDDBgwYKn67dq14+9//zsPPvggw4YNo2/fvsybN4+FCxey3nrrceihh3LPPffw5z//ucq+//3vf3PMMcdQWlrK3Llzadu2Ldtvvz3XXXcdjz32GO3atVumXkRwww03cMMNN7DVVltRUlJCSonBgwfz0EMPcfzxx1eM2pY/q1tX+++/P//4xz8YMmQIHTp0YNGiRfTv359TTz2VN954o+KVQjVZb731GDt2LEceeSSdOnVi8eLFlJaW8vOf/5yxY8fW+OqhFeGUU07hjTfe4IgjjqC0tJRFixbRunVrNttsM0488UQuvfTSpco3xDVoTLGqTr+8IkXEUJY8I9sxpTSrmnJ/B/YD7kspHVDLtocDN2abCZgGdGTJO3/nAUenlGp9M/qgQYPS2LFja1tckiRptfLee+9VvIJGKjdu3DjWW289WrVqxaxZs2jVqtVK7b+0tJQJEybw9NNPM3jw4JXa9+qgrr/XEfFaSmlQ5f1NdYQ2/09A82ooV/7kel1uHP8c+C2wCdA6pdQtq78X8C7QBrglInaoQ5uSJEmS8pRPCrXDDjus9GRWq46mmtDG8ovUT0rp8ZTSuSmld1JKC7N9C1JKDwPfBv4HNAcuqjHAiBERMTYixk6ZMmVFhStJkiStso444gjuueeepd43+9FHH3Hcccdx3XXXAfDzn/+8scLTKqDF8ouslvJfwtUGqPKWY6B82rT6vbSrkpTSjIi4ALgB2CYieqSUqsxWU0rXAddB7pbjhuhfkiRJKiZPPPEEN910E5B7jrdZs2bMmrXkn+5nnXUWu+++eyNFp1VBU01oP8/73Iclkz9V1idbT6zmeH28nK0DKAUcfpUkSZKqcPHFFzN69GjeeOMNJk+ezNy5c+nTpw/bbrstxx13HDvv7MtImrqmmtC+T27CpgA2poqENiKaAeXTu73bgH3n3+7syKskSZJUjUMOOYRDDjmkscOo0vjx4xs7BNFEn6HNZjUunzZ4SDXFtgY6ZZ+fasDuv5X3eUIDtitJkiRJTUqTTGgz5a/NOSwiqno51KnZ+rWUUnW3JC8lImqcbCoiOgK/zDZfqe75WUmSJEnS8jXlhPZaciOkHYAHI2IjgIjoEBG/B4Zl5c7MrxQRpRGRsmV4pTb7R8RLEXFURPTLq9MqInYHXgDWB8qAM1bIWUmSJElSE9FUn6ElpTQvIoaSu514IPBORMwk987YZuSebz0zpfR4HZveOluIiPnAHKAj0DI7Phf4cUrpH4WfhSRJkiQ1XU02oQVIKb0ZEZuQGy3dG+gLfAW8AlyaUqrrs7OTgROA7YHNgR7knsOdA/yXXPJ8dUrJZ2clSZIkqUBNOqEFSClNAk7MltqUH8/SMxXnH5sHXJktkiRJkqQVqCk/QytJkiRJKmImtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSALjpppuICAYPHtzYoTSIMWPGEBGUlpautD6HDx9ORHD22WevtD6bMhNaSZIkaTVVnlytLglqY5o+fTpnn322ieoqpsm/h1aSJEnF73s3Pt3YIRTk7iN2auwQAOjUqRMDBgygX79+jR1Kg2jbti0DBgygb9++Bbc1ffp0zjnnHIAak9revXszYMAAunfvXnCfWj4TWkmSJEkA7L///uy///6NHUaD+da3vsX777+/Uvu88MILufDCC1dqn02ZtxxLkiRJkoqSCa0kSZIkoOZJoUpLS4kIxowZw9SpUznllFNYe+21KSkpoW/fvhxzzDFMnDixxvZvvvlmtt56a9q1a0fXrl3ZaaedePDBB5dpP19tJlkaPHgwEcFNN9201P6aJoUqKyvjpptuYqeddqJbt260bNmSHj16sPHGG3PkkUfy6KOPLtX+2muvXbEdEUst+bHVJt7HHnuMAw88kDXXXJOSkhJ69erFNttsw/nnn88nn3xSbT0ty1uOJUmSJNXap59+yvDhw5kwYQJt27YlIvj888+5/vrrefLJJ3n99dfp0qXLMvWOOeYYrr/+egCaNWtGq1ateOaZZxgzZgyXXXbZSj4LOPzwwxk5cmTFdqdOnZg5cyZffvkl7777Lu+++y677747AF27dqV79+58+eWXAPTs2XOpttq3b1+rPhcuXMhRRx3FbbfdtlS/X331FZMnT+bll1/m66+/duKpOnCEVpIkSVKt/exnP6NLly68+OKLzJkzh9mzZzN69Gg6d+7M+PHjq3x+9MYbb6xIZs844wymTp3KtGnTmDRpEkcddRS/+MUvmDJlyko7h2effZaRI0fSrFkzLr30UmbOnMn06dOZP38+n3/+OTfddBPbb799Rfn77ruPV199tWJ70qRJSy2nnnpqrfo9+eSTue2222jevDm//e1vmTRpEtOnT2fevHn85z//4eKLL6ZPnz4Nfr6rM0doJUmSJNVaSUkJTz75JN26dQOgRYsW7LvvvvzqV7/i1FNP5Z577uH3v/99RfmUEueeey6QG6W94IILKo6tscYaXH/99UycOJGHH354pZ3DSy+9BMCuu+7KSSedVLE/Iujduzc/+tGPGrzPd955h6uvvhqAP//5z4wYMaLiWIsWLfjGN75R68RYSzhCK0mSJKnWRowYUZHM5ttvv/0A+Oijj5gzZ07F/tdff53x48cDcNppp1XZ5umnn97gcdakY8eOAHzxxReUlZWtlD5vvfVWUkpssMEGSyWzKowJrSRJkqRa22qrrarcn/+u1+nTp1d8fuONNwDo1asX6623XpV1t9lmG1q2bNlwQS7Hd7/7XVq1asXrr7/O4MGDue222/j8889XaJ/lo8J77rnnCu2nqTGhlSRJklRrHTp0qHJ/69atKz4vWrSo4nP5REq9e/euts1WrVpVOeq7oqy33npcffXVtGnThueee47DDz+cvn37svbaa/OTn/ykIglvSJMnTwagX79+Dd52U2ZCK0mSJGmFSSk1dghVOvLII/noo4+47LLLGDp0KN26dWP8+PFcc801bLnllks969sQVtXrUOxMaCVJkiStMD169ACo8R21Cxcu5KuvvqryWIsWuXls58+fX239GTNm1Cu2nj17cuKJJzJq1CimTJnCK6+8wv77709KiV//+te89dZb9Wq3Kr169QJgwoQJDdamTGglSZIkrUDf/OY3gdyrbsaNG1dlmZdffnmp25Tzde7cGci9/7Yqc+bM4b333is4zohgq6224u6772bNNdekrKyM559/vuJ4s2ZLUqf6jLZus802ADzyyCMFx6olTGglSZIkrTADBw6kf//+APzhD3+oskz+a34q23TTTQF4/PHHqxylvfTSS1mwYEGdYlq4cGG1x5o3b14xQVV+u+UzI8PSk17V1uGHH05E8P7773PttdfWub6qZkIrSZIkreYWLVrEl19+WeNS3QhpoSKCX//61wBcc801/PrXv2bmzJkATJkyhREjRvDYY4/Rtm3bKuvvs88+tGnThilTpvDDH/6QL774AsjdZvy73/2Os88+m06dOtUppjPPPJMDDzyQUaNGMXXq1Ir9kydP5oQTTuCjjz4iIhgyZEjFsc6dO9OnTx8Abrzxxjr1B7Dxxhtz7LHHAvDTn/6Us88+u+JcFi9ezH//+1/OPvtsrrnmmjq33ZSZ0EqSJEmruRdffJEePXrUuLzwwgsrrP8jjzySI444AoDzzz+frl270rVrV3r27Mn111/PH//4R7p37w5ASUnJUnW7du3KRRddBMDdd99Nz5496dKlC127duVXv/oVv/nNb9hiiy3qFM/XX3/Nvffey/7770+3bt3o1KkTHTt2pFevXlx55ZUVcW6yySZL1Tv66KMB+PnPf0779u0pLS2ltLSUyy67rFb9XnbZZRx00EEsXryYc845p+JcWrduzfrrr88555zDpEmT6nQuTZ0JrSRJkqQVKiK44YYbuOGGG9hqq60oKSkhpcTgwYN56KGHOP744ytGbcufmc13wgkncOedd7LNNtvQtm1bysrK2G677fj73//Ob37zmzrHc/LJJ3PFFVcwdOhQ1l9/fVJKLFiwgLXWWouDDz6YZ599ljPPPHOZer/5zW/4v//7PzbbbDNSSkyYMIEJEybU+hbkkpIS7rzzTkaPHs0+++xDz549mTNnDt27d2ebbbbhd7/7Hcccc0ydz6cpC6ePXvUNGjQojR07trHDkCRJahTvvfceG264YWOHoRVo3LhxrLfeerRq1YpZs2bRqlWrxg5JK1hdf68j4rWU0qDK+x2hlSRJktSoyieF2mGHHUxmVScmtJIkSZJWuCOOOIJ77rlnqffNfvTRRxx33HFcd911QO7ZVKkuWjR2AJIkSZJWf0888QQ33XQTAO3ataNZs2bMmjWr4vhZZ53F7rvv3kjRqViZ0EqSJEla4S6++GJGjx7NG2+8weTJk5k7dy59+vRh22235bjjjmPnnXdu7BBVhExoJUmSJK1whxxyCIccckhjh6HVjM/QSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkqQGc/bZZxMRDB8+fJljpaWlRARjxoxp0D4jgohg/PjxDdquVn0mtJIkSdJqavjw4RXJXv7SoUMHNt54Y4477jjee++9xg5TqrcWjR2AJEmSVKgL7v9XY4dQkDP33WKFtt+yZUu6du0KQEqJL7/8knfffZd3332Xv/71r9x2221873vfW6ExAKy77rq0bt2atm3bNmi7AwYMAHLnqabFhFaSJElazX37299e6jbfRYsW8dRTT/GTn/yE8ePHc8QRRzB48GB69OixQuN46qmnVki777///gppV6s+bzmWmqDBgwczePDgxg5DkiQ1kpYtW7L77rtz++23AzBnzhzuvffeRo5KqjsTWkmSJKmJ2nbbbWnfvj0A77777jLHFy5cyFVXXcV3vvMdunbtSklJCf379+fII4+s17O3y5sU6t133+Xggw9mjTXWoE2bNmywwQb89re/Zf78+TVONrW8SaHGjRvHscceyzrrrEPr1q3p0qULO+ywA9dffz2LFy+uV6zL63f06NHsueee9OzZs+KW7wEDBnDIIYdw5513Vtum6sZbjiVJkqQmLKUEsExiN3HiRPbYYw/efPNNAJo1a0a7du34+OOPufHGG7njjju4/fbbGTZsWIPE8eSTT7LPPvswf/58ADp27MhHH33Eueeey+OPP17vu8sefPBBvve971W026lTJ+bMmcNzzz3Hc889x5133smoUaNo165dg5wHwFlnncUFF1xQsd2hQwfmzZvHf/7zH/7zn//w9NNPc/DBBzdYf02ZI7SSJElSE/Xiiy8yZ84cANZZZ52K/YsWLWLo0KG8+eab7LDDDjz77LPMmzePmTNnMmnSJH7+858zf/58Dj/8cMaNG1dwHF9++SXf//73mT9/Pt/61rf497//zYwZM5g9eza33347b7/9Ntdcc02d2x03blxFuzvuuCPvv/8+06dPZ9asWVx77bWUlJTw5JNPcuKJJxZ8DuXGjx/PRRddBMAZZ5zBlClTmDlzJvPmzWPy5Mncc8897LXXXg3WX1NnQitJkiQ1MYsWLeKxxx7jBz/4AZB7pjZ/xPDmm2/m1VdfZauttuLxxx/nO9/5Dq1atQKgZ8+e/OEPf+AnP/kJc+fO5dJLLy04niuvvJKvvvqKNdZYg8cee4xNNtmkIq5DDz2Uv/71r0yfPr3O7V5wwQXMmTOHddddl4cffrhiNuSSkhJGjBjBFVdcAcANN9zA//73v4LPA+CVV16hrKyMDTbYgAsuuIDu3btXHFtjjTU44IAD+Otf/9ogfcmEVpIkSVrtvfjii/Tq1YtevXrRs2dPWrduze6778748eNp1qwZ11xzDWuuuWZF+ZtvvhmAn/70p5SUlFTZ5qGHHgrAE088UXB89913HwAjRoygc+fOyxw/6KCDlhpBro2UUsVEVyeffHKVrwo6+uij6du3Lykl7rnnnroHXoWOHTsCMGPGDObOndsgbap6JrSSJEnSam7RokVMnjyZyZMn88UXX1BWVgZA165deemllzjyyCMryn799de88sorAJxyyikViXDlZf/99wfgk08+KSi2BQsWVExItf3221dbrqZjVfnwww+ZMWMGADvttFOVZZo1a1bxbO7rr79ep/ars/XWW9O1a1cmTpzItttuy3XXXcdHH33UIG1rWSa0kiRJ0mpuxx13JKVESon58+fzr3/9iwMPPJCpU6dy9NFHM23atIqyU6dOZeHChRWfyxPhysuXX34JwLx58wqKbdq0aRUJdu/evast16dPnzq1O2XKlIrPffv2rbZc+ch0fvlCdOnShVtvvZXOnTvz1ltvVcyu3Lt3b370ox/xzDPPNEg/ymnyCW1E9IqIyyNiXETMj4jJEfFAROzSgH20j4hPIiJly/CGaluSJEmqi5KSEjbffHPuuusudtttt4qkq1x5cgnw5ptvViTCNS2FKLR+bSxYsGCF95Fvzz33ZPz48Vx33XUcdNBB9OnTh0mTJnHLLbcwePBgRowYsVLjWZ016YQ2IjYD3gZOANYBFgDdgb2BJyLilw3U1fnAmsstJUmSJK0kEcEVV1xB8+bNufvuuytGDrt160bz5s2Bqt9N29C6du1Ks2a5tGTixInVlqvpWFV69OhR8XnChAnVlvv000+XKQ/QokXuDaflr/uprPx25up06tSJY445hjvvvJPPPvuMd955h2OOOQaAv/zlLzz00EPLPwktV5NNaCOiDXA/0A14A9gkpdQJ6AJcAgRwYUTsWmA/A4HjgZcLi1iSJElqWOuvv37F7MZnnXUWkJtZeNCgQcCSyZpWpJKSEjbaaCMAnn/++WrL1XSsKuuss07FBFNPP/10lWXKysoYM2YMAAMHDlzqWHnd8oS3sldffbVO8Wy00UZcd911bLPNNgDeetxAmmxCCxwL9AdmA/uklN4BSCnNTCmdCozKyl1Y3w4iohlwbbb5k/qHKkmSJK0Yv/jFLwB44YUXKpK74cOHA3DvvfdWmwyWy3/+tr7KJ5j6y1/+UuXI57333lvn991GBMOGDQPg8ssvr3LG4euvv57PPvuMiODAAw9c6timm24KwOjRo5epl1Li//7v/6rst/z54+q0adMGWPm3Qa+umnJCe1i2HplS+qyK4xdn64ERsUE9+/gZMAi4OqX0Rj3bkCRJklaYLbbYgu9+97sAnH/++QAcddRRbLPNNpSVlbH33ntz+eWXM3Xq1Io6X3zxBXfccQeDBw/m8ssvLziGn/3sZ3Tt2pXJkyezxx578M477wC5GZf/9re/ccQRR1T5Op/lOfPMM2nXrh2ff/45e+21Fx988AGQSyb/8pe/cMIJJ1Sc73rrrbdU3YMOOgiAhx56iP/7v/9jzpw5AIwfP55DDjmEsWPHVtnn1VdfzW677cbIkSOXuk16+vTpXHDBBRV/NNhtt93qfD5aVpNMaCOiA7BltvlYNcVeAsr/PLRzPfroC5wHTAZ+Vdf6kiRJ0spy2mmnAfDUU0/xz3/+k5YtWzJ69Gi222475s6dy0knnUT37t3p2rUrHTp0oGfPnhx66KE888wzRETB/ffo0YORI0dSUlLCP//5TzbZZBM6d+5M+/btOeSQQ9hss8348Y9/DFDte3Grsu6663LHHXfQunVrxowZwwYbbECXLl3o0KEDI0aMYMGCBeyyyy5cdtlly9TdY489GDZsGCklfvnLX9KxY0e6dOnC2muvzejRo7nzzjur7DOlxOOPP85hhx1Gnz59aN++PV26dKFLly6cddZZpJQYMWIEe+65Z72ulZbWJBNaYENyz8gCvFNVgZRSGfBBtrlRPfq4EugAnJpSqvmJcUmSJKkRDRkyhG9+85vAklHaNdZYg2eeeYbbb7+dPffckzXWWIPZs2eTUmKDDTbgqKOO4uGHH+bMM89skBh22203xo4dy4EHHki3bt1YsGABa6+9Nueccw5PPfVUxeuB6jpSu88++/Dvf/+bY445htLSUubOnUvbtm3Zfvvtue6663jsscdo165dlXXvuOMOfve73zFgwABatGhBy5YtOeCAA3j55ZfZddeqp9o59NBD+ctf/sLBBx/MhhtuSMuWLZk9eza9e/dm3333ZfTo0Vx77bVV1lXdxcqYJntVExFDWfKMbMeU0qxqyv0d2A+4L6V0QB3a34fchFNjUko75e0vv9hHpJRuqm17gwYNStXd0iDVR/kLxMtveZEkaVX23nvvseGGGzZ2GGpk3/nOd3j++ee58cYbK57xVfGq6+91RLyWUhpUeX9THaHN/xNMTW+CLn9yvH1tG46IdsBVwCLgp3UPraKdERExNiLGNtRLniVJkqRi9M9//pPnn3+eZs2ascsuuzR2OFqFNNWEtvAb/at3LtAPuDSlVO8Xd6WUrkspDUopDar8TixJkiRpdXPddddxwQUXMG7cOBYvXgzA7NmzueWWW9h7772B3ERNa621VmOGqVVMi8YOoJHMzvvcBqjylmOgbRXlqxURWwAnAp+QS2wlSZIk1cLHH3/M7373O8466yyaN29Op06dmD59OmVlZUBuNuYrr7yykaPUqqapJrSf533uw5LJnyrrk60nVnO8ssuB5sBZQEREdbcql2THylJKy74QS5IkSWpivv/97zNv3jyeeeYZPv30U6ZOnUrHjh3ZaKONOPDAA/nxj39c8Q5XqVxTTWjfBxK5W483poqENiKaAQOyzdreOtw/W9+ynHLXZMsEoLSWbUuSJEmrrU022YRLLrmkscNQkWmSz9BmsxqXTxs8pJpiWwOdss9PrfCgJEmSJEl10iQT2szIbH1YRPSu4vip2fq1lFJ1tyQvJaVUmlKK6pa8okdk+0oLiF+SJEmSmrSmnNBeS+6W3w7AgxGxEUBEdIiI3wPDsnJLvSk6IkojImXL8JUZsCRJkiRpiab6DC0ppXkRMZTc7cQDgXciYia5d842I/eM7ZkppccbMUxJkiRJUjWa8ggtKaU3gU2AK4APgRLgK+AhYEhK6aJGDE+SJEmZlFJjhyCpgTTk73OTHaEtl1KaRO7dsSfWsvx4crMj16evetWTJElqypo3b86iRYto1apVY4ciqQEsXLiQFi0aJhVt0iO0kiRJWvV16NCBmTNnNnYYkhpASomvvvqKTp06Lb9wLTT5EVpJkiSt2rp27crHH38MQMeOHWnZsiUR3vgmFYuUEmVlZcydO5fp06fz9ddfs8YaazRI2ya0kiRJWqWVlJTQr18/pk6dyvjx41m8eHFjhySpjpo1a0abNm1o164dXbp0oVmzhrlZuEES2ojoCnwbWIfca3CaL69OSunchuhbkiRJq7+SkhJ69+5N7969GzsUSauQghLaiOgG/BE4GGhZx+omtJIkSZKkeqt3QhsRHYFngQ2o56y/kiRJkiTVVyE3Lp8GbEgumX0K2APoATRPKTVb3tIAsUuSJEmSmrBCbjneH0jAY8BeybddS5IkSZJWokJGSkuz9ZUms5IkSZKkla2QhHZetv68IQKRJEmSJKkuCklo38/WazZEIJIkSZIk1UUhCe2N5CaEOqiBYpEkSZIkqdYKSWhvAJ4EDouIwxsoHkmSJEmSaqWQWY7XAk4E/gLcFBFDgduB94C5y6ucUvq4gL4lSZIkSU1cIQnteHKv7YHcrcf7Z0ttpAL7liRJkiQ1cYUmlVHNZ0mSJEmSVqhCEtojGiwKSZIkSZLqqN4JbUrp5oYMRJIkSZKkuihklmNJkiRJkhqNCa0kSZIkqSg12EzDEbEmsDOwKdA12z0V+Dfwj5TSpw3VlyRJkiRJBSe0EdEHuBzYj+pHfMsi4u/ASSmlzwvtU5IkSZKkgm45jojNgbeAYUBzcq/uqWppDhwAvBkRmxbSpyRJkiRJUEBCGxFtgQfJ3V4cwD+A7wOlQOtsKQUOBp7MynQDHoyINoUELUmSJElSISO0PwX6Agk4LqX03ZTSXSmlj1NKC7Pl45TS3SmlXYGfZGXXBI4rPHRJkiRJUlNWSEK7H7kE9daU0jXLK5xSuha4ldxI7f4F9CtJkiRJUkEJ7YBsPbIOdcrLblBAv5IkSZIkFZTQdsjWU+pQp7xs+wL6lSRJkiSpoIT2y2z9jTrUWS9bf1VAv5IkSZIkFZTQjiX3POzP6lDnZ+Seux1bQL+SJEmSJBWU0JY/D/vtiLgzIjpVVzAiOkTEbcD22a7bC+hXkiRJkiRa1LdiSunOiPgJsANwIDAkIu4FXgK+IDcS2xPYGhgGdMmqPpNSuqugqCVJkiRJTV69E9rMUOBBYDugM3BktlQW2fp5cq/7kSRJkiSpIIXcckxKaQawI/BT4F1yiWtVy7vAccDglNLMQvqUJEmSJAkKH6ElpVQGXA1cHRG9gE2BrtnhqcC/U0qTCu1HkiStfIMHDwZgzJgxjRqHJElVKTihzZclriavkiRJkqQVrqBbjiVJkiRJaiwmtJIkSZKkorTcW44j4jfln1NK51a1vz7y25IkSZIkqa5q8wzt2eTeKQtwbjX768OEVpIkSZJUb7WdFCrquF+SJEmSpBVquQltSqnK52yr2y9JkiRJ0spgUipJkiRJKkomtJIkSZKkolTvhDYi/hERT0VE/zrU6VNer779SpIkSZIEtZ8UqiqDyc1y3K4Oddrk1ZMkSZIkqd685ViSJEmSVJRWdkJbPpo7fyX3K0mSJElazazshHaPbP3pSu5XkiRJkrSaqfUztBFxQzWHzo+I6cupXgKsC2xF7vnZZ2rbryRJkiRJVanLpFDDWXYypwCG1rJ+ZOupwIV16FeSJEmSpGXUJaH9mKUT2v7Z9kRgUQ31ErlnZicCLwJXp5Q+r2OckiRJkiQtpdYJbUqpNH87Isqyj7umlN5tyKBWpojoBZwB7A30BWYArwCXpZTq/L7ciBhEbtR6K2A9oAfQGvgSGAvcmFIa1SDBS5IkSVITVsh7aJ8lN/o6p4FiWekiYjPgH0C3bNdMoDu55HaviDgzpXRRHZs9Gjg2b3s2UAb0AfYF9o2Ie4FDUko1jWxLkiRJkmpQ71mOU0qDU0o7pZQmNGRAK0tEtAHuJ5fMvgFsklLqBHQBLiH3zO+FEbFrHZv+J3AysCXQIaXUIaXUBugHXJyVOQD4ZeFnIUmSJElN18p+bc+q5FhyzwHPBvZJKb0DkFKamVI6FRiVlavTBFYppZtTSpellF5PKc3O2/9JSuk04LZs1/AC45ckSZKkJq0pJ7SHZeuRKaXPqjhePpo6MCI2aMB+X83WfRqwTUmSJElqcgpOaCOiVUQcERGjI2J8RMyOiMXLWb5uiOALiLkDuVuCAR6rpthL5CaIAti5Abv/drb+qAHblCRJkqQmp5BJoYiI9cndmjuAJe+ZLQYbsiTed6oqkFIqi4gPgG8BGxXSWUS0B9Yhd5vzwdnuqwppU/Wz+f6HN3YIq4Rxb78HeD3Kvfn3Wxs7BEmSJNVDvRPaiGgHPAKsTW4W39HAFOAYcrMfnw90BQYBW2f7/gk8UVjIDaJ33uea3olbfqx3DWWqFBFrAp9UcWg+cEFK6c91bVOSJEmStEQhI7Q/JpfMLgZ2Syn9IyI2JpfQklL6bXnBiPgmcCuwDfC3lFJjj062y/s8r4Zyc7N1+3r0sRiYnH3uArQCviY3yVRjn78kSZIkFb1CnqHdh9yo610ppX/UVDCl9AawE/AF8MeI2LKm8ivBCr89OqU0MaXUK6XUC2hD7rbsW4BzgH9lyX/1AUaMiIixETF2ypQpKzpcSZIkSSo6hSS05c+V/r2qgxGxVNKYUpoC/JHcqPDxBfTbEGbnfW5TQ7m2VZSvs5RSWUrpPymlo8hdg37AbRFR7fVPKV2XUhqUUhrUo0ePQrqXJEmSpNVSIQlt52w9IW/fgrzPVd2m+0K23rGAfhtC/nOzNb0+p/zYxAbs+8psvQXwzQZsV5IkSZKalEIS2vLnS1Pevul5n/vVULdXAf02hPdZEneVt/5mo6cDss13G7Dv/HfertuA7UqSJElSk1JIQlv+HtWKEc6U0pfA1GxzuyrqlD87u7CAfguWUpoFjM02h1RTbGugU/b5qQbsfu28zwXdyixJkiRJTVkhCW15Qjio0v6nyE269IuI6Fq+MyLWAX5JbmT0XwX021BGZuvDIqKq1/Kcmq1fSyl9UJsGI6J55WeHq/CLbP01udcYSZIkSZLqoZCE9glyieu+lfZfka3XAf4TEXdHxMPkktjy0dzrCui3oVxL7vnfDsCDEbERQER0iIjfA8OycmfmV4qI0ohI2TK8UptrAWMj4sjsPbTldZpFxBYRcTtwdLb7ypTStIY/LUmSJElqGgp5D+2DwLNA84hYN6U0DiCl9EJEnAv8BujKksSwfOTyxpTSyGVaW8lSSvMiYii5EeWBwDsRMZPcZFbNyI0kn5lSeryOTQ8E/goQEfPJ3VbcASjJK3MTcFpBJyBJkiRJTVy9E9qU0lxgcDXHzo6I58iNRm6c9fNf4JaU0r317bOhpZTejIhNgDOAvYG+wFfAK8ClKaW6Pjv7OXAwsAvwLaA30A2YD4wjd4vxjSmlF6ptQZIkSZJUK4WM0NYoSwYbcjKlFSKlNAk4MVtqU348S0abKx9bCNyVLZIkSZKkFaiQZ2glSZIkSWo0JrSSJEmSpKJkQitJkiRJKkrLfYY2Ij5cAf2mlNK6K6BdSZIkSVITUZtJoUpXQL9pBbQpSZIkSWpCapPQ3rzCo5AkSZIkqY6Wm9CmlI5YGYFIkiRJklQXTgolSZIkSSpKJrSSJEmSpKJUm2doay0i1gR6AW2BV1NK8xqyfUmSJEmSyhWc0EZEB+BU4EigT96hTYF388p9HxgGzEgpHVNov5IkSZKkpq2ghDYi1gEeAdYDIu9QVa/leQm4LVctbkopvVBI35IkSZKkpq3ez9BGRCvgQeAbwDzgYmCf6sqnlMYDT2eb1ZaTJEmSJKk2ChmhPQbYAJgL7JhSeg0gImqq8wiwC7BtAf1KklaAwYMHAzBmzJhGjUOSJKm2Cpnl+ABytxZfVZ7M1sJb2fobBfQrSZIkSVJBCe0m2frROtT5Klt3LaBfSZIkSZIKSmg7ZeuZdajTKlt/XUC/kiRJkiQVlNBOzdb96lBno2z9RQH9SpIkSZJUUEL7drbepg51Dif33O2rBfQrSZIkSVJBCe1ocu+ePS4ieiyvcEQcDwzONu8roF9JkiRJkgpKaP8CfAK0A56MiIFVFYqI9SLir8Dl5EZn3wXuKqBfSZIkSZLq/x7alNKCiNgfGENuxuNXI2JCXpHrI6InUJptBzAdODCllOrbryRJkiRJUNgILSml18k9Q/tvcglrad7hrYG1s/1B7pnbb6eUPiikT0mSJEmSoIAR2nIppXeBLSJiT2A/YBCwBtAc+BJ4AxgF/N2RWUmSJElSQ6l3QhsRHbOPC1NK81NKDwMPN0xYkiRJkiTVrJBbjqcD04AfN0wokiRJkiTVXiEJ7fxs/c+GCESSJEmSpLooJKGdmK19LlaSJEmStNIVktCOydZbNUAckiRJkiTVSSEJ7VXA18CpEdGpgeKRJEmSJKlW6p3QppTeAI4H1gSei4jtGywqSZIkSZKWo5DX9tyQffwA2AR4JiI+Ad4iN/vx4hqqp5TSUfXtW5IkSZKkeie0wHCWTAiVgAD6AWstp15k5U1oJUmSJEn1VkhC+zHOcCxJkiRJaiT1TmhTSqUNGIckSZIkSXVSyDO0HbOPC1NK8xsoHkmSJEmSaqWQ1/ZMJzf5048bJhRJkiRJkmqvkIS2fFT2nw0RiCRJkiRJdVFIQjsxWzsxlCRJkiRppSskoR2TrbdqgDgkSZIkSaqTQhLaq4CvgVMjolMDxSNJkiRJUq3UO6FNKb0BHA+sCTwXEds3WFSSJEmSJC1HIa/tuSH7+AGwCfBMRHwCvEVu9uPFNVRPKaWj6tu3JEmSJEn1TmiB4SyZECoBAfQD1lpOvcjKm9BKkiRJkuqtkIT2Y5zhWJIkSZLUSOqd0KaUShswDkmSJEmS6qSQWY4lSZIkSWo0JrSSJEmSpKJUyDO0VYqIdkDXbHNqSmlOQ/chSdKKtv4f/t7YIawSPv3kS8DrUe4/p+7f2CFIkvI0yAhtRGwaEddGxIfATGB8tsyMiA8j4pqI2LQh+pIkSZIkCRogoY2Ii4DXgaOBUnKv5clfSoFjgDci4sJC+5MkSZIkCQq85TgiLgeOJ5e4ArwPvARMyvb1BLYGNsy2T4uINimlkwrpV5IkSZKkeie0EbEt8DNy76J9HxiRUnq+mrLbAdcCGwE/i4i/pZReqm/fkiRJkiQVcsvxsdn6E2C76pJZgJTSC8B3gAnZrh8X0G+DioheEXF5RIyLiPkRMTkiHoiIXerZXr+IOClr4+OIWBARsyLizYi4KCJ6N/Q5SJIkSVJTVEhCuwO50dmLUkrTllc4K/N7crce71BAvw0mIjYD3gZOANYBFgDdgb2BJyLil3Vsby1yk2FdmrWxFjAfaANsBpwOvBMROzXQKUiSJElSk1VIQtsrW4+tQ51XK9VtNBHRBrgf6Aa8AWySUuoEdAEuIZd4XxgRu9ah2ebZ+iHge0DXrM22wJ7AR1n7oyKi0a+BJEmSJBWzQhLahdm6pA51yssurLHUynEs0B+YDeyTUnoHIKU0M6V0KjAqK1eXmZmnAd9MKe2dUrqnfOQ6pbQwpfQIuaR2PtCRJbdsS5IkSZLqoZCE9uNsvXsd6uyWrSfUWGrlOCxbj0wpfVbF8Yuz9cCI2KA2DaaUZqSU3qzhePks0ABb1jpSSZIkSdIyCkloHyd3W+7JEbHV8gpHxDeBk8k9d/tYAf0WLCI6sCShrC6Wl4AZ2eedG7D7r7J18xpLSZIkSZJqVEhCexlLJjx6OiJ+ExF9KxeKiD4R8SvgGaBdVufyAvptCOXvxQV4p6oCKaUy4INsc6OG6DQiWgDbZZtvN0SbkiRJktRU1fs9tCmlTyPiaOBWckntb4HfRsTnwBfkRmJ7An2yKpHtO6qaW3xXpvxX53xeQ7nyYw31qp2fkpsQqwy4pYHalCRJkqQmqd4JLUBKaWRETAWuA9bMdvfNlso+BY5JKTXq7caZdnmf59VQbm62bl9oh9krgi7INq8qn4SqhvIjgBEA/fr1K7R7SZIkSVrtFJTQAqSUHo2IdYD9gCHAJkDX7PBUcrfWPgGMSil9XWh/DSSWX6QBO4voTW7W5LbAa+TeR1ujlNJ15P5QwKBBg9KKjE+SJEmSilHBCS1Alqjeky3FYHbe5zbArGrKta2ifJ1ERFdyE2itDfwX2CulNL++7UmSJEmScuo0KVREdMyWNnWs16a8bt3CW2Hyn5vtU22pJccm1qeTiOhEbhblTci95ui7KaXJ9WlLkiRJkrS0Wie0EXEyMC1b9qhjP3sA04FpEfGTOtZdEd4nN0EVwMZVFYiIZsCAbPPdunYQEe2Ah4FBwCRyyezHNdeSJEmSJNVWrRLaiGgNnJVtXptSuq8unWTlryb37OrZEdGqTlE2sJTSLGBstjmkmmJbA52yz0/Vpf1sBPsB4Nvk3jv73ZTSf+sRqiRJkiSpGrUdod2P3ERPc8m9nqc+fkvuWdTuwNB6ttGQRmbrw7JJmyo7NVu/llL6oIrjVcqS9fuAnciNSu+6vBmNJUmSJEl1V9uEds9sfX9KaUp9OkopfQncT26Udq/6tNHArgUmAB2AByNiI4CI6BARvweGZeXOzK8UEaURkbJleKVjzcklyruTm2hqj5TS6yv2NCRJkiSpaartLMeDyD1z+miB/T0KHJq116hSSvMiYii524kHAu9ExExy75xtRu58z0wpPV6HZrcDDsg+twRGRVT7hqBPUkpb1St4SZIkSVKtE9pe2Xp8gf1NyNY1zSy80qSU3oyITYAzgL2BvuSeeX0FuDSlVKdnZ1l6xLt1tlTHV/dIkiRJUgFqm9C2y9bVva+1tsrf59quxlIrUUppEnBittSm/Hhyt01XdWxMdcckSZIkSQ2rtgntNKAHuQmdCtEtrz1JjWTd7+za2CFIkiRJBavtpFCTsvXAAvv7ZraeWGA7kiRJkqQmrrYJ7fPkbqU9YHkFl+NAcpMtvVBgO5IkSZKkJq62Ce2D2XpQRBxUn46yeuWz+j5YU1lJkiRJkpanVgltSulR4F/kRmn/GhE71qWTiBgM3EBudPaNrD1JkiRJkuqttiO0AMcDC4G2wJMRcXlErFNThYhYNyKuAJ7I6i0EflbfYCVJkiRJKlfbWY5JKb0YEceQG2ltRi7B/WlE/Ad4DZgMzCH3Sp6ewJbA+uRGdQNYDByTUvpng56BJEmSJKlJqnVCC5BSujUiPgFuB3qTS1QHZEtVyt/JOhE4LHtPqyRJkiRJBavLLccAZEnpuuRuHX4NKGPJKGz+UpYdPx5Y12RWkiRJktSQ6jRCWy6lNB/4E/CniOgAbAp0AzoAs4CvgH+nlGY1VKCSJEmSJOWrV0KbL0taX2yAWCRJkiRJqrU633IsSZIkSdKqwIRWkiRJdTJ48GAGDx7c2GFIkgmtJEmSJKk4mdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkopSi8YOQJIa20YnXtDYIawSJvzvY8DrUWGtDRs7AkmStByO0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSg1+YQ2InpFxOURMS4i5kfE5Ih4ICJ2qWd7HSJi34g4LyIeiYgvIyJlywYNHb8kSZIkNVUtGjuAxhQRmwH/ALplu2YC3YG9gb0i4syU0kV1bHYX4O8NF6UkSZIkqSpNdoQ2ItoA95NLZt8ANkkpdQK6AJcAAVwYEbvWo/kvgIeBc4ARDROxJEmSJClfUx6hPRboD8wG9kkpfQaQUpoJnBoR6wL7ARcCj9eh3QdSSqPKNyKitIHilSRJkiTlabIjtMBh2XpkeTJbycXZemBdnn1NKS0uODJJkiRJ0nI1yYQ2IjoAW2abj1VT7CVgRvZ55xUelCRJkiSpTppkQgtsSO4ZWYB3qiqQUioDPsg2N1oZQUmSJEmSaq+pJrS98z5/XkO58mO9aygjSZIkSWoETTWhbZf3eV4N5eZm6/YrMBZJkiRJUj001VmOY/lFGldEjCB75U+/fv0aORpJUlO15k/Oa+wQJEmqVlMdoZ2d97lNDeXaVlF+pUgpXZdSGpRSGtSjR4+V3b0kSZIkrfKaakKb/9xsnxrKlR+buAJjkSRJkiTVQ1NNaN8HUvZ546oKREQzYEC2+e7KCEqSJEmSVHtNMqFNKc0CxmabQ6optjXQKfv81AoPSpIkSZJUJ00yoc2MzNaHRURVr+U5NVu/llL6oIrjkiRJkjKDBw9m8ODBjR2GmpimnNBeC0wAOgAPRsRGABHRISJ+DwzLyp2ZXykiSiMiZcvwqhqOiO7lC9Al71Dn/GPZbc2SJEmSpHpoqq/tIaU0LyKGkrudeCDwTkTMJPfO2WbknrE9M6X0eD2an1LN/n9W2l4bGF+P9iVJkiSpyWvSI4QppTeBTYArgA+BEuAr4CFgSErpokYMT5IkSZJUgyY7QlsupTQJODFbalN+PBDLKVPjcUmSJElS4Zr0CK0kSZIkqXiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKLVo7AAkSZKKxfdufLqxQ1glvDNpOuD1KHf3ETs1dghSk+UIrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKLVo7AAkSauG/gcc3dghSJIk1YkjtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKTT6hjYheEXF5RIyLiPkRMTkiHoiIXVbFdiVJkiRJOU06oY2IzYC3gROAdYAFQHdgb+CJiPjlqtSuJEmSJGmJJpvQRkQb4H6gG/AGsElKqRPQBbgECODCiNh1VWhXkiRJkrS0JpvQAscC/YHZwD4ppXcAUkozU0qnAqOycheuIu1KkiRJkvI05YT2sGw9MqX0WRXHL87WAyNig1WgXUmSJElSniaZ0EZEB2DLbPOxaoq9BMzIPu/cmO1KkiRJkpbVJBNaYENyz7ICvFNVgZRSGfBBtrlRI7crSZIkSaqkqSa0vfM+f15DufJjvWsoszLalSRJkiRV0lQT2nZ5n+fVUG5utm7fyO1KkiRJkipp0dgBNJJYfpHGbTciRgAjAPr169dQzTZ5b/791sYOQZKkojf45s4A3H3ETo0byCrigvv/1dghrBI+/mo24PUod+a+WzR2CE1CUx2hnZ33uU0N5dpWUX6ltJtSui6lNCilNKhHjx617F6SJEmSmo6mmtDmP9/ap4Zy5ccmNnK7kiRJkqRKmmpC+z6Qss8bV1UgIpoBA7LNdxu5XUmSJElSJU0yoU0pzQLGZptDqim2NdAp+/xUY7YrSZIkSVpWk0xoMyOz9WERUdXrc07N1q+llD6o4vjKbleSJEmSlKcpJ7TXAhOADsCDEbERQER0iIjfA8OycmfmV4qI0ohI2TK8odqVJEmSJNVNU31tDymleRExlNxtvwOBdyJiJrl3wzYj9yzsmSmlx1eFdiVJkiRJS2vKI7SklN4ENgGuAD4ESoCvgIeAISmli1aldiVJkiRJSzTZEdpyKaVJwInZUpvy44Fo6HYlSZIkSXXTpEdoJUmSJEnFy4RWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUWpRWMHIEmSJBWzM/fdorFDWCU8/sf2gNdDK5cjtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkotSisQOQJElScRkzZkxjhyBJgCO0kiRJkqQiZUIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkotSkE9qI6BgR50fEexExNyK+ioinIuLAAtosiYjdIuJXETE6Ij6PiJQtuzdk/JIkSZLUlLVo7AAaS0SsCTwLrJ3tmg10BHYGdo6Ia1JKP6lH0xsCjzZMlJIkSZKk6jTJEdqICOAecsnseGC7lFIHoANwGlAG/DgijqlnF9OBp4CLgHqP9kqSJEmSqtdUR2iHAluTS1z3Tyn9CyClNB+4OCL6ACcB50bEzSmlhXVo+y2ga0ople/I5c+SJEmSpIbUJEdogcOy9ZPlyWwlfwAS0IvcLci1llIqy09mJUmSJEkrRlNNaAdn68eqOphS+gx4J9usU0IrSZIkSVo5mlxCGxFrAN2zzXdqKPputt5oxUYkSZIkSaqPJpfQAr3zPn9eQ7nyY71rKCNJkiRJaiRNMaFtl/d5Xg3l5mbr9iswlmpFxIiIGBsRY6dMmdIYIUiSJEnSKq1oZjmOiN8Av6ln9f9LKZ1V3lTe/lV28qaU0nXAdQARMSUiJjRySJKkpqs78GVjByGpOPiGD60g/avaWTQJLbnR5Ob1rJtfb3be57Y11Ck/NruGMitFSqlHY8cgSWq6ImJsSmlQY8chSVJlRZPQppTOBs5ugKbyn5vtA/y7mnJ9svXEBuhTkiRJktTAmtwztCmlKSy5bWrjGoqWz278bg1lJEmSJEmNpMkltJmns/WQqg5GRF+WJLtPrZSIJEladV3X2AFIklSVpprQjszWu0bE5lUcP4Xc5FETWZL8SpLUJGUTFUqStMppqgntaOBlcuf/94jYBiAiSiLi58BJWbnfppQWVq4cESlbzq6q8YjoEhHdy5e8Qx3z90dEy4Y8KUmSJElqSppkQptSSsCBwEfA2sA/I2IWuRmN/0DuulyTUvpLPbt4A5iSt5S7s9L+7erZviQVjYgYn/0RcHBjxyI1logYk/0eDG/sWCRpddIkE1qAlNKnwBbABcD75GZ8nkXuFuODUko/abzoJGmJiLgp786QmpaT8uqMqabMooj4IiKejIijI6LK16FFxOAq6pZFxMyI+DQinouIyyJi11iJLxyMiOERcXZEbNGAbZZWOs99aii7Xl650oaKobFV8/OubvlXA/bbOft5nt1QbRYQy9nZ0rmxY2nqIuKk7GdR2tixSFr1Fc1re1aElNJM4KxsqUu9Gv/xllIqLSAsSarOImBqDcfnVLFvPjAjb7sd0APYJVsOj4jdU0rzamj3S2Bx9rk1udea9QW2B04ExkXEiJTSP6qpPy6LY24NfdTWcGBHYDzwrwZoryrnRcSD2d08TVH+z7u64w2lM/Db7PPZDdhufZTHcRMwfQW0/zHwAUv/PqpqJwH9gTHkftclqVpNOqGVpCLzYkppcB3r3JlSGp6/IyJ6kpv87jRgB+BU4Lwa2tgqpTQ+r34LYDNgb+B4YF3gyYg4KqV0Y+XKKaVd6hhzY9scOIjcYyJN0VI/bzWMlNIPGzsGSVodNdlbjiWpqUopTU4pnQ48ke2q9hbbaup/nVJ6PaV0LrAJuUn2Ari2mpnji8kj2fqc6m7HliRJqw4TWklqut7K1u3q20BK6QtgGLnbKFsCv6lcpqZJoSJi84i4JSuzICJmRcSHEfFo9hxd26zc8IhI5G43Brix0nOd4+t7DpVcSG6CwAFAvUbUIqJVRByfPWc8NTuvCRFxQ0RsWEX5v2bn8Psqjh2Yd46nVXH8x9mxMZX2d4iIX0fEa9k1XRgRn0fE2Ii4OCI2qc+5VXO+w/NjiIh9IuLpiJgeEbMj4qWIOKSKemPITc5Yvl35Wd2zq6hTGhFXRsQHETE3O7fXIuL0iKjye5z/zHNEbBgRN0fEJ5F7nnxUZM+o51X5qFIcN+W11Soi9oqIv0TEmxHxZUTMz36+t0fEljVcpyonhcp7fnl8tr1dRDyYtT0v6+f4iGWfVY+857+z7W9FxOiImJJdmxcjYs9K8Z8eEW9n129yRFwbEV2rizurt0n2/f0oO9/pEfFC9v1b5o0NVcS1SUT8LSImZfXfz76frSrVOzur0z/b9XSln8WYmuKU1DSZ0EpS07Vptv5fIY2klD4Hym813re6xKKy7B/arwKHk/sHbALKyM0+vxtwKdAvKz4PmEzuOWKAmdl2+ZI/o3whpgBXZJ9/U/kf3MsTEb2BV4AryT1j3AlYQO48jgBej4hhlao9k613ZFk75H2u6Xh5G0REJ+Al4FxgINCWXJLeE9iS3C3mP6j1SdVBRPwauD8vrnbA1sDIyJu0LDOVpZ/HnVxpmV2p7WHAe+Ruc18/292K3DleRO6NBT1rCO87wFhyf6joBHyd7Z+R9Vfuy0px5D/zuivwIHA0udvu25D73vYDDgVeiojDa4ihRlmy+wywJ7nHwlpn/VxJ7vehprr7As+Tu+OiJdAe2BZ4ICK+FxGtgcfIXat1s2prACPIPTJQ5Xc9Io4H3iT3/S0ld93aA98GrgYej+wPT9XU35Xc78TB2fm0JPcHo3OBuyoVn03umpdl29NY+mdR0xwCkpqqlJKLi4uLyyq8kJukJgFj6lBnTFbnpiqO9SA3w3siN/nPzlWUGZwdT0BpLfrbNa/8dysdG5/tH1xp/7hs/wPA+nn7O5JLPq6r3HfeeQ1vwOtbmhf7BuQmKpqWbR9Xqex61V0Xcv9QfyU79kx2Dq2yYz3JvRYukZu8a90q+l8EtK/U5pvZsZnkEqvmlY5/lh3fOW/fb7J9XwB7AS3y4vsGcDpwTCE/70p1h2f1ppFLdn4FdM4777uz4/OArtVd++X0sRWwMGv/InIJZADNySXML2XtPFZF3fLzmpV9fzbJ9keln8Nyzz+7TjcAOwPd8vb3I5dwlp9nvxp+J4dX0Wb592IBueS1Z3asM7k/sJT/sWfjGr6704Hr8+r2AEZlxz4FrgImZt+J5tmyb/bdWua7nrUxNDs2GzgDWCPvuzSE3FsiEnBtDXFNI/c8eml2rB3wy+x8ErBnFf2O5//bu/OoOao6jePfBwhJWMMikMiSiKIGEASVQZQkIiAOOoAwLoiigowLiKMeDiqEg+IyinLEPUBAlEXEBMUFRAyieBRwBUQQeQFBDCQsgYQEyG/+uLfSRaeql3dNv+/zOadOV1fdW3X7dgXeX9+t4r8Z3rx581a1jXgBvHnz5s1b641GQLsCuL9mm9uUp/jjeVlTuiWlPzR/CRxQc8+ZdBHgAJNL6ZuDpdX+OCW1DBXpt+yiLiqDggHWb/mP7xfkYx/P7+8DJpbStgpoj8rHfweMr7nXV3OaLzcdvysf3790bNP8R/8twLx8fveKsixvKuOP8/ETuqiD8vf9QIvn7P6K7/fIUt6PVVx7Aim4DuBtdXXfpny/yuk+WHN+ExrB/UuazhVlu6NcTxXX6FdA33SNs/M1Znf67DbV/Zya6/45nz+5xbN7dUW+9Uk/hBRpZlSkOakqPyng7cvnDq4p1zRSsPskMLmmXFcCqsj7w3z+nIpzxX1nVt3Xmzdv3sqbuxybmfWOcaQWr6ptk5o8E5rSbVA6txkpsBwMD5X2W47Hy5bQ6FY4eZDKMJjOIAV2k4H3dZjn7fn1KxGxvCbNBfl136bjv8yvM0rHXklqRVxQc77Yvz6euezSo/m1v/W6OfXP2ZbUj7l+glRvzxART5C6ukKaRKwrkrYH9iL9OPP1qjQR8RCNCb2a67bw5Wi9PNVg+GF+3auf+T9dc/yy/Nqq/j7TfCAiHie1XkOaJf2a5jTAz2uuPZM0FKAvIuZV3TAi7szXXyenryxXRETF8fk19zUz64oDWjOz3nFNRKhmO6gmz3nldMB40vi1j5JaUc7N4x4HKmr2qxOnwKL44/oKSR+XtKvWkJmFI+Ix4LP57QmSNmyVXmkpo5flt1/Ik9+stpFaWgG2abpE1TjaGaVz7c6X/Ti/HifpfEkHtCt/k2ktnjNFxBk1+W7JAVSVe/Nr3Q8vrbw8v65LmrCprm7flNM1123hN/2492okbZonNLpO0iJJT5UmQCq+3yn9uPTiiPhHzblO6u8vNccX5tebas4X44ebr13U+5S6Os/1XgTvdfV+fc3xgTwTZmareB1aM7MxJCJWALcBn5a0mNTidZKkb+fWlv4qt8o+VJvqmY4iTbDzQtI6uJ8AHpP0S+BC4KKIeKpF/qH2FdJ6vVOA42m9Vu+mpICr2G9nYtP7ogX2pZLWi4ilPDNgXUjqOvpKSWtFxEpqAtqI+JakvUiT/bw1bysl/ZnUgvi1iPhXB2Xs1pIW557Ir6vNiNuBoqV5bVILcTt1ExQNeOIwSdOBq5vKsYTUehykZ2AT+jdz+IDqr8V3+nR+bXe++W/Cot7XZQD1HhF1n2sgz4SZ2SpuoTUzG7vOI/0RPg44eIDX2rm0X9fK9Ay5NepF+d7fJM1guwFphtfzgd9K2qD+CkMrd5U9Lb/9kKRWLUnl/5/u0qaFs2gtL9/rNlLAMQ7YM89UvCvwt4i4PwewvyIFSztLmkqaiOgp4LqKsh9D6sp5KqnL8vJ8vZOA2yXVdctdExV1+4dO6jUijqy5ztM1x7sxlxTc/R54DbBhRGwUEVtGxFbAYTndakvs9KCi3ud1WO+njGRhzWzsckBrZjZG5YCtaLV6zgAvd0B+fYrGmL1OyvBURMyPiGMiYjqpVegjpNab3YDZAyzXQM0hTVCzMbDaOrAli2gETNP7ea/yONlXkP4fvaB0vtztuGid/X3uHr2aiLg5ImZHxCzSbLmvI3VLXR84r2r90DVU0SX2eblr94iQtC2pW/nTwOsj4oqKuu+kJbNXFPXe3+fZzGxYOKA1MxujJI0nTQAEjfVd+3OdKaQ1KgHmtxhH2VZujfw8jcmFZjQlKSaSGpYWsIh4ktTKCXAcNQFLTndDftu8zmynygFtVXfidudrRcSKiLicRgviZNISPiOt+D6RVPedFmNfNyAtDzVUirHfdeXYOr8+EBH31qR59eAWaUQV9f58STsO872H9d+5mfU2B7RmZmPXG2j8f+D3/bmApC2A75NaMFfQCP7a5RvXIoCBNCYR0iRWZcUMvpO6KOZAfQv4G2mM4Ikt0p2bX98gaVarC9Z0Xy6C0z2A/ZuOAdxIWiJlbxozyq4W0Epat/lYSXmW3+a6HQmPlvYnVSWIiFtptPp/VlLt+FRJE/MPNQMpS2U5SGOYAbbMz33zvXcG3tLPe6+Jfg7cnfe/2GrCtjbd8ftjJP6dm1mPckBrZjbGSNpQ0juAM/Oh+0hBaaf5184zEp9E6sK6B6lF5eiIqJtptdmOwE2Sjpe0QxHc5kD3DaTJmKCx3Evh5vx6SB5nOuQi4mnglPz2P1skPZsUeK0FXC7pA5JWTRAlaQtJb5a0APhARf5bgAdJgeaLgNsj4r5SOYrxspuT1v8sxtU2u0rSlyTtLWnV5FO5le3c/PZf1M+KO2wi4mHS8weNVv4qx5LGAe8EXCvp1UX3Y0lrSdpR0sdJa832d7mi4tl6W03w9lfgn6RWw4slPTfff5ykQ4CfkX5wGBVyr4NjSS3X+wJXStqj9G91HUm7S/oMHY6b70LxXbxZ0oRBvraZjTIOaM3MRrc3Ni2zsYjU+nEOaTbeB4CD2nQTvr6U/yFSS+wfSK2xWwB/B/aJiG91WbbpwBdJrZ/LctmeAL5HavG9AfhkU57z8/1fATwo6V5JfZKqArvBdDHw51YJcgDwX8CvSa25Z+QyLpa0hDQm8QJSd+HVljbKa3VeWzq0oOI25RbZP0bEIxVpNiIFIteQZo1eLGkZadmWWcBS4IgWM0hfrxbLtOSlWgbTWfn1dEmP5e+zT9LxRYKIuIE0edgjwItJwePjkh4kPTM3kWahnkwHy0a1KcfxpHq7K5fj87kMK0ndzleSWshvl/QoKYi9lBRwH88oEhE/AN5F+jf3KtIPNktL9X4DcAKD35J6dn49DHhE0j35u7hokO9jZqOAl+0xMxvdJuStEKSA9jbSeqVfjoh2y5lsXtp/HLgfuJPUBfZy4KocjHXjr8ChpDGHe5CWxtksl+0mUgD5zbzMUKPwEbfmGXpPBF4KbMUw/DgbEZFbpC9rk26hpBnAG4HDgd1JPxysAG4lBbuXAlfVXOIaGjNOV42PrRpT2+wo0kzRM0ktuVvl47fm+36hzRJNm7c4NxROJT1XhwPPBbbLxyeVE0XETyTtQArWX5vTTgIeJv0o8lPgkoi4qz+FiIi5uWX2aNKPLduQWmM3L6WZJ+lVwMeA/yDNSn0X6bn4NKllfVTJ9fILUq+CfUnfz8akidBuBn5E+hFqMO95taSDST8Q7Ao8m/Rd9A3mfcxsdFD3f4OYmZmZmZmZjTx3OTYzMzMzM7Oe5IDWzMzMzMzMepIDWjMzMzMzM+tJnhTKzMxGBUnfB17eRZbrIuKQoSqPmZmZDT0HtGZmNlpsCmzZZXozMzPrYZ7l2MzMzMzMzHqSx9CamZmZmZlZT3JAa2ZmZmZmZj3JAa2ZmZmZmZn1JAe0ZmY2qknqkxSSzh3pspiZmdng8izHZma2RpA0E/hFxamVwKPAI8C9wI3Ab4D5EbFsuMpnQ0vSVODOQbjUtIjoG4TrmJlZD3ALrZmZrenWAiYB25HWmT0WuAC4T9JnJE0ciUJJOiW3/Hq5ADMzsxHiFlozM1sTfQ34aun9+qSgdidgBvDa/P4E4HWSDoyIyta9iJg6lAW1QXMvsHOL81cAU4D7gP3bXMfMzMYIB7RmZrYmWhgRN1UcvwI4XdI04GxgFjAduFzSnhHx6HAW0gZPRDwJVH3nAEh6Mu8+WfNsmJnZGOQux2Zm1nNya+y+wE/zoenA7JErkZmZmY0EB7RmZtaTIuJp4O3A0nzoGEmbNadrN8uxpPGS3i/pakkLJT0p6SFJt0m6StKJkl5YSn9kHjc7u3QsKrappfNrSXqVpM9L+rWkB/N9Hpb0x3x821afV9KCfN0F+f2UnO82Sctyma+WdFgn9SdpPUnHSbpS0n2Slkv6t6QbJX1J0iskqUX+WZLOk3SHpKWSlki6Jed9TidlGAySXl+q8zd1kP4jpfS7lY7PLB2fqeRdkq7N39dSSTdLOlXShh2WbTdJX5d0a66fpZL+LuksSbu0ydvVc2lmNla5y7GZmfWsiFgo6QLgKNI42/2ACzvNL2kr4Geksbllk/L2PGAfYBegbbDUwslUtyBvnK+9C/AeSW+NiHntLibp5cB84FmlwxNIXbBnSTo9Ij7cIv/ewMXAVk2ntsjbbqTJt6YBfU15JwLnAVWB8wvzdoyk90TEOe0+yyD4EWlc7RTgXcBFbdK/I7/+MSJ+X5Nm3XzdA5qOT8/b2yTtExF3VGWWtDbwReD9QPOPAtvn7Z2SZkfEJyryD9dzaWbW8xzQmplZr7uSFNACvJIuAlrgTBpBw4XApaRJhZ4EtiQFdgcC5ZmM5wM3AO8F3pOPVU1mVJ6caB3gX8A80pJD/wCeALYhzdz8XmAD4AJJu0XEX1uUeTJwWd7/GPBLYBnwUlLgPBn4kKSfRMTPmzNL2gu4ChhHWhLpIuD7pMB1HLAD6YeBgyryrgX8AHh1PnQl8B3ScjtPkOrreOAFwFmSFkbE5S0+y4BFxNOS5pLqYh9J20XEXVVpJe1JCrghjcGu80lSfV5NmpzsTuDZwDtJ9bIdcKWkF0XE4xX559AInH8LnAXcQVp+ajrwPmAP4FRJiyPiK035+/NcmpmNTRHhzZs3b968jfgGzCT9gR7AKV3k276U76qK83353LlNxycAK/K509vcY7OKY6cU9+2gjFOBcS3Obw38M1/v/Jo0C0qf825gm4o0O5ACywDmVZwfn/NGTrdfq88MTGw69sGc9yngoJp8E0tlvRNYZ5Cej+J77Ks4N40UnAcwu8U15pQ++yYtnr8Azq65xqdKaU6rOH9w6fyxNddYm7T0VJCC3E1K5wb0XHrz5s3bWNs8htbMzHrdotL+pl3k25TUIglwTauEEbGo1fl2IqIv0iy+def/CXwuv319q7Gr2bERcU/FdW4jtSAD7F2R7whSqzCkwO/KFmVaFBHLiveSxgFFN+ZvRMT8mnzLSC3OkAL5WbWfYpBEmiSsaI0+sqr+JK0HvDG/nRcRD7W45ELguJpzJwO35/1353op+2h+/XFEnFlT3qdJrbTLgQ2BQ0unh+25NDMbDRzQmplZr3ustN/RZD3ZIlJLGMARkoZtGI6kjSRNk7SjpJ0k7URjcquNSC2OdR4Bftji/A35dVNJk5rOHZhfl5PW+u3Gy0jjVAEuaZUwIm6h8UPDnl3ep7/m5NeppPGlzQ6j8Xy06m4M8N2o7kpMRDwFfCu/3Rx4cXFO0hTgJfltuzp6iMYyReU6GrHn0sysFzmgNTOzXlcOYjtehzYiltMYb3socEeeNfhASZsMZgEBJG0n6UxJfaSg9B+kgOYveftmKfnmLS51W0SsbHF+cWm/OcAvZvX9U3S/Zu9LSvu/UPXMzqs2UpdlWH3iqaEyH3gg77+z4nxxrI9Ga26d33Vx/kWl/ZeW9ud2UEe757Sr6mi4n0szs17ngNbMzHpdOfhbXJuq2rGkiZoAtgU+RGr9XKS0nM5Jkp5Vm7tDkg4AbiHNertdB1kmtji3tMU5SGNJC2s3nSs+y786KEOzLfqRB2C9fubrSkSsoNFyenC5dVrS9qQJwyCNpW43mdLCNuf/XdovLxU1WHU0LM+lmdlo4G4sZmbW63Yr7f+tm4wRsQQ4RNLuwH+TJgbajfT/x2I5nQ9LOjz6OVuv0tq4F5CClseAzwNXkGa9fSQHYkh6FY2Ww3ZjaAeqP7PjloPjfYH7O8zXaqzqYDuLFPxNAN5CmqEYUuusSMH+3A6u065+6r6fch29HahbFqjZM7o3D8dzaWY2WjigNTOzXrdfaf/a/lwgIm4EbgSQtD6pNe9wUlC0EXCxpO0jotMgruww0tqhAAdHxFU16bqZ0Kq/HiTNqDylXcKavIUnI+Km2pQjJCJulfQr4BWkNWm/mpcaeltOclVE3N3BpbZsc77cEluemKlcRxpoHQ3xc2lmNiq4y7GZmfUsSVsAb85vHwN+NtBrRsTjEfHTiDgC+Hg+vB6NCZVWJe3wkjvm18Utgll45hjVoXJjft1V0kZd5v1Daf81g1SeoVBMDrWbpF2A/UlBPMA5HV7jZW3Ol8fK/qW0P2R11MVzaWY2pjigNTOzniRpbeA8GuNNvxER3Y6hbac8eVDzRE1PlMoyvsU1it5QE3Jr4WrykjJH9KuE3SlmR16XxtI6nfoVjRbIoyUNR4tyf1wCPJz330ljMqjFNJY0auew/J2sJj93xXe1iFIQGxF30Ji5+A2SnttxqbvT6rk0MxtTHNCamVnPkTSV1BpbtILdApza5TWeI2lmm2Tl7sx3Np0rT6y0fYtrFGuWrkcaD9lcjrVJYz/70w24W98G/pn3Z0vary6hpM0krZqcKs+++3/57WbA9yRt3CL/eEnvkzRhEMrdsbwO7nfy2yOA1+f9b+fP0IktgTNqzp0CPD/vzynGQJcUz+E4YF5eyqeSpLUlHS5p69KxgT6XZmZjisfQmpnZmmiLvDZrYT1gE1L33ZnAa2lMwHMLcGA/lqHZlrT8zK2klrvrScHeSlJweRBwZE57D9A8+c51pf0vSjqNFOQWXZH78pql3wU+BYwnLeWyKykYfyR/nmNJy7f8Gtiry8/QlYhYLulwUgvfBOAnki4ELgXuIgVhzyVN+nQosBNpmZvC6cAs4ID8+ldJXye13i4G1geeRxrDegjpOztvKD9TjTnA+/L9C512N4b0LBwtaRppYqm7gMmk1t5Dcpo+4LTmjBFxiaRvAu8m1d/N+f3VpNmRJ5LWyt2TVMeTgZ1p/NAw0OfSzGxMUfuZ683MzIZebpX6RRdZHiat3XpKbpWru24faamc8yLiyH7c7x7gdRHxp4prX0xFq2s2LSL6crp3kFph63pGXUwKwooxtrMiYkHTvRYAM4BrImJmXWElHUljJt9VZWhKsw9wEe27q66WP3evPhM4ivazMT8OPKvV99Op0vd4V0RM7SD99TTGJd8YES3HKDc9D/sD/5tfq9wD7BMRt1edzF3LTwFOpH3jwQpgx4j4e0U5Wql9Ls3MxhK30JqZ2ZpuJbAEeJTUUnUjqXV0/gADpWtJrWSvJgWK25G6mq5HWmrmL6Qxp3Mi4vGaa7wVuIHU0vZ8YEMqgtaImCvpb8BHSK2wk0jjUf8EzI2I73bQzXTQRMTPJT0H+B/SpELTgY1JY0LvJdXNRVXBcO62+25JXyYFtTNIrYobkgLYu0njSq8ELhuMYLafzqcR0J7dZd4VpF4AR5NmSH4B6bm4k9Sa/blWPQIiYiVwsqS5wDHAPsA0Uh0/QarjP5N+wPh+RJRnRx6M59LMbMxwC62ZmZmNOpLmkALuZcCUiHi4TfqZNFpGV2shNzOzNZMnhTIzM7NRRdIGwBvz20vbBbNmZta7HNCamZnZaPMeUhdogK+NZEHMzGxoeQytmZmZ9TRJ65BmDh4P7E2akAnSBFrX1WQzM7NRwAGtmZmZ9bqtaaz3W1gKvH8EymJmZsPIXY7NzMxsNHmAtDbrXhFx00gXxszMhpZnOTYzMzMzM7Oe5BZaMzMzMzMz60kOaM3MzMzMzKwnOaA1MzMzMzOznuSA1szMzMzMzHqSA1ozMzMzMzPrSQ5ozczMzMzMrCf9P+gX5Kc+BDxbAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAKHCAYAAACxXgQZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACOt0lEQVR4nOzdd5hU1fnA8e9LW9rSkaaylohdgxg1NtRgNygajRoTbJiYxBajUVNsUX9RY00sMXYx1oC9RtRooqJGI5YkKNgAUXove35/zN1lgd1ld2dgGfb7eZ773Jl7T3nv7Kzy7rnn3EgpIUmSJElSsWnW2AFIkiRJktQQJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZLWSBFxa0SkiDi3EfoelfU9dFX3LUlNiQmtJKnBqiQMy24zIuJfEXFpRKzd2HE2dRHRNiJ+FBEPR8THETEnImZHxEcRcX9EfC8i2jR2nMUgIsoi4tyIOKWxY5EkmdBKkgpjITAp274A2gNbAacD/46InRoxtiYtIg4AxgJ/BPYH1gHKgcVAGXAwcAfwv4jYvZHCLCZlwG+AU1ZQ7mPgA2D6So5Hkpo0E1pJUiG8nFLqmW09yCW03wemAZ2A+xwBXPWy211HAD3JJVdHAd1SSu1TSh3I/WwOAUYBvYFdGiPONVFK6fsppY1TSn9t7FgkaU1mQitJKriU0pyU0h3ASdmhnsCBjRdR0xMRWwLXk/t//WPA11NKd6aUvqook1KanlJ6IKW0G3AYMLNxopUkqWFMaCVJK9O95G5vBdim6omIaBYRR0XE0xExOSIWRMTnEXFPRGxXXWMR0TwidouIqyLi9YiYVKXeX2u7ZbbqIj0R0Ski/i8i3s/mk06rUq5VRJwcES9HxLSIWJj181ZE/CEidqih/R4RcXmVNqdHxKsR8bOIKKmhTuWiRdm1nZL1MycipkTEIxExYAWfcU1+C5QAnwFHpJTm1lY4pXQv8PtqYiyJiNMi4pXsmuZGxAcR8fuI6FnDdQ3NrmtU9v7IiHg+Ir7Kjh+YHR+XvR8YEX0i4o8R8WFEzI+Ify3TZvuIODsiXsvimBcR/42IqyNinfp+OBGxfvazeTabSzwv+3n/Mzu+3B0FETEOeC572zeWnzs+tErZWheFiogO2c/9rYiYlW1vR8R5EdGxhjrnZm3emr3/QfZzmRm5eevPRcSgWq55q4i4Pfvc52f1PoyIJ7LvXtu6fn6StLpo0dgBSJLWXCml+RHxJbAW0KHieESUAg8C36ooSm50sBdwKHBIRJycUrp2mSY3Af5W5f18YEFW70DgwIg4J6V0US1hdQdeB9avUr8irhbAU8CuVeKaDnTNrmHL7PU/qjYYEd8AHge6ZIdmAq2AbbPtqIjYM6X0RQ0xtQAeAfYmNx95PtAZ2A/YIyJ2Tyn9o4a6y4mIPlldgKtTSnWax5lSSsu00x14Evh6dqji89oo24ZGxL4ppX/WEsvVwE/J/WFjOkv+wFHVRsB9QDdgDrnPoGobm5D7fPtmhxZlsWyYtf29iDggpfRSXa4zcy9L/shS8XPuCGyXbd/NPveqo9aTyX2PO2fXMXmZNmv9o0GV69kQeKbK9czJ9ltk29CI+FZK6b+1tHETcCy5udCzs7gGArtExKEppQeWKb8vudvPW2aH5mfXsF627QU8Abxfl2uQpNWFI7SSpJUmG+Xqnr2dVuXU7eSS2bfJJV7tUkodySUKZ5NLWK6KiB2XaXIBucTnAHK3MbdJKbUHegC/IveP+wujhhHezK/J/aN+H6BtNpe0YhT0CHLJ7Bxy803bppQ6kxvp7Av8BHhrmWvsTC5R6AL8G/hG1mZ74DvAVHILZN1VS0w/Br5B7rbf9iml0qzOO0Br4Kpa6lZnIBDZ64fqWbeq28kls1PJ/aGhXXZt25K71s7AiIjoVkP9bch9Zr8BuqaUumR1Xl6m3OXABGDHlFK77Gd6CEA2WvkYuc9/BNCfJT/39cgtaNUZeCAiOtXj2t4kt7DThkDr7OfcBvg28B9y34lLqlZIKW0LDMneflJl3njFds+KOo2IVsAD2fV8AuxJ7rvSntzvxMfAusBfaxrZBwYDRwI/AjpkvzvrAy+Q+7fdNdkfZ6q6htz3/hGgX0qpdVavI7m5038C5q0ofkla7aSU3Nzc3NzcGrQBt5Ib3RpVw/mfZOcTcHB27FvZ+4+ALjXUOyMr80g94/lVVu+Was6Nys4tADavof4fszLXNaDPqUDPas7vWeUz2L2Gzy8BO1VTd5sq5/vWI6YLszrzgGjgz3bnKn3vXc35HsCU7Pz5y5wbWqXuRbX0Ma7KZ9djBdcyoqZrAR7Nypxew+d7bj2vfX1yo8Szyf1Ro+q5gVmb41bQRsX3begyx4/Kji+s7nsIbJZ9RxNwzDLnzq3yuR5ZTd1e5EZeE7BLleNrValX7efs5ubmVqybI7SSpIKKnLKIOB34XXZ4PPBw9voH2f7WlNKUGpoZnu13i4jm9ei+oo9lR3arejyl9E4N52Zk+1716POQbH9TSmnisidTSk+x5BblQ2to48WU0t+rqfs68Gn2drN6xNQ1209NKaVaS9as4rpGp5SeqCa2SeQWnYKar2sx1czLrcbtWXvVqfi+XFHLtdyd7WucP1ofKaUPgTFAW2DrQrRZRcXnOqK672FKaQxwf/a2ps/1Y5b8jlStOwF4NXu7eZVTM1lyq3d9vtuStNozoZUkFcKuFQvjkPuH80fApeRu4ZwAHJhSqpir+s1sf2pETKxuA0ZnZdqyJDkDcrcxR8Sp2aI7X0Ru0aaKvt/MivWuJdba5qI+nu0HR8RDETEkIrrWVDi7fbQicXiupnIsmffbv4bzr9VS97Ns37mWMitDRax1ua6NIqJdNef/l1L6sg59VfszyRZ7Wjt7e18t35erszL1WhwqIgZFxN0RMTZyC3GlKt+lrbJitX2XGqI+n2tN35fRtST3y31fUm5BsOezt09GxC8jYut6/rFIklZLLgolSSqEheRuP4XcbY2zgQ+Bp8mNXE6tUrZihKhi/t6KVK68GhG9yN3KuVGV87PJ3bJaDjQnt7BQdclVhWUX8qmUUno+In5Nbp7tAdlGRLxP7rbWG9LSC/V0Yckfhz+jZhWjrN1rOF/b43Iq5jW2rKXMsioezdM5IqKBo7QVsdbluoLc5z57mfM1ftZ1LFd1NLGmz66qOq/SW2WxqgoV3+GKBam6kPvMa/suNUR9PteuNfz8GvJ9OY7c/NlNgAuybVZEvEBuhPsvKaVFKwpeklY3jtBKkgrh5bRkYZxeKaUNU0p7ppQuXSaZhSX/7xmcUoo6bOOq1L2SXDL7IXAwuTm47VNKa6WUegLb1yHWxbWdTCldkPVxFrkVfmcAGwM/A96NiO/XULWmBXwaw3vZvgTol2db+VxXrZ91HcpV/XdKxzp8V8rq0llE7EMumV1Mbl7qhkBJSqlrxfcYeKWieB2vob5W6fclu416S+Ag4EZy35H2wL7kFtZ6JSLar8qYJKkQTGglSataxVzJTetTKbu9d3D29siU0oPVJMs98g0OIKX0UUrpkpTS3uRG6nYjt4JsC+CPEbFWVnQKS+Ym9l2+pUoVt83WdcQyX8+TGymH3Kq9DVERa12uKwF1ubW4vqrOq63X92UFvpPtb0opnZdSGlvNKGhBvkvVqM/n+lUec6CXk1JalFIakVI6IaW0KbkR8J+TG9XtT241akkqKia0kqRVrWK+5MH1rNeNJaNab9ZQ5ls1HG+wlNLilNIoYH9yt6O2I3vMTzYvuGJhn91qaWb3bP9GoeOrTkrpU3KPugH4aUR0qK18hYioOhpZEeuuyxyvquK6/pNSWvZ247yllD5iSVI7pLay9VSRMFb7PYqIvuRGbatT8QeMho7cVnyujf59SSlNTCldRu7OB1jy/GVJKhomtJKkVe3WbD+gltt3gcpnvFaYwZJRxy2qKduLpedE1ls2ClyTBSy5Nbbq7aIVK9IOzWJYts09gR2yt/fmE189/ZLcI1zWBoZHROvaCkfEocBpVQ5VXNdmLBkZr1q+B/DD7O3KvK5bs/2JEbFJTYWy1bXrMicbYHq2X+57lLmImhPWipWw69rXsio+130i4uvLnoyIzViyEnJBPteIaFnLHyUA5mb71em2eUmqExNaSdIqlT0C5sHs7c0RcV7VRDAiOkfE4IgYSZVHvqSUZgH/rFJv66x8s4jYg9xttvnOd7w9Im6JiL0iorRKTGXAbUBrcv/4f7FKnWvJreTcBngiIgZkdZpHxMHAX7Jyz6SU/sYqklL6F/Bjcn8E2A94MyK+FxFdKspERMdsJefngHuA0ir1XwQqHtdzc0QcUrEqbkRsAzxFbiXdScBVK/FSLiE3Z7od8HxE/KDqXM+IWCcijgdeJzc/tC6ezvYnRMQxFX/IiIh1I+I24HByC41V57/kRuo7Zj/f+roHeDt7PSIivlWRbGbf48fILeg0BrirAe1XZzPgnYg4JSI2qtJfy+waKv6Q8WSB+pOkVcZVjiVJjeH75P6oeiC5FYV/HRHTySWkVW+PvXWZeqeSe9zJFuQStNlZO23IzWc9BhiRR1ytgcOAoUDKYmrFktVzFwMnVH0UTUppakQcSC752xJ4LSJmkktKKkZF3waOzCOuBkkp/TkivgJuILew1R0AETGLXKJbWqX4eJY8LqbC98klrlsD9wHzImJhlXpTgYNSSl+xkqSUpkXEXsBD5FbovZVcgj2N3M+9TdXidWz2VuBocouI/Rm4MfuZdcrO/xrYg2puwU0pzY6Iu8l9Nvdn35Fp2enTU0r3L1tnmfoLsiTyGXLzaJ8G5mQ5ZsX37GNgSEppfh2vpy42Ba7ItvnZ704nlgxujAYuLGB/krRKOEIrSVrlUkqzU0oHkZuX+iC5R5i0IZc8/g8YTu62yxOXqfcKudt3R5BLploCX5BL2LYG3soztF8AZ5BLTj/M4mkOjAVuAfqnlO6o5npeZUnC8J8srkXkkoSfA9ullL7IM7YGSSmNANYnN1r7GLlHwrTItnHkboE9AuiXUnphmbqTyX3ePyN3LQvJfSb/JTfvcrOUUm3P9S3UNfwP+Dq578Nz5P540YHcZ/w2cA255HO5n00N7S0gN9+6YvS3PGvraeCAbKXr2vwQuBj4gNxtun2zrU6rBGfXsxVwPkvmYJO9vgDYMqX0n7q0VUfvkft9up7cvOFp5D6/GcDfyd2qv2NKaUZNDUjS6ioKuHieJEmSJEmrjCO0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkouRzaItAt27dUllZWWOHIUmSJEmN4vXXX/8ypdR92eMmtEWgrKyM0aNHN3YYkiRJktQoImJ8dce95ViSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFqUVjByBJkiStyKJFi5gyZQrTp09n0aJFjR2OpHpq3rw5bdu2pUOHDpSWlhIRBWnXhFaSJEmrtfLycj755BNKSkpYd911adWqVcH+MSxp5UspsXjxYmbNmsWXX37J3LlzWWuttQrye+wtx5IkSVqtTZ06lRYtWtCrVy9KSkpMZqUiExG0aNGCTp060bdvX2bPns3MmTML0rYJrSRJklZrs2bNolOnTiay0hqgefPmdOnShRkzZhSkPRNaSZIkrdbmzZtH27ZtGzsMSQXSvn175syZU5C2TGglSZK0WisvL6dZM//ZKq0pmjdvzuLFiwvSlv9lkCRJ0mrP242lNUchf59NaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJUsGVlZUREYwaNaqxQ1kpIoKIYNy4cY0dSpNmQitJkiQ1AXPmzOG6667jgAMOYN1116Vt27a0a9eO9dZbj0MOOYQ777yTuXPnrvQ4xo0bx7nnnsuVV1650vvSmq9FYwcgSZIk5Wurg45q7BDy8tZf71ip7T/88MMMGzaMiRMnVh5r164dzZo1Y9y4cYwbN44HHniAM888kzvuuIPdd999pcUybtw4zjvvPPr27cspp5yy0vpR0+AIrSRJkrQGu/XWWznwwAOZOHEi/fr144477uDLL79k1qxZzJgxg2nTpnH//fczcOBAPv/8c1544YXGDlmqM0doJUmSpDXU22+/zQ9/+EPKy8vZd999uf/++2nTps1SZTp27MjBBx/MwQcfzL333ssnn3zSSNFK9ecIrSRJkrSGOuecc5g/fz59+vRh+PDhyyWzyzr00EM57bTTABg1ahQRQVlZWY3lb731ViKCgQMH1imesrIydtttNwDGjx9fubBSxXbrrbdWll3Rokvjxo2rLLOsgQMHVrY3bdo0zjzzTDbeeGPatm1Lp06dKstNmTKF2267jYMPPpiNN96Y0tJS2rVrx6abbsppp53G559/XqfrUuNxhFaSJElaA3322Wc8+uijAJx00kl07NixTvWqSxALpXv37syYMYOpU6fSrFkzunfvvtT5FSXc9TV58mS22WYbPvzwQ0pKSmjVqtVS5y+66CIuv/zyyvcdOnRg7ty5vPfee7z33nvceeedPPPMM2y55ZYFjUuF4witJEmStAYaNWoUKSUAvv3tbzdyNDmvvfYaDz74IADrrLMOEydOXGo77LDDCtrf+eefz8KFC3n88ceZM2cOM2bMYPTo0ZXn+/Tpwy9+8QveeOMNZs6cyfTp05k/fz6jR49mr732YvLkyRxxxBGVn6NWP47QSpIkSWug9957D4CSkhL69evXyNE0jvnz5/PYY4+x+eabVx7bcMMNK1+feuqpy9Vp3rw522yzDSNHjqR///6MGTOGF154gV133XWVxKz6cYRWkiRJWgN99dVXAHTu3Hml3ka8Ottnn32WSmbro6SkhEGDBgHw0ksvFTIsFZAjtJIkSZLWSDvssMMKy7z//vtce+21vPDCC4wbN45Zs2Ytd4uxi0OtvkxoJUmSpDVQ165dAZg6dSoppSY5SrvsolPL+stf/sL3v/99Fi5cCECzZs3o2LEjJSUlAMyaNYvZs2cze/bslR6rGsZbjiVJkqQ10CabbALk5pF+8MEHjRxN42jevHmN5yZPnszxxx/PwoULOeywwxg9ejTz5s1j6tSplYtUVcyxdVGo1VeTT2gjomdEXBURYyNiXkRMioiHI2KPArS9fkRcERHvRcSsiJievb45IpxVLkmSpJVm1113rRyVfeihh+pdv0WL3M2c8+bNq7HM9OnTGxZcHVQkozX1n2/fjz/+OLNmzWLTTTdl+PDhbLPNNrRs2XKpMpMmTcqrD618TTqhjYgtgXeAk4D1gflAN2B/4OmI+EUebR+TtX0KsHF2uGX2+mjgqAYHLkmSJK3A2muvzb777gvANddcw4wZM+pUr2I0slOnTgB88cUXLFiwoNqyr732Wr3jatas2VL91KSi/08//bRgfVdV0e6WW25ZGVNVKSX+9re/5dWHVr4mm9BGRBvgIaAr8CaweUqpI9AZuBwI4OKI2LMBbX8XuAloA1wLbJBSap9Sagv0JJfMvlyQC5EkSZJqcOGFF1JSUsKnn37KEUccUetoK8C9997L73//ewA22mgjSkpKSCnx8MMPL1f2f//7Hw888EC9Y+rQoQOw4hHWLbbYAoCRI0cud27+/PlceeWV9e67qo4dOwLwzjvvVJtc/+lPf2Ls2LF59aGVr8kmtMAJQF9gFnBASmkMQEppRkrpdGBEVu7i+jQaEWsBfySXEJ+dUvppSunDivMppUkppTtTSjcX4BokSZKkGm299db84Q9/ICJ49NFH+frXv86dd97JlClTKstMnz6dBx98kN12243DDjuMmTNnAtCqVSsGDx4M5J7X+ve//53y8nLKy8t56qmnGDRoEG3atKl3TF/72tdo2bIl06dPrzUhPvTQQ4FcYnnLLbcwf/58AMaMGcO+++6b98rD3/rWt4gI3nnnHU466SSmTZsGwIwZM7j00kv58Y9/XLmwllZfTTmhPTLbD08pfVbN+Uuzff+I2Lia8zX5EblR3g+A/8sjPkmSJClvxx57LA8++CBrrbUW77//PkcddRRdu3altLSUDh060KlTJw4++GBGjRpF37592X333SvrXnzxxXTt2pVPPvmEnXfemdLSUtq1a8dee+1Fp06dOPfcc+sdT7t27Tj88MMBOOSQQ+jUqRNlZWWUlZVx//33V5Y77rjj2G677Zg/fz7HHHMM7du3p2PHjmy++eb861//4pZbbsnrc+nXrx+nnHIKANdeey2dO3emS5cudOnShTPOOIM99tiDH/7wh3n1oZWvSSa0EVEKbJO9fbKGYv8EKu6D2L2GMtWpSJRvTymVNyA8SZIkqaAOPPBAPvzwQ/7whz+w7777svbaa7No0SIWLVpEWVkZhxxyCMOHD+eDDz5gl112qay3/vrr88orr3D44YfTvXt3Fi9ezNprr80555zDSy+9VHn7cH1df/31nHXWWfTr14/58+czfvx4xo8fz6xZsyrLtGzZkqeffpqf//znlJWV0axZM9q1a8fQoUN5/fXX2WqrrfL+XH7/+99z44038vWvf52SkhIWLVrE1ltvzZVXXsmjjz5auTCWVl/RFJegjohvAK9kbzdOKVW7jnlEvAJ8A/hDSukndWi3K/Bl9nZXcs/5PTNrowQYR27e7mUppS+ra6M6AwYMSKNHj65rcUmSpDXKe++9V/kIGklrhvr+XkfE6ymlAcseb5IjtECvKq9ru/m+4lyvWspU9bUqr/cEnsn2FQ/A2oRcgvuviPC/ypIkSZKUh6aa0Lar8npuLeXmZPv2dWy3U5XXZwNjgO1SSh2yNvYFvgD6AA9ERI33METEsIgYHRGjJ0+eXMfuJUmSJKnpaKoJbaykdqt+nouBg1JKrwKklMpTSo8Dx2TnNwEOqqmhlNKNKaUBKaUB3bt3X0nhSpIkSVLxaqoJ7awqr2tba7xtNeXr2u6jKaX/LVsgpfQo8J/s7bfq2K4kSZIkaRlNNaGtOm+2dy3lKs5NaEC71S40tcy5derYriRJkiRpGU01oX0fqFjeebPqCkREM6Bf9vbdOrb7IUvm5NZl+eimt8S0JEmSJBVIk0xoU0ozgYrn4Ayqodh2QMfs9bN1bLccGJW93biWohWJ8vi6tCtJkiRJWl6TTGgzw7P9kRFR3WN5Ts/2r9f0nNoa3JHt94uIDZc9GRH7ARtlbx+rR7uSJEmSpCqackJ7A7kR0lLgkYjYFCAiSiPid8CQrNzZVStFRFlEpGwbWk279wCvAy2Av0bEtlm9ZhGxN/DnrNyrwKMFviZJkiRJajJqfA7qmi6lNDciBpO7nbg/MCYiZpB7XmwzcvNbz04pPVXPdssj4kDgeWBz4NWImAk0Z8mqyR8Ah6SUnEMrSZIkSQ3UlEdoSSm9RS7pvJrcgk4lwFfkRk4HpZQuaWC7nwJbAecB75BLZhPwJnAOMCCl9EneFyBJkiRJTViTHaGtkFKaCJycbXUpPw6IOpSbBZybbZIkSZKkAmvSI7SSJEmSpOJlQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkpqkiCAiGDduXGOHogZq8qscS5IkSU3BvHnzuOOOO3jiiSd44403mDx5MgsXLqRz585suumm7LjjjnznO99hyy23bOxQ8zZq1ChGjRrF1ltvzYEHHtjY4WglMqGVJElS0dv05IsaO4S8vHvV2Su1/YcffpgTTjiBCRMmVB5r3bo17dq1Y/LkyTz33HM899xzXHjhhQwaNIjhw4fTrVu3lRrTyjRq1CjOO+88fvCDH9Sa0Pbr1w+Ali1brqLIVGjecixJkiStwf785z9z4IEHMmHCBPr168fNN9/M559/zty5c5kyZQoLFizg9ddf54ILLqB37948/fTTfPrpp40d9irx/vvv8/7779OnT5/GDkUN5AitJEmStIZ64403OPHEEykvL2fw4MH85S9/oXXr1kuVad68Of3796d///6cccYZXHDBBY5Yqmg4QitJkiStoX75y1+yYMEC+vbty5133rlcMrusVq1accEFF7DZZpstd668vJw77riDQYMG0b17d1q1akXv3r057LDDeOWVV6pt79xzzyUiGDp0KAC33XYb2223HaWlpXTo0IHddtuNp59+utaYFixYwLXXXsvOO+9Mly5dKCkpoW/fvhxzzDG89957S5UdN24cEcF5551X2V/Fwk/VLQC1okWhZs+ezWWXXcY3v/lNunTpQuvWrVl//fX59re/zV133cXChQtrjV0rnyO0kiRJ0hrok08+4fHHHwfg5JNPpn379g1ua+bMmQwZMoRnnnkGyCWCpaWlTJgwgXvvvZf777+fq666ip/85Cc1tnHcccfx5z//mebNm9OuXTtmzJjBqFGjeOGFF7j33ns5+OCDl6szYcIE9tlnH9566y0AmjVrRrt27fj444+55ZZbuPvuu7nrrrsYMmQIkBtt7tGjB7NmzWL27Nm0bt2ajh07LtVm8+bN63TN7777Lvvtt19lstuiRQvat2/PRx99xEcffcTDDz/MjjvuSFlZWZ3a08rhCK0kSZK0Bnr++ecrX++33355tfX973+fZ555hi233JJHH32U2bNnM336dKZOncpFF11EixYtOPnkk3nppZeqrT9y5EjuuusurrvuOmbMmMH06dP58MMP2WWXXSgvL+enP/0pixYtWqrOwoULGTx4MG+99Ra77LILL7zwAnPnzmXGjBlMnDiRn/3sZ8ybN4+jjjqKsWPHArDOOuswceJETj/9dAAOO+wwJk6cuNS2zjrrrPB6p0yZwt577824ceNYb731GDFiBLNnz2bq1KnMmDGDF198kaOPPpoWLRwfbGz+BCRJkqQ1UMXtuK1bt+ZrX/tag9t55plnGDFiBGVlZTz33HN06dKl8lynTp0466yzaN68OWeeeSYXX3wxjzzyyHJtTJs2jTvvvJMjjzyy8th6663HX/7yF8rKypgwYQIvv/wyu+yyS+X52267jddee41tt92Wp556ipKSkspzPXr04LLLLmPOnDlcd911XHHFFVx77bUNvsZlXXLJJXzyySd069aNF198calFo0pLS9lpp53YaaedCtafGs4RWkmSJGkNNGXKFCCXdEZEtWV++9vf0rNnz+W2k08+ubLMbbfdBsDQoUOXSmarOuKIIwB47rnnWLx48XLn11133coyVfXq1YtvfOMbALzzzjtLnavo98c//vFSyWx1/a5oHm593XHHHQCcfvrproC8mnOEVpIkSWqiZs6cyaRJk5Y7Pn369MrXL7/8MgBXXHEF1113Xa3tzZkzh6+++oq11lprqeMDBgyoMamuSBinTp1aeWzRokW8+uqrAJx22mmceeaZ1datSJ4/+eSTWuOqj3HjxjFx4kQA9t1334K1q5XDhFaSJElaA1WMpk6bNo2UUrUJ5SWXXMIll1xS+f573/sed91111JlJkyYAOSS3KqJbk3mzJmz3LHS0tIay1esvFx1xeCK5+NWvF6RuXPnrrBMXVVN8Nddd92CtauVw1uOJUmSpDXQJptsAsC8efP473//2+B2ysvLgdzCTimlFW6FWPW3ok+At956q079Fkoh29LKZ0IrSZIkrYF23XXXytePPvpog9vp0aMHkHuMzarStWvXysfrrMp+AXr27Fn5evz48au0b9WfCa0kSZK0BlpnnXXYZ599ALjqqquYNWtWg9rZYYcdAHjggQcKFtuKtGzZkgEDBgDw4IMP1rt+s2a5NKcho61lZWWVSe1jjz1W7/patUxoJUmSpDXUhRdeSKtWrRg/fjzf+973mDdvXr3bGDp0KACjR4/m9ttvr7Vs1YWd8lXR7wMPPMBzzz1Xr347dOgA5OYPN8RRRx0FwOWXX85nn33WoDa0apjQSpIkSWuo/v3788c//pFmzZoxcuRItt56a26++ebKhZ4gN4o5duxYLr30Up588snl2th7770ZMmQIAMcccwy/+c1vlqo/depURo4cyeDBgznttNMKFvuxxx7L9ttvT3l5Ofvvvz9XXXXVUgtEffHFF9x9990MHDiQq666aqm6m222GQB///vfGzR/+Mwzz6RPnz58+eWX7Lzzzjz00EOVi1TNmjWLUaNG8d3vfpdPP/00jytUIbjKsSRJkrQGO/bYY1lrrbUYNmwYH3zwAcceeyyQW124ffv2zJw5k/nz51eW32effTjrrLOWauP222+nvLycESNGcP7553P++efTsWNHUkrMmDGjslzFqGohtGzZkpEjRzJkyBBeeuklTjnlFE499VQ6derEwoULl7qFerfddluq7sCBA9lggw0YO3Ys/fr1o1u3brRt2xbIJblrr712rX137dqVxx9/nH333ZePPvqIwYMH07JlS9q1a7fUqG/VFaLVOExoJUmSpDXcAQccwIcffsidd97J448/zhtvvMHkyZOZMWMGXbp0oV+/fuy4444ceeSRbLrppsvVb9euHX/961959NFHufnmm3nllVeYPHkyzZo1Y8MNN+Qb3/gGQ4YMKfhzW9daay2ef/557rnnHu666y5ef/11pkyZQqtWrdh4443ZcccdOfjgg/nWt761VL2WLVvy7LPP8qtf/YrnnnuOiRMnMnnyZCD3jNu62GKLLRgzZgzXXHMNI0aM4D//+Q/z5s1j/fXXZ8stt+Swww5bYWKslS9clnr1N2DAgDR69OjGDkOSJKlRvPfee5WPoJG0Zqjv73VEvJ5SGrDscefQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEnSKjR06FAignPPPbfedW+99VYigoEDBxY8rvoaOHAgEcGtt97aaDG0aLSeJUmSJK0y8+bN44477uCJJ57gjTfeYPLkySxcuJDOnTuz6aabsuOOO/Kd73yHLbfcsrFDlerMhFaSJElFb6PL/trYIeTlP6cftFLbf/jhhznhhBOYMGFC5bHWrVvTrl07Jk+ezHPPPcdzzz3HhRdeyKBBgxg+fDjdunVbqTGpYTp27Ei/fv1Yd911GzuU1YK3HEuSJElrsD//+c8ceOCBTJgwgX79+nHzzTfz+eefM3fuXKZMmcKCBQt4/fXXueCCC+jduzdPP/00n376aWOHrRocdNBBvP/++9x+++2NHcpqwRFaSZIkaQ31xhtvcOKJJ1JeXs7gwYP5y1/+QuvWrZcq07x5c/r370///v0544wzuOCCC2jZsmUjRSzVjyO0kiRJ0hrql7/8JQsWLKBv377ceeedyyWzy2rVqhUXXHABm2222XLnysvLueOOOxg0aBDdu3enVatW9O7dm8MOO4xXXnml1nbHjh3LCSecwPrrr0/r1q3p3Lkzu+yyCzfddBOLFy+ute5tt93GdtttR7t27ejSpQu77bYbjzzyCABlZWVEBKNGjVqqzrnnnktEMHToUMrLy7n22mv5xje+QadOnYgI/vWvfwGwYMECHn30UY4//ni22morunXrRuvWrenbty9HHnkkr7/+eo1xVe37448/5rjjjmOdddahdevWrLfeepx++ulMnz691msDWLx4MVdeeSVbbbUVbdu2pUuXLuy///6MHj262vJ1WRTqvffe44c//CEbbbQR7dq1o1OnTmyxxRacdNJJy11TPp/B6sARWkmSJGkN9Mknn/D4448DcPLJJ9O+ffsGtzVz5kyGDBnCM888A0BEUFpayoQJE7j33nu5//77ueqqq/jJT36yXN1HHnmE73znO8ybNw/IzQGdPXs2L774Ii+++CL33HMPI0aMoF27dsvVPf7447npppsAaNasGa1ateL5559n1KhRXHnllSuMO6XEkCFDGDlyJM2bN6e0tHSp80899RQHHHBA5fu2bdsSEXz88ccMHz6ce++9l5tvvpmjjjqqxj7+97//ceihhzJ58mTat29PRDBu3Dguv/xyRo4cyQsvvECvXr2qrbto0SL2339/nnjiCVq2bElJSQlTp07l0Ucf5dlnn+Vvf/sbO+ywwwqvs6prrrmGU089tfIPBe3atWPBggW88847vPPOO7z99ttL/QGgEJ9BY3KEVpIkSVoDPf/885Wv99tvv7za+v73v88zzzzDlltuyaOPPsrs2bOZPn06U6dO5aKLLqJFixacfPLJvPTSS0vVGzt2LN/97neZN28eu+66K++//z7Tpk1j5syZ3HDDDZSUlPDMM89w8sknL9fnLbfcUpnMnnXWWUyZMoWpU6cyceJEjj32WH7+858zefLkWuN+8MEHeeKJJ/jjH//IjBkzmDp1KpMmTWL99dcHoH379hx99NE8++yzfPnll8yePZu5c+cyfvx4TjnlFBYtWsSwYcP4+OOPa+zj9NNPp2PHjrz44ovMnDmT2bNnM2LECLp168b//vc/fvCDH9RY9w9/+AOvvvoq99xzD7NmzWLmzJm89dZbbL755sybN6/az6U29913HyeddBKLFy/mkEMO4d1332XWrFnMnj2bzz//nDvvvJNtttlmqTqF+AwakwmtJEmStAZ67733gNxqxl/72tca3M4zzzzDiBEjKCsr47nnnmPfffelTZs2AHTq1ImzzjqLCy64gPLyci6++OKl6l500UXMnj2bDTbYgMcee4x+/foBUFJSwrBhw7j66qsBuPnmm/nf//5XWS+lxPnnnw/kRmkvuugiOnbsCMBaa63FTTfdxKBBg5gzZ06tsc+aNYurr76aH/3oR7Rt27ayfocOHYDcc1Rvvvlmdt99d7p27VpZb9111+WKK67gmGOOYd68edxyyy019jF//nwef/xxdtppJyA3kjx48GDuvfdeAJ5++mn+/ve/V1t32rRpjBw5kkMPPZRWrVoBsOWWW1Y+1/W1115j/PjxtV5jhYULF3LaaacBcPjhh3PfffexySabALkR9V69enHkkUdy+eWXL1WvEJ9BYzKhlSRJktZAU6ZMAaicN1qd3/72t/Ts2XO5rerI4G233QbA0KFD6dKlS7XtHHHEEQA899xzlbe6ppR44IEHADj11FMrE8qqjjvuOPr06UNKifvvv7/y+BtvvMG4ceMAOOOMM6rt88wzz6zx2it07dqVY445ZoXlalJxK+6yI89VHXrooWy44YbLHd9tt9345je/CbDUtVW18847VybCVW2zzTasvfbaAIwZM6ZOsT777LN8+umnNG/enEsvvbROdeqiLp9BY3IOrSRJktREzZw5k0mTJi13vOpiRi+//DIAV1xxBdddd12t7c2ZM4evvvqKtdZaiw8//LCynd12263a8s2aNWPgwIHcddddvPHGG5XH33zzTQB69uxZbbIIsP3229OyZUsWLlxYYzwDBgygRYvaU54pU6bwhz/8gccff5wPPviA6dOnL7dQ1eeff15j/doWZ9p11115+eWXl7q2qrbddtsa6/bp04dPP/2UqVOn1hp/hX/+858AbLXVVvTp06dOdSrk+xk0JhNaSZIkaQ1UMZo6bdo0UkrVjtJecsklXHLJJZXvv/e973HXXXctVWbChAlALsmty6q9FbcBV53fWluCVTESWbX8l19+CVDjYkqQW5G5a9euTJw4scYy3bt3rzXWd999l913332ppL60tJQ2bdoQESxYsICpU6cye/bsGtuo7doqztU013fZRaqqqliRuraEvaqKa1h33XXrVL5CIT6DxtTkbzmOiJ4RcVVEjI2IeRExKSIejog9Gtje0IhIK9hmFfo6JEmSpKoq5k/OmzeP//73vw1up7y8HICRI0eSUlrhVlZWtlwb8+fPr1efKaUGx1tV8+bNaz1/9NFHM2nSJPr3788TTzzBzJkzmTFjBpMmTWLixIncd999ecVTqOtYmX2t7M9gZWvSCW1EbAm8A5wErA/MB7oB+wNPR8Qv8mh+ITCplk2SJElaaXbdddfK148++miD2+nRoweQG8mrj6qjo7UtbPTpp58uV77idcXocHUWLFjAV199Va+Yqvr444959dVXad68OQ899BB77bXXco82qu527GXVdituRfwrGikuhJ49ewK1f9bLKtRn0JiabEIbEW2Ah4CuwJvA5imljkBn4HIggIsjYs8GdvFySqlnDdsGBbkISZIkqQbrrLMO++yzDwBXXXUVs2Y17CbBiuegVizwVFfrr78+nTp1AnKLRVWnvLy88pmo/fv3rzz+9a9/HYCJEycyduzYauu+8sordb4dtzpVE+mabhuueO5ubao+Hqmmc1WvbWXZfvvtAXj77bf57LPP6lSnUJ9BY2qyCS1wAtAXmAUckFIaA5BSmpFSOh0YkZW7uPrqkiRJ0urtwgsvpFWrVowfP57vfe97zJs3r95tDB06FIDRo0dz++2311q26gJGEcGQIUOAXEJd3SN2brrpJj777DMigkMOOaTyeP/+/enbty8Al112WbV9/e53v6vXdSyr4jFAkyZN4osvvlju/L///W+GDx++wnbuuecePvzww+WOv/DCC5UrA3/nO9/JK9a62GOPPejTpw+LFy/m5z//eZ3qFOozaExNOaE9MtsPTylV9yeMirWu+0fExqsoJkmSJKlg+vfvzx//+EeaNWvGyJEj2Xrrrbn55puXupU3pcTYsWO59NJLefLJJ5drY++9965MTI855hh+85vfLFV/6tSpjBw5ksGDB1c+B7XC2WefTbt27fj888/Zb7/9+OCDD4DcnNo//elPnHTSSQAce+yxS61mHBH86le/AuD666/nV7/6FTNmzAByCywNGzaMJ598stpHAdXVJptswtprr01KicMOO6zyObgLFy7kwQcfZNCgQcvdfludVq1asc8++1SuBl1eXs7DDz9cmaAPGjSIHXfcscFx1lXLli0rnzF79913c+ihh/L+++9Xnp8wYcJSnzkU7jNoTE0yoY2IUmCb7O3yv7U5/wQqlnHbfaUHJUmSJK0Exx57LCNGjKBnz5588MEHHHvssfTu3Zs2bdrQvXt32rRpw4YbbsgZZ5zBl19+yT777MNZZ521VBu33347Bx54IIsXL+b888+nd+/edOrUiY4dO9KlSxcOPPBAHnrooeX63mCDDbj77rtp3bo1o0aNYuONN6Zz586UlpYybNgw5s+fzx577MGVV165XN1jjjmGo48+GsiNNHfp0oUuXbrQo0cPbrrpJn7/+9/TrVs3AEpKSur9uTRr1oyrr76aZs2aMWrUKL72ta/RoUMH2rdvz8EHH0xJSUm1cS3rsssuY+rUqey4446UlpbSvn17vv3tbzN58mQ23HDDyuf4rgqHHXYYl19+Oc2aNeO+++5jk002obS0lLZt29K7d2+GDRvG22+/XVm+UJ9BY2qSCS2wCbk5sgDVPqk4pVQOfJC93bQBfWwWEWMiYm5EzIyIdyLiiohYrwFtSZIkSQ12wAEH8OGHH3LjjTdy0EEH0bdvX5o1a8aMGTPo3Lkzu+66K2effTZjxozhscceo1+/fkvVb9euHX/961955JFHGDJkCH369GHu3LksWLCADTfckCOOOIL777+fP/7xj9X2/e9//5vjjz+esrIy5syZQ9u2bdlpp5248cYbefLJJ2nXrt1y9SKCm2++mZtvvpltt92WkpISUkoMHDiQRx99lJ/85CeVo7YVc3Xr66CDDuJvf/sbgwYNorS0lIULF9K3b19OP/103nzzzcpHCtVmww03ZPTo0RxzzDF07NiRxYsXU1ZWxs9+9jNGjx5d66OHVobTTjuNN998k6OPPpqysjIWLlxI69at2XLLLTn55JO54oorlipfiM+gMcXquvzyyhQRg1kyR7ZDSmlmDeX+ChwIPJhSOriObQ8FbsneJmAq0IElz/ydCxyXUqrzzegDBgxIo0ePrmtxSZKkNcp7771X+QgaqcLYsWPZcMMNadWqFTNnzqRVq1artP+ysjLGjx/Pc889x8CBA1dp32uC+v5eR8TrKaUByx5vqiO0Vf8ENLeWchUz1+tz4/jnwG+AzYHWKaWuWf39gHeBNsDtEbFLPdqUJEmSVEXFolC77LLLKk9mtfpoqgltrLhIw6SUnkopnZ9SGpNSWpAdm59Segz4JvA/oDlwSa0BRgyLiNERMXry5MkrK1xJkiRptXX00Udz//33L/W82Y8++ogTTzyRG2+8EYCf/exnjRWeVgMtVlxkjVT1IVxtgGpvOQYqlk1r2EO7lpFSmh4RFwE3A9tHRPeUUrXZakrpRuBGyN1yXIj+JUmSpGLy9NNPc+uttwK5ebzNmjVj5swl/3Q/55xz2HvvvRspOq0OmmpC+3mV171ZsvjTsnpn+wk1nG+IV7J9AGWAw6+SJElSNS699FJGjhzJm2++yaRJk5gzZw69e/dmhx124MQTT2T33X0YSVPXVBPa98kt2BTAZlST0EZEM6Biebd3C9h31dudHXmVJEmSanD44Ydz+OGHN3YY1Ro3blxjhyCa6BzabFXjimWDB9VQbDugY/b62QJ2/40qr8cXsF1JkiRJalKaZEKbqXhszpERUd3DoU7P9q+nlGq6JXkpEVHrYlMR0QH4Rfb21Zrmz0qSJEmSVqwpJ7Q3kBshLQUeiYhNASKiNCJ+BwzJyp1dtVJElEVEyrahy7TZNyL+GRHHRsS6Veq0ioi9gZeAjYBy4KyVclWSJEmS1EQ01Tm0pJTmRsRgcrcT9wfGRMQMcs+MbUZufuvZKaWn6tn0dtlGRMwDZgMdgJbZ+TnAD1NKf8v/KiRJkiSp6WqyCS1ASumtiNic3Gjp/kAf4CvgVeCKlFJ9585OAk4CdgK2ArqTm4c7G/gvueT5upSSc2clSZIkKU9NOqEFSClNBE7OtrqUH8fSKxVXPTcXuCbbJEmSJEkrUVOeQytJkiRJKmImtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSALj11luJCAYOHNjYoRTEqFGjiAjKyspWWZ9Dhw4lIjj33HNXWZ9NmQmtJEmStIaqSK7WlAS1MU2bNo1zzz3XRHU10+SfQytJkqTi951bnmvsEPJy39G7NXYIAHTs2JF+/fqx7rrrNnYoBdG2bVv69etHnz598m5r2rRpnHfeeQC1JrW9evWiX79+dOvWLe8+tWImtJIkSZIAOOiggzjooIMaO4yC+cY3vsH777+/Svu8+OKLufjii1dpn02ZtxxLkiRJkoqSCa0kSZIkoPZFocrKyogIRo0axZQpUzjttNNYb731KCkpoU+fPhx//PFMmDCh1vZvu+02tttuO9q1a0eXLl3YbbfdeOSRR5Zrv6q6LLI0cOBAIoJbb711qeO1LQpVXl7Orbfeym677UbXrl1p2bIl3bt3Z7PNNuOYY47hiSeeWKr99dZbr/J9RCy1VY2tLvE++eSTHHLIIay99tqUlJTQs2dPtt9+ey688EI++eSTGutped5yLEmSJKnOPv30U4YOHcr48eNp27YtEcHnn3/OTTfdxDPPPMMbb7xB586dl6t3/PHHc9NNNwHQrFkzWrVqxfPPP8+oUaO48sorV/FVwFFHHcXw4cMr33fs2JEZM2bw5Zdf8u677/Luu++y9957A9ClSxe6devGl19+CUCPHj2Waqt9+/Z16nPBggUce+yx3HnnnUv1+9VXXzFp0iReeeUVFi1a5MJT9eAIrSRJkqQ6++lPf0rnzp15+eWXmT17NrNmzWLkyJF06tSJcePGVTt/9JZbbqlMZs866yymTJnC1KlTmThxIsceeyw///nPmTx58iq7hhdeeIHhw4fTrFkzrrjiCmbMmMG0adOYN28en3/+Obfeeis77bRTZfkHH3yQ1157rfL9xIkTl9pOP/30OvV76qmncuedd9K8eXN+85vfMHHiRKZNm8bcuXP5z3/+w6WXXkrv3r0Lfr1rMkdoJUmSJNVZSUkJzzzzDF27dgWgRYsWfPvb3+aXv/wlp59+Ovfffz+/+93vKsunlDj//POB3CjtRRddVHlurbXW4qabbmLChAk89thjq+wa/vnPfwKw5557csopp1Qejwh69erFD37wg4L3OWbMGK677joA/vjHPzJs2LDKcy1atOBrX/tanRNjLeEIrSRJkqQ6GzZsWGUyW9WBBx4IwEcffcTs2bMrj7/xxhuMGzcOgDPOOKPaNs8888yCx1mbDh06APDFF19QXl6+Svq84447SCmx8cYbL5XMKj8mtJIkSZLqbNttt632eNVnvU6bNq3y9ZtvvglAz5492XDDDautu/3229OyZcvCBbkC3/rWt2jVqhVvvPEGAwcO5M477+Tzzz9fqX1WjArvu+++K7WfpsaEVpIkSVKdlZaWVnu8devWla8XLlxY+bpiIaVevXrV2GarVq2qHfVdWTbccEOuu+462rRpw4svvshRRx1Fnz59WG+99fjRj35UmYQX0qRJkwBYd911C952U2ZCK0mSJGmlSSk1dgjVOuaYY/joo4+48sorGTx4MF27dmXcuHFcf/31bLPNNkvN9S2E1fVzKHYmtJIkSZJWmu7duwPU+ozaBQsW8NVXX1V7rkWL3Dq28+bNq7H+9OnTGxRbjx49OPnkkxkxYgSTJ0/m1Vdf5aCDDiKlxK9+9SvefvvtBrVbnZ49ewIwfvz4grUpE1pJkiRJK9HXv/51IPeom7Fjx1Zb5pVXXlnqNuWqOnXqBOSef1ud2bNn89577+UdZ0Sw7bbbct9997H22mtTXl7O3//+98rzzZotSZ0aMtq6/fbbA/D444/nHauWMKGVJEmStNL079+fvn37AnDZZZdVW6bqY36WtcUWWwDw1FNPVTtKe8UVVzB//vx6xbRgwYIazzVv3rxygaqq7VasjAxLL3pVV0cddRQRwfvvv88NN9xQ7/qqngmtJEmStIZbuHAhX375Za1bTSOk+YoIfvWrXwFw/fXX86tf/YoZM2YAMHnyZIYNG8aTTz5J27Ztq61/wAEH0KZNGyZPnsz3v/99vvjiCyB3m/Fvf/tbzj33XDp27FivmM4++2wOOeQQRowYwZQpUyqPT5o0iZNOOomPPvqIiGDQoEGV5zp16kTv3r0BuOWWW+rVH8Bmm23GCSecAMCPf/xjzj333MprWbx4Mf/9738599xzuf766+vddlNmQitJkiSt4V5++WW6d+9e6/bSSy+ttP6POeYYjj76aAAuvPBCunTpQpcuXejRowc33XQTv//97+nWrRsAJSUlS9Xt0qULl1xyCQD33XcfPXr0oHPnznTp0oVf/vKX/PrXv2brrbeuVzyLFi3igQce4KCDDqJr16507NiRDh060LNnT6655prKODfffPOl6h133HEA/OxnP6N9+/aUlZVRVlbGlVdeWad+r7zySg499FAWL17MeeedV3ktrVu3ZqONNuK8885j4sSJ9bqWps6EVpIkSdJKFRHcfPPN3HzzzWy77baUlJSQUmLgwIE8+uij/OQnP6kcta2YM1vVSSedxD333MP2229P27ZtKS8vZ8cdd+Svf/0rv/71r+sdz6mnnsrVV1/N4MGD2WijjUgpMX/+fNZZZx0OO+wwXnjhBc4+++zl6v3617/m//7v/9hyyy1JKTF+/HjGjx9f51uQS0pKuOeeexg5ciQHHHAAPXr0YPbs2XTr1o3tt9+e3/72txx//PH1vp6mLFw+evU3YMCANHr06MYOQ5IkqVG89957bLLJJo0dhlaisWPHsuGGG9KqVStmzpxJq1atGjskrWT1/b2OiNdTSgOWPe4IrSRJkqRGVbEo1C677GIyq3oxoZUkSZK00h199NHcf//9Sz1v9qOPPuLEE0/kxhtvBHJzU6X6aNHYAUiSJEla8z399NPceuutALRr145mzZoxc+bMyvPnnHMOe++9dyNFp2JlQitJkiRppbv00ksZOXIkb775JpMmTWLOnDn07t2bHXbYgRNPPJHdd9+9sUNUETKhlSRJkrTSHX744Rx++OGNHYbWMM6hlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1qpCRo4cCADBw5s7DAkSZKkvJjQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSpII599xziQiGDh263LmysjIiglGjRhW0z4ggIhg3blxB29Xqz4RWkiRJWkMNHTq0MtmrupWWlrLZZptx4okn8t577zV2mFKDtWjsACRJkqR8XfTQvxo7hLyc/e2tV2r7LVu2pEuXLgCklPjyyy959913effdd/nzn//MnXfeyXe+852VGgPABhtsQOvWrWnbtm1B2+3Xrx+Qu041LSa0kiRJ0hrum9/85lK3+S5cuJBnn32WH/3oR4wbN46jjz6agQMH0r1795Uax7PPPrtS2n3//fdXSrta/XnLsSRJktTEtGzZkr333pu77roLgNmzZ/PAAw80clRS/ZnQSpIkSU3UDjvsQPv27QF49913lzu/YMECrr32WnbeeWe6dOlCSUkJffv25ZhjjmnQ3NsVLQr17rvvcthhh7HWWmvRpk0bNt54Y37zm98wb968WhebWtGiUGPHjuWEE05g/fXXp3Xr1nTu3JlddtmFm266icWLFzco1hX1O3LkSPbdd1969OhRect3v379OPzww7nnnntqbFP14y3HkiRJUhOWUgJYLrGbMGEC++yzD2+99RYAzZo1o127dnz88cfccsst3H333dx1110MGTKkIHE888wzHHDAAcybNw+ADh068NFHH3H++efz1FNPMXDgwAa1+8gjj/Cd73ynst2OHTsye/ZsXnzxRV588UXuueceRowYQbt27QpyHQDnnHMOF110UeX70tJS5s6dy3/+8x/+85//8Nxzz3HYYYcVrL+mzBFaSZIkqYl6+eWXmT17NgDrr79+5fGFCxcyePBg3nrrLXbZZRdeeOEF5s6dy4wZM5g4cSI/+9nPmDdvHkcddRRjx47NO44vv/yS7373u8ybN49vfOMb/Pvf/2b69OnMmjWLu+66i3feeYfrr7++3u2OHTu2st1dd92V999/n2nTpjFz5kxuuOEGSkpKeOaZZzj55JPzvoYK48aN45JLLgHgrLPOYvLkycyYMYO5c+cyadIk7r//fvbbb7+C9dfUmdBKkiRJTczChQt58skn+d73vgfk5tRWHTG87bbbeO2119h222156qmn2HnnnWnVqhUAPXr04LLLLuNHP/oRc+bM4Yorrsg7nmuuuYavvvqKtdZaiyeffJLNN9+8Mq4jjjiCP//5z0ybNq3e7V500UXMnj2bDTbYgMcee6xyNeSSkhKGDRvG1VdfDcDNN9/M//73v7yvA+DVV1+lvLycjTfemIsuuohu3bpVnltrrbU4+OCD+fOf/1yQvmRCK0mSJK3xXn75ZXr27EnPnj3p0aMHrVu3Zu+992bcuHE0a9aM66+/nrXXXruy/G233QbAj3/8Y0pKSqpt84gjjgDg6aefzju+Bx98EIBhw4bRqVOn5c4feuihS40g10VKqXKhq1NPPbXaRwUdd9xx9OnTh5QS999/f/0Dr0aHDh0AmD59OnPmzClIm6qZCa0kSZK0hlu4cCGTJk1i0qRJfPHFF5SXlwPQpUsX/vnPf3LMMcdUll20aBGvvvoqAKeddlplIrzsdtBBBwHwySef5BXb/PnzKxek2mmnnWosV9u56nz44YdMnz4dgN12263aMs2aNaucm/vGG2/Uq/2abLfddnTp0oUJEyawww47cOONN/LRRx8VpG0tz4RWkiRJWsPtuuuupJRIKTFv3jz+9a9/ccghhzBlyhSOO+44pk6dWll2ypQpLFiwoPJ1RSK87Pbll18CMHfu3Lximzp1amWC3atXrxrL9e7du17tTp48ufJ1nz59aixXMTJdtXw+OnfuzB133EGnTp14++23K1dX7tWrFz/4wQ94/vnnC9KPcpp8QhsRPSPiqogYGxHzImJSRDwcEXsUsI/2EfFJRKRsG1qotiVJkqT6KCkpYauttuLee+9lr732qky6KlQklwBvvfVWZSJc25aPfOvXxfz581d6H1Xtu+++jBs3jhtvvJFDDz2U3r17M3HiRG6//XYGDhzIsGHDVmk8a7ImndBGxJbAO8BJwPrAfKAbsD/wdET8okBdXQisvcJSkiRJ0ioSEVx99dU0b96c++67r3LksGvXrjRv3hyo/tm0hdalSxeaNculJRMmTKixXG3nqtO9e/fK1+PHj6+x3KeffrpceYAWLXJPOK143M+yKm5nrknHjh05/vjjueeee/jss88YM2YMxx9/PAB/+tOfePTRR1d8EVqhJpvQRkQb4CGgK/AmsHlKqSPQGbgcCODiiNgzz376Az8BXskvYkmSJKmwNtpoo8rVjc855xwgt7LwgAEDgCWLNa1MJSUlbLrppgD8/e9/r7Fcbeeqs/7661cuMPXcc89VW6a8vJxRo0YB0L9//6XOVdStSHiX9dprr9Urnk033ZQbb7yR7bffHsBbjwukySa0wAlAX2AWcEBKaQxASmlGSul0YERW7uKGdhARzYAbsrc/aniokiRJ0srx85//HICXXnqpMrkbOnQoAA888ECNyWCFqvNvG6pigak//elP1Y58PvDAA/V+3m1EMGTIEACuuuqqalccvummm/jss8+ICA455JClzm2xxRYAjBw5crl6KSX+7//+r9p+K+Yf16RNmzbAqr8Nek3VlBPaI7P98JTSZ9WcvzTb94+IjRvYx0+BAcB1KaU3G9iGJEmStNJsvfXWfOtb3wLgwgsvBODYY49l++23p7y8nP3335+rrrqKKVOmVNb54osvuPvuuxk4cCBXXXVV3jH89Kc/pUuXLkyaNIl99tmHMWPGALkVl//yl79w9NFHV/s4nxU5++yzadeuHZ9//jn77bcfH3zwAZBLJv/0pz9x0kknVV7vhhtuuFTdQw89FIBHH32U//u//2P27NkAjBs3jsMPP5zRo0dX2+d1113HXnvtxfDhw5e6TXratGlcdNFFlX802Guvvep9PVpek0xoI6IU2CZ7+2QNxf4JVPx5aPcG9NEHuACYBPyyvvUlSZKkVeWMM84A4Nlnn+Uf//gHLVu2ZOTIkey4447MmTOHU045hW7dutGlSxdKS0vp0aMHRxxxBM8//zwRkXf/3bt3Z/jw4ZSUlPCPf/yDzTffnE6dOtG+fXsOP/xwttxyS374wx8C1Phc3OpssMEG3H333bRu3ZpRo0ax8cYb07lzZ0pLSxk2bBjz589njz324Morr1yu7j777MOQIUNIKfGLX/yCDh060LlzZ9Zbbz1GjhzJPffcU22fKSWeeuopjjzySHr37k379u3p3LkznTt35pxzziGlxLBhw9h3330b9FlpaU0yoQU2ITdHFmBMdQVSSuXAB9nbTRvQxzVAKXB6Sqn2GeOSJElSIxo0aBBf//rXgSWjtGuttRbPP/88d911F/vuuy9rrbUWs2bNIqXExhtvzLHHHstjjz3G2WefXZAY9tprL0aPHs0hhxxC165dmT9/Puuttx7nnXcezz77bOXjgeo7UnvAAQfw73//m+OPP56ysjLmzJlD27Zt2Wmnnbjxxht58sknadeuXbV17777bn7729/Sr18/WrRoQcuWLTn44IN55ZVX2HPP6pfaOeKII/jTn/7EYYcdxiabbELLli2ZNWsWvXr14tvf/jYjR47khhtuqLau6i9WxTLZq5uIGMySObIdUkozayj3V+BA4MGU0sH1aP8AcgtOjUop7VbleMWHfXRK6da6tjdgwIBU0y0NUkNUPEC84pYXSZJWZ++99x6bbLJJY4ehRrbzzjvz97//nVtuuaVyjq+KV31/ryPi9ZTSgGWPN9UR2qp/gqntSdAVM8fb17XhiGgHXAssBH5c/9Aq2xkWEaMjYnShHvIsSZIkFaN//OMf/P3vf6dZs2bssccejR2OViNNNaHN/0b/mp0PrAtckVJq8IO7Uko3ppQGpJQGLPtMLEmSJGlNc+ONN3LRRRcxduxYFi9eDMCsWbO4/fbb2X///YHcQk3rrLNOY4ap1UyLxg6gkcyq8roNUO0tx0DbasrXKCK2Bk4GPiGX2EqSJEmqg48//pjf/va3nHPOOTRv3pyOHTsybdo0ysvLgdxqzNdcc00jR6nVTVNNaD+v8ro3SxZ/WlbvbD+hhvPLugpoDpwDRETUdKtySXauPKW0/AOxJEmSpCbmu9/9LnPnzuX555/n008/ZcqUKXTo0IFNN92UQw45hB/+8IeVz3CVKjTVhPZ9IJG79XgzqkloI6IZ0C97W9dbh/tm+9tXUO76bBsPlNWxbUmSJGmNtfnmm3P55Zc3dhgqMk1yDm22qnHFssGDaii2HdAxe/3sSg9KkiRJklQvTTKhzQzP9kdGRK9qzp+e7V9PKdV0S/JSUkplKaWoaatS9OjsWFke8UuSJElSk9aUE9obyN3yWwo8EhGbAkREaUT8DhiSlVvqSdERURYRKduGrsqAJUmSJElLNNU5tKSU5kbEYHK3E/cHxkTEDHLPnG1Gbo7t2SmlpxoxTEmSJElSDZryCC0ppbeAzYGrgQ+BEuAr4FFgUErpkkYMT5IkSZmUUmOHIKlACvn73GRHaCuklCaSe3bsyXUsP47c6sgN6atB9SRJkpqy5s2bs3DhQlq1atXYoUgqgAULFtCiRWFS0SY9QitJkqTVX2lpKTNmzGjsMCQVQEqJr776io4dO664cB00+RFaSZIkrd66dOnCxx9/DECHDh1o2bIlEd74JhWLlBLl5eXMmTOHadOmsWjRItZaa62CtG1CK0mSpNVaSUkJ6667LlOmTGHcuHEsXry4sUOSVE/NmjWjTZs2tGvXjs6dO9OsWWFuFi5IQhsRXYBvAuuTewxO8xXVSSmdX4i+JUmStOYrKSmhV69e9OrVq7FDkbQaySuhjYiuwO+Bw4CW9axuQitJkiRJarAGJ7QR0QF4AdiYBq76K0mSJElSQ+Vz4/IZwCbkktlngX2A7kDzlFKzFW0FiF2SJEmS1ITlc8vxQUACngT2Sz7tWpIkSZK0CuUzUlqW7a8xmZUkSZIkrWr5JLRzs/3nhQhEkiRJkqT6yCehfT/br12IQCRJkiRJqo98EtpbyC0IdWiBYpEkSZIkqc7ySWhvBp4BjoyIowoUjyRJkiRJdZLPKsfrACcDfwJujYjBwF3Ae8CcFVVOKX2cR9+SJEmSpCYun4R2HLnH9kDu1uODsq0uUp59S5IkSZKauHyTyqjhtSRJkiRJK1U+Ce3RBYtCkiRJkqR6anBCm1K6rZCBSJIkSZJUH/mscixJkiRJUqMxoZUkSZIkFaWCrTQcEWsDuwNbAF2yw1OAfwN/Syl9Wqi+JEmSJEnKO6GNiN7AVcCB1DziWx4RfwVOSSl9nm+fkiRJkiTldctxRGwFvA0MAZqTe3RPdVtz4GDgrYjYIp8+JUmSJEmCPBLaiGgLPELu9uIA/gZ8FygDWmdbGXAY8ExWpivwSES0ySdoSZIkSZLyGaH9MdAHSMCJKaVvpZTuTSl9nFJakG0fp5TuSyntCfwoK7s2cGL+oUuSJEmSmrJ8EtoDySWod6SUrl9R4ZTSDcAd5EZqD8qjX0mSJEmS8kpo+2X74fWoU1F24zz6lSRJkiQpr4S2NNtPrkedirLt8+hXkiRJkqS8Etovs/3X6lFnw2z/VR79SpIkSZKUV0I7mtx82J/Wo85Pyc27HZ1Hv5IkaRUZOHAgAwcObOwwJEmqVj4JbcV82G9GxD0R0bGmghFRGhF3Ajtlh+7Ko19JkiRJkmjR0IoppXsi4kfALsAhwKCIeAD4J/AFuZHYHsB2wBCgc1b1+ZTSvXlFLUmSJElq8hqc0GYGA48AOwKdgGOybVmR7f9O7nE/kiRJkiTlJZ9bjkkpTQd2BX4MvEsuca1uexc4ERiYUpqRT5+SJEmSJEH+I7SklMqB64DrIqInsAXQJTs9Bfh3Smlivv1IkiRJklRV3gltVVniavIqSZIkSVrp8rrlWJIkSZKkxmJCK0mSJEkqSiu85Tgifl3xOqV0fnXHG6JqW5IkSZIk1Vdd5tCeS+6ZsgDn13C8IUxoJUmSJEkNVtdFoaKexyVJkiRJWqlWmNCmlKqdZ1vTcUmSJEmSVgWTUkmSJElSUTKhlSRJkiQVpQYntBHxt4h4NiL61qNO74p6De1XkiRJkiSo+6JQ1RlIbpXjdvWo06ZKPWmV2+qgoxo7hNXC2HfeA/w8Krz11zsaOwRJkiQ1gLccS5IkSZKK0qpOaCtGc+et4n4lSZIkSWuYVZ3Q7pPtP13F/UqSJEmS1jB1nkMbETfXcOrCiJi2guolwAbAtuTmzz5f134lSZIkSapOfRaFGsryizkFMLiO9SPbTwEurke/kiRJkiQtpz4J7ccsndD2zd5PABbWUi+RmzM7AXgZuC6l9Hk945QkSZIkaSl1TmhTSmVV30dEefZyz5TSu4UMalWKiJ7AWcD+QB9gOvAqcGVKqd7Py42IAeRGrbcFNgS6A62BL4HRwC0ppREFCV6SJEmSmrB8nkP7ArnR19kFimWVi4gtgb8BXbNDM4Bu5JLb/SLi7JTSJfVs9jjghCrvZwHlQG/g28C3I+IB4PCUUm0j25IkSZKkWjR4leOU0sCU0m4ppfGFDGhViYg2wEPkktk3gc1TSh2BzsDl5Ob8XhwRe9az6X8ApwLbAKUppdKUUhtgXeDSrMzBwC/yvwpJkiRJarpW9WN7VicnkJsHPAs4IKU0BiClNCOldDowIitXrwWsUkq3pZSuTCm9kVKaVeX4JymlM4A7s0ND84xfkgpq4MCBDBw4sLHDkCRJqrOmnNAeme2Hp5Q+q+Z8xWhq/4jYuID9vpbtexewTUmSJElqcvJOaCOiVUQcHREjI2JcRMyKiMUr2BYVIvg8Yi4ld0swwJM1FPsnuQWiAHYvYPffzPYfFbBNSZIkSWpy8lkUiojYiNytuf1Y8pzZYrAJS+IdU12BlFJ5RHwAfAPYNJ/OIqI9sD6525wPyw5fm0+bkiRJktTUNTihjYh2wOPAeuRW8R0JTAaOJ7f68YVAF2AAsF127B/A0/mFXBC9qryu7Zm4Fed61VKmWhGxNvBJNafmARellP5Y3zYlSZIkSUvkM0L7Q3LJ7GJgr5TS3yJiM3IJLSml31QUjIivA3cA2wN/SSk19uhkuyqv59ZSbk62b9+APhYDk7LXnYFWwCJyi0w19vVLkiRJUtHLZw7tAeRGXe9NKf2ttoIppTeB3YAvgN9HxDa1lV8FVvrt0SmlCSmlnimlnkAbcrdl3w6cB/wrS/5rDjBiWESMjojRkydPXtnhSpIkSVLRySehrZhX+tfqTkbEUkljSmky8Htyo8I/yaPfQphV5XWbWsq1raZ8vaWUylNK/0kpHUvuM1gXuDMiavz8U0o3ppQGpJQGdO/ePZ/uJUmSJGmNlE9C2ynbj69ybH6V19XdpvtStt81j34Loeq82doen1NxbkIB+74m228NfL2A7UqSJElSk5JPQlsxvzRVOTatyut1a6nbM49+C+F9lsRd7a2/2ehpv+ztuwXsu+ozbzcoYLuSJEmS1KTkk9BWPEe1coQzpfQlMCV7u2M1dSrmzi7Io9+8pZRmAqOzt4NqKLYd0DF7/WwBu1+vyuu8bmWWJEmSpKYsn4S2IiEcsMzxZ8ktuvTziOhScTAi1gd+QW5k9F959Fsow7P9kRFR3WN5Ts/2r6eUPqhLgxHRfNm5w9X4ebZfRO4xRpIkSZKkBsgnoX2aXOL67WWOX53t1wf+ExH3RcRj5JLYitHcG/Pot1BuIDf/txR4JCI2BYiI0oj4HTAkK3d21UoRURYRKduGLtPmOsDoiDgmew5tRZ1mEbF1RNwFHJcdvialNLXwlyVJkiRJTUM+z6F9BHgBaB4RG6SUxgKklF6KiPOBXwNdWJIYVoxc3pJSGr5ca6tYSmluRAwmN6LcHxgTETPILWbVjNxI8tkppafq2XR/4M8AETGP3G3FpUBJlTK3AmfkdQGSJEmS1MQ1OKFNKc0BBtZw7tyIeJHcaORmWT//BW5PKT3Q0D4LLaX0VkRsDpwF7A/0Ab4CXgWuSCnVd+7s58BhwB7AN4BeQFdgHjCW3C3Gt6SUXqqxBUmSJElSneQzQlurLBks5GJKK0VKaSJwcrbVpfw4low2L3tuAXBvtkmSJEmSVqJ85tBKkiRJktRoTGglSZIkSUXJhFaSJEmSVJRWOIc2Ij5cCf2mlNIGK6FdSZIkSVITUZdFocpWQr9pJbQpSZIkSWpC6pLQ3rbSo5AkSZIkqZ5WmNCmlI5eFYFIkiRJklQfLgolSZIkSSpKJrSSJEmSpKJUlzm0dRYRawM9gbbAaymluYVsX5IkSZKkCnkntBFRCpwOHAP0rnJqC+DdKuW+CwwBpqeUjs+3X0mSJElS05ZXQhsR6wOPAxsCUeVUdY/l+SdwZ65a3JpSeimfviVJkiRJTVuD59BGRCvgEeBrwFzgUuCAmsqnlMYBz2VvaywnSZIkSVJd5DNCezywMTAH2DWl9DpARNRW53FgD2CHPPqVJEmSJCmvVY4PJndr8bUVyWwdvJ3tv5ZHv5IkSZIk5ZXQbp7tn6hHna+yfZc8+pUkSZIkKa+EtmO2n1GPOq2y/aI8+pUkSZIkKa+Edkq2X7cedTbN9l/k0a8kSZIkSXkltO9k++3rUecocvNuX8ujX0mSJEmS8kpoR5J79uyJEdF9RYUj4ifAwOztg3n0K0mSJElSXgntn4BPgHbAMxHRv7pCEbFhRPwZuIrc6Oy7wL159CtJkiRJUsOfQ5tSmh8RBwGjyK14/FpEjK9S5KaI6AGUZe8DmAYcklJKDe1XkiRJkiTIb4SWlNIb5ObQ/ptcwlpW5fR2wHrZ8SA35/abKaUP8ulTkiRJkiTIY4S2QkrpXWDriNgXOBAYAKwFNAe+BN4ERgB/dWRWkiRJklQoDU5oI6JD9nJBSmleSukx4LHChCVJkiRJUu3yueV4GjAV+GFhQpEkSZIkqe7ySWjnZft/FCIQSZIkSZLqI5+EdkK2d16sJEmSJGmVyyehHZXtty1AHJIkSZIk1Us+Ce21wCLg9IjoWKB4JEmSJEmqkwYntCmlN4GfAGsDL0bETgWLSpIkSZKkFcjnsT03Zy8/ADYHno+IT4C3ya1+vLiW6imldGxD+5YkSZIkqcEJLTCUJQtCJSCAdYF1VlAvsvImtJIkSZKkBssnof0YVziWJEmSJDWSBie0KaWyAsYhSZIkSVK95DOHtkP2ckFKaV6B4pEkSZIkqU7yeWzPNHKLP/2wMKFIkiRJklR3+SS0FaOy/yhEIJIkSZIk1Uc+Ce2EbO/CUJIkSZKkVS6fhHZUtt+2AHFIkiRJklQv+SS01wKLgNMjomOB4pEkSZIkqU4anNCmlN4EfgKsDbwYETsVLCpJkiRJklYgn8f23Jy9/ADYHHg+Ij4B3ia3+vHiWqqnlNKxDe1bkqSVbaPL/trYIawWPv3kS8DPo8J/Tj+osUOQJFXR4IQWGMqSBaESEMC6wDorqBdZeRNaSZIkSVKD5ZPQfowrHEuSJEmSGkmDE9qUUlkB45AkSZIkqV7yWeVYkiRJkqRGY0IrSZIkSSpK+cyhrVZEtAO6ZG+npJRmF7oPSZIkSZIKMkIbEVtExA0R8SEwAxiXbTMi4sOIuD4itihEX5IkSZIkQQES2oi4BHgDOA4oI/dYnqpbGXA88GZEXJxvf5IkSZIkQZ63HEfEVcBPyCWuAO8D/wQmZsd6ANsBm2Tvz4iINimlU/LpV5IkSZKkBie0EbED8FNyz6J9HxiWUvp7DWV3BG4ANgV+GhF/SSn9s6F9S5IkSZKUzy3HJ2T7T4Ada0pmAVJKLwE7A+OzQz/Mo9+CioieEXFVRIyNiHkRMSkiHo6IPRrY3roRcUrWxscRMT8iZkbEWxFxSUT0KvQ1SJIkSVJTlE9Cuwu50dlLUkpTV1Q4K/M7crce75JHvwUTEVsC7wAnAesD84FuwP7A0xHxi3q2tw65xbCuyNpYB5gHtAG2BM4ExkTEbgW6BEmSpFVu4MCBDBw4sLHDkKS8Etqe2X50Peq8tkzdRhMRbYCHgK7Am8DmKaWOQGfgcnKJ98URsWc9mm2e7R8FvgN0ydpsC+wLfJS1PyIiGv0zkCRJkqRilk9CuyDbl9SjTkXZBbWWWjVOAPoCs4ADUkpjAFJKM1JKpwMjsnL1WZl5KvD1lNL+KaX7K0auU0oLUkqPk0tq5wEdWHLLtiRJkiSpAfJJaD/O9nvXo85e2X58raVWjSOz/fCU0mfVnL802/ePiI3r0mBKaXpK6a1azlesAg2wTZ0jlSRJkiQtJ5+E9ilyt+WeGhHbrqhwRHwdOJXcvNsn8+g3bxFRypKEsqZY/glMz17vXsDuv8r2zWstJa1EG+y8JxvsXJ+76SVJkqTVTz4J7ZUsWfDouYj4dUT0WbZQRPSOiF8CzwPtsjpX5dFvIVQ8FxdgTHUFUkrlwAfZ200L0WlEtAB2zN6+U4g2JUmSJKmpavBzaFNKn0bEccAd5JLa3wC/iYjPgS/IjcT2AHpnVSI7dmwNt/iuSlUfnfN5LeUqzhXqUTs/JrcgVjlwe4HalCRJkqQmqcEJLUBKaXhETAFuBNbODvfJtmV9ChyfUmrU240z7aq8nltLuTnZvn2+HWaPCLooe3ttxSJUtZQfBgwDWHfddfPtXpIkSZLWOHkltAAppSciYn3gQGAQsDnQJTs9hdyttU8DI1JKi/Ltr0BixUUK2FlEL3KrJrcFXif3PNpapZRuJPeHAgYMGJBWZnySJEmSVIzyTmgBskT1/mwrBrOqvG4DzKyhXNtqytdLRHQht4DWesB/gf1SSvMa2p4kSZIkKadei0JFRIdsa1PPem0q6tYvvJWm6rzZ3jWWWnJuQkM6iYiO5FZR3pzcY46+lVKa1JC2JEmSJElLq3NCGxGnAlOzbZ969rMPMA2YGhE/qmfdleF9cgtUAWxWXYGIaAb0y96+W98OIqId8BgwAJhILpn9uPZakiRJkqS6qlNCGxGtgXOytzeklB6sTydZ+evIzV09NyJa1SvKAkspzQRGZ28H1VBsO6Bj9vrZ+rSfjWA/DHyT3HNnv5VS+m8DQpUkSZIk1aCuc2gPJLfQ02xyj+dpiN8ARwHdgMHAfQ1sp1CGA9sCR0bE+SmlZW8rPj3bv55S+oA6ypL1B4HdyI1K77miFY0lNa5NT75oxYWagPH/y91E4ueRWWeTxo5AkiStQF1vOd432z+UUprckI5SSl8CD5Ebpd2vIW0U2A3AeKAUeCQiNgWIiNKI+B0wJCt3dtVKEVEWESnbhi5zrjm5RHlvcgtN7ZNSemPlXoYkSZIkNU11HaEdQG7O6RN59vcEcETWXqNKKc2NiMHkbifuD4yJiBnknjnbjNz1np1Seqoeze4IHJy9bgmMiKjxCUGfpJS2bVDwkiRJkqQ6J7Q9s/24PPsbn+1rW1l4lUkpvRURmwNnAfsDfcjNeX0VuCKlVK+5syw94t0622rio3skSZIkKQ91TWjbZfuantdaVxXPc21Xa6lVKKU0ETg52+pSfhy526arOzeqpnOSJEmSpMKq6xzaqdm+W579dV2mPUmSJEmSGqSuCe3EbN8/z/6+nu2XXVFYkiRJkqR6qWtC+3dyt9IevKKCK3AIucWWXsqzHUmSJElSE1fXhPaRbD8gIg5tSEdZvYpVfR+prawkSZIkSStSp4Q2pfQE8C9yo7R/johd69NJRAwEbiY3Ovtm1p4kSZIkSQ1W1xFagJ8AC4C2wDMRcVVErF9bhYjYICKuBp7O6i0AftrQYCVJkiRJqlDXx/aQUno5Io4nN9LajFyC++OI+A/wOjAJmE3ukTw9gG2AjciN6gawGDg+pfSPgl6BJEmSJKlJqnNCC5BSuiMiPgHuAnqRS1T7ZVt1Kp7JOgE4MntOqyRJkiRJeavPLccAZEnpBuRuHX4dKGfJKGzVrTw7/xNgA5NZSZIkSVIh1WuEtkJKaR7wB+APEVEKbAF0BUqBmcBXwL9TSjMLFagkSZIkSVU1KKGtKktaXy5ALJIkSZIk1Vm9bzmWJEmSJGl1YEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJClvAwcOZODAgY0dhpoYE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRavIJbUT0jIirImJsRMyLiEkR8XBE7NHA9koj4tsRcUFEPB4RX0ZEyraNCx2/JEmSJDVVLRo7gMYUEVsCfwO6ZodmAN2A/YH9IuLslNIl9Wx2D+CvhYtSkiRJklSdJpvQRkQb4CFyyeybwFEppTER0QH4NfAz4OKIeCOl9FQ9m/8CGA28BnwG3Fi4yCVJWnXW/tEFjR2CJEk1arIJLXAC0BeYBRyQUvoMIKU0Azg9IjYADgQuBuqT0D6cUhpR8SYiygoUryRJkiSpiqY8h/bIbD+8IpldxqXZvn995r6mlBbnHZkkSZIkaYWaZEIbEaXANtnbJ2so9k9gevZ695UelCRJkiSpXppkQgtsAkT2ekx1BVJK5cAH2dtNV0VQkiRJkqS6a6oJba8qrz+vpVzFuV61lJEkSZIkNYKmmtC2q/J6bi3l5mT79isxFkmSJElSAzTVhDZWXKRxRcSwiBgdEaMnT57c2OFIkiRJ0mqnqSa0s6q8blNLubbVlF8lUko3ppQGpJQGdO/efVV3L0mSJEmrvaaa0FadN9u7lnIV5yasxFgkSZIkSQ3QVBPa94GUvd6sugIR0Qzol719d1UEJUmSJEmquyaZ0KaUZgKjs7eDaii2HdAxe/3sSg9KkiRJklQvLRo7gEY0HNgWODIizk8pLXtb8enZ/vWU0gdIkqQm7zu3PNfYIawWxkycBvh5VLjv6N0aOwSpyWqSI7SZG4DxQCnwSERsChARpRHxO2BIVu7sqpUioiwiUrYNra7hiOhWsQGdq5zqVPVcdluzJEmSJKkBmuwIbUppbkQMJnc7cX9gTETMIPfM2Wbk5tienVJ6qgHN1/ScnX8s8349YFwD2pckSZKkJq9JjxCmlN4CNgeuBj4ESoCvgEeBQSmlSxoxPEmSJElSLZrsCG2FlNJE4ORsq0v5cUCsoEyt5yVJkiRJ+WvSI7SSJEmSpOJlQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkotGjsASdLqoe/BxzV2CJIkSfXiCK0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSilKLxg5AkiRJKmYXPfSvxg5htfDxV7MAP48KZ39768YOoUlwhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFqckntBHRMyKuioixETEvIiZFxMMRscfq2K4kSZIkKadJJ7QRsSXwDnASsD4wH+gG7A88HRG/WJ3alSRJkiQt0WQT2ohoAzwEdAXeBDZPKXUEOgOXAwFcHBF7rg7tSpIkSZKW1mQTWuAEoC8wCzggpTQGIKU0I6V0OjAiK3fxatKuJEmSJKmKppzQHpnth6eUPqvm/KXZvn9EbLwatCtJkiRJqqJJJrQRUQpsk719soZi/wSmZ693b8x2JUmSJEnLa5IJLbAJubmsAGOqK5BSKgc+yN5u2sjtSpIkSZKW0VQT2l5VXn9eS7mKc71qKbMq2pUkSZIkLaOpJrTtqryeW0u5Odm+fSO3K0mSJElaRovGDqCRxIqLNG67ETEMGAaw7rrrFqrZJu+tv97R2CFIklT0Bt7WCYD7jt6tcQPRauWp3+fGas7+9taNG4ialKY6Qjuryus2tZRrW035VdJuSunGlNKAlNKA7t2717F7SZIkSWo6mmpCW3V+a+9aylWcm9DI7UqSJEmSltFUE9r3gZS93qy6AhHRDOiXvX23kduVJEmSJC2jSSa0KaWZwOjs7aAaim0HdMxeP9uY7UqSJEmSltckE9rM8Gx/ZERU9/ic07P96ymlD6o5v6rblSRJkiRV0ZQT2huA8UAp8EhEbAoQEaUR8TtgSFbu7KqVIqIsIlK2DS1Uu5IkSZKk+mmqj+0hpTQ3IgaTu+23PzAmImaQezZsM3JzYc9OKT21OrQrSZIkSVpaUx6hJaX0FrA5cDXwIVACfAU8CgxKKV2yOrUrSZIkSVqiyY7QVkgpTQROzra6lB8HRKHblSRJkiTVT5MeoZUkSZIkFS8TWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUWrR2AFIkiSpuIwaNaqxQ5AkwBFaSZIkSVKRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlFq0dgBSJIkSSp+o0aNauwQ1AQ5QitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSi1KQT2ojoEBEXRsR7ETEnIr6KiGcj4pA82iyJiL0i4pcRMTIiPo+IlG17FzJ+SZIkSWrKmuwqxxGxNvACsF52aBbQAdgd2D0irk8p/agBTW8CPFGYKCVJkiRJNWmSI7QREcD95JLZccCOKaVSoBQ4AygHfhgRxzewi2nAs8AlQINHeyVJkiRJNWuqI7SDge3IJa4HpZT+BZBSmgdcGhG9gVOA8yPitpTSgnq0/TbQJaWUKg7k8mdJkiRJUiE1yRFa4Mhs/0xFMruMy4AE9CR3C3KdpZTKqyazkiRJkqSVo6kmtAOz/ZPVnUwpfQaMyd7WK6GVJEmSJK0aTS6hjYi1gG7Z2zG1FH0322+6ciOSJEmSJDVEk0togV5VXn9eS7mKc71qKSNJkiRJaiRNMaFtV+X13FrKzcn27VdiLDWKiGERMToiRk+ePLkxQpAkSZKk1VrRrHIcEb8Gft3A6v+XUjqnoqkqx1fbxZtSSjcCNwJExOSIGN/IIUmSmq5uwJeNHYQkqUnrW93BokloyY0mN29g3ar1ZlV53baWOhXnZtVSZpVIKXVv7BgkSU1XRIxOKQ1o7DgkSVpW0SS0KaVzgXML0FTVebO9gX/XUK53tp9QgD4lSZIkSQXW5ObQppQms+S2qc1qKVqxuvG7tZSRJEmSJDWSJpfQZp7L9oOqOxkRfViS7D67SiKSJGn1dWNjByBJUnWaakI7PNvvGRFbVXP+NHKLR01gSfIrSVKTlC1UKEnSaqepJrQjgVfIXf9fI2J7gIgoiYifAadk5X6TUlqwbOWISNl2bnWNR0TniOhWsVU51aHq8YhoWciLkiRJkqSmpEkmtCmlBBwCfASsB/wjImaSW9H4MnKfy/UppT81sIs3gclVtgr3LHN8xwa2L0lFIyLGZX8EHNjYsazJIuLWmv7YWuUPsWWrPrLCaszvU7F/jhFRVnENDazv77Kk1U6TTGgBUkqfAlsDFwHvk1vxeSa5W4wPTSn9qPGik6QlqiQqK9pOqVJnVA1lFkbEFxHxTEQcFxHVPg4tIgZWU7c8ImZExKcR8WJEXBkRe0ZEVNfGSvoshkbEuRGxdQHbLKvhs1p2m1aoPtcENXxGiyLiy4h4ISJOi4jaHo+32si+7+dGxIGNHYskqX6K5rE9K0NKaQZwTrbVp16t/3hLKZXlEZYk1WQhMKWW87OrOTYPmF7lfTugO7BHth0VEXunlObW0u6XwOLsdWtyjzXrA+wEnAyMjYhhKaW/1VB/bBbHnFr6qKuhwK7AOOBfBWhvWVOB5aaaZKbXcHx1MQH4gCUr+a8qM4CK708J0BXYOduOj4hdU0pfrOKY6msg8BvgNmBELeU+yPYLV3I8q6tC/i5LUkE06YRWkorMyymlgfWsc09KaWjVAxHRg9zid2cAuwCnAxfU0sa2KaVxVeq3ALYE9gd+AmwAPBMRx6aUblm2ckppj3rG3JiGpJRGNXYQDZFSOgs4qxG6PjmldGvFm4joTO57cR6wMXAtcGgjxFVwKaWNGzuGxlRkv8uSmogme8uxJDVVKaVJKaUzgaezQwfUs/6ilNIbKaXzgc3JLbIXwA01rByvJiSlNDWldAFwU3booIgobcyYJElrLhNaSWq63s727RraQHYr6RByt+O2BH69bJnaFpKJiK0i4vaszPyImBkRH0bEExFxSsUczGzubCJ3uzHALcvM3RzX0Guor4hoHxHfiYi7IuKdiJgWEXMj4n8RcWNEfK2WupWLCkVEv6yNCRExJyLejIijqpSNiBgWEaOzz2VKRPwlItatoe0aF4WqofzfsvKXraDcbVm54bWVq8ZT2b4FUO1nkn0O10TEB9lnMDMiXo+IMyOi3t/LiNguIi6OiH9GxGcRsSCbM/5ERBxSQ/+J3O3GAD+oZl5wWZXytS4KFREbRMQN2Xd4XkRMzeYT1zZfvWK++9CIaJPN5f0g+059kf3Ma/tODY6IxyJiUuTmyE/J6t8dEYet4PPaPGt/Yhbv+xHxq4hoVUP5an+XK34/I2JU9v4H2c9gRkRMj4hnI2LvWuJYKyIuzX6fZmexfBIRL0fE+RHRt7brkNS0ecuxJDVdW2T7/+XTSErp84i4hdwjz74dEe1SStXN511KROxLbr5ixSPM5gPl5FafXw/YC3iC3MJ9c4FJQJesfNV5m7D0ivIr21DgmirvZ5L7A/EG2XZERByYUnqmlja+QW4Es5TcHwNak1uo8PaIWAv4PXAXcDi5+ZoLgM7AYcAOEdE/pfRVntdxE7Ab8L2I+EVKadGyBSI3slqRCN5cz/arrjexXDIXEUPIXWPr7NBcoBXQP9uOjIhBKaVJdeosoj3wzyqHFpKb79md3Hdpr4i4MaV0QpUyi8l9r9qT+8POsnPOK8rUpf/9gfuqXM/0rM2K+cSHZd+Lmn43OgAvAV9nye9Cd3I/80ER8Y2U0thl+vwtcHaVQzOBNsBG2bYbuScsVBfvnuR+/9qw5A9S/YDzgW2AA+ty3dW0ewW5/xaUk/s97QjsDuweET9PKV22TPm+wD+AXtmhxVm9PsDawA7A58D1DYlH0prPEVpJamIiontEXATsSe4fnVcVoNnHs30Lcv8ArYtryP0j+hGgX0qpdUqpI7l/AO8C/IlcgkFK6Z6UUk/g5azuySmlnlW2bQtwDXX1VRb7N4FOKaUO5JKYTcglaO2A4SsYYbwReB5YP6XUCejEkn+wn59tBwBHkUu2SsklRROBdYEzC3AdD5BbZKwHsG8NZQ4D2gLjgWfr2f6eVV5/VPVERGwL/H97dx52V1Xeffz7A0IGGRJmIkgCgspQbRRbhEoQBWOpAkKpAwoo4UVNX61DiwWJE4qVF4W3Vg0IiDKpEKWKIGAoiLWAqCBgZAizIoQQZpDc/eNem7NzcsYnT5Ln5Pl9rmtf55y999rzk5z7rLXudQ55/48HtiKv2wTgr8lm7DsB3+xjf0uAH5E/ArwQGFfuzSRgFjk030xJB1YFIuLu8lxVQda5Tc/VZhFxd7cdS9qmnM848r6+tNzXdYEjyAD19XT+W/tkOdY3ktdiHfLv4B7yh5zPNe1zCvAv5ePngI0jYr2IGE/e0wOAH3bY37nAhcDUcqzrkX2wA3hL+cGpX68gg9njgQ0iYhJ5L75dln9B0m5NZY4lg9lbyfNdOyI2IAPtnYDPkM+9mVlrEeHJkydPnkbwBJxOfsl8hvxi12o6ranMvFLmyab1Hi3zA/gvYEabfU6vrTelh2PcvLb+4U3LFpT502vzNqmtv2kf16I6r0OG8fpOqR3Lwg7XeIcetiWyb3IA726xvNrPfGCtpmVrAL+vrfOuFuUPLstu7/CczO6w3ylN879c5l/Q5nyu7mGbhzTNnwQcTQaYAVzUouxVZdmH2ux3EnBvWedV3Z6nHu9zde1+2mLZ7LLs9C7baHcdTy3zbwUmtCg3syxfAry4zTP9RPOysvytZflTZLBXzf/7Mv/mIT7rlwBqsc6FZfk3Wixree3JVgvVdue0+bu4vCy/tGnZTWX+Qf3cT0+ePHmqJtfQmpkNjjFkzUuraVKbMuOa1luntmxDMrAcDg/X3m/Qw/qPkl/uodHUcCSYRPtrPKZDOQAiImjUiu3aYdUvRlMT34hYQn7ph6yV+1aLclUt6dSh9DFtoUrc9LelqfPzJL2ErG0PYJns1TVfLn0w/yDpYfJHgU+TQcwCYKlx3Utt5q7kjy0tm5FGxMM0av3f0M8JdXBhef3rdv1Zh0KSyKAT4MSIaDWkzSlkgC4aTbibfTciWjX//wF5D8YCL67NX1xe19fQxvv9fHlem80trzsOYZsAxzXPKPupaphfJ6n+b0R1HiPp3wEzGyAOaM3MBscVEaE2075typxRX4/8UvwSst/dFOB0SccMw7FFm/etV85xb68oHy+WdLSkVwxnoDFEe3S4xr+qVpK0haTjSwKjRZKeqxIGASeW1SZ32M8NbeZX47XeVALcZvX+pBN7PKe2IuIG4H/IYP2dTYsPK6+XRcSdHTazHo2gv35MFwE7RW3Ip+I15XVt4I5aMLzUBPxDWW/LXs9H0lqS3qNMAnW/MtFYdV+qH13G0f4HoKHYmmwmD/DTViuUezmvfJzWZjvXtCn7LI3non7cvyB/PNgc+LkygdjU3g+79f7IwLt5X726KyLuaLPsKrJ/rMimyZUfldfjJf27pD0kjR/Cvs1slHJAa2Y2ikTEMxExPyI+R45FC3BMn1+EW6nXuDzcdq2lvRe4mawl/jRwPbBI0g8lvVM53u2II2l38rg/RgYn65M1zn8sU1Xj1KkG9f4285/rtDwi6gmKutYY96iqpT20mlF+WKgyLndLBnVo7QeTjcis13cAM2jd17eqiVuT9rXhm9K4fj3VPpakUFeU89kb2Iy8nn+icW8qw1G7Xdm49v7etmtlrXvz+nWPdij7VHl9/p6XWuyDgUXkuNBfA24vgfwZ5TltKyLa7W+ZffWh7fmXH7Gqfxvq1+B4shZ6beB9ZCuFxSXD8UclTRzCcZjZKOKA1sxs9DqDrE0dA+y3nNvaqfb+9l4KRMTt5Bfx/cgkSTeTTaLfBJwJ/KIEKSOGpDFkU+B1gEvJJDbjI2JilCRCNH4oUJvNjDRnkwmTdpT0qjJvBhl4LgIu6HVDEfFQRFxAJoR6Aji6RXKh6rvH9R1qw+vTIT3u/hiy9vdB4N1k3+wJEbFJuS8vrK27ou7N2BW03ZYi4kdkS4uZwHlkNuDNgHcB8yR9fWUeTw+Wue4R8XREvIVs3v4FMlN11D7Pl8e3NrMOHNCamY1SEfEUjeFutl7Ozc0or39m6aFTuh3DnyNibkQcERHbk0HUR8laomk0xgcdKXYhhxJZCLwlIq4s17Fu05V/WEMXEY/RGNqlqqWtmhuf1eL8etnmrcAJ5eOXmmrbq5rSbYe5Fr7KXjwrIr4ZOUZy3Yq6L/UhozqNl7pFi/WXW0Q8EhFzIuKgiHghsAOZIRzgcEl/O5z766JtM3tJ42g0SV/mGkTEf0fEP0fELmRz57cBd5G1uac0r29mVnFAa2Y2SkkaSzYRhRyzc6jbmUwjEJobPYxB205E/CFynMovlVnNzSarfqWrqvazCkrmt0n+Azk8y6CpAoa3SdoS2Kd87nfs2boTgceBbcksuJWfl9d1WHpon+VV3Zvr2yzvdF+W57m6nazJhhz3dRmS1iAzhwP8cgj76FlE3BQRM2n8sNSx6fEw26oMJ9TKbmQz8wB+1WkjEfF4RJxD1jwDvHKYkqCZ2WrIAa2Z2ej1Vhr/DwzpS3bJjHs+2Y/0GXL81F7KjSnZYdt5srw2N+Gs+qdO7OMwh9Mj5XXbUuO0FEl70SaoGcki4r+BG8masbPJZui/jojrlmObD9MIlP+lSvgVEbfQCLaO7xSoSBpffnjpRXVvdmpeUJqu/2uHskN+rkoG3/PLx//bJuPwe8kmzwF8t999tCJp7S6rtPsbWtGOap5R/tarMXMvi4iFtWWdzqM6B5F9bM3MluGA1sxslJG0rqRDgZPLrPtofCHvpfyaJSPxMWS23r8ia7gOL1lze7EDcKOkD0rargpuS6D7Vhr9UC9uKvfb8rq/pPVZ+X5G9g3dEPimpM3h+cDrMOB7wEOr4LiGQxV8VsMNLU/tbOVEshn6NmQT0sos4GlyaJgrJb2+an4saQ1JO0g6GriN3odz+Ul5/X+Sdq89UzuTwx1t1LZk47naTdK2Pe6v7jiyNnoy8MMy5BGSxko6HDiprHdqm6F5huJISRdLenv1HJZ9TpT0cRo1ws1/QyvSYmCmpOOqv09Jm5H99fckA/pPNpW5say/cxXcKr2axr9R15QfSMzMljEiM0iamdmwOUjSG2ufx7B0RuI/Aft2aSZ8jaQqu+5YcpiW+g+it5LB7Lw+j217MuA5EXha0uNkDVm17WuBzzSVORP4CNl88UFJD5DNpe+JiN363H/fImKRpKOAL5N9Ng+U9AiZNXctsinlN2gEMIPkTDLj7Fiytv3by7vBiLhT0nnA24GPSzorIpZExLWS9iNrg/+SDEafkfQo+XzVM+x2HQaqOJocs3ZLcoicp8pz+wKypm9f2gd388jgeRvgd5IeJH+4ANgtIu5pU646z9skvY1MzDQduEXSorLv6lwuAz7Y47n0QmST7b0Ayt/Psyxdy/z1kjhqZbm+TEcBH5O0uBxP1RrjYxFxVVOZTcr6RwHPlb+ndWlctwfJGm4zs5ZcQ2tmtnobx9JDoUwia1GuJZsH7xAR7cajrGxUKz8G+ANZU3kS+WV6uyEEszcDBwBfpQzXQwYyi8nxKmcBu0bE4nqh0lz1DcCPySamm5GJeLZgJYmIk8ihaara2rWAW8gEVq+h8/ArI1ZpBlqNDfz9iBiumuYvlNeXkc3cq/1dBGxH/mjxSzIR2ETyGbga+ATwsi5j4D6vZM1+NZmF+gGyv+YiMjDfOSIu6VD2WbIG8Uxy6JlJ5HO1FT3++B8RF5LNnecAC8jhhp4gn+eZwN7L07+8hbOAw8mEXjeTwew65JBPPyCTlh0xjPvrSUR8iOwzfR157R4jx+edUfrHN3sL8Dny7+k+8hyeAX4DfJ78N+o3K/7IzWxQKbt+mJmZ2WhW+n7eT/6wMCMifryKD8kGhKRDgNOAKyJi+qo9GjMbbVxDa2ZmZpB9XNcD7gTa1maamZmNJA5ozczMRrky1Mrs8vGkiFjSfm0zM7ORw0mhzMzMRilJ55AJtjYnf+SeD3xllR6UmZlZHxzQmpnZakHS+WRSpl5dHRH7r6jjGRCbkeOjLiQT93w4Ip5atYdkZmbWOyeFMjOz1YKkecDufRRxAhszM7MB54DWzMzMzMzMBpKTQpmZmZmZmdlAckBrZmZmZmZmA8kBrZmZmZmZmQ0kB7RmZrZak7RAUkg6fVUfi5mZmQ0vD9tjZmYjgqTp5NAxzZYAi4FHgHuB64CfA3Mj4smVdXy2YkmaAtwxDJuaGhELhmE7ZmY2AFxDa2ZmI90awERgK3Kc2VnAWcB9kj4vafyqOChJs0vNr4cLMDMzW0VcQ2tmZiPRfwBfqX1+ARnU7kiONfum8vmfgb+TtE9EtKzdi4gpK/JAbdjcC+zUYfnFwGTgPmDvLtsxM7NRwgGtmZmNRA9ExI0t5l8MnCBpKnAqsAewPfCfknaJiMUr8yBt+ETEs0Crew6ApGfL22fbPBtmZjYKucmxmZkNnFIb+wbgx2XW9sCxq+6IzMzMbFVwQGtmZgMpIp4D3g08UWYdIWnD5vW6ZTmWNFbSByRdLukBSc9KeljSfEmXSjpK0stq6x9S+s0eW5sXLaYpteVrSHqdpC9K+pmkB8t+Fkn6VZn/ok7nK2le2e688nlyKTdf0pPlmC+XdGAv10/SBEn/KOkSSfdJelrSHyVdJ+kkSbtJUofye0g6Q9Jtkp6Q9Kikm0rZrXs5huEg6c21a/4PPaz/0dr602rzp9fmT1d6j6Qry/16QtJvJX1K0ro9Hts0SV+VdEu5Pk9IulXSKZJe3qVsX8+lmdlo5SbHZmY2sCLiAUlnAe8l+9nuBZzda3lJmwE/Ifvm1k0s07bAnsDLga7BUgefoHUN8vpl2y8HjpT0zoi4oNvGJL0GmAtsXJs9jmyCvYekEyLiIx3KvxY4F9isadEmZZpGJt+aCixoKjseOANoFTi/rExHSDoyIr7R7VyGwQ/JfrWTgfcA53RZ/9Dy+quI+GWbddYu253RNH/7Mr1L0p4RcVurwpLWBE4EPgA0/yiwTZkOk3RsRHy6RfmV9VyamQ08B7RmZjboLiEDWoC/oY+AFjiZRtBwNvA9MqnQs8CmZGC3D1DPZDwXuBZ4H3BkmdcqmVE9OdFawP3ABeSQQ7cDTwFbkpmb3wesA5wlaVpE3NzhmDcHvl/e/yvwX8CTwM5k4Lw58GFJF0XEZc2FJe0KXAqMIYdEOgc4nwxcxwDbkT8M7Nui7BrAD4DXl1mXAN8mh9t5irxeHwReCpwi6YGI+M8O57LcIuI5SaeR12JPSVtFxJ2t1pW0CxlwQ/bBbucz5PW8nExOdgfwQuAw8rpsBVwi6S8i4vEW5efQCJx/AZwC3EYOP7U98H7gr4BPSVoYEf/eVH4oz6WZ2egUEZ48efLkydMqn4Dp5Bf0AGb3UW6bWrlLWyxfUJad3jR/HPBMWXZCl31s2GLe7Gq/PRzjFGBMh+VbAPeU7Z3ZZp15tfO8C9iyxTrbkYFlABe0WD62lI2y3l6dzhkY3zTvQ6Xsn4F925QbXzvWO4C1hun5qO7jghbLppLBeQDHdtjGnNq5T+rw/AVwapttHFdb57Mtlu9XWz6rzTbWJIeeCjLInVRbtlzPpSdPnjyNtsl9aM3MbNA9VHu/QR/lNiBrJAGu6LRiRDzUaXk3EbEgMotvu+X3AP9WPr65U9/VYlZE3N1iO/PJGmSA17YodzBZKwwZ+F3S4Zgeiognq8+SxgBVM+avRcTcNuWeJGucIQP5PdqexTCJTBJW1UYf0ur6SZoAHFQ+XhARD3fY5APAP7ZZ9gng9+X9zHJd6j5eXn8UESe3Od7nyFrap4F1gQNqi1fac2lmtjpwQGtmZoPusdr7npL1FA+RNWEAB0taad1wJK0naaqkHSTtKGlHGsmt1iNrHNt5BLiww/Jry+sGkiY2LdunvD5NjvXbj1eT/VQBvtNpxYi4icYPDbv0uZ+hmlNep5D9S5sdSOP56NTcGOC8aN2UmIj4M/DN8nEj4C+rZZImA68qH7tdo4dpDFNUv0ar7Lk0MxtEDmjNzGzQ1YPYnsehjYinafS3PQC4rWQN3kfSpOE8QABJW0k6WdICMii9nQxobijT12urb9RhU/MjYkmH5Qtr75sD/Cqr76+j/zF7X1V7/1O1zuz8/EQ2WYZlE0+tKHOBP5X3h7VYXs1bQKM2t53/6WP5X9Te71x7f1oP1+iVZd3nr9HKfi7NzAadA1ozMxt09eBvYdu1WptFJmoCeBHwYbL28yHlcDrHSNq4bekeSZoB3ERmvd2qhyLjOyx7osMyyL6klTWbllXncn8Px9BskyGUAZgwxHJ9iYhnaNSc7levnZa0DZkwDLIvdbdkSg90Wf7H2vv6UFHDdY1WynNpZrY6cDMWMzMbdNNq73/XT8GIeBTYX9Irgb8nEwNNI/9/rIbT+Yikd8QQs/Uqx8Y9iwxaHgO+CFxMZr19pARiSHodjZrDbn1ol9dQsuPWg+M3AH/osVynvqrD7RQy+BsHvJ3MUAxZOysy2D+th+10uz7t7k/9Gr0baDcsULOlmjevjOfSzGx14YDWzMwG3V6191cOZQMRcR1wHYCkF5C1ee8gg6L1gHMlbRMRvQZxdQeSY4cC7BcRl7ZZr5+EVkP1IJlReXK3FduUrTwbETe2XXMViYhbJF0F7EaOSfuVMtTQu8oql0bEXT1satMuy+s1sfXETPVrpOW9Riv4uTQzWy24ybGZmQ0sSZsAbysfHwN+srzbjIjHI+LHEXEwcHSZPYFGQqXnV+1xkzuU14UdgllYuo/qinJdeX2FpPX6LHt97f0bh+l4VoQqOdQ0SS8H9iaDeIBv9LiNV3dZXu8re0Pt/Qq7Rn08l2Zmo4oDWjMzG0iS1gTOoNHf9GsR0W8f2m7qyYOaEzU9VTuWsR22UbWGGldqC5dRhpQ5eEhH2J8qO/LaNIbW6dVVNGogD5e0MmqUh+I7wKLy/jAayaAW0hjSqJsDyz1ZRnnuqnv1ELUgNiJuo5G5+K2SXtzzUfen03NpZjaqOKA1M7OBI2kKWRtb1YLdBHyqz21sLWl6l9XqzZnvaFpWT6y0TYdtVGOWTiD7QzYfx5pk38+hNAPu17eAe8r7YyXt1W5FSRtKej45Vcm++4XycUPgu5LW71B+rKT3Sxo3DMfdszIO7rfLx4OBN5f33yrn0ItNgS+1WTYbeEl5P6fqA11TPYdjgAvKUD4tSVpT0jskbVGbt7zPpZnZqOI+tGZmNhJtUsZmrUwAJpHNd6cDb6KRgOcmYJ8hDEPzInL4mVvImrtryGBvCRlc7gscUta9G2hOvnN17f2Jkj5LBrlVU+QFZczS84DjgLHkUC6vIIPxR8r5zCKHb/kZsGuf59CXiHha0jvIGr5xwEWSzga+B9xJBmEvJpM+HQDsSA5zUzkB2AOYUV5vlvRVsvZ2IfACYFuyD+v+5D07Y0WeUxtzgPeX/Vd6bW4M+SwcLmkqmVjqTmBzsrZ3/7LOAuCzzQUj4juSvg7MJK/fb8vny8nsyOPJsXJ3Ia/x5sBONH5oWN7n0sxsVFH3zPVmZmYrXqmV+mkfRRaRY7fOLrVy7ba7gBwq54yIOGQI+7sb+LuI+HWLbZ9Li1rXYmpELCjrHUrWwrZrGXUuGYRVfWz3iIh5TfuaB+wOXBER09sdrKRDaGTyff4YmtbZEziH7s1VlylfmlefDLyX7tmYHwc27nR/elW7j3dGxJQe1r+GRr/k6yKiYx/lpudhb+CfymsrdwN7RsTvWy0sTctnA0fRvfLgGWCHiLi1xXF00va5NDMbTVxDa2ZmI90S4FFgMVlTdR1ZOzp3OQOlK8lasteTgeJWZFPTCeRQMzeQfU7nRMTjbbbxTuBasqbtJcC6tAhaI+I0Sb8DPkrWwk4k+6P+GjgtIs7roZnpsImIyyRtDfwfMqnQ9sD6ZJ/Qe8lrc06rYLg0250p6f+TQe3uZK3iumQAexfZr/QS4PvDEcwO0Zk0AtpT+yz7DNkK4HAyQ/JLyefiDrI2+986tQiIiCXAJySdBhwB7AlMJa/xU+Q1/g35A8b5EVHPjjwcz6WZ2ajhGlozMzNb7UiaQwbcTwKTI2JRl/Wn06gZXaaG3MzMRiYnhTIzM7PViqR1gIPKx+91C2bNzGxwOaA1MzOz1c2RZBNogP9YlQdiZmYrlvvQmpmZ2UCTtBaZOXgs8FoyIRNkAq2r2xQzM7PVgANaMzMzG3Rb0Bjvt/IE8IFVcCxmZrYSucmxmZmZrU7+RI7NumtE3LiqD8bMzFYsZzk2MzMzMzOzgeQaWjMzMzMzMxtIDmjNzMzMzMxsIDmgNTMzMzMzs4HkgNbMzMzMzMwGkgNaMzMzMzMzG0gOaM3MzMzMzGwg/S+sQHeBQC0yBgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAKHCAYAAACxXgQZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACKqklEQVR4nOzdd5gdVfnA8e+7KZu26SENyFIkdDCEorQAho6BgCAgGlpQVJqIAhaawE9EqlJEOkF6Qq8SqgIBBKlqIKElIZDeQ/b8/rizm5tkd7O7d5PNzX4/zzPP3DtzyjuzG+XdM+dMpJSQJEmSJKnYlDR1AJIkSZIkNYQJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSpNVSRNwYESkizmqCvkdnfQ9b2X1LUnNiQitJarC8hGHpbUZE/CsiLoqINZs6zuYuItpFxI8i4oGI+Cgi5kTE7Ij4MCLujojvRUTbpo6zGEREeUScFREnNXUskiQTWklS41gITMq2z4EOwBbAqcC/I2KHJoytWYuI/YCxwJ+BfYG1gApgEVAOHAjcAvwvInZtojCLSTnwW+Ck5ZT7CHgfmL6C45GkZs2EVpLUGF5MKfXKtp7kEtrvA9OAzsBdjgCufNnjriOBXuSSqyOA7imlDimljuR+NgcBo4E+wE5NEefqKKX0/ZTShiml+5o6FklanZnQSpIaXUppTkrpFuCE7FAvYP+mi6j5iYjNgavJ/X/9w8DXU0q3ppS+rCyTUpqeUronpbQLcAgws2milSSpYUxoJUkr0p3kHm8F2Cr/RESURMQREfFEREyOiAUR8VlE3BER21bXWES0iIhdIuKyiHg1Iibl1buvtkdm8xfpiYjOEfF/EfFeNp90Wl651hFxYkS8GBHTImJh1s8bEfGniPhGDe33jIiL89qcHhEvR8TPIqK0hjpVixZl13ZS1s+ciJgSEQ9GxMDl3OOa/A4oBT4FDkspza2tcErpTuCP1cRYGhGnRMRL2TXNjYj3I+KPEdGrhusall3X6Oz74RHxTER8mR3fPzs+Lvs+KCL6RsSfI+KDiJgfEf9aqs0OEXFGRLySxTEvIv4bEZdHxFr1vTkRsW72s3kqm0s8L/t5/zM7vswTBRExDng6+9ovlp07PiyvbK2LQkVEx+zn/kZEzMq2NyPi7IjoVEOds7I2b8y+/yD7ucyM3Lz1pyNicC3XvEVE3Jzd9/lZvQ8i4tHsd69dXe+fJK0qWjZ1AJKk1VdKaX5EfAGsAXSsPB4RZcC9wLcqi5IbHewNHAwcFBEnppSuXKrJjYC/532fDyzI6u0P7B8RZ6aUzq8lrB7Aq8C6efUr42oJPA7snBfXdKBbdg2bZ5//kd9gRGwDPAJ0zQ7NBFoDW2fbERGxe0rp8xpiagk8COxJbj7yfKALsA+wW0TsmlL6Rw11lxERfbO6AJenlOo0jzOllJZqpwfwGPD17FDl/dog24ZFxN4ppX/WEsvlwE/J/WFjOov/wJFvA+AuoDswh9w9yG9jI3L3t1926KsslvWztr8XEfullF6oy3Vm7mTxH1kqf86dgG2z7bvZfc8ftZ5M7ve4S3Ydk5dqs9Y/GuRdz/rAk3nXMyfbb5ZtwyLiWyml/9bSxnXA0eTmQs/O4hoE7BQRB6eU7lmq/N7kHj9vlR2an13DOtm2B/Ao8F5drkGSVhWO0EqSVphslKtH9nVa3qmbySWzb5JLvNqnlDqRSxTOIJewXBYR2y/V5AJyic9+5B5jbptS6gD0BH5N7j/uz4saRngzvyH3H/V7Ae2yuaSVo6CHkUtm55Cbb9oupdSF3EhnP+AnwBtLXWMXcolCV+DfwDZZmx2A7wBTyS2QdVstMf0Y2IbcY78dUkplWZ23gDbAZbXUrc4gILLP99ezbr6bySWzU8n9oaF9dm1bk7vWLsDIiOheQ/2tyN2z3wLdUkpdszovLlXuYmACsH1KqX32Mz0IIButfJjc/R8JDGDxz30dcgtadQHuiYjO9bi218kt7LQ+0Cb7ObcFvg38h9zvxIX5FVJKWwNDs68f580br9zuWF6nEdEauCe7no+B3cn9rnQg92/iI2Bt4L6aRvaBIcDhwI+Ajtm/nXWBZ8n9t90V2R9n8l1B7vf+QaB/SqlNVq8TubnTfwHmLS9+SVrlpJTc3Nzc3NwatAE3khvdGl3D+Z9k5xNwYHbsW9n3D4GuNdQ7LSvzYD3j+XVW74Zqzo3Ozi0ANq2h/p+zMlc1oM+pQK9qzu+edw92reH+JWCHaupulXe+Xz1iOi+rMw+IBv5sd8zre89qzvcEpmTnz1nq3LC8uufX0se4vHvXcznXMrKmawEeysqcWsP9Paue174uuVHi2eT+qJF/blDW5rjltFH5+zZsqeNHZMcXVvd7CGyS/Y4m4Kilzp2Vd18Pr6Zub3IjrwnYKe/4Gnn1qr3Pbm5ubsW6OUIrSWpUkVMeEacCv88OjwceyD7/INvfmFKaUkMzI7L9LhHRoh7dV/ax9MhuvkdSSm/VcG5Gtu9djz4PyvbXpZQmLn0ypfQ4ix9RPriGNp5LKT1fTd1XgU+yr5vUI6Zu2X5qSinVWrJmldc1JqX0aDWxTSK36BTUfF2LqGZebjVuztqrTuXvyyW1XMvt2b7G+aP1kVL6AHgbaAds2Rht5qm8ryOr+z1MKb0N3J19rem+fsTifyP5dScAL2dfN807NZPFj3rX53dbklZ5JrSSpMawc+XCOOT+w/lD4CJyj3BOAPZPKVXOVf1mtj85IiZWtwFjsjLtWJycAbnHmCPi5GzRnc8jt2hTZd+vZ8X61BJrbXNRH8n2QyLi/ogYGhHdaiqcPT5amTg8XVM5Fs/7HVDD+Vdqqftptu9SS5kVoTLWulzXBhHRvprz/0spfVGHvqr9mWSLPa2Zfb2rlt+Xy7My9VocKiIGR8TtETE2cgtxpbzfpS2yYrX9LjVEfe5rTb8vY2pJ7pf5fUm5BcGeyb4+FhG/iogt6/nHIklaJbkolCSpMSwk9/gp5B5rnA18ADxBbuRyal7ZyhGiyvl7y1O18mpE9Cb3KOcGeednk3tktQJoQW5hoeqSq0pLL+RTJaX0TET8htw82/2yjYh4j9xjrdekJRfq6criPw5/Ss0qR1l71HC+ttflVM5rbFVLmaVVvpqnS0REA0dpK2Oty3UFufs+e6nzNd7rOpbLH02s6d7lq/MqvXmLVVWq/B2uXJCqK7l7XtvvUkPU5752q+Hn15Dfl2PIzZ/dCDg322ZFxLPkRrj/llL6annBS9KqxhFaSVJjeDEtXhind0pp/ZTS7imli5ZKZmHx//cMSSlFHbZxeXUvJZfMfgAcSG4OboeU0hoppV7AdnWIdVFtJ1NK52Z9nE5uhd8ZwIbAz4B3IuL7NVStaQGfpvButi8F+hfYViHXVeu9rkO5/P9O6VSH35XyunQWEXuRS2YXkZuXuj5QmlLqVvl7DLxUWbyO11BfK/X3JXuMenPgAOBacr8jHYC9yS2s9VJEdFiZMUlSYzChlSStbJVzJTeuT6Xs8d4h2dfDU0r3VpMs9yw0OICU0ocppQtTSnuSG6nbhdwKsi2BP0fEGlnRKSyem9hv2ZaqVD42W9cRy0I9Q26kHHKr9jZEZax1ua4E1OXR4vrKn1dbr9+X5fhOtr8upXR2SmlsNaOgjfK7VI363NcvC5gDvYyU0lcppZEppeNSShuTGwH/OblR3QHkVqOWpKJiQitJWtkq50seWM963Vk8qvV6DWW+VcPxBkspLUopjQb2Jfc4anuy1/xk84IrF/bZpZZmds32rzV2fNVJKX1C7lU3AD+NiI61la8UEfmjkZWx7rzU8XyV1/WflNLSjxsXLKX0IYuT2qG1la2nyoSx2t+jiOhHbtS2OpV/wGjoyG3lfW3y35eU0sSU0h/IPfkAi9+/LElFw4RWkrSy3ZjtB9by+C5Q9Y7XSjNYPOq4WTVle7PknMh6y0aBa7KAxY/G5j8uWrki7bAshqXb3B34Rvb1zkLiq6dfkXuFy5rAiIhoU1vhiDgYOCXvUOV1bcLikfH88j2BH2ZfV+R13Zjtj4+IjWoqlK2uXZc52QDTs/0yv0eZ86k5Ya1cCbuufS2t8r7uFRFfX/pkRGzC4pWQG+W+RkSrWv4oATA3269Kj81LUp2Y0EqSVqrsFTD3Zl+vj4iz8xPBiOgSEUMiYhR5r3xJKc0C/plXb8usfElE7EbuMdtC5zveHBE3RMQeEVGWF1M5cBPQhtx//D+XV+dKcis5twUejYiBWZ0WEXEg8Les3JMppb+zkqSU/gX8mNwfAfYBXo+I70VE18oyEdEpW8n5aeAOoCyv/nNA5et6ro+IgypXxY2IrYDHya2kOwm4bAVeyoXk5ky3B56JiB/kz/WMiLUi4ljgVXLzQ+viiWx/XEQcVfmHjIhYOyJuAg4lt9BYdf5LbqS+U/bzra87gDezzyMj4luVyWb2e/wwuQWd3gZua0D71dkEeCsiToqIDfL6a5VdQ+UfMh5rpP4kaaVxlWNJUlP4Prk/qu5PbkXh30TEdHIJaf7jsTcuVe9kcq872YxcgjY7a6ctufmsRwEjC4irDXAIMAxIWUytWbx67iLguPxX0aSUpkbE/uSSv82BVyJiJrmkpHJU9E3g8ALiapCU0l8j4kvgGnILW90CEBGzyCW6ZXnFx7P4dTGVvk8ucd0SuAuYFxEL8+pNBQ5IKX3JCpJSmhYRewD3k1uh90ZyCfY0cj/3tvnF69jsjcCR5BYR+ytwbfYz65yd/w2wG9U8gptSmh0Rt5O7N3dnvyPTstOnppTuXrrOUvUXZEnkk+Tm0T4BzMlyzMrfs4+AoSml+XW8nrrYGLgk2+Zn/3Y6s3hwYwxwXiP2J0krhSO0kqSVLqU0O6V0ALl5qfeSe4VJW3LJ4/+AEeQeuzx+qXovkXt8dyS5ZKoV8Dm5hG1L4I0CQ/slcBq55PSDLJ4WwFjgBmBASumWaq7nZRYnDP/J4vqKXJLwc2DblNLnBcbWICmlkcC65EZrHyb3SpiW2TaO3COwhwH9U0rPLlV3Mrn7/TNy17KQ3D35L7l5l5uklGp7r29jXcP/gK+T+314mtwfLzqSu8dvAleQSz6X+dnU0N4CcvOtK0d/K7K2ngD2y1a6rs0PgQuA98k9ptsv2+q0SnB2PVsA57B4DjbZ53OBzVNK/6lLW3X0Lrl/T1eTmzc8jdz9mwE8T+5R/e1TSjNqakCSVlXRiIvnSZIkSZK00jhCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkq+h7YIdO/ePZWXlzd1GJIkSZLUJF599dUvUko9lj5uQlsEysvLGTNmTFOHIUmSJElNIiLGV3fcR44lSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlFo2dQCSJEnS8nz11VdMmTKF6dOn89VXXzV1OJLqqUWLFrRr146OHTtSVlZGRDRKuya0kiRJWqVVVFTw8ccfU1paytprr03r1q0b7T+GJa14KSUWLVrErFmz+OKLL5g7dy5rrLFGo/w79pFjSZIkrdKmTp1Ky5Yt6d27N6WlpSazUpGJCFq2bEnnzp3p168fs2fPZubMmY3StgmtJEmSVmmzZs2ic+fOJrLSaqBFixZ07dqVGTNmNEp7JrSSJElapc2bN4927do1dRiSGkmHDh2YM2dOo7RlQitJkqRVWkVFBSUl/mertLpo0aIFixYtapS2/F8GSZIkrfJ83FhafTTmv2cTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmS1OjKy8uJCEaPHt3UoawQEUFEMG7cuKYOpVkzoZUkSZKagTlz5nDVVVex3377sfbaa9OuXTvat2/POuusw0EHHcStt97K3LlzV3gc48aN46yzzuLSSy9d4X1p9deyqQOQJEmSCrXFAUc0dQgFeeO+W1Zo+w888ADDhw9n4sSJVcfat29PSUkJ48aNY9y4cdxzzz384he/4JZbbmHXXXddYbGMGzeOs88+m379+nHSSSetsH7UPDhCK0mSJK3GbrzxRvbff38mTpxI//79ueWWW/jiiy+YNWsWM2bMYNq0adx9990MGjSIzz77jGeffbapQ5bqzBFaSZIkaTX15ptv8sMf/pCKigr23ntv7r77btq2bbtEmU6dOnHggQdy4IEHcuedd/Lxxx83UbRS/TlCK0mSJK2mzjzzTObPn0/fvn0ZMWLEMsns0g4++GBOOeUUAEaPHk1EUF5eXmP5G2+8kYhg0KBBdYqnvLycXXbZBYDx48dXLaxUud14441VZZe36NK4ceOqyixt0KBBVe1NmzaNX/ziF2y44Ya0a9eOzp07V5WbMmUKN910EwceeCAbbrghZWVltG/fno033phTTjmFzz77rE7XpabjCK0kSZK0Gvr000956KGHADjhhBPo1KlTnepVlyA2lh49ejBjxgymTp1KSUkJPXr0WOL88hLu+po8eTJbbbUVH3zwAaWlpbRu3XqJ8+effz4XX3xx1feOHTsyd+5c3n33Xd59911uvfVWnnzySTbffPNGjUuNxxFaqRkaNGhQnf+SKkmSitPo0aNJKQHw7W9/u4mjyXnllVe49957AVhrrbWYOHHiEtshhxzSqP2dc845LFy4kEceeYQ5c+YwY8YMxowZU3W+b9++/PKXv+S1115j5syZTJ8+nfnz5zNmzBj22GMPJk+ezGGHHVZ1H7XqcYRWkiRJWg29++67AJSWltK/f/8mjqZpzJ8/n4cffphNN9206tj6669f9fnkk09epk6LFi3YaqutGDVqFAMGDODtt9/m2WefZeedd14pMat+HKGVJEmSVkNffvklAF26dFmhjxGvyvbaa68lktn6KC0tZfDgwQC88MILjRmWGpEjtJIkSZJWS9/4xjeWW+a9997jyiuv5Nlnn2XcuHHMmjVrmUeMXRxq1WVCK0mSJK2GunXrBsDUqVNJKTXLUdqlF51a2t/+9je+//3vs3DhQgBKSkro1KkTpaWlAMyaNYvZs2cze/bsFR6rGsZHjiVJkqTV0EYbbQTk5pG+//77TRxN02jRokWN5yZPnsyxxx7LwoULOeSQQxgzZgzz5s1j6tSpVYtUVc6xdVGoVVezT2gjoldEXBYRYyNiXkRMiogHImK3Rmh73Yi4JCLejYhZETE9+3x9RDirXJIkSSvMzjvvXDUqe//999e7fsuWuYc5582bV2OZ6dOnNyy4OqhMRmvqv9C+H3nkEWbNmsXGG2/MiBEj2GqrrWjVqtUSZSZNmlRQH1rxmnVCGxGbA28BJwDrAvOB7sC+wBMR8csC2j4qa/skYMPscKvs85HAEQ0OXJIkSVqONddck7333huAK664ghkzZtSpXuVoZOfOnQH4/PPPWbBgQbVlX3nllXrHVVJSskQ/Nans/5NPPmm0vvNVtrv55ptXxZQvpcTf//73gvrQitdsE9qIaAvcD3QDXgc2TSl1AroAFwMBXBARuzeg7e8C1wFtgSuB9VJKHVJK7YBe5JLZFxvlQiRJkqQanHfeeZSWlvLJJ59w2GGH1TraCnDnnXfyxz/+EYANNtiA0tJSUko88MADy5T93//+xz333FPvmDp27Agsf4R1s802A2DUqFHLnJs/fz6XXnppvfvO16lTJwDeeuutapPrv/zlL4wdO7agPrTiNduEFjgO6AfMAvZLKb0NkFKakVI6FRiZlbugPo1GxBrAn8klxGeklH6aUvqg8nxKaVJK6daU0vWNcA2SJElSjbbcckv+9Kc/ERE89NBDfP3rX+fWW29lypQpVWWmT5/Ovffeyy677MIhhxzCzJkzAWjdujVDhgwBcu9rff7556moqKCiooLHH3+cwYMH07Zt23rH9LWvfY1WrVoxffr0WhPigw8+GMglljfccAPz588H4O2332bvvfcueOXhb33rW0QEb731FieccALTpk0DYMaMGVx00UX8+Mc/rlpYS6uu5pzQHp7tR6SUPq3m/EXZfkBEbFjN+Zr8iNwo7/vA/xUQnyRJklSwo48+mnvvvZc11liD9957jyOOOIJu3bpRVlZGx44d6dy5MwceeCCjR4+mX79+7LrrrlV1L7jgArp168bHH3/MjjvuSFlZGe3bt2ePPfagc+fOnHXWWfWOp3379hx66KEAHHTQQXTu3Jny8nLKy8u5++67q8odc8wxbLvttsyfP5+jjjqKDh060KlTJzbddFP+9a9/ccMNNxR0X/r3789JJ50EwJVXXkmXLl3o2rUrXbt25bTTTmO33Xbjhz/8YUF9aMVrlgltRJQBW2VfH6uh2D+Byucgdq2hTHUqE+WbU0oVDQhPkiRJalT7778/H3zwAX/605/Ye++9WXPNNfnqq6/46quvKC8v56CDDmLEiBG8//777LTTTlX11l13XV566SUOPfRQevTowaJFi1hzzTU588wzeeGFF6oeH66vq6++mtNPP53+/fszf/58xo8fz/jx45k1a1ZVmVatWvHEE0/w85//nPLyckpKSmjfvj3Dhg3j1VdfZYsttij4vvzxj3/k2muv5etf/zqlpaV89dVXbLnlllx66aU89NBDVQtjadUVzXEJ6ojYBngp+7phSqnadcwj4iVgG+BPKaWf1KHdbsAX2dedyb3n9xdZG6XAOHLzdv+QUvqiujaqM3DgwDRmzJi6FpeWa9CgQQCMHj26SeOQJKku3n333apX0EhaPdT333VEvJpSGrj08WY5Qgv0zvtc28P3led611Im39fyPu8OPJntK1+AtRG5BPdfEeH/KkuSJElSAZprQts+7/PcWsrNyfYd6thu57zPZwBvA9umlDpmbewNfA70Be6JiBqfYYiI4RExJiLGTJ48uY7dS5IkSVLz0VwT2lhB7ebfz0XAASmllwFSShUppUeAo7LzGwEH1NRQSunalNLAlNLAHj16rKBwJUmSJKl4NdeEdlbe59rWGm9XTfm6tvtQSul/SxdIKT0E/Cf7+q06titJkiRJWkpzTWjz5832qaVc5bkJDWi32oWmljq3Vh3blSRJkiQtpbkmtO8Blcs7b1JdgYgoAfpnX9+pY7sfsHhObl2Wj25+S0xLkiRJUiNplgltSmkmUPkenME1FNsW6JR9fqqO7VYAo7OvG9ZStDJRHl+XdiVJkiRJy2qWCW1mRLY/PCKqey3Pqdn+1ZreU1uDW7L9PhGx/tInI2IfYIPs68P1aFeSJEmSlKc5J7TXkBshLQMejIiNASKiLCJ+DwzNyp2RXykiyiMiZduwatq9A3gVaAncFxFbZ/VKImJP4K9ZuZeBhxr5miRJkiSp2ajxPairu5TS3IgYQu5x4gHA2xExg9z7YkvIzW89I6X0eD3brYiI/YFngE2BlyNiJtCCxasmvw8clFJyDq0kSZIkNVBzHqElpfQGuaTzcnILOpUCX5IbOR2cUrqwge1+AmwBnA28RS6ZTcDrwJnAwJTSxwVfgCRJkiQ1Y812hLZSSmkicGK21aX8OCDqUG4WcFa2SZIkSZIaWbMeoZUkSZIkFS8TWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmS1CxFBBHBuHHjmjoUNVCzX+VYkiRJag7mzZvHLbfcwqOPPsprr73G5MmTWbhwIV26dGHjjTdm++235zvf+Q6bb755U4dasNGjRzN69Gi23HJL9t9//6YORyuQCa0kSZKK3sYnnt/UIRTkncvOWKHtP/DAAxx33HFMmDCh6libNm1o3749kydP5umnn+bpp5/mvPPOY/DgwYwYMYLu3buv0JhWpNGjR3P22Wfzgx/8oNaEtn///gC0atVqJUWmxuYjx5IkSdJq7K9//Sv7778/EyZMoH///lx//fV89tlnzJ07lylTprBgwQJeffVVzj33XPr06cMTTzzBJ5980tRhrxTvvfce7733Hn379m3qUNRAjtBKkiRJq6nXXnuN448/noqKCoYMGcLf/vY32rRps0SZFi1aMGDAAAYMGMBpp53Gueee64ilioYjtJIkSdJq6le/+hULFiygX79+3Hrrrcsks0tr3bo15557Lptsssky5yoqKrjlllsYPHgwPXr0oHXr1vTp04dDDjmEl156qdr2zjrrLCKCYcOGAXDTTTex7bbbUlZWRseOHdlll1144oknao1pwYIFXHnlley444507dqV0tJS+vXrx1FHHcW77767RNlx48YREZx99tlV/VUu/FTdAlDLWxRq9uzZ/OEPf+Cb3/wmXbt2pU2bNqy77rp8+9vf5rbbbmPhwoW1xq4VzxFaSZIkaTX08ccf88gjjwBw4okn0qFDhwa3NXPmTIYOHcqTTz4J5BLBsrIyJkyYwJ133sndd9/NZZddxk9+8pMa2zjmmGP461//SosWLWjfvj0zZsxg9OjRPPvss9x5550ceOCBy9SZMGECe+21F2+88QYAJSUltG/fno8++ogbbriB22+/ndtuu42hQ4cCudHmnj17MmvWLGbPnk2bNm3o1KnTEm22aNGiTtf8zjvvsM8++1Qluy1btqRDhw58+OGHfPjhhzzwwANsv/32lJeX16k9rRiO0EqSJEmroWeeeabq8z777FNQW9///vd58skn2XzzzXnooYeYPXs206dPZ+rUqZx//vm0bNmSE088kRdeeKHa+qNGjeK2227jqquuYsaMGUyfPp0PPviAnXbaiYqKCn7605/y1VdfLVFn4cKFDBkyhDfeeIOddtqJZ599lrlz5zJjxgwmTpzIz372M+bNm8cRRxzB2LFjAVhrrbWYOHEip556KgCHHHIIEydOXGJba621lnu9U6ZMYc8992TcuHGss846jBw5ktmzZzN16lRmzJjBc889x5FHHknLlo4PNjV/ApIkSdJqqPJx3DZt2vC1r32twe08+eSTjBw5kvLycp5++mm6du1ada5z586cfvrptGjRgl/84hdccMEFPPjgg8u0MW3aNG699VYOP/zwqmPrrLMOf/vb3ygvL2fChAm8+OKL7LTTTlXnb7rpJl555RW23nprHn/8cUpLS6vO9ezZkz/84Q/MmTOHq666iksuuYQrr7yywde4tAsvvJCPP/6Y7t2789xzzy2xaFRZWRk77LADO+ywQ6P1p4ZzhFaSJElaDU2ZMgXIJZ0RUW2Z3/3ud/Tq1WuZ7cQTT6wqc9NNNwEwbNiwJZLZfIcddhgATz/9NIsWLVrm/Nprr11VJl/v3r3ZZpttAHjrrbeWOFfZ749//OMlktnq+l3ePNz6uuWWWwA49dRTXQF5FecIrSRJktRMzZw5k0mTJi1zfPr06VWfX3zxRQAuueQSrrrqqlrbmzNnDl9++SVrrLHGEscHDhxYY1JdmTBOnTq16thXX33Fyy+/DMApp5zCL37xi2rrVibPH3/8ca1x1ce4ceOYOHEiAHvvvXejtasVw4RWkiRJWg1VjqZOmzaNlFK1CeWFF17IhRdeWPX9e9/7HrfddtsSZSZMmADkktz8RLcmc+bMWeZYWVlZjeUrV17OXzG48v24lZ+XZ+7cucstU1f5Cf7aa6/daO1qxfCRY0mSJGk1tNFGGwEwb948/vvf/za4nYqKCiC3sFNKablbY6z6W9knwBtvvFGnfhtLY7alFc+EVpIkSVoN7bzzzlWfH3rooQa307NnTyD3GpuVpVu3blWv11mZ/QL06tWr6vP48eNXat+qPxNaSZIkaTW01lprsddeewFw2WWXMWvWrAa1841vfAOAe+65p9FiW55WrVoxcOBAAO6999561y8pyaU5DRltLS8vr0pqH3744XrX18plQitJkiStps477zxat27N+PHj+d73vse8efPq3cawYcMAGDNmDDfffHOtZfMXdipUZb/33HMPTz/9dL367dixI5CbP9wQRxxxBAAXX3wxn376aYPa0MphQitJkiStpgYMGMCf//xnSkpKGDVqFFtuuSXXX3991UJPkBvFHDt2LBdddBGPPfbYMm3sueeeDB06FICjjjqK3/72t0vUnzp1KqNGjWLIkCGccsopjRb70UcfzXbbbUdFRQX77rsvl1122RILRH3++efcfvvtDBo0iMsuu2yJuptssgkAzz//fIPmD//iF7+gb9++fPHFF+y4447cf//9VYtUzZo1i9GjR/Pd736XTz75pIArVGNwlWNJkiRpNXb00UezxhprMHz4cN5//32OPvpoILe6cIcOHZg5cybz58+vKr/XXntx+umnL9HGzTffTEVFBSNHjuScc87hnHPOoVOnTqSUmDFjRlW5ylHVxtCqVStGjRrF0KFDeeGFFzjppJM4+eST6dy5MwsXLlziEepddtllibqDBg1ivfXWY+zYsfTv35/u3bvTrl07IJfkrrnmmrX23a1bNx555BH23ntvPvzwQ4YMGUKrVq1o3779EqO++StEq2mY0EqSJEmruf32248PPviAW2+9lUceeYTXXnuNyZMnM2PGDLp27Ur//v3ZfvvtOfzww9l4442Xqd++fXvuu+8+HnroIa6//npeeuklJk+eTElJCeuvvz7bbLMNQ4cObfT3tq6xxho888wz3HHHHdx22228+uqrTJkyhdatW7Phhhuy/fbbc+CBB/Ktb31riXqtWrXiqaee4te//jVPP/00EydOZPLkyUDuHbd1sdlmm/H2229zxRVXMHLkSP7zn/8wb9481l13XTbffHMOOeSQ5SbGWvHCZalXfQMHDkxjxoxp6jC0Ghk0aBAAo0ePbtI4JEmqi3fffbfqFTSSVg/1/XcdEa+mlAYufdw5tJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmStBINGzaMiOCss86qd90bb7yRiGDQoEGNHld9DRo0iIjgxhtvbLIYWjZZz5IkSZJWmnnz5nHLLbfw6KOP8tprrzF58mQWLlxIly5d2Hjjjdl+++35zne+w+abb97UoUp1ZkIrSZKkorfBH+5r6hAK8p9TD1ih7T/wwAMcd9xxTJgwoepYmzZtaN++PZMnT+bpp5/m6aef5rzzzmPw4MGMGDGC7t27r9CY1DCdOnWif//+rL322k0dyirBR44lSZKk1dhf//pX9t9/fyZMmED//v25/vrr+eyzz5g7dy5TpkxhwYIFvPrqq5x77rn06dOHJ554gk8++aSpw1YNDjjgAN577z1uvvnmpg5lleAIrSRJkrSaeu211zj++OOpqKhgyJAh/O1vf6NNmzZLlGnRogUDBgxgwIABnHbaaZx77rm0atWqiSKW6scRWkmSJGk19atf/YoFCxbQr18/br311mWS2aW1bt2ac889l0022WSZcxUVFdxyyy0MHjyYHj160Lp1a/r06cMhhxzCSy+9VGu7Y8eO5bjjjmPdddelTZs2dOnShZ122onrrruORYsW1Vr3pptuYtttt6V9+/Z07dqVXXbZhQcffBCA8vJyIoLRo0cvUeess84iIhg2bBgVFRVceeWVbLPNNnTu3JmI4F//+hcACxYs4KGHHuLYY49liy22oHv37rRp04Z+/fpx+OGH8+qrr9YYV37fH330EccccwxrrbUWbdq0YZ111uHUU09l+vTptV4bwKJFi7j00kvZYostaNeuHV27dmXfffdlzJgx1Zavy6JQ7777Lj/84Q/ZYIMNaN++PZ07d2azzTbjhBNOWOaaCrkHqwJHaCVJkqTV0Mcff8wjjzwCwIknnkiHDh0a3NbMmTMZOnQoTz75JAARQVlZGRMmTODOO+/k7rvv5rLLLuMnP/nJMnUffPBBvvOd7zBv3jwgNwd09uzZPPfcczz33HPccccdjBw5kvbt2y9T99hjj+W6664DoKSkhNatW/PMM88wevRoLr300uXGnVJi6NChjBo1ihYtWlBWVrbE+ccff5z99tuv6nu7du2ICD766CNGjBjBnXfeyfXXX88RRxxRYx//+9//OPjgg5k8eTIdOnQgIhg3bhwXX3wxo0aN4tlnn6V3797V1v3qq6/Yd999efTRR2nVqhWlpaVMnTqVhx56iKeeeoq///3vfOMb31judea74oorOPnkk6v+UNC+fXsWLFjAW2+9xVtvvcWbb765xB8AGuMeNCVHaCVJkqTV0DPPPFP1eZ999imore9///s8+eSTbL755jz00EPMnj2b6dOnM3XqVM4//3xatmzJiSeeyAsvvLBEvbFjx/Ld736XefPmsfPOO/Pee+8xbdo0Zs6cyTXXXENpaSlPPvkkJ5544jJ93nDDDVXJ7Omnn86UKVOYOnUqEydO5Oijj+bnP/85kydPrjXue++9l0cffZQ///nPzJgxg6lTpzJp0iTWXXddADp06MCRRx7JU089xRdffMHs2bOZO3cu48eP56STTuKrr75i+PDhfPTRRzX2ceqpp9KpUyeee+45Zs6cyezZsxk5ciTdu3fnf//7Hz/4wQ9qrPunP/2Jl19+mTvuuINZs2Yxc+ZM3njjDTbddFPmzZtX7X2pzV133cUJJ5zAokWLOOigg3jnnXeYNWsWs2fP5rPPPuPWW29lq622WqJOY9yDpmRCK0mSJK2G3n33XSC3mvHXvva1Brfz5JNPMnLkSMrLy3n66afZe++9adu2LQCdO3fm9NNP59xzz6WiooILLrhgibrnn38+s2fPZr311uPhhx+mf//+AJSWljJ8+HAuv/xyAK6//nr+97//VdVLKXHOOecAuVHa888/n06dOgGwxhprcN111zF48GDmzJlTa+yzZs3i8ssv50c/+hHt2rWrqt+xY0cg9x7V66+/nl133ZVu3bpV1Vt77bW55JJLOOqoo5g3bx433HBDjX3Mnz+fRx55hB122AHIjSQPGTKEO++8E4AnnniC559/vtq606ZNY9SoURx88MG0bt0agM0337zqva6vvPIK48ePr/UaKy1cuJBTTjkFgEMPPZS77rqLjTbaCMiNqPfu3ZvDDz+ciy++eIl6jXEPmpIJrSRJkrQamjJlCkDVvNHq/O53v6NXr17LbPkjgzfddBMAw4YNo2vXrtW2c9hhhwHw9NNPVz3qmlLinnvuAeDkk0+uSijzHXPMMfTt25eUEnfffXfV8ddee41x48YBcNppp1Xb5y9+8Ysar71St27dOOqoo5ZbriaVj+IuPfKc7+CDD2b99ddf5vguu+zCN7/5TYAlri3fjjvuWJUI59tqq61Yc801AXj77bfrFOtTTz3FJ598QosWLbjooovqVKcu6nIPmpJzaCVJkqRmaubMmUyaNGmZ4/mLGb344osAXHLJJVx11VW1tjdnzhy+/PJL1lhjDT744IOqdnbZZZdqy5eUlDBo0CBuu+02Xnvttarjr7/+OgC9evWqNlkE2G677WjVqhULFy6sMZ6BAwfSsmXtKc+UKVP405/+xCOPPML777/P9OnTl1mo6rPPPquxfm2LM+288868+OKLS1xbvq233rrGun379uWTTz5h6tSptcZf6Z///CcAW2yxBX379q1TnUqF3oOmZEKrZmWLA1bNyewr29i3co8geT9y3rjvlqYOQZKkRlc5mjpt2jRSStWO0l544YVceOGFVd+/973vcdttty1RZsKECUAuya3Lqr2VjwHnz2+tLcGqHInML//FF18A1LiYEuRWZO7WrRsTJ06ssUyPHj1qjfWdd95h1113XSKpLysro23btkQECxYsYOrUqcyePbvGNmq7tspzNc31XXqRqnyVK1LXlrDnq7yGtddeu07lKzXGPWhKzf6R44joFRGXRcTYiJgXEZMi4oGI2K2B7Q2LiLScbVZjX4ckSZKUr3L+5Lx58/jvf//b4HYqKioAGDVqFCml5W7l5eXLtDF//vx69ZlSanC8+Vq0aFHr+SOPPJJJkyYxYMAAHn30UWbOnMmMGTOYNGkSEydO5K677ioonsa6jhXZ14q+Bytas05oI2Jz4C3gBGBdYD7QHdgXeCIifllA8wuBSbVskiRJ0gqz8847V31+6KGHGtxOz549gdxIXn3kj47WtrDRJ598skz5ys+Vo8PVWbBgAV9++WW9Ysr30Ucf8fLLL9OiRQvuv/9+9thjj2VebVTd49hLq+1R3Mr4lzdS3Bh69eoF1H6vl9ZY96ApNduENiLaAvcD3YDXgU1TSp2ALsDFQAAXRMTuDezixZRSrxq29RrlIiRJkqQarLXWWuy1114AXHbZZcya1bCHBCvfg1q5wFNdrbvuunTu3BnILRZVnYqKiqp3og4YMKDq+Ne//nUAJk6cyNixY6ut+9JLL9X5cdzq5CfSNT02XPne3drkvx6ppnP517aibLfddgC8+eabfPrpp3Wq01j3oCk124QWOA7oB8wC9kspvQ2QUpqRUjoVGJmVu6D66pIkSdKq7bzzzqN169aMHz+e733ve8ybN6/ebQwbNgyAMWPGcPPNN9daNn8Bo4hg6NChQC6hru4VO9dddx2ffvopEcFBBx1UdXzAgAH069cPgD/84Q/V9vX73/++XtextMrXAE2aNInPP/98mfP//ve/GTFixHLbueOOO/jggw+WOf7ss89WrQz8ne98p6BY62K33Xajb9++LFq0iJ///Od1qtNY96ApNeeE9vBsPyKlVN2fMCrXuh4QERuupJgkSZKkRjNgwAD+/Oc/U1JSwqhRo9hyyy25/vrrl3iUN6XE2LFjueiii3jssceWaWPPPfesSkyPOuoofvvb3y5Rf+rUqYwaNYohQ4ZUvQe10hlnnEH79u357LPP2GeffXj//feB3Jzav/zlL5xwwgkAHH300UusZhwR/PrXvwbg6quv5te//jUzZswAcgssDR8+nMcee6zaVwHV1UYbbcSaa65JSolDDjmk6j24Cxcu5N5772Xw4MHLPH5bndatW7PXXntVrQZdUVHBAw88UJWgDx48mO23377BcdZVq1atqt4xe/vtt3PwwQfz3nvvVZ2fMGHCEvccGu8eNKVmmdBGRBmwVfZ12X+1Of8EKpdx23WFByVJkiStAEcffTQjR46kV69evP/++xx99NH06dOHtm3b0qNHD9q2bcv666/PaaedxhdffMFee+3F6aefvkQbN998M/vvvz+LFi3inHPOoU+fPnTu3JlOnTrRtWtX9t9/f+6///5l+l5vvfW4/fbbadOmDaNHj2bDDTekS5culJWVMXz4cObPn89uu+3GpZdeukzdo446iiOPPBLIjTR37dqVrl270rNnT6677jr++Mc/0r17dwBKS0vrfV9KSkq4/PLLKSkpYfTo0Xzta1+jY8eOdOjQgQMPPJDS0tJq41raH/7wB6ZOncr2229PWVkZHTp04Nvf/jaTJ09m/fXXr3qP78pwyCGHcPHFF1NSUsJdd93FRhttRFlZGe3ataNPnz4MHz6cN998s6p8Y92DptQsE1pgI3JzZAGqfVNxSqkCeD/7unED+tgkIt6OiLkRMTMi3oqISyJinQa0JUmSJDXYfvvtxwcffMC1117LAQccQL9+/SgpKWHGjBl06dKFnXfemTPOOIO3336bhx9+mP79+y9Rv3379tx33308+OCDDB06lL59+zJ37lwWLFjA+uuvz2GHHcbdd9/Nn//852r7/ve//82xxx5LeXk5c+bMoV27duywww5ce+21PPbYY7Rv336ZehHB9ddfz/XXX8/WW29NaWkpKSUGDRrEQw89xE9+8pOqUdvKubr1dcABB/D3v/+dwYMHU1ZWxsKFC+nXrx+nnnoqr7/+etUrhWqz/vrrM2bMGI466ig6derEokWLKC8v52c/+xljxoyp9dVDK8Ipp5zC66+/zpFHHkl5eTkLFy6kTZs2bL755px44olccsklS5RvjHvQlGJVXX55RYqIISyeI9sxpTSzhnL3AfsD96aUDqxj28OAG7KvCZgKdGTxO3/nAseklOr8MPrAgQPTmDFj6lpctfC9qzljn3scgPV2bOiaZ6sX30MrSau2d999t+oVNFKlsWPHsv7669O6dWtmzpxJ69atV2r/5eXljB8/nqeffppBgwat1L5XB/X9dx0Rr6aUBi59vLmO0Ob/CWhuLeUqZ67X58Hxz4DfApsCbVJK3bL6+wDvAG2BmyNip3q0KUmSJClP5aJQO+2000pPZrXqaK4JbSy/SMOklB5PKZ2TUno7pbQgOzY/pfQw8E3gf0AL4MJaA4wYHhFjImLM5MmTV1S4kiRJ0irryCOP5O67717ifbMffvghxx9/PNdeey0AP/vZz5oqPK0CWi6/yGop/yVcbYFqHzkGKpdNa9hLu5aSUpoeEecD1wPbRUSPlFK12WpK6VrgWsg9ctwY/UuSJEnF5IknnuDGG28EcvN4S0pKmDlz8X+6n3nmmey5555NFJ1WBc01of0s73MfFi/+tLQ+2X5CDecb4qVsH0A54PCrJEmSVI2LLrqIUaNG8frrrzNp0iTmzJlDnz59+MY3vsHxxx/Prrv6MpLmrrkmtO+RW7ApgE2oJqGNiBKgcnm3dxqx7/zHnR15lSRJkmpw6KGHcuihhzZ1GNUaN25cU4cgmukc2mxV48plgwfXUGxboFP2+alG7H6bvM/jG7FdSZIkSWpWmmVCm6l8bc7hEVHdy6FOzfavppRqeiR5CRFR62JTEdER+GX29eWa5s9KkiRJkpavOSe015AbIS0DHoyIjQEioiwifg8MzcqdkV8pIsojImXbsKXa7BcR/4yIoyNi7bw6rSNiT+AFYAOgAjh9hVyVJEmSJDUTzXUOLSmluRExhNzjxAOAtyNiBrl3xpaQm996Rkrp8Xo2vW22ERHzgNlAR6BVdn4O8MOU0t8LvwpJkiRJar6abUILkFJ6IyI2JTdaui/QF/gSeBm4JKVU37mzk4ATgB2ALYAe5Obhzgb+Sy55viql5NxZSZIkSSpQs05oAVJKE4ETs60u5cex5ErF+efmAldkmyRJkiRpBWrOc2glSZIkSUXMhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJEgA33ngjEcGgQYOaOpRGMXr0aCKC8vLyldbnsGHDiAjOOuusldZnc2ZCK0mSJK2mKpOr1SVBbUrTpk3jrLPOMlFdxTT799BKkiSp+H3nhqebOoSC3HXkLk0dAgCdOnWif//+rL322k0dSqNo164d/fv3p2/fvgW3NW3aNM4++2yAWpPa3r17079/f7p3715wn1o+E1pJkiRJABxwwAEccMABTR1Go9lmm2147733VmqfF1xwARdccMFK7bM585FjSZIkSVJRMqGVJEmSBNS+KFR5eTkRwejRo5kyZQqnnHIK66yzDqWlpfTt25djjz2WCRMm1Nr+TTfdxLbbbkv79u3p2rUru+yyCw8++OAy7eeryyJLgwYNIiK48cYblzhe26JQFRUV3Hjjjeyyyy5069aNVq1a0aNHDzbZZBOOOuooHn300SXaX2eddaq+R8QSW35sdYn3scce46CDDmLNNdektLSUXr16sd1223Heeefx8ccf11hPy/KRY0mSJEl19sknnzBs2DDGjx9Pu3btiAg+++wzrrvuOp588klee+01unTpsky9Y489luuuuw6AkpISWrduzTPPPMPo0aO59NJLV/JVwBFHHMGIESOqvnfq1IkZM2bwxRdf8M477/DOO++w5557AtC1a1e6d+/OF198AUDPnj2XaKtDhw516nPBggUcffTR3HrrrUv0++WXXzJp0iReeuklvvrqKxeeqgdHaCVJkiTV2U9/+lO6dOnCiy++yOzZs5k1axajRo2ic+fOjBs3rtr5ozfccENVMnv66aczZcoUpk6dysSJEzn66KP5+c9/zuTJk1faNTz77LOMGDGCkpISLrnkEmbMmMG0adOYN28en332GTfeeCM77LBDVfl7772XV155per7xIkTl9hOPfXUOvV78sknc+utt9KiRQt++9vfMnHiRKZNm8bcuXP5z3/+w0UXXUSfPn0a/XpXZ47QSpIkSaqz0tJSnnzySbp16wZAy5Yt+fa3v82vfvUrTj31VO6++25+//vfV5VPKXHOOecAuVHa888/v+rcGmuswXXXXceECRN4+OGHV9o1/POf/wRg991356STTqo6HhH07t2bH/zgB43e59tvv81VV10FwJ///GeGDx9eda5ly5Z87Wtfq3NirMUcoZUkSZJUZ8OHD69KZvPtv//+AHz44YfMnj276vhrr73GuHHjADjttNOqbfMXv/hFo8dZm44dOwLw+eefU1FRsVL6vOWWW0gpseGGGy6RzKowJrSSJEmS6mzrrbeu9nj+u16nTZtW9fn1118HoFevXqy//vrV1t1uu+1o1apV4wW5HN/61rdo3bo1r732GoMGDeLWW2/ls88+W6F9Vo4K77333iu0n+bGhFaSJElSnZWVlVV7vE2bNlWfFy5cWPW5ciGl3r1719hm69atqx31XVHWX399rrrqKtq2bctzzz3HEUccQd++fVlnnXX40Y9+VJWEN6ZJkyYBsPbaazd6282ZCa0kSZKkFSal1NQhVOuoo47iww8/5NJLL2XIkCF069aNcePGcfXVV7PVVlstMde3Mayq96HYmdBKkiRJWmF69OgBUOs7ahcsWMCXX35Z7bmWLXPr2M6bN6/G+tOnT29QbD179uTEE09k5MiRTJ48mZdffpkDDjiAlBK//vWvefPNNxvUbnV69eoFwPjx4xutTZnQSpIkSVqBvv71rwO5V92MHTu22jIvvfTSEo8p5+vcuTOQe/9tdWbPns27775bcJwRwdZbb81dd93FmmuuSUVFBc8//3zV+ZKSxalTQ0Zbt9tuOwAeeeSRgmPVYia0kiRJklaYAQMG0K9fPwD+8Ic/VFsm/zU/S9tss80AePzxx6sdpb3kkkuYP39+vWJasGBBjedatGhRtUBVfruVKyPDkote1dURRxxBRPDee+9xzTXX1Lu+qmdCK0mSJK3mFi5cyBdffFHrVtMIaaEigl//+tcAXH311fz6179mxowZAEyePJnhw4fz2GOP0a5du2rr77fffrRt25bJkyfz/e9/n88//xzIPWb8u9/9jrPOOotOnTrVK6YzzjiDgw46iJEjRzJlypSq45MmTeKEE07gww8/JCIYPHhw1bnOnTvTp08fAG644YZ69QewySabcNxxxwHw4x//mLPOOqvqWhYtWsR///tfzjrrLK6++up6t92cmdBKkiRJq7kXX3yRHj161Lq98MILK6z/o446iiOPPBKA8847j65du9K1a1d69uzJddddxx//+Ee6d+8OQGlp6RJ1u3btyoUXXgjAXXfdRc+ePenSpQtdu3blV7/6Fb/5zW/Ycsst6xXPV199xT333MMBBxxAt27d6NSpEx07dqRXr15cccUVVXFuuummS9Q75phjAPjZz35Ghw4dKC8vp7y8nEsvvbRO/V566aUcfPDBLFq0iLPPPrvqWtq0acMGG2zA2WefzcSJE+t1Lc2dCa0kSZKkFSoiuP7667n++uvZeuutKS0tJaXEoEGDeOihh/jJT35SNWpbOWc23wknnMAdd9zBdtttR7t27aioqGD77bfnvvvu4ze/+U294zn55JO5/PLLGTJkCBtssAEpJebPn89aa63FIYccwrPPPssZZ5yxTL3f/OY3/N///R+bb745KSXGjx/P+PHj6/wIcmlpKXfccQejRo1iv/32o2fPnsyePZvu3buz3Xbb8bvf/Y5jjz223tfTnIXLR6/6Bg4cmMaMGdPUYawWtjjgiKYOYZUw9rnHAVhvx92bOJJVwxv33dLUIUiSavHuu++y0UYbNXUYWoHGjh3L+uuvT+vWrZk5cyatW7du6pC0gtX333VEvJpSGrj0cUdoJUmSJDWpykWhdtppJ5NZ1YsJrSRJkqQV7sgjj+Tuu+9e4n2zH374IccffzzXXnstkJubKtVHy6YOQJIkSdLq74knnuDGG28EoH379pSUlDBz5syq82eeeSZ77rlnE0WnYmVCK0mSJGmFu+iiixg1ahSvv/46kyZNYs6cOfTp04dvfOMbHH/88ey6665NHaKKkAmtJEmSpBXu0EMP5dBDD23qMLSacQ6tJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSWo0Z511FhHBsGHDljlXXl5ORDB69OhG7TMiiAjGjRvXqO1q1WdCK0mSJK2mhg0bVpXs5W9lZWVssskmHH/88bz77rtNHabUYC2bOgBJkiSpUOff/6+mDqEgZ3x7yxXafqtWrejatSsAKSW++OIL3nnnHd555x3++te/cuutt/Kd73xnhcYAsN5669GmTRvatWvXqO32798fyF2nmhcTWkmSJGk1981vfnOJx3wXLlzIU089xY9+9CPGjRvHkUceyaBBg+jRo8cKjeOpp55aIe2+9957K6Rdrfp85FiSJElqZlq1asWee+7JbbfdBsDs2bO55557mjgqqf5MaCVJkqRm6hvf+AYdOnQA4J133lnm/IIFC7jyyivZcccd6dq1K6WlpfTr14+jjjqqQXNvl7co1DvvvMMhhxzCGmusQdu2bdlwww357W9/y7x582pdbGp5i0KNHTuW4447jnXXXZc2bdrQpUsXdtppJ6677joWLVrUoFiX1++oUaPYe++96dmzZ9Uj3/379+fQQw/ljjvuqLFN1Y+PHEuSJEnNWEoJYJnEbsKECey111688cYbAJSUlNC+fXs++ugjbrjhBm6//XZuu+02hg4d2ihxPPnkk+y3337MmzcPgI4dO/Lhhx9yzjnn8PjjjzNo0KAGtfvggw/yne98p6rdTp06MXv2bJ577jmee+457rjjDkaOHEn79u0b5ToAzjzzTM4///yq72VlZcydO5f//Oc//Oc//+Hpp5/mkEMOabT+mjNHaCVJkqRm6sUXX2T27NkArLvuulXHFy5cyJAhQ3jjjTfYaaedePbZZ5k7dy4zZsxg4sSJ/OxnP2PevHkcccQRjB07tuA4vvjiC7773e8yb948ttlmG/79738zffp0Zs2axW233cZbb73F1VdfXe92x44dW9XuzjvvzHvvvce0adOYOXMm11xzDaWlpTz55JOceOKJBV9DpXHjxnHhhRcCcPrppzN58mRmzJjB3LlzmTRpEnfffTf77LNPo/XX3JnQSpIkSc3MwoULeeyxx/je974H5ObU5o8Y3nTTTbzyyitsvfXWPP744+y44460bt0agJ49e/KHP/yBH/3oR8yZM4dLLrmk4HiuuOIKvvzyS9ZYYw0ee+wxNt1006q4DjvsMP76178ybdq0erd7/vnnM3v2bNZbbz0efvjhqtWQS0tLGT58OJdffjkA119/Pf/73/8Kvg6Al19+mYqKCjbccEPOP/98unfvXnVujTXW4MADD+Svf/1ro/QlE1pJkiRptffiiy/Sq1cvevXqRc+ePWnTpg177rkn48aNo6SkhKuvvpo111yzqvxNN90EwI9//GNKS0urbfOwww4D4Iknnig4vnvvvReA4cOH07lz52XOH3zwwUuMINdFSqlqoauTTz652lcFHXPMMfTt25eUEnfffXf9A69Gx44dAZg+fTpz5sxplDZVMxNaSZIkaTW3cOFCJk2axKRJk/j888+pqKgAoGvXrvzzn//kqKOOqir71Vdf8fLLLwNwyimnVCXCS28HHHAAAB9//HFBsc2fP79qQaoddtihxnK1navOBx98wPTp0wHYZZddqi1TUlJSNTf3tddeq1f7Ndl2223p2rUrEyZM4Bvf+AbXXnstH374YaO0rWWZ0EqSJEmruZ133pmUEikl5s2bx7/+9S8OOuggpkyZwjHHHMPUqVOryk6ZMoUFCxZUfa5MhJfevvjiCwDmzp1bUGxTp06tSrB79+5dY7k+ffrUq93JkydXfe7bt2+N5SpHpvPLF6JLly7ccsstdO7cmTfffLNqdeXevXvzgx/8gGeeeaZR+lFOs09oI6JXRFwWEWMjYl5ETIqIByJit0bso0NEfBwRKduGNVbbkiRJUn2UlpayxRZbcOedd7LHHntUJV2VKpNLgDfeeKMqEa5tK0Sh9eti/vz5K7yPfHvvvTfjxo3j2muv5eCDD6ZPnz5MnDiRm2++mUGDBjF8+PCVGs/qrFkntBGxOfAWcAKwLjAf6A7sCzwREb9spK7OA9ZcbilJkiRpJYkILr/8clq0aMFdd91VNXLYrVs3WrRoAVT/btrG1rVrV0pKcmnJhAkTaixX27nq9OjRo+rz+PHjayz3ySefLFMeoGXL3BtOK1/3s7TKx5lr0qlTJ4499ljuuOMOPv30U95++22OPfZYAP7yl7/w0EMPLf8itFzNNqGNiLbA/UA34HVg05RSJ6ALcDEQwAURsXuB/QwAfgK8VFjEkiRJUuPaYIMNqlY3PvPMM4HcysIDBw4EFi/WtCKVlpay8cYbA/D888/XWK62c9VZd911qxaYevrpp6stU1FRwejRowEYMGDAEucq61YmvEt75ZVX6hXPxhtvzLXXXst2220H4KPHjaTZJrTAcUA/YBawX0rpbYCU0oyU0qnAyKzcBQ3tICJKgGuyrz9qeKhS41pvx91Zb8eC/lYjSZJWEz//+c8BeOGFF6qSu2HDhgFwzz331JgMVsqff9tQlQtM/eUvf6l25POee+6p9/tuI4KhQ4cCcNlll1W74vB1113Hp59+SkRw0EEHLXFus802A2DUqFHL1Esp8X//93/V9ls5/7gmbdu2BVb+Y9Crq+ac0B6e7UeklD6t5vxF2X5ARGzYwD5+CgwErkopvd7ANiRJkqQVZsstt+Rb3/oWAOeddx4ARx99NNtttx0VFRXsu+++XHbZZUyZMqWqzueff87tt9/OoEGDuOyyywqO4ac//Sldu3Zl0qRJ7LXXXrz99ttAbsXlv/3tbxx55JHVvs5nec444wzat2/PZ599xj777MP7778P5JLJv/zlL5xwwglV17v++usvUffggw8G4KGHHuL//u//mD17NgDjxo3j0EMPZcyYMdX2edVVV7HHHnswYsSIJR6TnjZtGueff37VHw322GOPel+PltUsE9qIKAO2yr4+VkOxfwKVfx7atQF99AXOBSYBv6pvfUmSJGllOe200wB46qmn+Mc//kGrVq0YNWoU22+/PXPmzOGkk06ie/fudO3albKyMnr27Mlhhx3GM888Q0QU3H+PHj0YMWIEpaWl/OMf/2DTTTelc+fOdOjQgUMPPZTNN9+cH/7whwA1vhe3Ouuttx633347bdq0YfTo0Wy44YZ06dKFsrIyhg8fzvz589ltt9249NJLl6m71157MXToUFJK/PKXv6Rjx4506dKFddZZh1GjRnHHHXdU22dKiccff5zDDz+cPn360KFDB7p06UKXLl0488wzSSkxfPhw9t577wbdKy2pWSa0wEbk5sgCvF1dgZRSBfB+9nXjBvRxBVAGnJpSqn3GuCRJktSEBg8ezNe//nVg8SjtGmuswTPPPMNtt93G3nvvzRprrMGsWbNIKbHhhhty9NFH8/DDD3PGGWc0Sgx77LEHY8aM4aCDDqJbt27Mnz+fddZZh7PPPpunnnqq6vVA9R2p3W+//fj3v//NscceS3l5OXPmzKFdu3bssMMOXHvttTz22GO0b9++2rq33347v/vd7+jfvz8tW7akVatWHHjggbz00kvsvnv107cOO+ww/vKXv3DIIYew0UYb0apVK2bNmkXv3r359re/zahRo7jmmmuqrav6i5WxTPaqJiKGsHiObMeU0swayt0H7A/cm1I6sB7t70duwanRKaVd8o5X3uwjU0o31rW9gQMHppoeaVD9bHHAEU0dglZBb9x3S1OHIEmqxbvvvstGG23U1GGoie244448//zz3HDDDVVzfFW86vvvOiJeTSkNXPp4cx2hzf8TTG1vgq6cOd6hrg1HRHvgSmAh8OP6h1bVzvCIGBMRYxrrJc+SJElSMfrHP/7B888/T0lJCbvttltTh6NVSHNNaAt/0L9m5wBrA5eklBr84q6U0rUppYEppYFLvxNLkiRJWt1ce+21nH/++YwdO5ZFixYBMGvWLG6++Wb23XdfILdQ01prrdWUYWoV07KpA2gis/I+twWqfeQYaFdN+RpFxJbAicDH5BJbSZIkSXXw0Ucf8bvf/Y4zzzyTFi1a0KlTJ6ZNm0ZFRQWQW435iiuuaOIotapprgntZ3mf+7B48ael9cn2E2o4v7TLgBbAmUBERE2PKpdm5ypSSsu+EEuSJElqZr773e8yd+5cnnnmGT755BOmTJlCx44d2XjjjTnooIP44Q9/WPUOV6lSc01o3wMSuUePN6GahDYiSoD+2de6PjrcL9vfvJxyV2fbeKC8jm1LkiRJq61NN92Uiy++uKnDUJFplnNos1WNK5cNHlxDsW2BTtnnp1Z4UJIkSZKkemmWCW1mRLY/PCJ6V3P+1Gz/akqppkeSl5BSKk8pRU1bXtEjs2PlBcQvSZIkSc1ac05oryH3yG8Z8GBEbAwQEWUR8XtgaFZuiTdFR0R5RKRsG7YyA5YkSZIkLdZc59CSUpobEUPIPU48AHg7ImaQe+dsCbk5tmeklB5vwjAlSZIkSTVoziO0pJTeADYFLgc+AEqBL4GHgMEppQubMDxJkiRlUkpNHYKkRtKY/56b7QhtpZTSRHLvjj2xjuXHkVsduSF9NaieJElSc9aiRQsWLlxI69atmzoUSY1gwYIFtGzZOKlosx6hlSRJ0qqvrKyMGTNmNHUYkhpBSokvv/ySTp06Lb9wHTT7EVpJkiSt2rp27cpHH30EQMeOHWnVqhURPvgmFYuUEhUVFcyZM4dp06bx1VdfscYaazRK2ya0kiRJWqWVlpay9tprM2XKFMaNG8eiRYuaOiRJ9VRSUkLbtm1p3749Xbp0oaSkcR4WbpSENiK6At8E1iX3GpwWy6uTUjqnMfqWJEnS6q+0tJTevXvTu3fvpg5F0iqkoIQ2IroBfwQOAVrVs7oJrSRJkiSpwRqc0EZER+BZYEMauOqvJEmSJEkNVciDy6cBG5FLZp8C9gJ6AC1SSiXL2xohdkmSJElSM1bII8cHAAl4DNgn+bZrSZIkSdJKVMhIaXm2v8JkVpIkSZK0shWS0M7N9p81RiCSJEmSJNVHIQnte9l+zcYIRJIkSZKk+igkob2B3IJQBzdSLJIkSZIk1VkhCe31wJPA4RFxRCPFI0mSJElSnRSyyvFawInAX4AbI2IIcBvwLjBneZVTSh8V0LckSZIkqZkrJKEdR+61PZB79PiAbKuLVGDfkiRJkqRmrtCkMmr4LEmSJEnSClVIQntko0UhSZIkSVI9NTihTSnd1JiBSJIkSZJUH4WscixJkiRJUpMxoZUkSZIkFaVGW2k4ItYEdgU2A7pmh6cA/wb+nlL6pLH6kiRJkiSp4IQ2IvoAlwH7U/OIb0VE3AeclFL6rNA+JUmSJEkq6JHjiNgCeBMYCrQg9+qe6rYWwIHAGxGxWSF9SpIkSZIEBSS0EdEOeJDc48UB/B34LlAOtMm2cuAQ4MmsTDfgwYhoW0jQkiRJkiQVMkL7Y6AvkIDjU0rfSindmVL6KKW0INs+SindlVLaHfhRVnZN4PjCQ5ckSZIkNWeFJLT7k0tQb0kpXb28wimla4BbyI3UHlBAv5IkSZIkFZTQ9s/2I+pRp7LshgX0K0mSJElSQQltWbafXI86lWU7FNCvJEmSJEkFJbRfZPuv1aPO+tn+ywL6lSRJkiSpoIR2DLn5sD+tR52fkpt3O6aAfiVJkiRJKiihrZwP+82IuCMiOtVUMCLKIuJWYIfs0G0F9CtJkiRJEi0bWjGldEdE/AjYCTgIGBwR9wD/BD4nNxLbE9gWGAp0yao+k1K6s6CoJUmSJEnNXoMT2swQ4EFge6AzcFS2LS2y/fPkXvcjSZIkSVJBCnnkmJTSdGBn4MfAO+QS1+q2d4DjgUEppRmF9ClJkiRJEhQ+QktKqQK4CrgqInoBmwFds9NTgH+nlCYW2o8kSZIkSfkKTmjzZYmryaskSZIkaYUr6JFjSZIkSZKaigmtJEmSJKkoLfeR44j4TeXnlNI51R1viPy2JEmSJEmqr7rMoT2L3DtlAc6p4XhDmNBKkiRJkhqsrotCRT2PS5IkSZK0Qi03oU0pVTvPtqbjkiRJkiStDCalkiRJkqSiZEIrSZIkSSpKDU5oI+LvEfFURPSrR50+lfUa2q8kSZIkSVD3RaGqM4jcKsft61GnbV49SZIkSZIazEeOJUmSJElFaWUntJWjufNWcr+SJEmSpNXMyk5o98r2n6zkfiVJkiRJq5k6z6GNiOtrOHVeRExbTvVSYD1ga3LzZ5+pa7+SJKnpDBo0CIDRo0c3aRySJFWnPotCDWPZxZwCGFLH+pHtpwAX1KNfSZIkSZKWUZ+E9iOWTGj7Zd8nAAtrqZfIzZmdALwIXJVS+qyecUqSJEmStIQ6J7QppfL87xFRkX3cPaX0TmMGtTJFRC/gdGBfoC8wHXgZuDSlVO/35UbEQHKj1lsD6wM9gDbAF8AY4IaU0shGCV6SJEmSmrFC3kP7LLnR19mNFMtKFxGbA38HumWHZgDdySW3+0TEGSmlC+vZ7DHAcXnfZwEVQB/g28C3I+Ie4NCUUm0j25IkSZKkWjR4leOU0qCU0i4ppfGNGdDKEhFtgfvJJbOvA5umlDoBXYCLyc35vSAidq9n0/8ATga2AspSSmUppbbA2sBFWZkDgV8WfhWSJEmS1Hyt7Nf2rEqOIzcPeBawX0rpbYCU0oyU0qnAyKxcvRawSindlFK6NKX0WkppVt7xj1NKpwG3ZoeGFRi/JEmSJDVrzTmhPTzbj0gpfVrN+crR1AERsWEj9vtKtu/TiG1KkiRJUrNTcEIbEa0j4siIGBUR4yJiVkQsWs72VWMEX0DMZeQeCQZ4rIZi/yS3QBTAro3Y/Tez/YeN2KYkSZIkNTuFLApFRGxA7tHc/ix+z2wx2IjF8b5dXYGUUkVEvA9sA2xcSGcR0QFYl9xjzodkh68spE1JkiRJau4anNBGRHvgEWAdcqv4jgImA8eSW/34PKArMBDYNjv2D+CJwkJuFL3zPtf2TtzKc71rKVOtiFgT+LiaU/OA81NKf65vm5IkSZKkxQoZof0huWR2EbBHSunvEbEJuYSWlNJvKwtGxNeBW4DtgL+llJp6dLJ93ue5tZSbk+07NKCPRcCk7HMXoDXwFblFppr6+iVJkiSp6BUyh3Y/cqOud6aU/l5bwZTS68AuwOfAHyNiq9rKrwQr/PHolNKElFKvlFIvoC25x7JvBs4G/pUl/zUHGDE8IsZExJjJkyev6HAlSZIkqegUktBWziu9r7qTEbFE0phSmgz8kdyo8E8K6LcxzMr73LaWcu2qKV9vKaWKlNJ/UkpHk7sHawO3RkSN9z+ldG1KaWBKaWCPHj0K6V6SJEmSVkuFJLSds/34vGPz8z5X95juC9l+5wL6bQz582Zre31O5bkJjdj3Fdl+S+DrjdiuJEmSJDUrhSS0lfNLU96xaXmf166lbq8C+m0M77E47mof/c1GT/tnX99pxL7z33m7XiO2K0mSJEnNSiEJbeV7VKtGOFNKXwBTsq/bV1Oncu7sggL6LVhKaSYwJvs6uIZi2wKdss9PNWL36+R9LuhRZkmSJElqzgpJaCsTwoFLHX+K3KJLP4+IrpUHI2Jd4JfkRkb/VUC/jWVEtj88Iqp7Lc+p2f7VlNL7dWkwIlosPXe4Gj/P9l+Re42RJEmSJKkBCklonyCXuH57qeOXZ/t1gf9ExF0R8TC5JLZyNPfaAvptLNeQm/9bBjwYERsDRERZRPweGJqVOyO/UkSUR0TKtmFLtbkWMCYijsreQ1tZpyQitoyI24BjssNXpJSmNv5lSZIkSVLzUMh7aB8EngVaRMR6KaWxACmlFyLiHOA3QFcWJ4aVI5c3pJRGLNPaSpZSmhsRQ8iNKA8A3o6IGeQWsyohN5J8Rkrp8Xo2PQD4K0BEzCP3WHEZUJpX5kbgtIIuQJIkSZKauQYntCmlOcCgGs6dFRHPkRuN3CTr57/AzSmlexraZ2NLKb0REZsCpwP7An2BL4GXgUtSSvWdO/sZcAiwG7AN0BvoBswDxpJ7xPiGlNILNbYgSZIkSaqTQkZoa5Ulg425mNIKkVKaCJyYbXUpP47Fo81Ln1sA3JltkiRJkqQVqJA5tJIkSZIkNRkTWkmSJElSUTKhlSRJkiQVpeXOoY2ID1ZAvymltN4KaFeSJEmS1EzUZVGo8hXQb1oBbUqSJEmSmpG6JLQ3rfAoJEmSJEmqp+UmtCmlI1dGIJIkSZIk1YeLQkmSJEmSipIJrSRJkiSpKNVlDm2dRcSaQC+gHfBKSmluY7YvSZIkSVKlghPaiCgDTgWOAvrkndoMeCev3HeBocD0lNKxhfYrSZIkSWreCkpoI2Jd4BFgfSDyTlX3Wp5/ArfmqsWNKaUXCulbkiRJktS8NXgObUS0Bh4EvgbMBS4C9qupfEppHPB09rXGcpIkSZIk1UUhI7THAhsCc4CdU0qvAkREbXUeAXYDvlFAv5IkSZIkFbTK8YHkHi2+sjKZrYM3s/3XCuhXkiRJkqSCEtpNs/2j9ajzZbbvWkC/kiRJkiQVlNB2yvYz6lGndbb/qoB+JUmSJEkqKKGdku3XrkedjbP95wX0K0mSJElSQQntW9l+u3rUOYLcvNtXCuhXkiRJkqSCEtpR5N49e3xE9Fhe4Yj4CTAo+3pvAf1KkiRJklRQQvsX4GOgPfBkRAyorlBErB8RfwUuIzc6+w5wZwH9SpIkSZLU8PfQppTmR8QBwGhyKx6/EhHj84pcFxE9gfLsewDTgINSSqmh/UqSJEmSBIWN0JJSeo3cHNp/k0tYy/NObwuskx0PcnNuv5lSer+QPiVJkiRJggJGaCullN4BtoyIvYH9gYHAGkAL4AvgdWAkcJ8js5IkSZKkxtLghDYiOmYfF6SU5qWUHgYebpywJEmSJEmqXSGPHE8DpgI/bJxQJEmSJEmqu0IS2nnZ/h+NEYgkSZIkSfVRSEI7Ids7L1aSVgODBg1i0KBBTR2GJElSnRWS0I7O9ls3QhySJEmSJNVLIQntlcBXwKkR0amR4pEkSZIkqU4anNCmlF4HfgKsCTwXETs0WlSSJEmSJC1HIa/tuT77+D6wKfBMRHwMvElu9eNFtVRPKaWjG9q3JEmSJEkNTmiBYSxeECoBAawNrLWcepGVN6GVJEmSJDVYIQntR7jCsSRJkiSpiTQ4oU0plTdiHJIkSZIk1Ushc2g7Zh8XpJTmNVI8kiRJkiTVSSGv7ZlGbvGnHzZOKJIkSZIk1V0hCW3lqOw/GiMQSZIkSZLqo5CEdkK2d2EoSZIkSdJKV0hCOzrbb90IcUiSJEmSVC+FJLRXAl8Bp0ZEp0aKR5IkSZKkOmlwQptSeh34CbAm8FxE7NBoUUmSJEmStByFvLbn+uzj+8CmwDMR8THwJrnVjxfVUj2llI5uaN+SJEmSJDU4oQWGsXhBqAQEsDaw1nLqRVbehFaSJEmS1GCFJLQf4QrHkiRJkqQm0uCENqVU3ohxSJIkSZJUL4WscixJkiRJUpMxoZUkSZIkFaVC5tBWKyLaA12zr1NSSrMbuw9JkiRJkhplhDYiNouIayLiA2AGMC7bZkTEBxFxdURs1hh9SZIkSZIEjZDQRsSFwGvAMUA5udfy5G/lwLHA6xFxQaH9SZIkSZIEBT5yHBGXAT8hl7gCvAf8E5iYHesJbAtslH0/LSLappROKqRfSZIkSZIanNBGxDeAn5J7F+17wPCU0vM1lN0euAbYGPhpRPwtpfTPhvYtSZIkSVIhjxwfl+0/BravKZkFSCm9AOwIjM8O/bCAfhtVRPSKiMsiYmxEzIuISRHxQETs1sD21o6Ik7I2PoqI+RExMyLeiIgLI6J3Y1+DJEmSJDVHhTxyvBO50dkLU0pTl1c4pTQ1In4P/Cmr2+QiYnPg70C37NAMoDuwL7BPRJyRUrqwHu2tRW4xrMg7PANoD2yebcMj4sCU0tOFX4EkaUXZ4A/3NXUIq4RPPv4C8H5U+s+pBzR1CJKkPIWM0PbK9mPqUeeVpeo2mYhoC9xPLpl9Hdg0pdQJ6AJcTC4pvSAidq9Hsy2y/UPAd4CuWZvtgL2BD7P2R0ZEk98DSZIkSSpmhSS0C7J9aT3qVJZdUGupleM4oB8wC9gvpfQ2QEppRkrpVGBkVq4+KzNPBb6eUto3pXR35ch1SmlBSukRckntPKAjix/ZliRJkiQ1QCEJ7UfZfs961Nkj24+vtdTKcXi2H5FS+rSa8xdl+wERsWFdGkwpTU8pvVHL+cpVoAG2qnOkkiRJkqRlFJLQPk7usdyTI2Lr5RWOiK8DJ5Obd/tYAf0WLCLKWJxQ1hTLP4Hp2eddG7H7L7N9i1pLSZIkSZJqVUhCeym5x2fbAk9HxG8iou/ShSKiT0T8CniG3OJI84DLCui3MVS+Fxfg7eoKpJQqgPezrxs3RqcR0RLYPvv6VmO0KUmSJEnNVYNXOU4pfRIRxwC3kEtqfwv8NiI+Az4nNxLbE+iTVYns2NE1POK7MuW/OuezWspVnmusV+38mNyCWBXAzY3UpiRJkiQ1S4W8toeU0oiImAJcC6yZHe6bbUv7BDg2pdSkjxtn2ud9nltLuTnZvkOhHWavCDo/+3pl5SJUtZQfDgwHWHvttQvtXpIkSZJWOwUltAAppUcjYl1gf2AwsCnQNTs9hdyjtU8AI1NKXxXaXyOJ5RdpxM4iepNbNbkd8Crwi+XVSSldS+4PBQwcODCtyPgkSZIkqRgVnNACZInq3dlWDGblfW4LzKyhXLtqytdLRHQlt4DWOsB/gX1SSvMa2p4kSZIkKadei0JFRMdsa1vPem0r69YvvBUmf95snxpLLT43oSGdREQncqsob0ruNUffSilNakhbkiRJkqQl1TmhjYiTganZtlc9+9kLmAZMjYgf1bPuivAeuQWqADaprkBElAD9s6/v1LeDiGgPPAwMBCaSS2Y/qr2WJEmSJKmu6pTQRkQb4Mzs6zUppXvr00lW/ipyc1fPiojW9YqykaWUZgJjsq+Dayi2LdAp+/xUfdrPRrAfAL5J7r2z30op/bcBoUqSJEmSalDXEdr9yS30NIfc63ka4rfk5qJ2B4Y0sI3GNCLbH54t2rS0U7P9qyml96s5X60sWb8X2IXcqPTuy1vRWJIkSZJUf3VNaPfO9venlCY3pKOU0hfA/eRGafdpSBuN7BpgPFAGPBgRGwNERFlE/B4YmpU7I79SRJRHRMq2YUuda0EuUd6T3EJTe6WUXluxlyFJkiRJzVNdVzkeSG7O6aMF9vcocFjWXpNKKc2NiCHkHiceALwdETPIvXO2hNz1npFSerwezW4PHJh9bgWMjKjxDUEfp5S2blDwkiRJkqQ6J7S9sv24Avsbn+1rW1l4pUkpvRERmwKnA/sCfcnNeX0ZuCSlVK+5syw54t0m22riq3skSZIkqQB1TWjbZ/ua3tdaV5Xvc21fa6mVKKU0ETgx2+pSfhy5x6arOze6pnOSJEmSpMZV1zm0U7N99wL767ZUe5IkSZIkNUhdE9qJ2X5Agf19PdtPKLAdSZIkSVIzV9eE9nlyj9IeuLyCy3EQucWWXiiwHUmSJElSM1fXhPbBbD8wIg5uSEdZvcpVfR+srawkSZIkSctTp4Q2pfQo8C9yo7R/jYid69NJRAwCric3Ovt61p4kSZIkSQ1W1xFagJ8AC4B2wJMRcVlErFtbhYhYLyIuB57I6i0AftrQYCVJkiRJqlTX1/aQUnoxIo4lN9JaQi7B/XFE/Ad4FZgEzCb3Sp6ewFbABuRGdQNYBBybUvpHo16BJEmSJKlZqnNCC5BSuiUiPgZuA3qTS1T7Z1t1Kt/JOgE4PHtPqyRJkiRJBavPI8cAZEnpeuQeHX4VqGDxKGz+VpGd/wmwnsmsJEmSJKkx1WuEtlJKaR7wJ+BPEVEGbAZ0A8qAmcCXwL9TSjMbK1BJkiRJkvI1KKHNlyWtLzZCLJIkSZIk1Vm9HzmWJEmSJGlVYEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZKkehk0aBCDBg1q6jAkyYRWkiRJklScTGglSZIkFcyRezUFE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVpZZNHYAkNbWNTzy/qUNYJYz/30eA96PKWhs1dQSSJGk5HKGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlFq9gltRPSKiMsiYmxEzIuISRHxQETs1sD2yiLi2xFxbkQ8EhFfRETKtg0bO35JkiRJaq5aNnUATSkiNgf+DnTLDs0AugP7AvtExBkppQvr2exuwH2NF6UkSZIkqTrNdoQ2ItoC95NLZl8HNk0pdQK6ABcDAVwQEbs3oPnPgYeBs4HhjROxJEmSJClfcx6hPQ7oB8wC9kspfQqQUpoBnBoR6wH7AxcAj9ej3QdSSiMrv0REeSPFK0mSJEnK02xHaIHDs/2IymR2KRdl+wH1mfuaUlpUcGSSJEmSpOVqlgltRJQBW2VfH6uh2D+B6dnnXVd4UJIkSZKkemmujxxvRG6OLMDb1RVIKVVExPvANsDGKyswSZJWJWv+6NymDkGSpBo1yxFaoHfe589qKVd5rnctZSRJkiRJTaC5JrTt8z7PraXcnGzfYQXGIkmSJElqgOaa0MbyizStiBgeEWMiYszkyZObOhxJkiRJWuU014R2Vt7ntrWUa1dN+ZUipXRtSmlgSmlgjx49Vnb3kiRJkrTKa64Jbf682T61lKs8N2EFxiJJkiRJaoDmmtC+B6Ts8ybVFYiIEqB/9vWdlRGUJEmSJKnummVCm1KaCYzJvg6uodi2QKfs81MrPChJkiRJUr00y4Q2MyLbHx4R1b2W59Rs/2pK6f2VFJMkSZIkqY6ac0J7DTAeKAMejIiNASKiLCJ+DwzNyp2RXykiyiMiZduw6hqOiO6VG9Al71Tn/HPZY82SJEmSpAZo2dQBNJWU0tyIGELuceIBwNsRMYPcO2dLyM2xPSOl9HgDmq/pPTv/WOr7OsC4BrQvSZIkSc1esx4hTCm9AWwKXA58AJQCXwIPAYNTShc2YXiSJEmSpFo02xHaSimlicCJ2VaX8uOAWE6ZWs9LkiRJkgrXrEdoJUmSJEnFy4RWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlFo2dQCSJEnF4js3PN3UIawS3p44DfB+VLrryF2aOgSp2TKhlSRJkgpw/v3/auoQVgkffTkL8H5UOuPbWzZ1CM2CjxxLkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKLVs6gAkSauGfgce09QhSJIk1YsjtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSi1OwT2ojoFRGXRcTYiJgXEZMi4oGI2G1VbFeSJEmSlNOsE9qI2Bx4CzgBWBeYD3QH9gWeiIhfrkrtSpIkSZIWa7YJbUS0Be4HugGvA5umlDoBXYCLgQAuiIjdV4V2JUmSJElLarYJLXAc0A+YBeyXUnobIKU0I6V0KjAyK3fBKtKuJEmSJClPc05oD8/2I1JKn1Zz/qJsPyAiNlwF2pUkSZIk5WmWCW1ElAFbZV8fq6HYP4Hp2eddm7JdSZIkSdKymmVCC2xEbi4rwNvVFUgpVQDvZ183buJ2JUmSJElLaa4Jbe+8z5/VUq7yXO9ayqyMdiVJkiRJS2muCW37vM9zayk3J9t3aOJ2JUmSJElLadnUATSRWH6Rpm03IoYDwwHWXnvtxmq22XvjvluaOgRJkoreoJs6A3DXkbs0bSBapTz+x9xYzRnf3rJpA1Gz0lxHaGflfW5bS7l21ZRfKe2mlK5NKQ1MKQ3s0aNHHbuXJEmSpOajuSa0+fNb+9RSrvLchCZuV5IkSZK0lOaa0L4HpOzzJtUViIgSoH/29Z0mbleSJEmStJRmmdCmlGYCY7Kvg2soti3QKfv8VFO2K0mSJElaVrNMaDMjsv3hEVHd63NOzfavppTer+b8ym5XkiRJkpSnOSe01wDjgTLgwYjYGCAiyiLi98DQrNwZ+ZUiojwiUrYNa6x2JUmSJEn101xf20NKaW5EDCH32O8A4O2ImEHu3bAl5ObCnpFSenxVaFeSJEmStKTmPEJLSukNYFPgcuADoBT4EngIGJxSunBValeSJEmStFizHaGtlFKaCJyYbXUpPw6Ixm5XkiRJklQ/zXqEVpIkSZJUvExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRaNnUAkiRJKi6jR49u6hAkCTChlSRJktQI/EOHmoKPHEuSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkoNeuENiI6RsR5EfFuRMyJiC8j4qmIOKiANksjYo+I+FVEjIqIzyIiZduejRm/JEmSJDVnLZs6gKYSEWsCzwLrZIdmAR2BXYFdI+LqlNKPGtD0RsCjjROlJEmSJKkmzXKENiICuJtcMjsO2D6lVAaUAacBFcAPI+LYBnYxDXgKuBBo8GivJEmSJKlmzXWEdgiwLbnE9YCU0r8AUkrzgIsiog9wEnBORNyUUlpQj7bfBLqmlFLlgVz+LEmSJElqTM1yhBY4PNs/WZnMLuUPQAJ6kXsEuc5SShX5yawkSZIkacVorgntoGz/WHUnU0qfAm9nX+uV0EqSJEmSVo5ml9BGxBpA9+zr27UUfSfbb7xiI5IkSZIkNUSzS2iB3nmfP6ulXOW53rWUkSRJkiQ1keaY0LbP+zy3lnJzsn2HFRhLjSJieESMiYgxkydPbooQJEmSJGmVVjSrHEfEb4DfNLD6/6WUzqxsKu/4Krt4U0rpWuBagIiYHBHjmzgkSVLz1R34oqmDkCQ1a/2qO1g0CS250eQWDaybX29W3ud2tdSpPDerljIrRUqpR1PHIElqviJiTEppYFPHIUnS0oomoU0pnQWc1QhN5c+b7QP8u4ZyfbL9hEboU5IkSZLUyJrdHNqU0mQWPza1SS1FK1c3fqeWMpIkSZKkJtLsEtrM09l+cHUnI6Ivi5Pdp1ZKRJIkrbqubeoAJEmqTnNNaEdk+90jYotqzp9CbvGoCSxOfiVJapayhQolSVrlNNeEdhTwErnrvy8itgOIiNKI+BlwUlbutymlBUtXjoiUbWdV13hEdImI7pVb3qmO+ccjolVjXpQkSZIkNSfNMqFNKSXgIOBDYB3gHxExk9yKxn8gd1+uTin9pYFdvA5Mztsq3bHU8e0b2L4kqQlExLjsD5qDmjqWYhMRo7N7N6ypY6mriLixtj9gS5KaXrNMaAFSSp8AWwLnA++RW/F5JrlHjA9OKf2o6aKTpNVTXoKwvO2kvDqjayizMCI+j4gnI+KYiKj21W4RMaiauhURMSMiPomI5yLi0ojYPSKiujZW0L0YFhFnRcSWjdDWWXW8r9Vtgwq+GEmSmkjRvLZnRUgpzQDOzLb61Kv1P3hSSuUFhCVJzcFCYEot52dXc2weMD3ve3ugB7Bbth0REXumlObW0u4XwKLscxtyr2jrC+wAnAiMjYjhKaW/11B/bBbHnFr6qKthwM7AOOBfBbY1C5hUzfHWQJfsc/6151tmao0kScWiWSe0kqQm82JKaVA969yRUhqWfyAiepJbyO80YCfgVODcWtrYOqU0Lq9+S2BzYF/gJ8B6wJMRcXRK6YalK6eUdqtnzCtFSukP5KbMLCEbfa1c3HCJa5ckaXXQbB85liQVv5TSpJTSL4AnskP71bP+Vyml11JK5wCbklswMIBralgFX5IkrUJMaCVJq4M3s337hjaQUvocGEruseZWwG+WLlPbolARsUVE3JyVmR8RMyPig4h4NCJOioh2WblhEZHIPW4McMNSc1rHNfQaGiIiyiPiioh4PyLmZHG/GhG/iIha72dEbJt3zfMi4ouIeC0iLoiI/rXUa5vN+30/IuZmc6H/FhFfq6F81eJMEdEiu59vZPFOiYgHI2LgcmJdLyKuyX4m8yJiakQ8W9v86+WJ3NsRTomIlyJienYt70fEHyOi13LqbhwRd2TXPjci3ouIsyOiTd6c6Bvzyn8/OzYhe7KgpnZ3ycrNiYhODbkuSSomPnIsSVodbJbt/1dIIymlzyLiBnKvb/t2RLRPKVU3n3cJEbE3MJJcIgwwH6ggt5L+OsAewKPkFiGcS26+a9es/IzsWKX81fFXqIgYCtxGbj4xWRytgQHZdnhEDE4pTVqqXgAXknvUu9IMoAz4erb1JjdPeGkdgReyMpX3qQdwCDA4IrZJKY2tIeSWwIPAnuTmYc8nN0d4H2C3iNg1pfSPaq5zX+CuvOucTu6PHztm2yERsX9dftZ5bfYAHsuugyyWBcAG2TYsIvZOKf2zmrrfAh7Ii2cGud+T3wC7A6Or6fIu4HKgF7BXVr86R2X7e1NK02soI0mrDUdoJUlFKyJ6RMT55JKACuCyRmj2kWzfEvhGHetcQS45fRDon1Jqk1LqBHQiN7f3L+QWkyKldEdKqRfwYlb3xJRSr7xt60a4huWKiK2Bv2Vx/x/Qj1yS1w7Yjtzj15sBN1dT/VQWJ7NXAeXZ9bYFyoEfAv+toeuzySWhe2b9dSB3jz4hl+RfUEvYPwa2IZf8dkgplQFbAG+RSw6X+flHxHrZdbYBngE2TCl1Jpd8H0cuEf1WdXWX42ZyyexU4GCgfUqpI7A18O/sGkfGku+jJ/teGc/LwGbZvesAHE7u0fcfLt1ZttjZiOzrkdUFFBEdyT1lAHB9Pa9HkoqSI7SSpKbwzYiYWMO5R1JK1f0H+yERsWfe98pkCOA54IJaVieuj3/nfV5neYUjYg1g3ezrMfmjmdlq+s9l26rmEnLJ7CkppUvyji8CXoqIvcglirtHxMCU0hiAiOgGnJWVvSCldEZlxZRSBTAeuKaWfkuBwSml/NH05yL3qqa7yY2Mt04pVbf6cmdgx5TS83l9vhm5d9uOAbaOiH4ppfF5dc4g97syFtg7pTQnqzcfuDY32Mw1wFERceFScVUrInYkl5ADHJb+v707j5qjKvM4/v0RQhbCEhAiEUkCCpKAYNwGcCAYAWHQYVUUUECWQYzjekZHEWTEmVEYHHEUCQiIsirEbRBECIPgmSEBFQREIWFVAlkACYQAz/xxb6Urne7q7jfv1u/7+5xTp6ur7q33dnVxyNP33udG/LzUnnmS9gLuASYAH2X14euzgE2BRcA+EbEs11sJXCLpRdK69Y3MBk4E9pe0WUTU9+YfRvpBYgG1ZGBmZkOae2jNzGwgjCT9Y7/RNr5JndF15caVzm0KbN5LbVta2t+kjfLPkHqHIQ2zHfRyr+VupCHG5zQqExFLqfVW71U6dSgpaFpKdUbpZn7QJGj8MRCkgPc1TereXA5mS22dT+rhBZhWHM9Dow/Ob88qgtk65wGPkpKBHdLWJ6iVm1cOZkvteZzafX1P3emiB/XcIpitq3sF8ECjPxoRdwC3k/77OaJBkeKHoAsjIqo+gJnZUOGA1szMBsJNEaEm2wFN6lxULkcKfLYj9cBNBi6UdHIvtC2a7DcunIaC3pTfXivp85J27mmioX6ya35dD1gg6S+NNlKPH8CrS3X/Jr/e2GLN32Zua3Qw91Auym+b/ajRsG72aIO6W5OGfUOTHsvcqzw3v51ecf2yolxVL2gxWmDbIrmWpFHA1Hx8jcC8pOrcefl1tVEMkrYnfTcvAxdW1DczG1Ic0JqZWVeKiBci4r6I+FfSWrQAJ0tqOUy4hXKv7NKmpVZ3LGmI6eakXss7gGWSfibpiKqstAOk6EkeQfOe8gnUskaPLdWdkF8f6uHffqbi3PP5dWST853W3ay0/yjNFb27m1WUKSvKtXNNAcU82vHU/u3154q6j1Wc+z6wHNhR0htLx4tkUNdHRE+/GzOzruOA1szMhoKLSL2pI4ED1/JaO5b2Gw79rBcRDwCvz3/7XFJwOw7YD7iYNCd1XPMr9Lvi//93VPSUl7ejSnU1AO3tDaMGwTXX+t7ledlX5rdHA+QfTIohyE4GZWbDigNaMzPrehHxPLXlbrauKtuGffPri8AaS65UtOHFiJgTESdExFRSL+inST2H04FT1rJdvalIXPXaHvQeF8m8JvVie/pKOWlSVXu3bFC+neu2c80Ansz7S2hvvnWrudjFsOP352HM+5GW81lCWj7KzGzYcEBrZmZdL/+jvhjWuXItrjOR2tzEOZ2sS1ovIv4SEWcAX8uH9qgrUgQ2A9HjWazVOo605FEniiB/hqQxvdekPvEAsCzv79mogKR1gBn57e1tXrcot0dOPNXI2/PrfcVzlDMr352Pv63i+lXnyImx7iUNYT6A2jN7Sf4bZmbDhgNaMzMbCg6m9v+0doOS1eTld64iJRF6ATitzXojK4IaSJmEYc3hqU/n1407aGaviIh7qQWm/14kLWpE0pj8g0HhStJnGs/qy9EMOjnT71X57T9KGtug2LHAq0g9qT9o89JFuWnA39eflDSB2lqyV9Sdvjq/Hidpo7pzSDoY2KaNNhS9tJ8A/i7ve7ixmQ07DmjNzKxrSdpA0tHA2fnQY9QCmHbqj8gZiU8mrT/7VlLP6XERcWd17VWmAXdJ+pikbYvgNge6B1NLWHVtXb3f59eDGgU2/WAWsALYgbQO7DuK4ceS1pE0TdLnSeu3rhoCGxGLgS/mt5+R9A1JW5XqbSXpE5IGS7D7ZeBZYCLwM0nbQerVl3Qc8PVc7vx21qAFiIibgWK5nu9IOqTIap0TNV1HCvgfB/6zrvrZpKHBE4BrJE3L9daVdBhwAbVe5SrfJf3w8hbS3PE78rI+ZmbDymDLumhmZtbMeyW9s/R+JKtnJH4COKDFMOHbJL2U90cBG7L6j7t/IgWzczts21TgrLytkPQsqee1uPY84Et1dS4GPkUaXvqkpEWk4dKPRETlkNPeEBHzJB0IXAq8AfgF8IKkZ0j3pZwtuH75oq+Q5mx+DDgJOEnSU8AY0lJAkBJ1DbiIuF/S+0g9pTOAeyUtI2VwLj7jL0mfpRMfIAWuO5N6rZ+XtBLYIJ9fChyYfwAot+cJSe8HfgTsQvox5CnSOsujgFuAm4HPkH5waPa5npD0Y2pr4rp31syGJffQmplZtxjN6kvKjCcN251HGh48LSKq1imFNM+2qD+SlODoFlIv3d7Atj0IZu8hBRXnkJfrIQWET5PWE50F7Jaz066Sh/3uRerpe4oUIE6ilkyoz0XENcC2pGD7dlICq41z228lDSnePiIerKsXEfFxYHfgctLyNWNIn+N2Uq/o6f3zKVqLiJ+QslfPBhaSliFaTvp+jgf26XS+dEQ8QQpIP0l6BleSgvk/kuZNT4uIXzepey3wJtLQ5cWkQHYBKXHYTNK9hNY9tcVohBWk5XzMzIYdpeklZmZmZjYYSLqZ1HN/dERcWFFuNmkO8OURcVg/Nc/MbFBxQGtmZmY2SEjahdQ7/jIwOSIeblJuI+ARUqbqmRFxQ/+10sxs8PAcWjMzM7N+JOl40vD3y4GFEfGSpHHAQaR52ABXVASz6wH/QQpmfwfc2PetNjMbnNxDa2ZmZtaPJH0J+Fx++xJp7vHG1HKb/AbYKyKerKt3CHAGKRhen5Ssa++IuL7vW21mNji5h9bMzGyQkXQVsGsHVW6NiIP6qj3W6y4jJX7ag5QEbBNSIq67SYmizomI5xrUG0dKHLaClIDsNAezZjbcuYfWzMxskJE0lxTstOumiJjRN60xMzMbvBzQmpmZmZmZWVfyOrRmZmZmZmbWlRzQmpmZmZmZWVdyQGtmZmZmZmZdyQGtmZkNaZIWSgpJFw50W8zMzKx3edkeMzMbFCTNAG5scOpl0pImTwGPAvOBXwNzmixtYl1I0mRgQS9cakpELOyF65iZWRdwD62ZmQ126wAbk9bf3BWYBVwCPCbp3ySNGYhGSTo19/x6uQAzM7MB4h5aMzMbjL4FfLP0fn1SULsDaX3W/fL7fwLeJWn/iGjYuxcRk/uyodZrHgV2rDh/LTAReAzYp8V1zMxsmHBAa2Zmg9GiiLirwfFrgTMlTQHOB/YEpgI/lbRLRDzdn4203hMRK4FG3zkAklbm3ZVNng0zMxuGPOTYzMy6Tu6N3Qv4eT40FThl4FpkZmZmA8EBrZmZdaWIeAn4ILA8HzpB0qb15VplOZY0StJHJN0gaZGklZKWSrpP0vWSPitp+1L5o/K82VNKx6LBNrl0fh1Jb5d0hqRbJD2Z/84ySb/Jx7eq+ryS5ubrzs3vJ+Z690l6Lrf5BkmHtnP/JI2V9FFJ10l6TNIKSY9Lmi/p65LeJkkV9feUdJGk+yUtl/SMpLtz3a3baUNvkPTu0j0/rI3yny6Vn146PqN0fIaSD0m6OX9fyyX9XtJpkjZos23TJZ0j6d58f5ZL+pOk8yTt1KJuR8+lmdlw5SHHZmbWtSJikaRLgGNJ82z3Bi5tt76kVwK/IM3NLds4b68FZgI7AS2DpQpfoHEP8kb52jsBJ0o6IiKubnUxSbsCc4DNSodHk4Zg7ynpzIj4VEX93YHLgVfWndo8b9NJybemAAvr6o4BLgIaBc7b5+0ESSdGxHdafZZe8DPSvNqJwIeAy1qUPzq//iYibm9SZr183X3rjk/N2wckzYyI+xtVljQCOAv4CFD/o8A2eTtG0ikR8S8N6vfXc2lm1vUc0JqZWbe7jhTQAvwtHQS0wNnUgoZLgR+SkgqtBCaQArv9gXIm4znAPODDwIn5WKNkRuXkROsCfwauJi059ADwPPBqUubmDwPjgEskTY+IeyravAXwo7z/OeB/gOeAN5MC5y2AT0q6JiJ+WV9Z0m7A9cBI0pJIlwFXkQLXkcC2pB8GDmhQdx3gx8A78qHrgO+Tltt5nnS/Pga8DjhP0qKI+GnFZ1lrEfGSpAtI92KmpEkR8WCjspJ2IQXckOZgN/Ml0v28gZScbAHwKuAY0n2ZBFwn6fUR8WyD+rOpBc7/C5wH3E9afmoqcBLwVuA0SUsi4r/q6vfkuTQzG54iwps3b968eRvwDZhB+gd6AKd2UG+bUr3rG5xfmM9dWHd8NPBCPndmi7+xaYNjpxZ/t402TgZGVpzfEngkX+/iJmXmlj7nQ8CrG5TZlhRYBnB1g/Ojct3I5fau+szAmLpjH891XwQOaFJvTKmtC4B1e+n5KL7HhQ3OTSEF5wGcUnGN2aXPPr7i+Qvg/CbX+HKpzOkNzh9YOj+ryTVGkJaeClKQO750bq2eS2/evHkbbpvn0JqZWbdbXNrfpIN6m5B6JAFuqioYEYurzrcSEQsjZfFtdv4R4Kv57bur5q5msyLi4QbXuY/Ugwywe4N6R5J6hSEFftdVtGlxRDxXvJc0EiiGMX87IuY0qfccqccZUiC/Z9NP0UsiJQkreqOPanT/JI0F3pvfXh0RSysuuQj4aJNzXwD+mPePz/el7J/z639HxNlN2vsSqZd2BbABcEjpdL89l2ZmQ4EDWjMz63Z/Le23lawnW0zqCQM4UlK/TcORtKGkKZKmSdpB0g7UklttSOpxbOYp4CcV5+fl100kbVx3bv/8uoK01m8n3kKapwpwZVXBiLib2g8Nu3T4d3pqdn6dTJpfWu9Qas9H1XBjgCui8VBiIuJF4Lv57SuANxTnJE0E3pTftrpHS6ktU1S+RwP2XJqZdSMHtGZm1u3KQWzb69BGxApq820PAe7PWYP3lzS+NxsIIGmSpLMlLSQFpQ+QApo783ZuqfgrKi51X0S8XHF+SWm/PsAvsvr+Njpfs/dNpf0b1Tiz86qNNGQZ1kw81VfmAE/k/WManC+OLaTWm9vM/3Vw/vWl/TeX9i9o4x69MZdddY/6+7k0M+t2DmjNzKzblYO/JU1LNTaLlKgJYCvgk6Tez8VKy+mcLGmzprXbJGlf4G5S1ttJbVQZU3FuecU5SHNJCyPqzhWf5c9ttKHe5j2oAzC2h/U6EhEvUOs5PbDcOy1pG1LCMEhzqVslU1rU4vzjpf3yUlG9dY/65bk0MxsKPIzFzMy63fTS/h86qRgRzwAHSXoj8B5SYqDppP8/FsvpfErS4dHDbL1Ka+NeQgpa/gqcAVxLynr7VA7EkPR2aj2HrebQrq2eZMctB8d7AX9ps17VXNXedh4p+BsNvJ+UoRhS76xIwf4FbVyn1f1p9v2U79EHgWbLAtVbbXhzfzyXZmZDhQNaMzPrdnuX9m/uyQUiYj4wH0DS+qTevMNJQdGGwOWStomIdoO4skNJa4cCHBgR1zcp10lCq556kpRReWKrgk3qFlZGxF1NSw6QiLhX0q+At5HWpP1mXmroA7nI9RHxUBuXmtDifLkntpyYqXyPtLb3qI+fSzOzIcFDjs3MrGtJ2hx4X377V+AXa3vNiHg2In4eEUcCn8+Hx1JLqLSqaJuXnJZfl1QEs7D6HNW+Mj+/7ixpww7r3lHaf2cvtacvFMmhpkvaCdiHFMQDfKfNa7ylxfnyXNk7S/t9do86eC7NzIYVB7RmZtaVJI0ALqI23/TbEdHpHNpWysmD6hM1PV9qy6iKaxSjoUbn3sI15CVljuxRCztTZEdej9rSOu36FbUeyOMk9UePck9cCSzL+8dQSwa1hNqSRq0cmr+TNeTnrviuFlMKYiPifmqZiw+W9Jq2W92ZqufSzGxYcUBrZmZdR9JkUm9s0Qt2N3Bah9fYWtKMFsXKw5kX1J0rJ1bapuIaxZqlY0nzIevbMYI097Mnw4A79T3gkbx/iqS9mxWUtKmkVcmpcvbdr+S3mwI/kLRRRf1Rkk6SNLoX2t22vA7u9/PbI4F35/3v5c/QjgnA15qcOxXYLu/PLuZAlxTP4Ujg6ryUT0OSRkg6XNKWpWNr+1yamQ0rnkNrZmaD0eZ5bdbCWGA8afjuDGA/agl47gb278EyNFuRlp+5l9Rzdxsp2HuZFFweAByVyz4M1CffubW0f5ak00lBbjEUeWFes/QK4MvAKNJSLjuTgvGn8ueZRVq+5RZgtw4/Q0ciYoWkw0k9fKOBayRdCvwQeJAUhL2GlPTpEGAH0jI3hTOBPYF98+s9ks4h9d4uAdYHXkuaw3oQ6Tu7qC8/UxOzgZPy3y+0O9wY0rNwnKQppMRSDwJbkHp7D8plFgKn11eMiCslnQscT7p/v8/vbyBlRx5DWit3F9I93gLYkdoPDWv7XJqZDStqnbnezMys7+VeqRs7qLKMtHbrqblXrtl1F5KWyrkoIo7qwd97GHhXRPy2wbUvp0GvazYlIhbmckeTemGbjYy6nBSEFXNs94yIuXV/ay6wB3BTRMxo1lhJR1HL5LuqDXVlZgKX0Xq46hr18/Dqs4FjaZ2N+Vlgs6rvp12l7/HBiJjcRvnbqM1Lnh8RlXOU656HfYBP5NdGHgZmRsQfG53MQ8tPBT5L686DF4BpEfGnBu2o0vS5NDMbTtxDa2Zmg93LwDPA06Seqvmk3tE5axko3UzqJXsHKVCcRBpqOpa01MydpDmnsyPi2SbXOAKYR+pp2w7YgAZBa0RcIOkPwKdJvbAbk+aj/ha4ICKuaGOYaa+JiF9K2hr4B1JSoanARqQ5oY+S7s1ljYLhPGz3eEnfIAW1e5B6FTcgBbAPkeaVXgf8qDeC2R66mFpAe36HdV8gjQI4jpQh+XWk52IBqTf7q1UjAiLiZeALki4ATgBmAlNI9/h50j3+HekHjKsiopwduTeeSzOzYcM9tGZmZjbkSJpNCrifAyZGxLIW5WdQ6xldo4fczMwGJyeFMjMzsyFF0jjgvfntD1sFs2Zm1r0c0JqZmdlQcyJpCDTAtwayIWZm1rc8h9bMzMy6mqR1SZmDRwG7kxIyQUqgdWuTamZmNgQ4oDUzM7NutyW19X4Ly4GPDEBbzMysH3nIsZmZmQ0lT5DWZt0tIu4a6MaYmVnfcpZjMzMzMzMz60ruoTUzMzMzM7Ou5IDWzMzMzMzMupIDWjMzMzMzM+tKDmjNzMzMzMysKzmgNTMzMzMzs67kgNbMzMzMzMy60v8D+Xqf1i2emOgAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAKHCAYAAACxXgQZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACK7klEQVR4nOzdd5gdVfnA8e+7KZtk0wtpQJYioQkYQpMWQDoYmiAgGlpQVJqIAhaawE9EqlJEOkF6Qq8SqgIBBAlFDSS0JATSe9nz++PObjbJ7mZ37002N/v9PM88c2fmlHfubpR3z5wzkVJCkiRJkqRiU9LUAUiSJEmS1BgmtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJklZLEXFzRKSIOKcJ+h6Z9T1kZfctSc2JCa0kqdGqJQxLb9Mj4l8RcUlErNnUcTZ3EdEuIn4UEQ9FxMcRMTsiZkXERxFxb0R8LyLaNnWcxSAiyiPinIg4paljkSSZ0EqSCmMBMDHbvgDaA5sDpwP/jogdmjC2Zi0i9gfGAH8G9gPWAiqARUA5cDBwG/C/iNi1icIsJuXAb4FTllPuY+ADYNoKjkeSmjUTWklSIbycUuqVbT3JJbTfB6YCnYF7HAFc+bLHXYcDvcglV0cB3VNK7VNKHcn9bA4BRgJ9gJ2aIs7VUUrp+ymlDVNKDzR1LJK0OjOhlSQVXEppdkrpNuCk7FQv4ICmi6j5iYjNgGvJ/X/9o8A3Ukq3p5S+qiyTUpqWUrovpbQLcBgwo2milSSpcUxoJUkr0t3kHm8F2LL6hYgoiYijIuKpiJgUEfMj4vOIuCsitqmpsYhoERG7RMQVEfF6REysVu+Buh6Zrb5IT0R0joj/i4j3s/mkU6uVax0RJ0fEyxExNSIWZP28FRF/iojtamm/Z0RcWq3NaRHxakT8LCJKa6lTtWhRdm+nZP3MjojJEfFwRAxczndcm98BpcBnwBEppTl1FU4p3Q38sYYYSyPitIh4JbunORHxQUT8MSJ61XJfQ7L7GpkdHxkRz0XEV9n5A7LzY7PjQRHRNyL+HBEfRsS8iPjXUm22j4izIuK1LI65EfHfiLgyItZq6JcTEetmP5tnsrnEc7Of9z+z88s8URARY4Fns8N+sezc8SHVyta5KFREdMx+7m9FxMxsezsizo2ITrXUOSdr8+bs+AfZz2VG5OatPxsRu9dxz5tHxK3Z9z4vq/dhRDye/e61q+/3J0mripZNHYAkafWVUpoXEV8CawAdK89HRAfgfuBblUXJjQ72Bg4FDomIk1NKVy/V5EbA36sdzwPmZ/UOAA6IiLNTShfWEVYP4HVg3Wr1K+NqCTwJ7FwtrmlAt+weNss+/6N6gxGxNfAY0DU7NQNoDWyVbUdFxB4ppS9qiakl8DCwF7n5yPOALsC+wG4RsWtK6R+11F1GRPTN6gJcmVKq1zzOlFJaqp0ewBPAN7JTld/XBtk2JCL2SSn9s45YrgR+Su4PG9NY/AeO6jYA7gG6A7PJfQfV29iI3PfbLzu1MItl/azt70XE/imll+pzn5m7WfxHlsqfcydgm2z7bva9Vx+1nkTu97hLdh+Tlmqzzj8aVLuf9YGnq93P7Gz/9WwbEhHfSin9t442bgCOJTcXelYW1yBgp4g4NKV031Ll9yH3+Hmr7NS87B7WybY9gceB9+tzD5K0qnCEVpK0wmSjXD2yw6nVLt1KLpl9m1ziVZZS6kQuUTiLXMJyRURsv1ST88klPvuTe4y5bUqpPdAT+DW5/7i/IGoZ4c38htx/1O8NtMvmklaOgh5BLpmdTW6+abuUUhdyI539gJ8Aby11j13IJQpdgX8DW2dttge+A0wht0DWHXXE9GNga3KP/bZPKXXI6rwDtAGuqKNuTQYBkX1+sIF1q7uVXDI7hdwfGsqye9uK3L12AYZHRPda6m9J7jv7LdAtpdQ1q/PyUuUuBcYD26eUyrKf6SEA2Wjlo+S+/+HAABb/3Ncht6BVF+C+iOjcgHt7k9zCTusDbbKfc1vg28B/yP1OXFy9QkppK+Cg7PCTavPGK7e7ltdpRLQG7svu5xNgD3K/K+3J/Zv4GFgbeKC2kX1gMHAk8COgY/ZvZ13geXL/bXdV9seZ6q4i93v/MNA/pdQmq9eJ3NzpvwBzlxe/JK1yUkpubm5ubm6N2oCbyY1ujazl+k+y6wk4ODv3rez4I6BrLfXOyMo83MB4fp3Vu6mGayOza/OBTWup/+eszDWN6HMK0KuG63tU+w52reX7S8AONdTdstr1fg2I6YKszlwgGvmz3bFa33vVcL0nMDm7ft5S14ZUq3thHX2Mrfbd9VzOvQyv7V6AR7Iyp9fy/Z7TwHtfl9wo8Sxyf9Sofm1Q1ubY5bRR+fs2ZKnzR2XnF9T0ewhskv2OJuCYpa6dU+17PbKGur3JjbwmYKdq59eoVq/G79nNzc2tWDdHaCVJBRU55RFxOvD77PQ44KHs8w+y/c0ppcm1NDMs2+8SES0a0H1lH0uP7Fb3WErpnVquTc/2vRvQ5yHZ/oaU0oSlL6aUnmTxI8qH1tLGCymlF2uo+zrwaXa4SQNi6pbtp6SUUp0la1d5X6NSSo/XENtEcotOQe33tYga5uXW4NasvZpU/r5cVse93Jnta50/2hAppQ+B0UA7YItCtFlN5fc6vKbfw5TSaODe7LC27/VjFv8bqV53PPBqdrhptUszWPyod0N+tyVplWdCK0kqhJ0rF8Yh9x/OHwGXkHuEczxwQEqpcq7qN7P9qRExoaYNGJWVacfi5AzIPcYcEadmi+58EblFmyr7fjMr1qeOWOuai/pYth8cEQ9GxEER0a22wtnjo5WJw7O1lWPxvN8BtVx/rY66n2X7LnWUWREqY63PfW0QEWU1XP9fSunLevRV488kW+xpzezwnjp+X67MyjRocaiI2D0i7oyIMZFbiCtV+13aPCtW1+9SYzTke63t92VUHcn9Mr8vKbcg2HPZ4RMR8auI2KKBfyySpFWSi0JJkgphAbnHTyH3WOMs4EPgKXIjl1Oqla0cIaqcv7c8VSuvRkRvco9yblDt+ixyj6xWAC3ILSxUU3JVaemFfKqklJ6LiN+Qm2e7f7YREe+Te6z1urTkQj1dWfzH4c+oXeUoa49artf1upzKeY2t6iiztMpX83SJiGjkKG1lrPW5ryD3vc9a6nqt33U9y1UfTaztu6uu3qv0VlusqlLl73DlglRdyX3ndf0uNUZDvtdutfz8GvP7chy5+bMbAedn28yIeJ7cCPffUkoLlxe8JK1qHKGVJBXCy2nxwji9U0rrp5T2SCldslQyC4v/v2dwSinqsY2tVvdycsnsh8DB5Obgtk8prZFS6gVsW49YF9V1MaV0ftbHmeRW+J0ObAj8DHg3Ir5fS9XaFvBpCu9l+1Kgf55t5XNfdX7X9ShX/b9TOtXjd6W8Pp1FxN7kktlF5Oalrg+UppS6Vf4eA69UFq/nPTTUSv19yR6j3gw4ELie3O9Ie2AfcgtrvRIR7VdmTJJUCCa0kqSVrXKu5MYNqZQ93js4OzwypXR/Dclyz3yDA0gpfZRSujiltBe5kbpdyK0g2xL4c0SskRWdzOK5if2WbalK5WOz9R2xzNdz5EbKIbdqb2NUxlqf+0pAfR4tbqjq82ob9PuyHN/J9jeklM5NKY2pYRS0IL9LNWjI9/pVHnOgl5FSWphSGp5SOiGltDG5EfCfkxvVHUBuNWpJKiomtJKkla1yvuTBDazXncWjWm/WUuZbtZxvtJTSopTSSGA/co+jlpG95iebF1y5sM8udTSza7Z/o9Dx1SSl9Cm5V90A/DQiOtZVvlJEVB+NrIx156XOV1d5X/9JKS39uHHeUkofsTipPaiusg1UmTDW+HsUEf3IjdrWpPIPGI0dua38Xpv89yWlNCGl9AdyTz7A4vcvS1LRMKGVJK1sN2f7gXU8vgtUveO10nQWjzp+vYayvVlyTmSDZaPAtZnP4kdjqz8uWrki7ZAshqXb3APYLju8O5/4GuhX5F7hsiYwLCLa1FU4Ig4FTqt2qvK+NmHxyHj18j2BH2aHK/K+bs72J0bERrUVylbXrs+cbIBp2X6Z36PMhdSesFauhF3fvpZW+b3uHRHfWPpiRGzC4pWQC/K9RkSrOv4oATAn269Kj81LUr2Y0EqSVqrsFTD3Z4c3RsS51RPBiOgSEYMjYgTVXvmSUpoJ/LNavS2y8iURsRu5x2zzne94a0TcFBF7RkSHajGVA7cAbcj9x/8L1epcTW4l57bA4xExMKvTIiIOBv6WlXs6pfR3VpKU0r+AH5P7I8C+wJsR8b2I6FpZJiI6ZSs5PwvcBXSoVv8FoPJ1PTdGxCGVq+JGxJbAk+RW0p0IXLECb+VicnOmy4DnIuIH1ed6RsRaEXE88Dq5+aH18VS2PyEijqn8Q0ZErB0RtwCHk1torCb/JTdS3yn7+TbUXcDb2efhEfGtymQz+z1+lNyCTqOBOxrRfk02Ad6JiFMiYoNq/bXK7qHyDxlPFKg/SVppXOVYktQUvk/uj6oHkFtR+DcRMY1cQlr98dibl6p3KrnXnXydXII2K2unLbn5rMcAw/OIqw1wGDAESFlMrVm8eu4i4ITqr6JJKU2JiAPIJX+bAa9FxAxySUnlqOjbwJF5xNUoKaW/RsRXwHXkFra6DSAiZpJLdDtUKz6Oxa+LqfR9conrFsA9wNyIWFCt3hTgwJTSV6wgKaWpEbEn8CC5FXpvJpdgTyX3c29bvXg9m70ZOJrcImJ/Ba7Pfmads+u/AXajhkdwU0qzIuJOct/NvdnvyNTs8ukppXuXrrNU/flZEvk0uXm0TwGzsxyz8vfsY+CglNK8et5PfWwMXJZt87J/O51ZPLgxCriggP1J0krhCK0kaaVLKc1KKR1Ibl7q/eReYdKWXPL4P2AYuccuT1yq3ivkHt8dTi6ZagV8QS5h2wJ4K8/QfgmcQS45/TCLpwUwBrgJGJBSuq2G+3mVxQnDf7K4FpJLEn4ObJNS+iLP2BolpTQcWJfcaO2j5F4J0zLbxpJ7BPYIoH9K6fml6k4i933/jNy9LCD3nfyX3LzLTVJKdb3Xt1D38D/gG+R+H54l98eLjuS+47eBq8gln8v8bGppbz65+daVo78VWVtPAftnK13X5YfARcAH5B7T7Zdt9VolOLufzYHzWDwHm+zz+cBmKaX/1KetenqP3L+na8nNG55K7vubDrxI7lH97VNK02trQJJWVVHAxfMkSZIkSVppHKGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJd9DWwS6d++eysvLmzoMSZIkSWoSr7/++pcppR5LnzehLQLl5eWMGjWqqcOQJEmSpCYREeNqOu8jx5IkSZKkomRCKzVDgwYNYtCgQU0dhiRJkpQXE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFaWWTR2AJEmStDwLFy5k8uTJTJs2jYULFzZ1OJIaqEWLFrRr146OHTvSoUMHIqIg7ZrQSpIkaZVWUVHBJ598QmlpKWuvvTatW7cu2H8MS1rxUkosWrSImTNn8uWXXzJnzhzWWGONgvw79pFjSZIkrdKmTJlCy5Yt6d27N6WlpSazUpGJCFq2bEnnzp3p168fs2bNYsaMGQVp24RWkiRJq7SZM2fSuXNnE1lpNdCiRQu6du3K9OnTC9KeCa0kSZJWaXPnzqVdu3ZNHYakAmnfvj2zZ88uSFsmtJIkSVqlVVRUUFLif7ZKq4sWLVqwaNGigrTl/zJIkiRplefjxtLqo5D/nk1oJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJElSwZWXlxMRjBw5sqlDWSEigohg7NixTR1Ks2ZCK0mSJDUDs2fP5pprrmH//fdn7bXXpl27dpSVlbHOOutwyCGHcPvttzNnzpwVHsfYsWM555xzuPzyy1d4X1r9tWzqACRJkqR8bX7gUU0dQl7eeuC2Fdr+Qw89xNChQ5kwYULVubKyMkpKShg7dixjx47lvvvu4xe/+AW33XYbu+666wqLZezYsZx77rn069ePU045ZYX1o+bBEVpJkiRpNXbzzTdzwAEHMGHCBPr3789tt93Gl19+ycyZM5k+fTpTp07l3nvvZdCgQXz++ec8//zzTR2yVG+O0EqSJEmrqbfffpsf/vCHVFRUsM8++3DvvffStm3bJcp06tSJgw8+mIMPPpi7776bTz75pImilRrOEVpJkiRpNXX22Wczb948+vbty7Bhw5ZJZpd26KGHctpppwEwcuRIIoLy8vJay998881EBIMGDapXPOXl5eyyyy4AjBs3rmphpcrt5ptvriq7vEWXxo4dW1VmaYMGDapqb+rUqfziF79gww03pF27dnTu3Lmq3OTJk7nllls4+OCD2XDDDenQoQNlZWVsvPHGnHbaaXz++ef1ui81HUdoJUmSpNXQZ599xiOPPALASSedRKdOnepVr6YEsVB69OjB9OnTmTJlCiUlJfTo0WOJ68tLuBtq0qRJbLnllnz44YeUlpbSunXrJa5feOGFXHrppVXHHTt2ZM6cObz33nu899573H777Tz99NNsttlmBY1LheMIrSRJkrQaGjlyJCklAL797W83cTQ5r732Gvfffz8Aa621FhMmTFhiO+ywwwra33nnnceCBQt47LHHmD17NtOnT2fUqFFV1/v27csvf/lL3njjDWbMmMG0adOYN28eo0aNYs8992TSpEkcccQRVd+jVj2O0EqSJEmroffeew+A0tJS+vfv38TRNI158+bx6KOPsummm1adW3/99as+n3rqqcvUadGiBVtuuSUjRoxgwIABjB49mueff56dd955pcSshnGEVpIkSVoNffXVVwB06dJlhT5GvCrbe++9l0hmG6K0tJTdd98dgJdeeqmQYamAHKGVJEmStFrabrvtllvm/fff5+qrr+b5559n7NixzJw5c5lHjF0catVlQitJkiSthrp16wbAlClTSCk1y1HapRedWtrf/vY3vv/977NgwQIASkpK6NSpE6WlpQDMnDmTWbNmMWvWrBUeqxrHR44lSZKk1dBGG20E5OaRfvDBB00cTdNo0aJFrdcmTZrE8ccfz4IFCzjssMMYNWoUc+fOZcqUKVWLVFXOsXVRqFVXs09oI6JXRFwREWMiYm5ETIyIhyJitwK0vW5EXBYR70XEzIiYln2+MSKcVS5JkqQVZuedd64alX3wwQcbXL9ly9zDnHPnzq21zLRp0xoXXD1UJqO19Z9v34899hgzZ85k4403ZtiwYWy55Za0atVqiTITJ07Mqw+teM06oY2IzYB3gJOAdYF5QHdgP+CpiPhlHm0fk7V9CrBhdrpV9vlo4KhGBy5JkiQtx5prrsk+++wDwFVXXcX06dPrVa9yNLJz584AfPHFF8yfP7/Gsq+99lqD4yopKVmin9pU9v/pp58WrO/qKtvdbLPNqmKqLqXE3//+97z60IrXbBPaiGgLPAh0A94ENk0pdQK6AJcCAVwUEXs0ou3vAjcAbYGrgfVSSu1TSu2AXuSS2ZcLciOSJElSLS644AJKS0v59NNPOeKII+ocbQW4++67+eMf/wjABhtsQGlpKSklHnrooWXK/u9//+O+++5rcEwdO3YElj/C+vWvfx2AESNGLHNt3rx5XH755Q3uu7pOnToB8M4779SYXP/lL39hzJgxefWhFa/ZJrTACUA/YCawf0ppNEBKaXpK6XRgeFbuooY0GhFrAH8mlxCflVL6aUrpw8rrKaWJKaXbU0o3FuAeJEmSpFptscUW/OlPfyIieOSRR/jGN77B7bffzuTJk6vKTJs2jfvvv59ddtmFww47jBkzZgDQunVrBg8eDOTe1/riiy9SUVFBRUUFTz75JLvvvjtt27ZtcExf+9rXaNWqFdOmTaszIT700EOBXGJ50003MW/ePABGjx7NPvvsk/fKw9/61reICN555x1OOukkpk6dCsD06dO55JJL+PGPf1y1sJZWXc05oT0y2w9LKX1Ww/VLsv2AiNiwhuu1+RG5Ud4PgP/LIz5JkiQpb8ceeyz3338/a6yxBu+//z5HHXUU3bp1o0OHDnTs2JHOnTtz8MEHM3LkSPr168euu+5aVfeiiy6iW7dufPLJJ+y444506NCBsrIy9txzTzp37sw555zT4HjKyso4/PDDATjkkEPo3Lkz5eXllJeXc++991aVO+6449hmm22YN28exxxzDO3bt6dTp05suumm/Otf/+Kmm27K63vp378/p5xyCgBXX301Xbp0oWvXrnTt2pUzzjiD3XbbjR/+8Id59aEVr1kmtBHRAdgyO3yilmL/BCqfg9i1ljI1qUyUb00pVTQiPEmSJKmgDjjgAD788EP+9Kc/sc8++7DmmmuycOFCFi5cSHl5OYcccgjDhg3jgw8+YKeddqqqt+666/LKK69w+OGH06NHDxYtWsSaa67J2WefzUsvvVT1+HBDXXvttZx55pn079+fefPmMW7cOMaNG8fMmTOryrRq1YqnnnqKn//855SXl1NSUkJZWRlDhgzh9ddfZ/PNN8/7e/njH//I9ddfzze+8Q1KS0tZuHAhW2yxBZdffjmPPPJI1cJYWnVFc1yCOiK2Bl7JDjdMKdW4jnlEvAJsDfwppfSTerTbDfgyO9yZ3Ht+f5G1UQqMJTdv9w8ppS9raqMmAwcOTKNGjapvcWm5Bg0aBMDIkSObNA5Jkurjvffeq3oFjaTVQ0P/XUfE6ymlgUufb5YjtEDvap/revi+8lrvOspU97Vqn/cAns72lS/A2ohcgvuviPB/lSVJkiQpD801oS2r9nlOHeVmZ/v29Wy3c7XPZwGjgW1SSh2zNvYBvgD6AvdFRK3PMETE0IgYFRGjJk2aVM/uJUmSJKn5aK4Jbaygdqt/n4uAA1NKrwKklCpSSo8Bx2TXNwIOrK2hlNL1KaWBKaWBPXr0WEHhSpIkSVLxaq4J7cxqn+taa7xdDeXr2+4jKaX/LV0gpfQI8J/s8Fv1bFeSJEmStJTmmtBWnzfbp45yldfGN6LdGheaWuraWvVsV5IkSZK0lOaa0L4PVC7vvElNBSKiBOifHb5bz3Y/ZPGc3PosH938lpiWJEmSpAJplgltSmkGUPkenN1rKbYN0Cn7/Ew9260ARmaHG9ZRtDJRHlefdiVJkiRJy2qWCW1mWLY/MiJqei3P6dn+9dreU1uL27L9vhGx/tIXI2JfYIPs8NEGtCtJkiRJqqY5J7TXkRsh7QA8HBEbA0REh4j4PXBQVu6s6pUiojwiUrYNqaHdu4DXgZbAAxGxVVavJCL2Av6alXsVeKTA9yRJkiRJzUat70Fd3aWU5kTEYHKPEw8ARkfEdHLviy0hN7/1rJTSkw1styIiDgCeAzYFXo2IGUALFq+a/AFwSErJObSSJEmS1EjNeYSWlNJb5JLOK8kt6FQKfEVu5HT3lNLFjWz3U2Bz4FzgHXLJbALeBM4GBqaUPsn7BiRJkiSpGWu2I7SVUkoTgJOzrT7lxwJRj3IzgXOyTZIkSZJUYM16hFaSJEmSVLxMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJUrMUEUQEY8eObepQ1EjNfpVjSZIkqTmYO3cut912G48//jhvvPEGkyZNYsGCBXTp0oWNN96Y7bffnu985ztsttlmTR1q3kaOHMnIkSPZYostOOCAA5o6HK1AJrSSJEkqehuffGFTh5CXd684a4W2/9BDD3HCCScwfvz4qnNt2rShrKyMSZMm8eyzz/Lss89ywQUXsPvuuzNs2DC6d+++QmNakUaOHMm5557LD37wgzoT2v79+wPQqlWrlRSZCs1HjiVJkqTV2F//+lcOOOAAxo8fT//+/bnxxhv5/PPPmTNnDpMnT2b+/Pm8/vrrnH/++fTp04ennnqKTz/9tKnDXinef/993n//ffr27dvUoaiRHKGVJEmSVlNvvPEGJ554IhUVFQwePJi//e1vtGnTZokyLVq0YMCAAQwYMIAzzjiD888/3xFLFQ1HaCVJkqTV1K9+9Svmz59Pv379uP3225dJZpfWunVrzj//fDbZZJNlrlVUVHDbbbex++6706NHD1q3bk2fPn047LDDeOWVV2ps75xzziEiGDJkCAC33HIL22yzDR06dKBjx47ssssuPPXUU3XGNH/+fK6++mp23HFHunbtSmlpKf369eOYY47hvffeW6Ls2LFjiQjOPffcqv4qF36qaQGo5S0KNWvWLP7whz/wzW9+k65du9KmTRvWXXddvv3tb3PHHXewYMGCOmPXiucIrSRJkrQa+uSTT3jssccAOPnkk2nfvn2j25oxYwYHHXQQTz/9NJBLBDt06MD48eO5++67uffee7niiiv4yU9+Umsbxx13HH/9619p0aIFZWVlTJ8+nZEjR/L8889z9913c/DBBy9TZ/z48ey999689dZbAJSUlFBWVsbHH3/MTTfdxJ133skdd9zBQQcdBORGm3v27MnMmTOZNWsWbdq0oVOnTku02aJFi3rd87vvvsu+++5bley2bNmS9u3b89FHH/HRRx/x0EMPsf3221NeXl6v9rRiOEIrSZIkrYaee+65qs/77rtvXm19//vf5+mnn2azzTbjkUceYdasWUybNo0pU6Zw4YUX0rJlS04++WReeumlGuuPGDGCO+64g2uuuYbp06czbdo0PvzwQ3baaScqKir46U9/ysKFC5eos2DBAgYPHsxbb73FTjvtxPPPP8+cOXOYPn06EyZM4Gc/+xlz587lqKOOYsyYMQCstdZaTJgwgdNPPx2Aww47jAkTJiyxrbXWWsu938mTJ7PXXnsxduxY1llnHYYPH86sWbOYMmUK06dP54UXXuDoo4+mZUvHB5uaPwFJkiRpNVT5OG6bNm342te+1uh2nn76aYYPH055eTnPPvssXbt2rbrWuXNnzjzzTFq0aMEvfvELLrroIh5++OFl2pg6dSq33347Rx55ZNW5ddZZh7/97W+Ul5czfvx4Xn75ZXbaaaeq67fccguvvfYaW221FU8++SSlpaVV13r27Mkf/vAHZs+ezTXXXMNll13G1Vdf3eh7XNrFF1/MJ598Qvfu3XnhhReWWDSqQ4cO7LDDDuywww4F60+N5witJEmStBqaPHkykEs6I6LGMr/73e/o1avXMtvJJ59cVeaWW24BYMiQIUsks9UdccQRADz77LMsWrRometrr712VZnqevfuzdZbbw3AO++8s8S1yn5//OMfL5HM1tTv8ubhNtRtt90GwOmnn+4KyKs4R2glSZKkZmrGjBlMnDhxmfPTpk2r+vzyyy8DcNlll3HNNdfU2d7s2bP56quvWGONNZY4P3DgwFqT6sqEccqUKVXnFi5cyKuvvgrAaaedxi9+8Ysa61Ymz5988kmdcTXE2LFjmTBhAgD77LNPwdrVimFCK0mSJK2GKkdTp06dSkqpxoTy4osv5uKLL646/t73vscdd9yxRJnx48cDuSS3eqJbm9mzZy9zrkOHDrWWr1x5ufqKwZXvx638vDxz5sxZbpn6qp7gr7322gVrVyuGjxxLkiRJq6GNNtoIgLlz5/Lf//630e1UVFQAuYWdUkrL3Qqx6m9lnwBvvfVWvfotlEK2pRXPhFaSJElaDe28885Vnx955JFGt9OzZ08g9xqblaVbt25Vr9dZmf0C9OrVq+rzuHHjVmrfajgTWkmSJGk1tNZaa7H33nsDcMUVVzBz5sxGtbPddtsBcN999xUstuVp1aoVAwcOBOD+++9vcP2Sklya05jR1vLy8qqk9tFHH21wfa1cJrSSJEnSauqCCy6gdevWjBs3ju9973vMnTu3wW0MGTIEgFGjRnHrrbfWWbb6wk75quz3vvvu49lnn21Qvx07dgRy84cb46ijjgLg0ksv5bPPPmtUG1o5TGglSZKk1dSAAQP485//TElJCSNGjGCLLbbgxhtvrFroCXKjmGPGjOGSSy7hiSeeWKaNvfbai4MOOgiAY445ht/+9rdL1J8yZQojRoxg8ODBnHbaaQWL/dhjj2XbbbeloqKC/fbbjyuuuGKJBaK++OIL7rzzTgYNGsQVV1yxRN1NNtkEgBdffLFR84d/8Ytf0LdvX7788kt23HFHHnzwwapFqmbOnMnIkSP57ne/y6effprHHaoQXOVYkiRJWo0de+yxrLHGGgwdOpQPPviAY489FsitLty+fXtmzJjBvHnzqsrvvffenHnmmUu0ceutt1JRUcHw4cM577zzOO+88+jUqRMpJaZPn15VrnJUtRBatWrFiBEjOOigg3jppZc45ZRTOPXUU+ncuTMLFixY4hHqXXbZZYm6gwYNYr311mPMmDH079+f7t27065dOyCX5K655pp19t2tWzcee+wx9tlnHz766CMGDx5Mq1atKCsrW2LUt/oK0WoaJrSSJEnSam7//ffnww8/5Pbbb+exxx7jjTfeYNKkSUyfPp2uXbvSv39/tt9+e4488kg23njjZeqXlZXxwAMP8Mgjj3DjjTfyyiuvMGnSJEpKSlh//fXZeuutOeiggwr+3tY11liD5557jrvuuos77riD119/ncmTJ9O6dWs23HBDtt9+ew4++GC+9a1vLVGvVatWPPPMM/z617/m2WefZcKECUyaNAnIveO2Pr7+9a8zevRorrrqKoYPH85//vMf5s6dy7rrrstmm23GYYcdttzEWCteuCz1qm/gwIFp1KhRTR2GViODBg0CYOTIkU0ahyRJ9fHee+9VvYJG0uqhof+uI+L1lNLApc87h1aSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRaNnUA0sq0+YFHNXUIq4Qx77wH+H1UeuuB25o6BEmSJDWCI7SSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZK0Eg0ZMoSI4Jxzzmlw3ZtvvpmIYNCgQQWPq6EGDRpERHDzzTc3WQwtm6xnSZIkSSvN3Llzue2223j88cd54403mDRpEgsWLKBLly5svPHGbL/99nznO99hs802a+pQpXozoZUkSVLR2+APDzR1CHn5z+kHrtD2H3roIU444QTGjx9fda5NmzaUlZUxadIknn32WZ599lkuuOACdt99d4YNG0b37t1XaExqnE6dOtG/f3/WXnvtpg5lleAjx5IkSdJq7K9//SsHHHAA48ePp3///tx44418/vnnzJkzh8mTJzN//nxef/11zj//fPr06cNTTz3Fp59+2tRhqxYHHngg77//PrfeemtTh7JKcIRWkiRJWk298cYbnHjiiVRUVDB48GD+9re/0aZNmyXKtGjRggEDBjBgwADOOOMMzj//fFq1atVEEUsN4witJEmStJr61a9+xfz58+nXrx+33377Msns0lq3bs3555/PJptsssy1iooKbrvtNnbffXd69OhB69at6dOnD4cddhivvPJKne2OGTOGE044gXXXXZc2bdrQpUsXdtppJ2644QYWLVpUZ91bbrmFbbbZhrKyMrp27couu+zCww8/DEB5eTkRwciRI5eoc8455xARDBkyhIqKCq6++mq23nprOnfuTETwr3/9C4D58+fzyCOPcPzxx7P55pvTvXt32rRpQ79+/TjyyCN5/fXXa42ret8ff/wxxx13HGuttRZt2rRhnXXW4fTTT2fatGl13hvAokWLuPzyy9l8881p164dXbt2Zb/99mPUqFE1lq/PolDvvfceP/zhD9lggw0oKyujc+fOfP3rX+ekk05a5p7y+Q5WBY7QSpIkSauhTz75hMceewyAk08+mfbt2ze6rRkzZnDQQQfx9NNPAxARdOjQgfHjx3P33Xdz7733csUVV/CTn/xkmboPP/ww3/nOd5g7dy6QmwM6a9YsXnjhBV544QXuuusuhg8fTllZ2TJ1jz/+eG644QYASkpKaN26Nc899xwjR47k8ssvX27cKSUOOuggRowYQYsWLejQocMS15988kn233//quN27doREXz88ccMGzaMu+++mxtvvJGjjjqq1j7+97//ceihhzJp0iTat29PRDB27FguvfRSRowYwfPPP0/v3r1rrLtw4UL2228/Hn/8cVq1akVpaSlTpkzhkUce4ZlnnuHvf/8722233XLvs7qrrrqKU089teoPBWVlZcyfP5933nmHd955h7fffnuJPwAU4jtoSo7QSpIkSauh5557rurzvvvum1db3//+93n66afZbLPNeOSRR5g1axbTpk1jypQpXHjhhbRs2ZKTTz6Zl156aYl6Y8aM4bvf/S5z585l55135v3332fq1KnMmDGD6667jtLSUp5++mlOPvnkZfq86aabqpLZM888k8mTJzNlyhQmTJjAsccey89//nMmTZpUZ9z3338/jz/+OH/+85+ZPn06U6ZMYeLEiay77roAtG/fnqOPPppnnnmGL7/8klmzZjFnzhzGjRvHKaecwsKFCxk6dCgff/xxrX2cfvrpdOrUiRdeeIEZM2Ywa9Yshg8fTvfu3fnf//7HD37wg1rr/ulPf+LVV1/lrrvuYubMmcyYMYO33nqLTTfdlLlz59b4vdTlnnvu4aSTTmLRokUccsghvPvuu8ycOZNZs2bx+eefc/vtt7PlllsuUacQ30FTMqGVJEmSVkPvvfcekFvN+Gtf+1qj23n66acZPnw45eXlPPvss+yzzz60bdsWgM6dO3PmmWdy/vnnU1FRwUUXXbRE3QsvvJBZs2ax3nrr8eijj9K/f38ASktLGTp0KFdeeSUAN954I//73/+q6qWUOO+884DcKO2FF15Ip06dAFhjjTW44YYb2H333Zk9e3adsc+cOZMrr7ySH/3oR7Rr166qfseOHYHce1RvvPFGdt11V7p161ZVb+211+ayyy7jmGOOYe7cudx000219jFv3jwee+wxdthhByA3kjx48GDuvvtuAJ566ilefPHFGutOnTqVESNGcOihh9K6dWsANttss6r3ur722muMGzeuznustGDBAk477TQADj/8cO655x422mgjIDei3rt3b4488kguvfTSJeoV4jtoSia0kiRJ0mpo8uTJAFXzRmvyu9/9jl69ei2zVR8ZvOWWWwAYMmQIXbt2rbGdI444AoBnn3226lHXlBL33XcfAKeeempVQlndcccdR9++fUkpce+991adf+ONNxg7diwAZ5xxRo19/uIXv6j13it169aNY445ZrnlalP5KO7SI8/VHXrooay//vrLnN9ll1345je/CbDEvVW34447ViXC1W255ZasueaaAIwePbpesT7zzDN8+umntGjRgksuuaRedeqjPt9BU3IOrSRJktRMzZgxg4kTJy5zvvpiRi+//DIAl112Gddcc02d7c2ePZuvvvqKNdZYgw8//LCqnV122aXG8iUlJQwaNIg77riDN954o+r8m2++CUCvXr1qTBYBtt12W1q1asWCBQtqjWfgwIG0bFl3yjN58mT+9Kc/8dhjj/HBBx8wbdq0ZRaq+vzzz2utX9fiTDvvvDMvv/zyEvdW3VZbbVVr3b59+/Lpp58yZcqUOuOv9M9//hOAzTffnL59+9arTqV8v4OmZEIrSZIkrYYqR1OnTp1KSqnGUdqLL76Yiy++uOr4e9/7HnfccccSZcaPHw/kktz6rNpb+Rhw9fmtdSVYlSOR1ct/+eWXALUupgS5FZm7devGhAkTai3To0ePOmN999132XXXXZdI6jt06EDbtm2JCObPn8+UKVOYNWtWrW3UdW+V12qb67v0IlXVVa5IXVfCXl3lPay99tr1Kl+pEN9BU2r2jxxHRK+IuCIixkTE3IiYGBEPRcRujWxvSESk5WwzC30fkiRJUnWV8yfnzp3Lf//730a3U1FRAcCIESNIKS13Ky8vX6aNefPmNajPlFKj462uRYsWdV4/+uijmThxIgMGDODxxx9nxowZTJ8+nYkTJzJhwgTuueeevOIp1H2syL5W9HewojXrhDYiNgPeAU4C1gXmAd2B/YCnIuKXeTS/AJhYxyZJkiStMDvvvHPV50ceeaTR7fTs2RPIjeQ1RPXR0boWNvr000+XKV/5uXJ0uCbz58/nq6++alBM1X388ce8+uqrtGjRggcffJA999xzmVcb1fQ49tLqehS3Mv7ljRQXQq9evYC6v+ulFeo7aErNNqGNiLbAg0A34E1g05RSJ6ALcCkQwEURsUcju3g5pdSrlm29gtyEJEmSVIu11lqLvffeG4ArrriCmTMb95Bg5XtQKxd4qq91112Xzp07A7nFompSUVFR9U7UAQMGVJ3/xje+AcCECRMYM2ZMjXVfeeWVej+OW5PqiXRtjw1Xvne3LtVfj1Tbter3tqJsu+22ALz99tt89tln9apTqO+gKTXbhBY4AegHzAT2TymNBkgpTU8pnQ4Mz8pdVHN1SZIkadV2wQUX0Lp1a8aNG8f3vvc95s6d2+A2hgwZAsCoUaO49dZb6yxbfQGjiOCggw4Ccgl1Ta/YueGGG/jss8+ICA455JCq8wMGDKBfv34A/OEPf6ixr9///vcNuo+lVb4GaOLEiXzxxRfLXP/3v//NsGHDltvOXXfdxYcffrjM+eeff75qZeDvfOc7ecVaH7vttht9+/Zl0aJF/PznP69XnUJ9B02pOSe0R2b7YSmlmv6EUbnW9YCI2HAlxSRJkiQVzIABA/jzn/9MSUkJI0aMYIsttuDGG29c4lHelBJjxozhkksu4Yknnlimjb322qsqMT3mmGP47W9/u0T9KVOmMGLECAYPHlz1HtRKZ511FmVlZXz++efsu+++fPDBB0BuTu1f/vIXTjrpJACOPfbYJVYzjgh+/etfA3Dttdfy61//munTpwO5BZaGDh3KE088UeOrgOpro402Ys011ySlxGGHHVb1HtwFCxZw//33s/vuuy/z+G1NWrduzd577121GnRFRQUPPfRQVYK+++67s/322zc6zvpq1apV1Ttm77zzTg499FDef//9quvjx49f4juHwn0HTalZJrQR0QHYMjtc9l9tzj+BymXcdl3hQUmSJEkrwLHHHsvw4cPp1asXH3zwAcceeyx9+vShbdu29OjRg7Zt27L++utzxhln8OWXX7L33ntz5plnLtHGrbfeygEHHMCiRYs477zz6NOnD507d6ZTp0507dqVAw44gAcffHCZvtdbbz3uvPNO2rRpw8iRI9lwww3p0qULHTp0YOjQocybN4/ddtuNyy+/fJm6xxxzDEcffTSQG2nu2rUrXbt2pWfPntxwww388Y9/pHv37gCUlpY2+HspKSnhyiuvpKSkhJEjR/K1r32Njh070r59ew4++GBKS0trjGtpf/jDH5gyZQrbb789HTp0oH379nz7299m0qRJrL/++lXv8V0ZDjvsMC699FJKSkq455572GijjejQoQPt2rWjT58+DB06lLfffruqfKG+g6bULBNaYCNyc2QBanxTcUqpAvggO9y4EX1sEhGjI2JORMyIiHci4rKIWKcRbUmSJEmNtv/++/Phhx9y/fXXc+CBB9KvXz9KSkqYPn06Xbp0Yeedd+ass85i9OjRPProo/Tv33+J+mVlZTzwwAM8/PDDHHTQQfTt25c5c+Ywf/581l9/fY444gjuvfde/vznP9fY97///W+OP/54ysvLmT17Nu3atWOHHXbg+uuv54knnqCsrGyZehHBjTfeyI033shWW21FaWkpKSUGDRrEI488wk9+8pOqUdvKuboNdeCBB/L3v/+d3XffnQ4dOrBgwQL69evH6aefzptvvln1SqG6rL/++owaNYpjjjmGTp06sWjRIsrLy/nZz37GqFGj6nz10Ipw2mmn8eabb3L00UdTXl7OggULaNOmDZttthknn3wyl1122RLlC/EdNKVYVZdfXpEiYjCL58h2TCnNqKXcA8ABwP0ppYPr2fYQ4KbsMAFTgI4sfufvHOC4lFK9H0YfOHBgGjVqVH2Lqw6bH3hUU4ewShjzwpMArLdjY9c8W7289cBtTR2CJKkO7733XtUraKRKY8aMYf3116d169bMmDGD1q1br9T+y8vLGTduHM8++yyDBg1aqX2vDhr67zoiXk8pDVz6fHMdoa3+J6A5dZSrnLnekAfHPwd+C2wKtEkpdcvq7wu8C7QFbo2InRrQpiRJkqRqKheF2mmnnVZ6MqtVR3NNaGP5RRonpfRkSum8lNLolNL87Ny8lNKjwDeB/wEtgIvrDDBiaESMiohRkyZNWlHhSpIkSauso48+mnvvvXeJ981+9NFHnHjiiVx//fUA/OxnP2uq8LQKaLn8Iqul6i/hagvU+MgxULlsWuNe2rWUlNK0iLgQuBHYNiJ6pJRqzFZTStcD10PukeNC9C9JkiQVk6eeeoqbb74ZyM3jLSkpYcaMxf/pfvbZZ7PXXns1UXRaFTTXhPbzap/7sHjxp6X1yfbja7neGK9k+wDKAYdfJUmSpBpccskljBgxgjfffJOJEycye/Zs+vTpw3bbbceJJ57Irrv6MpLmrrkmtO+TW7ApgE2oIaGNiBKgcnm3dwvYd/XHnR15lSRJkmpx+OGHc/jhhzd1GDUaO3ZsU4cgmukc2mxV48plg3evpdg2QKfs8zMF7H7rap/HFbBdSZIkSWpWmmVCm6l8bc6REVHTy6FOz/avp5RqeyR5CRFR52JTEdER+GV2+Gpt82clSZIkScvXnBPa68iNkHYAHo6IjQEiokNE/B44KCt3VvVKEVEeESnbhizVZr+I+GdEHBsRa1er0zoi9gJeAjYAKoAzV8hdSZIkSVIz0Vzn0JJSmhMRg8k9TjwAGB0R08m9M7aE3PzWs1JKTzaw6W2yjYiYC8wCOgKtsuuzgR+mlP6e/11IkiRJUvPVbBNagJTSWxGxKbnR0v2AvsBXwKvAZSmlhs6dnQicBOwAbA70IDcPdxbwX3LJ8zUpJefOSpIkSVKemnVCC5BSmgCcnG31KT+WJVcqrn5tDnBVtkmSJEmSVqDmPIdWkiRJklTETGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJAFw8803ExEMGjSoqUMpiJEjRxIRlJeXr7Q+hwwZQkRwzjnnrLQ+mzMTWkmSJGk1VZlcrS4JalOaOnUq55xzjonqKqbZv4dWkiRJxe87Nz3b1CHk5Z6jd2nqEADo1KkT/fv3Z+21127qUAqiXbt29O/fn759++bd1tSpUzn33HMB6kxqe/fuTf/+/enevXvefWr5TGglSZIkAXDggQdy4IEHNnUYBbP11lvz/vvvr9Q+L7roIi666KKV2mdz5iPHkiRJkqSiZEIrSZIkCah7Uajy8nIigpEjRzJ58mROO+001llnHUpLS+nbty/HH38848ePr7P9W265hW222YaysjK6du3KLrvswsMPP7xM+9XVZ5GlQYMGERHcfPPNS5yva1GoiooKbr75ZnbZZRe6detGq1at6NGjB5tssgnHHHMMjz/++BLtr7POOlXHEbHEVj22+sT7xBNPcMghh7DmmmtSWlpKr1692Hbbbbngggv45JNPaq2nZfnIsSRJkqR6+/TTTxkyZAjjxo2jXbt2RASff/45N9xwA08//TRvvPEGXbp0Wabe8ccfzw033ABASUkJrVu35rnnnmPkyJFcfvnlK/ku4KijjmLYsGFVx506dWL69Ol8+eWXvPvuu7z77rvstddeAHTt2pXu3bvz5ZdfAtCzZ88l2mrfvn29+pw/fz7HHnsst99++xL9fvXVV0ycOJFXXnmFhQsXuvBUAzhCK0mSJKnefvrTn9KlSxdefvllZs2axcyZMxkxYgSdO3dm7NixNc4fvemmm6qS2TPPPJPJkyczZcoUJkyYwLHHHsvPf/5zJk2atNLu4fnnn2fYsGGUlJRw2WWXMX36dKZOncrcuXP5/PPPufnmm9lhhx2qyt9///289tprVccTJkxYYjv99NPr1e+pp57K7bffTosWLfjtb3/LhAkTmDp1KnPmzOE///kPl1xyCX369Cn4/a7OHKGVJEmSVG+lpaU8/fTTdOvWDYCWLVvy7W9/m1/96lecfvrp3Hvvvfz+97+vKp9S4rzzzgNyo7QXXnhh1bU11liDG264gfHjx/Poo4+utHv45z//CcAee+zBKaecUnU+Iujduzc/+MEPCt7n6NGjueaaawD485//zNChQ6uutWzZkq997Wv1Toy1mCO0kiRJkupt6NChVclsdQcccAAAH330EbNmzao6/8YbbzB27FgAzjjjjBrb/MUvflHwOOvSsWNHAL744gsqKipWSp+33XYbKSU23HDDJZJZ5ceEVpIkSVK9bbXVVjWer/6u16lTp1Z9fvPNNwHo1asX66+/fo11t912W1q1alW4IJfjW9/6Fq1bt+aNN95g0KBB3H777Xz++ecrtM/KUeF99tlnhfbT3JjQSpIkSaq3Dh061Hi+TZs2VZ8XLFhQ9blyIaXevXvX2mbr1q1rHPVdUdZff32uueYa2rZtywsvvMBRRx1F3759WWeddfjRj35UlYQX0sSJEwFYe+21C952c2ZCK0mSJGmFSSk1dQg1OuaYY/joo4+4/PLLGTx4MN26dWPs2LFce+21bLnllkvM9S2EVfV7KHYmtJIkSZJWmB49egDU+Y7a+fPn89VXX9V4rWXL3Dq2c+fOrbX+tGnTGhVbz549Ofnkkxk+fDiTJk3i1Vdf5cADDySlxK9//WvefvvtRrVbk169egEwbty4grUpE1pJkiRJK9A3vvENIPeqmzFjxtRY5pVXXlniMeXqOnfuDOTef1uTWbNm8d577+UdZ0Sw1VZbcc8997DmmmtSUVHBiy++WHW9pGRx6tSY0dZtt90WgMceeyzvWLWYCa0kSZKkFWbAgAH069cPgD/84Q81lqn+mp+lff3rXwfgySefrHGU9rLLLmPevHkNimn+/Pm1XmvRokXVAlXV261cGRmWXPSqvo466igigvfff5/rrruuwfVVMxNaSZIkaTW3YMECvvzyyzq32kZI8xUR/PrXvwbg2muv5de//jXTp08HYNKkSQwdOpQnnniCdu3a1Vh///33p23btkyaNInvf//7fPHFF0DuMePf/e53nHPOOXTq1KlBMZ111lkccsghDB8+nMmTJ1ednzhxIieddBIfffQREcHuu+9eda1z58706dMHgJtuuqlB/QFssskmnHDCCQD8+Mc/5pxzzqm6l0WLFvHf//6Xc845h2uvvbbBbTdnJrSSJEnSau7ll1+mR48edW4vvfTSCuv/mGOO4eijjwbgggsuoGvXrnTt2pWePXtyww038Mc//pHu3bsDUFpaukTdrl27cvHFFwNwzz330LNnT7p06ULXrl351a9+xW9+8xu22GKLBsWzcOFC7rvvPg488EC6detGp06d6NixI7169eKqq66qinPTTTddot5xxx0HwM9+9jPat29PeXk55eXlXH755fXq9/LLL+fQQw9l0aJFnHvuuVX30qZNGzbYYAPOPfdcJkyY0KB7ae5MaCVJkiStUBHBjTfeyI033shWW21FaWkpKSUGDRrEI488wk9+8pOqUdvKObPVnXTSSdx1111su+22tGvXjoqKCrbffnseeOABfvOb3zQ4nlNPPZUrr7ySwYMHs8EGG5BSYt68eay11locdthhPP/885x11lnL1PvNb37D//3f/7HZZpuRUmLcuHGMGzeu3o8gl5aWctdddzFixAj2339/evbsyaxZs+jevTvbbrstv/vd7zj++OMbfD/NWbh89Kpv4MCBadSoUU0dxmph8wOPauoQVgljXngSgPV23KOJI1k1vPXAbU0dgiSpDu+99x4bbbRRU4ehFWjMmDGsv/76tG7dmhkzZtC6deumDkkrWEP/XUfE6ymlgUufd4RWkiRJUpOqXBRqp512MplVg5jQSpIkSVrhjj76aO69994l3jf70UcfceKJJ3L99dcDubmpUkO0bOoAJEmSJK3+nnrqKW6++WYAysrKKCkpYcaMGVXXzz77bPbaa68mik7FyoRWkiRJ0gp3ySWXMGLECN58800mTpzI7Nmz6dOnD9tttx0nnngiu+66a1OHqCJkQitJkiRphTv88MM5/PDDmzoMrWacQytJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSpKJkQitJkiRJKkomtJIkSZKkomRCK0mSJEkqSia0kiRJkqSiZEIrSZIkSSpKJrSSJEmSCuacc84hIhgyZMgy18rLy4kIRo4cWdA+I4KIYOzYsQVtV6s+E1pJkiRpNTVkyJCqZK/61qFDBzbZZBNOPPFE3nvvvaYOU2q0lk0dgKSVb70d92jqECRJKqgLH/xXU4eQl7O+vcUKbb9Vq1Z07doVgJQSX375Je+++y7vvvsuf/3rX7n99tv5zne+s0JjAFhvvfVo06YN7dq1K2i7/fv3B3L3qebFhFaSJElazX3zm99c4jHfBQsW8Mwzz/CjH/2IsWPHcvTRRzNo0CB69OixQuN45plnVki777///gppV6s+HzmWJEmSmplWrVqx1157cccddwAwa9Ys7rvvviaOSmo4E1pJkiSpmdpuu+1o3749AO++++4y1+fPn8/VV1/NjjvuSNeuXSktLaVfv34cc8wxjZp7u7xFod59910OO+ww1lhjDdq2bcuGG27Ib3/7W+bOnVvnYlPLWxRqzJgxnHDCCay77rq0adOGLl26sNNOO3HDDTewaNGiRsW6vH5HjBjBPvvsQ8+ePase+e7fvz+HH344d911V61tqmF85FiSJElqxlJKAMskduPHj2fvvffmrbfeAqCkpISysjI+/vhjbrrpJu68807uuOMODjrooILE8fTTT7P//vszd+5cADp27MhHH33Eeeedx5NPPsmgQYMa1e7DDz/Md77znap2O3XqxKxZs3jhhRd44YUXuOuuuxg+fDhlZWUFuQ+As88+mwsvvLDquEOHDsyZM4f//Oc//Oc//+HZZ5/lsMMOK1h/zZkjtJIkSVIz9fLLLzNr1iwA1l133arzCxYsYPDgwbz11lvstNNOPP/888yZM4fp06czYcIEfvaznzF37lyOOuooxowZk3ccX375Jd/97neZO3cuW2+9Nf/+97+ZNm0aM2fO5I477uCdd97h2muvbXC7Y8aMqWp355135v3332fq1KnMmDGD6667jtLSUp5++mlOPvnkvO+h0tixY7n44osBOPPMM5k0aRLTp09nzpw5TJw4kXvvvZd99923YP01dya0kiRJUjOzYMECnnjiCb73ve8BuTm11UcMb7nlFl577TW22mornnzySXbccUdat24NQM+ePfnDH/7Aj370I2bPns1ll12WdzxXXXUVX331FWussQZPPPEEm266aVVcRxxxBH/961+ZOnVqg9u98MILmTVrFuuttx6PPvpo1WrIpaWlDB06lCuvvBKAG2+8kf/973953wfAq6++SkVFBRtuuCEXXngh3bt3r7q2xhprcPDBB/PXv/61IH3JhFaSJEla7b388sv06tWLXr160bNnT9q0acNee+3F2LFjKSkp4dprr2XNNdesKn/LLbcA8OMf/5jS0tIa2zziiCMAeOqpp/KO7/777wdg6NChdO7ceZnrhx566BIjyPWRUqpa6OrUU0+t8VVBxx13HH379iWlxL333tvwwGvQsWNHAKZNm8bs2bML0qZqZ0IrSZIkreYWLFjAxIkTmThxIl988QUVFRUAdO3alX/+858cc8wxVWUXLlzIq6++CsBpp51WlQgvvR144IEAfPLJJ3nFNm/evKoFqXbYYYday9V1rSYffvgh06ZNA2CXXXapsUxJSUnV3Nw33nijQe3XZptttqFr166MHz+e7bbbjuuvv56PPvqoIG1rWSa0kiRJ0mpu5513JqVESom5c+fyr3/9i0MOOYTJkydz3HHHMWXKlKqykydPZv78+VWfKxPhpbcvv/wSgDlz5uQV25QpU6oS7N69e9dark+fPg1qd9KkSVWf+/btW2u5ypHp6uXz0aVLF2677TY6d+7M22+/XbW6cu/evfnBD37Ac889V5B+lNPsE9qI6BURV0TEmIiYGxETI+KhiNitgH20j4hPIiJl25BCtS1JkiQ1RGlpKZtvvjl33303e+65Z1XSVakyuQR46623qhLhurZ85Fu/PubNm7fC+6hun332YezYsVx//fUceuih9OnThwkTJnDrrbcyaNAghg4dulLjWZ0164Q2IjYD3gFOAtYF5gHdgf2ApyLilwXq6gJgzeWWkiRJklaSiODKK6+kRYsW3HPPPVUjh926daNFixZAze+mLbSuXbtSUpJLS8aPH19rubqu1aRHjx5Vn8eNG1druU8//XSZ8gAtW+becFr5up+lVT7OXJtOnTpx/PHHc9ddd/HZZ58xevRojj/+eAD+8pe/8Mgjjyz/JrRczTahjYi2wINAN+BNYNOUUiegC3ApEMBFEbFHnv0MAH4CvJJfxJIkSVJhbbDBBlWrG5999tlAbmXhgQMHAosXa1qRSktL2XjjjQF48cUXay1X17WarLvuulULTD377LM1lqmoqGDkyJEADBgwYIlrlXUrE96lvfbaaw2KZ+ONN+b6669n2223BfDR4wJptgktcALQD5gJ7J9SGg2QUpqeUjodGJ6Vu6ixHURECXBddvijxocqSZIkrRg///nPAXjppZeqkrshQ4YAcN9999WaDFaqPv+2sSoXmPrLX/5S48jnfffd1+D33UYEBx10EABXXHFFjSsO33DDDXz22WdEBIcccsgS177+9a8DMGLEiGXqpZT4v//7vxr7rZx/XJu2bdsCK/8x6NVVc05oj8z2w1JKn9Vw/ZJsPyAiNmxkHz8FBgLXpJTebGQbkiRJ0gqzxRZb8K1vfQuACy64AIBjjz2WbbfdloqKCvbbbz+uuOIKJk+eXFXniy++4M4772TQoEFcccUVecfw05/+lK5duzJx4kT23ntvRo8eDeRWXP7b3/7G0UcfXePrfJbnrLPOoqysjM8//5x9992XDz74AMglk3/5y1846aSTqu53/fXXX6LuoYceCsAjjzzC//3f/zFr1iwAxo4dy+GHH86oUaNq7POaa65hzz33ZNiwYUs8Jj116lQuvPDCqj8a7Lnnng2+Hy2rWSa0EdEB2DI7fKKWYv8EKv88tGsj+ugLnA9MBH7V0PqSJEnSynLGGWcA8Mwzz/CPf/yDVq1aMWLECLbffntmz57NKaecQvfu3enatSsdOnSgZ8+eHHHEETz33HNERN799+jRg2HDhlFaWso//vEPNt10Uzp37kz79u05/PDD2WyzzfjhD38IUOt7cWuy3nrrceedd9KmTRtGjhzJhhtuSJcuXejQoQNDhw5l3rx57Lbbblx++eXL1N1777056KCDSCnxy1/+ko4dO9KlSxfWWWcdRowYwV133VVjnyklnnzySY488kj69OlD+/bt6dKlC126dOHss88mpcTQoUPZZ599GvVdaUnNMqEFNiI3RxZgdE0FUkoVwAfZ4caN6OMqoANwekqp7hnjkiRJUhPafffd+cY3vgEsHqVdY401eO6557jjjjvYZ599WGONNZg5cyYpJTbccEOOPfZYHn30Uc4666yCxLDnnnsyatQoDjnkELp168a8efNYZ511OPfcc3nmmWeqXg/U0JHa/fffn3//+98cf/zxlJeXM3v2bNq1a8cOO+zA9ddfzxNPPEFZWVmNde+8805+97vf0b9/f1q2bEmrVq04+OCDeeWVV9hjj5qX2jniiCP4y1/+wmGHHcZGG21Eq1atmDlzJr179+bb3/42I0aM4LrrrquxrhouVsYy2auaiBjM4jmyHVNKM2op9wBwAHB/SungBrS/P7kFp0amlHapdr7yyz46pXRzfdsbOHBgqu2RBjXM5gce1dQhaBX01gO3NXUIkqQ6vPfee2y00UZNHYaa2I477siLL77ITTfdVDXHV8Wrof+uI+L1lNLApc831xHa6n+CqetN0JUzx9vXt+GIKAOuBhYAP254aFXtDI2IURExqlAveZYkSZKK0T/+8Q9efPFFSkpK2G233Zo6HK1CmmtCm/+D/rU7D1gbuCyl1OgXd6WUrk8pDUwpDVz6nViSJEnS6ub666/nwgsvZMyYMSxatAiAmTNncuutt7LffvsBuYWa1lprraYMU6uYlk0dQBOZWe1zW6DGR46BdjWUr1VEbAGcDHxCLrGVJEmSVA8ff/wxv/vd7zj77LNp0aIFnTp1YurUqVRUVAC51ZivuuqqJo5Sq5rmmtB+Xu1zHxYv/rS0Ptl+fC3Xl3YF0AI4G4iIqO1R5dLsWkVKadkXYkmSJEnNzHe/+13mzJnDc889x6effsrkyZPp2LEjG2+8MYcccgg//OEPq97hKlVqrgnt+0Ai9+jxJtSQ0EZECdA/O6zvo8P9sv2tyyl3bbaNA8rr2bYkSZK02tp000259NJLmzoMFZlmOYc2W9W4ctng3Wsptg3QKfv8zAoPSpIkSZLUIM0yoc0My/ZHRkTvGq6fnu1fTynV9kjyElJK5SmlqG2rVvTo7Fx5HvFLkiRJUrPWnBPa68g98tsBeDgiNgaIiA4R8XvgoKzcEm+KjojyiEjZNmRlBixJkiRJWqy5zqElpTQnIgaTe5x4ADA6IqaTe+dsCbk5tmellJ5swjAlSZIkSbVoziO0pJTeAjYFrgQ+BEqBr4BHgN1TShc3YXiSJEnKpJSaOgRJBVLIf8/NdoS2UkppArl3x55cz/Jjya2O3Ji+GlVPkqSmMmjQIABGjhzZpHGoeWvRogULFiygdevWTR2KpAKYP38+LVsWJhVt1iO0kiRJWvV16NCB6dOnN3UYkgogpcRXX31Fp06dll+4Hpr9CK0kSZJWbV27duXjjz8GoGPHjrRq1YoIH3yTikVKiYqKCmbPns3UqVNZuHAha6yxRkHaNqGVJEnSKq20tJS1116byZMnM3bsWBYtWtTUIUlqoJKSEtq2bUtZWRldunShpKQwDwsXJKGNiK7AN4F1yb0Gp8Xy6qSUzitE35IkSVr9lZaW0rt3b3r37t3UoUhaheSV0EZEN+CPwGFAqwZWN6GVJEmSJDVaoxPaiOgIPA9sSCNX/ZUkSZIkqbHyeXD5DGAjcsnsM8DeQA+gRUqpZHlbAWKXJEmSJDVj+TxyfCCQgCeAfZNvu5YkSZIkrUT5jJSWZ/urTGYlSZIkSStbPgntnGz/eSECkSRJkiSpIfJJaN/P9msWIhBJkiRJkhoin4T2JnILQh1aoFgkSZIkSaq3fBLaG4GngSMj4qgCxSNJkiRJUr3ks8rxWsDJwF+AmyNiMHAH8B4we3mVU0of59G3JEmSJKmZyyehHUvutT2Qe/T4wGyrj5Rn35IkSZKkZi7fpDJq+SxJkiRJ0gqVT0J7dMGikCRJkiSpgRqd0KaUbilkIJKkpjVo0CAARo4c2aRxSJIk1Vc+qxxLkiRJktRkTGglSZIkSUWpYCsNR8SawK7A14Gu2enJwL+Bv6eUPi1UX5IkSZIk5Z3QRkQf4ArgAGof8a2IiAeAU1JKn+fbpyRJkiRJeT1yHBGbA28DBwEtyL26p6atBXAw8FZEfD2fPiVJkiRJgjwS2ohoBzxM7vHiAP4OfBcoB9pkWzlwGPB0VqYb8HBEtM0naEmSJEmS8hmh/THQF0jAiSmlb6WU7k4pfZxSmp9tH6eU7kkp7QH8KCu7JnBi/qFLkiRJkpqzfBLaA8glqLellK5dXuGU0nXAbeRGag/Mo19JkiRJkvJKaPtn+2ENqFNZdsM8+pUkSZIkKa+EtkO2n9SAOpVl2+fRryRJkiRJeSW0X2b7rzWgzvrZ/qs8+pUkSZIkKa+EdhS5+bA/bUCdn5Kbdzsqj34lSZIkScoroa2cD/vNiLgrIjrVVjAiOkTE7cAO2ak78uhXkiRJkiRaNrZiSumuiPgRsBNwCLB7RNwH/BP4gtxIbE9gG+AgoEtW9bmU0t15RS1JkiRJavYandBmBgMPA9sDnYFjsm1pke1fJPe6H0mSJEmS8pLPI8eklKYBOwM/Bt4ll7jWtL0LnAgMSilNz6dPSZIkSZIg/xFaUkoVwDXANRHRC/g60DW7PBn4d0ppQr79SJIkSZJUXd4JbXVZ4mryKkmSJEla4fJ65FiSJEmSpKZiQitJkiRJKkrLfeQ4In5T+TmldF5N5xujeluSJEmSJDVUfebQnkPunbIA59VyvjFMaCVJkiRJjVbfRaGigeclSZIkSVqhlpvQppRqnGdb23lJkiRJklYGk1JJkiRJUlEyoZUkSZIkFaVGJ7QR8feIeCYi+jWgTp/Keo3tV5IkSZIkqP+iUDUZRG6V47IG1GlbrZ4kSZIkSY3mI8eSJEmSpKK0shPaytHcuSu5X0mSJEnSamZlJ7R7Z/tPV3K/kiRJkqTVTL3n0EbEjbVcuiAipi6neimwHrAVufmzz9W3X0mSJEmSatKQRaGGsOxiTgEMrmf9yPaTgYsa0K8kSZIkSctoSEL7MUsmtP2y4/HAgjrqJXJzZscDLwPXpJQ+b2CckiRJkiQtod4JbUqpvPpxRFRkH/dIKb1byKBWpojoBZwJ7Af0BaYBrwKXp5Qa/L7ciBhIbtR6K2B9oAfQBvgSGAXclFIaXpDgJUmSJKkZy+c9tM+TG32dVaBYVrqI2Az4O9AtOzUd6E4uud03Is5KKV3cwGaPA06odjwTqAD6AN8Gvh0R9wGHp5TqGtmWJEmSJNWh0ascp5QGpZR2SSmNK2RAK0tEtAUeJJfMvglsmlLqBHQBLiU35/eiiNijgU3/AzgV2BLokFLqkFJqC6wNXJKVORj4Zf53IUmSJEnN18p+bc+q5ARy84BnAvunlEYDpJSmp5ROB4Zn5Rq0gFVK6ZaU0uUppTdSSjOrnf8kpXQGcHt2akie8UuSJElSs9acE9ojs/2wlNJnNVyvHE0dEBEbFrDf17J9nwK2KUmSJEnNTt4JbUS0joijI2JERIyNiJkRsWg528JCBJ9HzB3IPRIM8EQtxf5JboEogF0L2P03s/1HBWxTkiRJkpqdfBaFIiI2IPdobn8Wv2e2GGzE4nhH11QgpVQRER8AWwMb59NZRLQH1iX3mPNh2emr82lTkiRJkpq7Rie0EVEGPAasQ24V3xHAJOB4cqsfXwB0BQYC22Tn/gE8lV/IBdG72ue63olbea13HWVqFBFrAp/UcGkucGFK6c8NbVOSJEmStFg+I7Q/JJfMLgL2TCn9PSI2IZfQklL6bWXBiPgGcBuwLfC3lFJTj06WVfs8p45ys7N9+0b0sQiYmH3uArQGFpJbZKqp71+SJEmSil4+c2j3JzfqendK6e91FUwpvQnsAnwB/DEitqyr/Eqwwh+PTimNTyn1Sin1AtqSeyz7VuBc4F9Z8l97gBFDI2JURIyaNGnSig5XkiRJkopOPglt5bzSB2q6GBFLJI0ppUnAH8mNCv8kj34LYWa1z23rKNeuhvINllKqSCn9J6V0LLnvYG3g9oio9ftPKV2fUhqYUhrYo0ePfLqXJEmSpNVSPglt52w/rtq5edU+1/SY7kvZfuc8+i2E6vNm63p9TuW18QXs+6psvwXwjQK2K0mSJEnNSj4JbeX80lTt3NRqn9euo26vPPothPdZHHeNj/5mo6f9s8N3C9h39XferlfAdiVJkiSpWcknoa18j2rVCGdK6Utgcna4fQ11KufOzs+j37yllGYAo7LD3Wsptg3QKfv8TAG7X6fa57weZZYkSZKk5iyfhLYyIRy41PlnyC269POI6Fp5MiLWBX5JbmT0X3n0WyjDsv2REVHTa3lOz/avp5Q+qE+DEdFi6bnDNfh5tl9I7jVGkiRJkqRGyCehfYpc4vrtpc5fme3XBf4TEfdExKPkktjK0dzr8+i3UK4jN/+3A/BwRGwMEBEdIuL3wEFZubOqV4qI8ohI2TZkqTbXAkZFxDHZe2gr65RExBYRcQdwXHb6qpTSlMLfliRJkiQ1D/m8h/Zh4HmgRUSsl1IaA5BSeikizgN+A3RlcWJYOXJ5U0pp2DKtrWQppTkRMZjciPIAYHRETCe3mFUJuZHks1JKTzaw6QHAXwEiYi65x4o7AKXVytwMnJHXDUiSJElSM9fohDalNBsYVMu1cyLiBXKjkZtk/fwXuDWldF9j+yy0lNJbEbEpcCawH9AX+Ap4FbgspdTQubOfA4cBuwFbA72BbsBcYAy5R4xvSim9VGsLkiRJkqR6yWeEtk5ZMljIxZRWiJTSBODkbKtP+bEsHm1e+tp84O5skyRJkiStQPnMoZUkSZIkqcmY0EqSJEmSipIJrSRJkiSpKC13Dm1EfLgC+k0ppfVWQLuSJEmSpGaiPotCla+AftMKaFOSJEmS1IzUJ6G9ZYVHIUmSJElSAy03oU0pHb0yApEkSZIkqSFcFEqSJEmSVJRMaCVJkiRJRak+c2jrLSLWBHoB7YDXUkpzCtm+JEmSJEmV8k5oI6IDcDpwDNCn2qWvA+9WK/dd4CBgWkrp+Hz7lSRJkiQ1b3kltBGxLvAYsD4Q1S7V9FqefwK356rFzSmll/LpW5KkFWmDPzzQ1CGsEj795EvA76PSf04/sKlDkCRV0+g5tBHRGngY+BowB7gE2L+28imlscCz2WGt5SRJkiRJqo98RmiPBzYEZgM7p5ReB4iIuuo8BuwGbJdHv5IkSZIk5bXK8cHkHi2+ujKZrYe3s/3X8uhXkiRJkqS8EtpNs/3jDajzVbbvmke/kiRJkiTlldB2yvbTG1CndbZfmEe/kiRJkiTlldBOzvZrN6DOxtn+izz6lSRJkiQpr4T2nWy/bQPqHEVu3u1refQrSZIkSVJeCe0Icu+ePTEieiyvcET8BBiUHd6fR7+SJEmSJOWV0P4F+AQoA56OiAE1FYqI9SPir8AV5EZn3wXuzqNfSZIkSZIa/x7alNK8iDgQGEluxePXImJctSI3RERPoDw7DmAqcEhKKTW2X0mSJEmSIL8RWlJKb5CbQ/tvcglrebXL2wDrZOeD3Jzbb6aUPsinT0mSJEmSII8R2koppXeBLSJiH+AAYCCwBtAC+BJ4ExgOPODIrCRJkiSpUBqd0EZEx+zj/JTS3JTSo8CjhQlLkiRJkqS65fPI8VRgCvDDwoQiSZIkSVL95ZPQzs32/yhEIJIkSZIkNUQ+Ce34bO+8WEmSJEnSSpfPolAjgSHAVsCrhQhGkprCxidf2NQhrBLG/e9jwO+jylobNXUEkiRpOfIZob0aWAicHhGdChSPJEmSJEn10uiENqX0JvATYE3ghYjYoWBRSZIkSZK0HPm8tufG7OMHwKbAcxHxCfA2udWPF9VRPaWUjm1s35IkSZIk5TOHdgiLF4RKQABrA2stp15k5U1oJUmSJEmNlk9C+zGucCxJkiRJaiKNTmhTSuUFjEOSJElFYtCgQQCMHDmySeOQpHzm0HbMPs5PKc0tUDySJEmSJNVLPq/tmUpu8acfFiYUSZIkSZLqL5+EtnJU9h+FCESSJEmSpIbIJ6Edn+1dGEqSJEmStNLlk9COzPZbFSAOSZIkSZIaJJ+E9mpgIXB6RHQqUDySJEmSJNVLoxPalNKbwE+ANYEXImKHgkUlSZIkSdJy5PPanhuzjx8AmwLPRcQnwNvkVj9eVEf1lFI6trF9S5IkSZLU6IQWGMLiBaESEMDawFrLqRdZeRNaSZIkSVKj5ZPQfowrHEuSJEmSmkijE9qUUnkB45AkSZIkqUHyWeVYkiRJkqQmY0IrSZIkKW+DBg1i0KBBTR2Gmpl85tDWKCLKgK7Z4eSU0qxC9yFJkiRJUkFGaCPi6xFxXUR8CEwHxmbb9Ij4MCKujYivF6IvSZIkSZKgAAltRFwMvAEcB5STey1P9a0cOB54MyIuyrc/SZIkSZIgz0eOI+IK4CfkEleA94F/AhOycz2BbYCNsuMzIqJtSumUfPqVJEmSJKnRCW1EbAf8lNy7aN8HhqaUXqyl7PbAdcDGwE8j4m8ppX82tm9JkiRJkvJ55PiEbP8JsH1tySxASuklYEdgXHbqh3n0W1AR0SsiroiIMRExNyImRsRDEbFbI9tbOyJOydr4OCLmRcSMiHgrIi6OiN6FvgdJkiRJao7ySWh3Ijc6e3FKacryCmdlfk/u0eOd8ui3YCJiM+Ad4CRgXWAe0B3YD3gqIn7ZwPbWIrcY1mVZG2sBc4G2wGbAL4DREbFLgW5BkiRJkpqtfBLaXtl+VAPqvLZU3SYTEW2BB4FuwJvApimlTkAX4FJyifdFEbFHA5ptke0fAb4DdM3abAfsA3yUtT88Ipr8O5AkSZKkYpZPQjs/25c2oE5l2fl1llo5TgD6ATOB/VNKowFSStNTSqcDw7NyDVmZeQrwjZTSfimleytHrlNK81NKj5FLaucCHVn8yLYkSZIkqRHySWg/zvZ7NaDOntl+XJ2lVo4js/2wlNJnNVy/JNsPiIgN69NgSmlaSumtOq5XrgINsGW9I5UkSZIkLSOfhPZJco/lnhoRWy2vcER8AziV3LzbJ/LoN28R0YHFCWVtsfwTmJZ93rWA3X+V7VvUWUqSJEmSVKd8EtrLWbzg0bMR8ZuI6Lt0oYjoExG/Ap4DyrI6V+TRbyFUvhcXYHRNBVJKFcAH2eHGheg0IloC22eH7xSiTUmSJElqrhr9HtqU0qcRcRxwG7mk9rfAbyPic+ALciOxPYE+WZXIzh1byyO+K1P1V+d8Xke5ymuFetXOj8ktiFUB3FqgNiVJkiSpWWp0QguQUhoWEZOB64E1s9N9s21pnwLHp5Sa9HHjTFm1z3PqKDc727fPt8PsFUEXZodXVy5CVUf5ocBQgLXXXjvf7iVJkiRptZNXQguQUno8ItYFDgB2BzYFumaXJ5N7tPYpYHhKaWG+/RVILL9IATuL6E1u1eR2wOvk3kdbp5TS9eT+UMDAgQPTioxPkiRJkopR3gktQJao3pttxWBmtc9tgRm1lGtXQ/kGiYiu5BbQWgf4L7BvSmluY9uTJEmSJOU0aFGoiOiYbW0bWK9tZd2GhbfCVJ8326fWUouvjW9MJxHRidwqypuSe83Rt1JKExvTliRJkiRpSfVOaCPiVGBKtu3dwH72BqYCUyLiRw2suyK8T26BKoBNaioQESVA/+zw3YZ2EBFlwKPAQGACuWT247prSZIkSZLqq14JbUS0Ac7ODq9LKd3fkE6y8teQm7t6TkS0blCUBZZSmgGMyg53r6XYNkCn7PMzDWk/G8F+CPgmuffOfiul9N9GhCpJkiRJqkV9R2gPILfQ02xyr+dpjN+Sm4vaHRjcyDYKaVi2PzJbtGlpp2f711NKH9RwvUZZsn4/sAu5Uek9lreisSRJkiSp4eqb0O6T7R9MKU1qTEcppS+BB8mN0u7bmDYK7DpgHNABeDgiNgaIiA4R8XvgoKzcWdUrRUR5RKRsG7LUtRbkEuW9yC00tXdK6Y0VexuSJEmS1DzVd5XjgeTmnD6eZ3+PA0dk7TWplNKciBhM7nHiAcDoiJhO7p2zJeTu96yU0pMNaHZ74ODscytgeEStbwj6JKW0VaOClyRJkiTVO6Htle3H5tnfuGxf18rCK01K6a2I2BQ4E9gP6EtuzuurwGUppQbNnWXJEe822VYbX90jSZIkSXmob0Jblu1re19rfVW+z7WszlIrUUppAnByttWn/Fhyj03XdG1kbdckSZIkSYVV3zm0U7J99zz767ZUe5IkSZIkNUp9E9oJ2X5Anv19I9uPz7MdSZIkSVIzV9+E9kVyj9IevLyCy3EIucWWXsqzHUmSJElSM1ffhPbhbD8wIg5tTEdZvcpVfR+uq6wkSZIkSctTr4Q2pfQ48C9yo7R/jYidG9JJRAwCbiQ3Ovtm1p4kSZIkSY1W3xFagJ8A84F2wNMRcUVErFtXhYhYLyKuBJ7K6s0HftrYYCVJkiRJqlTf1/aQUno5Io4nN9JaQi7B/XFE/Ad4HZgIzCL3Sp6ewJbABuRGdQNYBByfUvpHQe9AkiRJktQs1TuhBUgp3RYRnwB3AL3JJar9s60mle9kHQ8cmb2nVZIkSZKkvDXkkWMAsqR0PXKPDr8OVLB4FLb6VpFd/wmwnsmsJEmSJKmQGjRCWymlNBf4E/CniOgAfB3oBnQAZgBfAf9OKc0oVKCSJEmSJFXXqIS2uixpfbkAsUiSJEmSVG8NfuRYkiRJkqRVgQmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSi1bOoAJEnSqmvNH53f1CFIklQrR2glSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlFo2dQCSpFVDv4OPa+oQJEmSGsQRWkmSJElSUTKhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlFylWNJkqR6+s5NzzZ1CKuE0ROmAn4fle45epemDkFqthyhlSRJkiQVJRNaSZIkSVJRMqGVJEmSJBUlE1pJkiRJUlEyoZUkSZIkFSUTWkmSJElSUTKhlSRJkiQVpWaf0EZEr4i4IiLGRMTciJgYEQ9FxG6NbK9DRHw7Is6PiMci4suISNm2YaHjlyRJkqTmqmVTB9CUImIz4O9At+zUdKA7sB+wb0SclVK6uIHN7gY8ULgoJUmSJEk1abYjtBHRFniQXDL7JrBpSqkT0AW4FAjgoojYoxHNfwE8CpwLDC1MxJIkSZKk6przCO0JQD9gJrB/SukzgJTSdOD0iFgPOAC4CHiyAe0+lFIaXnkQEeUFileSJEmSVE2zHaEFjsz2wyqT2aVcku0HNGTua0ppUd6RSZIkSZKWq1kmtBHRAdgyO3yilmL/BKZln3dd4UFJkiRJkhqkuT5yvBG5ObIAo2sqkFKqiIgPgK2BjVdWYJIkSSouFz74r6YOYZXw8VczAb+PSmd9e4umDqFZaJYjtEDvap8/r6Nc5bXedZSRJEmSJDWB5prQllX7PKeOcrOzffsVGIskSZIkqRGaa0Ibyy/StCJiaESMiohRkyZNaupwJEmSJGmV01wT2pnVPreto1y7GsqvFCml61NKA1NKA3v06LGyu5ckSZKkVV5zTWirz5vtU0e5ymvjV2AskiRJkqRGaK4J7ftAyj5vUlOBiCgB+meH766MoCRJkiRJ9dcsE9qU0gxgVHa4ey3FtgE6ZZ+fWeFBSZIkSZIapFkmtJlh2f7IiKjptTynZ/vXU0ofrKSYJEmSJEn11JwT2uuAcUAH4OGI2BggIjpExO+Bg7JyZ1WvFBHlEZGybUhNDUdE98oN6FLtUufq17LHmiVJkiRJjdCyqQNoKimlORExmNzjxAOA0RExndw7Z0vIzbE9K6X0ZCOar+09O/9Y6ngdYGwj2pckSZKkZq9ZjxCmlN4CNgWuBD4ESoGvgEeA3VNKFzdheJIkSZKkOjTbEdpKKaUJwMnZVp/yY4FYTpk6r0uSJEmS8tesR2glSZIkScXLhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlExoJUmSJElFyYRWkiRJklSUTGglSZIkSUXJhFaSJEmSVJRMaCVJkiRJRcmEVpIkSZJUlJp9QhsRvSLiiogYExFzI2JiRDwUEbutiu1KkiRJknKadUIbEZsB7wAnAesC84DuwH7AUxHxy1WpXUmSJEnSYs02oY2ItsCDQDfgTWDTlFInoAtwKRDARRGxx6rQriRJkiRpSS2bOoAmdALQD5gJ7J9S+gwgpTQdOD0i1gMOAC4CnlwF2pUkSVolDPrFZU0dgiQBzXiEFjgy2w+rTDqXckm2HxARG64C7UqSJEmSqmmWCW1EdAC2zA6fqKXYP4Fp2eddm7JdSZIkSdKymmVCC2xEbi4rwOiaCqSUKoAPssONm7hdSZIkSdJSmmtC27va58/rKFd5rXcdZVZGu5IkSZKkpTTXhLas2uc5dZSbne3bN3G7kiRJkqSlNNdVjmP5RZq23YgYCgwFWHvttQvVbLP31gO3NXUIkiRJq6Un/5gbqznr21s0bSBqVprrCO3Map/b1lGuXQ3lV0q7KaXrU0oDU0oDe/ToUc/uJUmSJKn5aK4JbfX5rX3qKFd5bXwTtytJkiRJWkpzTWjfB1L2eZOaCkRECdA/O3y3iduVJEmSJC2lWSa0KaUZwKjscPdaim0DdMo+P9OU7UqSJEmSltUsE9rMsGx/ZETU9Pqc07P96ymlD2q4vrLblSRJkiRV05wT2uuAcUAH4OGI2BggIjpExO+Bg7JyZ1WvFBHlEZGybUih2pUkSZIkNUxzfW0PKaU5ETGY3GO/A4DRETGd3LthS8jNhT0rpfTkqtCuJEmSJGlJzTahBUgpvRURmwJnAvsBfYGvgFeBy1JKjZrjuqLalSRJklZVI0eObOoQ1AxFSmn5pdSkBg4cmEaNGrX8gpIkSZK0GoqI11NKA5c+35zn0EqSJEmSipgJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkoqSCa0kSZIkqSiZ0EqSJEmSipIJrSRJkiSpKJnQSpIkSZKKkgmtJEmSJKkomdBKkiRJkopSs05oI6JjRFwQEe9FxOyI+CoinomIQ/JoszQi9oyIX0XEiIj4PCJStu1VyPglSZIkqTlr2dQBNJWIWBN4HlgnOzUT6AjsCuwaEdemlH7UiKY3Ah4vTJSSJEmSpNo0yxHaiAjgXnLJ7Fhg+5RSB6ADcAZQAfwwIo5vZBdTgWeAi4FGj/ZKkiRJkmrXXEdoBwPbkEtcD0wp/QsgpTQXuCQi+gCnAOdFxC0ppfkNaPttoGtKKVWeyOXPkiRJkqRCapYjtMCR2f7pymR2KX8AEtCL3CPI9ZZSqqiezEqSJEmSVozmmtAOyvZP1HQxpfQZMDo7bFBCK0mSJElaOZpdQhsRawDds8PRdRR9N9tvvGIjkiRJkiQ1RrNLaIHe1T5/Xke5ymu96ygjSZIkSWoizTGhLav2eU4d5WZn+/YrMJZaRcTQiBgVEaMmTZrUFCFIkiRJ0iqtaFY5jojfAL9pZPX/SymdXdlUtfOr7OJNKaXrgesBImJSRIxr4pAkSc1Xd+DLpg5CktSs9avpZNEktORGk1s0sm71ejOrfW5XR53KazPrKLNSpJR6NHUMkqTmKyJGpZQGNnUckiQtrWgS2pTSOcA5BWiq+rzZPsC/aynXJ9uPL0CfkiRJkqQCa3ZzaFNKk1j82NQmdRStXN343TrKSJIkSZKaSLNLaDPPZvvda7oYEX1ZnOw+s1IikiRp1XV9UwcgSVJNmmtCOyzb7xERm9dw/TRyi0eNZ3HyK0lSs5QtVChJ0iqnuSa0I4BXyN3/AxGxLUBElEbEz4BTsnK/TSnNX7pyRKRsO6emxiOiS0R0r9yqXepY/XxEtCrkTUmSJElSc9IsE9qUUgIOAT4C1gH+EREzyK1o/Ady38u1KaW/NLKLN4FJ1bZKdy11fvtGti9JKrCIGJv9sXJQU8ei4hMRN9f1x25J0orRLBNagJTSp8AWwIXA++RWfJ5B7hHjQ1NKP2q66CSp+FT7D/rlbadUqzOyljILIuKLiHg6Io6LiBpf2xYRg2qoWxER0yPi04h4ISIuj4g9IiJqamMFfRdDIuKciNiigG2WL3Wf+9dRdv1q5coLFUM+lvpZlTd1PCtTtT+WLL3Nj4jPI+LhiPhOU8cpScWoaF7bsyKklKYDZ2dbQ+rV+R9FKaXyPMKSpGK3AJhcx/VZNZybC0yrdlwG9AB2y7ajImKvlNKcOtr9EliUfW5D7vVrfYEdgJOBMRExNKX091rqj8nimF1HH/U1BNgZGAv8qwDt1eT8iHg4e+pIxWEWS77fviPQG9gX2Dci7ga+689Ukuqv2Y7QSpJWmJdTSr3q2GqaznHXUmU6AL2A32fXdwJOX06/W1Wr3xloDWwJ/JbcNI/1gKcj4uiaKqeUdkspbZhSerUR99wUNgcObeog1CB/WOr3vB1QDtySXT8U+F6TRSdJRciEVpK0SkopTUwp/QJ4KjtV6yO2tdRfmFJ6I6V0HrApucUAA7iulhXui8lj2f7c2h7HVnFIKY0DjiE3/Qka+HsuSc2dCa0kaVX3drYva2wDKaUvgIPIPdbcCvjN0mXqWhQqIjaPiFuzMvMiYkZEfBgRj0fEKRHRLis3JCISuceNAW5aas7k2Mbew1IuIvfoan/g+41pICJ6RsSlEfF+RMyOiGkR8WpE/CwiSmupU7XwUUS0yO79raz+5Gwu6MA87qu2WNeLiOuy73xuREyJiOfrml9dre5a2X2+k/3cZkTEuxHx14jYZamyLSJil4i4IiJej4iJ1ea5PhARuxb63gBSShXA6Oxwmd/zanPNh9TWxnJ+f3eOiHuzeeXzs5/1fyNieEScEBH+96CkotWs59BKkorC17P9//JpJKX0eUTcRO7VbN+OiLKUUk3zeZcQEfsAw8klwgDzgApyq+SvA+wJPE5uhG0OMBHompWfnp2rVH3l+3xMAq4EzgJ+ExF31PSaudpExNbkRnm7ZqdmkHtEe6tsOyoi9sj+EFCTlsDDwF7k5kzPA7qQmwu6W0TsmlL6R8Nvq8ZY9wPuITcvGnJ/lCgDdsy2wyLigJp+lhFxMHAb0DY7NRdYCGyUbbuRe+S30kZA9TnW84D55Oa5HgAcEBFnp5QuLMS9VYuzBNg4O8zr97yGtocC11U7NRtoAayfbYPJPfI8t5D9StLK4l/kJEmrpIjoEREXAnuQSyCvKECzlY/qtgS2q2edq8glpw8D/VNKbVJKnYBO5Ob2/oUsGUgp3ZVS6gW8nNU9eak5k1sV4B4qXQJMJZeQHVffShHRhVyC3hX4N7B1Sqkj0B74DjCF3PzcO+po5sfA1sBhQPtszvPmwDvkEs9C/KyIiPWAv2VtPgdsmM2P7gCcQC7h/FZN/UXEdlndtuTeYLA10C6LdQ3gQJZMXiGXvN5D7rHfXkDblFJ7oCfwa3KLjl0QEdsU4v6yONcm9zu0UXY/fy5g2+2AS7PDG4G1U0pl2T11A/YG7iT370uSipIjtJKkQvtmREyo5dpjKaWaFmU6LCL2qnZcRi7BAngBuKiO1Ykb4t/VPq+zvMIRsQawbnZ4XEppYuW1bKX8F7JtpUspTY2IS4HzgV9FxE3LWQW60k/IjThOBfZIKU3I2lsE3BsR04EngG9lI601fe+dgR1TSi9Wi+ft7JHYUfD/7d153FVVvcfxz1dCBkUFpyQT0DLD8dJoWoGUpte85nAblDRzyEpvpdbNm8G1rG5perNJwZRKcyilWYhMU+uWkpkzheJYoSCiggr6u3+sdTib49lneJ7zwHPg+3699uvsffZa+6yzz/aFv2et9Vu8TtKoPD+0N04lPQvzgP0iYmn+rGeB85VWYjoPOErSlyKi2Lt5Dun/c34L7BMRywttfZQU1M8oflhEzKVOoq3cU/15pQ88HfgQaU52u06W9KHC8TBgKClQnglMjoh7enDdMjuR/jt6Gjg2/8YARMQi0siCqzv4eWZmq517aM3MrNMGknq06m3DS+oMrim3YeHcpqQetU54vLA/orRU1ZNUe6+26lAbOukc0vDjrUi9pq04JL9OqwSzRRExC6gMFy7Lonx9MZgt1J0DPJQPd2yxPXXl4PHgfHh2JZitMQ14mJTs65BC3R1IPbIAnywGs7300/y6Rw/rb8Cqz/nQ/P4A0n8bm/WqdS+2JL8OJP13ZGa21nFAa2ZmnXZdRKhkO7CkzvRiOWAQKeHRqaQhtRdJOq0DbYuS/fqFU4/ndflwpqTPSNqtv2QWjoingP/Jh5+SNKxReUnrk3rtIA3DLVPplR1Xcv6mBnUfzq9lf7xo1bakYd1Q0tacTOnafFhs6xvz66KIaKsnVdIQSR/PiZgWSFpeSeoF3JKLjWznmgX/XfOcDyUF/mfl9v9E0hE9vHY9f83b+sDv8/faIf+xwMxsreCA1szM+p2IeC4i5kbEF4FP5LdPk9R0mHATxV7Zx0tLrepo4C5SL/HnSEHNYkk/l3S4pDU9fecbwCOk3r2PNSk7guq//Q83KFfpZd285PyTDepWkgsNbFCmFcXPbretW+bXB9r5QElbAX8GvkrKVL05aV7ro6RkX4/loj3OuF0UEcsi4s6IOBk4k/TbfFXSRh26/vPA+0j3b1vS97oLeEzSFZIOcHBrZt3OAa2ZmfV300m9qQNJiXx6Y+fC/r2tVIiIe4Fd8mefTwoINgT2I2XQ/YOkDcuv0Lci4hngjHx4Uk761Iq6S/P0U+22tadB2jnA9qRn42BgRERsGBFb5GRfb2xUuZcuyq8jSImuOiIibgZeCRwOfJf03UaQhmj/GPh5fxlxYGbWEw5ozcysX8sBW2W5m20blW3Bvvl1BfB/bbRhRUTMiIjjImIsac7qKaTeyHHA5F62q7emAvNJQ3Q/2aDcIqpzgkc1KLd1fu3UMkM9UfzsdttamRu8Tasflodj/1s+PCwiroyI2l78Lek7xd7k2ud8RX4dTLmNy07knuCLI+KIiNguX/+LpD8U7UtKcmVm1pUc0JqZWb8maRDVZDk9Tu4jaSRQybA8o5U1aMtExD8i4kxSjx6k4alFlaBxtQznzEmPTs+HJ1ISeOW1am/PhxMaXHKv/PqnjjSwZ+4lZWKGkrbm9VvH58NiWyt/rBghqdVe1c2o9gTfUlKmYz2ndbyssF/7nC/Or1tTh6RXkDJPtyQi7ouIU4HL8lu1z6+ZWddwQGtmZv3dwVT/vepRgJWX37mS1Iv1HNXgr1m9gU3mGFaWyakdElvJLrtJG83sre8C95ASDX26Qbkf5tcj85zRVUjam+oavZd3tIVtiIgg/WYA/5HXVK11NCkQDKrfi4i4G/hjPvyypFbm8y6hmihs59qT+V6d0Frre6SYUbr2Oa8sN3VASd3/rPdm7nVupOz5NTPrGg5ozcysX5I0TNIHgHPzW49QDXBaqT8gZyQ+jRQQvIHUc3pMRNzWuPZKOwK3S/qYpO0rwW0OdA+mmrBqZk29O/LrQZJKh4J2Uk4ANCUf/muDol8H/g4MAa6W9FpYeb8OBi7N5WZ3aO3feoZL2qzBVpmT/AXSGqojSXM9X5XbOkjSMcDXcrkLataghfTbrADeXPyeuf5mkt4j6eLKezljdKVn9zuSdstl15M0kZTtuuM97pKGSzoJqGTxvgW4sabYD0nB9s6S/lfSJrnuFpK+BkwC6i1rtJ+k30s6RtLKYduShub7d1h+q/b5NTPrGms6M6OZmRnAuyW9o3A8kFUzEj8KHNhkmPBNkp7P+4OAjVj1D7d/IwWz17bZtrHA2Xl7VtLTpJ7XyrVvBj5fU+d7wMnAnqSMsgtIw0gfiog92/z8dlxG6p3dpaxARDwu6UDg6lzuJklPku55ZY7mX6gGO32hWU/7dODIiJgn6b2knuLxwN2SFpOyDFd6XX9NnezOEXGjpEmkZEt7kb7nMuB5qusc319T7eOkJYJ2Bm7Jv/V6pOB/EXAUMKPF71jPyZKK81UHs+rc13uBQ/JyRMXvcoekc3L7TgROzPdhY9IfaY4m/TGj3lzjN+aN/P2fIT2/leD8F6RkZ2ZmXck9tGZm1h8MJs37rGzDSUNAbyYND94xIhqtfQppDmSl/kBSYqAbSb14ewPb9yCYvYuUDfbb5OV6SIHyEuAG0hDUPSJiSbFSHvL6dlLQ+ATwUlKwUXcOZKfkYbpN1+uNiD9SDdTnku7XCtL9PgV4Q0Qs6MOmtiwifkoKMCuJr4aSeiNvAI4F9in7Q0dEXAq8mtQrPTe//QLpd50GvL+m/B9Iw61nkJZ1GggsAM4DdgNu7eXX2YBVn/Nh+XNuIN33XXNW7XpOAj6c2/AMqcd2JrBXRFxUUucaUu/tdNIohaX5MxcCs4EjgHdGxIqS+mZm/Z7Sv31mZmZmZmZm3cU9tGZmZmZmZtaVHNCamZmZmZlZV3JAa2ZmZmZmZl3JWY7NzMxWI0lXAm9qo8rvIuKgvmqPmZlZN3NAa2ZmtnqNIGW4bae8mZmZ1eEsx2ZmZmZmZtaVPIfWzMzMzMzMupIDWjMzMzMzM+tKDmjNzMzMzMysKzmgNTOztZqk+ZJC0kVrui1mZmbWWc5ybGZm/YKk8cBv6px6AVgCPAE8DMwBfg/MiIhlq6t91rckjQbu68ClxkTE/A5cx8zMuoB7aM3MrL9bD9gEGEVav/UE4BLgEUlfkjRkTTRK0pTc8+vlAszMzNYQ99CamVl/9C3gm4XjDUhB7U7AW4H98vGngHdK2j8i6vbuRcTovmyodczDwM4Nzs8ERgKPAPs0uY6Zma0jHNCamVl/tCAibq/z/kzgLEljgAuACcBY4GeSdo+IJauzkdY5EbEcqPebAyBped5dXvJsmJnZOshDjs3MrOvk3ti3A1fnt8YCk9dci8zMzGxNcEBrZmZdKSKeB44Alua3jpO0aW25ZlmOJQ2S9FFJ10haIGm5pMclzZU0W9KnJb26UP7IPG92cuG9qLONLpxfT9Jeks6UdKOkx/LnLJb05/z+No2+r6Rr83Wvzccjc725kpblNl8j6dBW7p+koZJOlDRL0iOSnpX0T0lzJH1N0p6S1KD+BEnTJc2TtFTSk5LuzHW3baUNnSDpgMI9f08L5U8plB9XeH984f3xSj4o6fr8ey2VdIek0yUNa7Ft4yR9W9Ld+f4slfQ3SdMk7dqkblvPpZnZuspDjs3MrGtFxAJJlwBHk+bZ7g38oNX6kl4K/Io0N7dok7y9EpgI7Ao0DZYa+Cz1e5A3ztfeFThe0uERcVWzi0l6EzAD2Lzw9mDSEOwJks6KiJMb1H8LcBnw0ppTW+RtHCn51hhgfk3dIcB0oF7g/Oq8HSfp+Ij4TrPv0gE/J82rHQl8ELi0SfkP5Nc/R8SfSsqsn6+7b837Y/P2fkkTI2JevcqSBgBnAx8Fav8osF3ejpI0OSI+V6f+6nouzcy6ngNaMzPrdrNIAS3Am2kjoAXOpRo0/AD4ESmp0HJgS1Jgtz9QzGQ8A7gZ+DBwfH6vXjKjYnKilwB/B64iLTl0L/AM8HJS5uYPAxsCl0gaFxF3NWjzVsCP8/5/Ab8FlgGvIwXOWwEnSfplRPy6trKkPYDZwEDSkkiXAleSAteBwPakPwwcWKfuesBPgLflt2YBF5OW23mGdL8+BuwATJO0ICJ+1uC79FpEPC/pQtK9mChpVETcX6+spN1JATekOdhlPk+6n9eQkpPdB7wMOIp0X0YBsyTtEhFP16k/lWrg/AdgGjCPtPzUWOAjwBuA0yUtiohv1NTvyXNpZrZuighv3rx58+ZtjW/AeNL/oAcwpY162xXqza5zfn4+d1HN+4OB5/K5s5p8xqZ13ptS+dwW2jgaGNjg/NbAQ/l63yspc23hez4AvLxOme1JgWUAV9U5PyjXjVxu70bfGRhS897Hc90VwIEl9YYU2nof8JIOPR+V33F+nXNjSMF5AJMbXGNq4bsPb/D8BXBByTW+UChzRp3z7yqcP6HkGgNIS08FKcgdXjjXq+fSmzdv3ta1zXNozcys2y0s7I9oo94IUo8kwHWNCkbEwkbnm4mI+ZGy+Jadfwj4Sj48oNHc1eyEiHiwznXmknqQAd5Sp94kUq8wpMBvVoM2LYyIZZVjSQOByjDm8yJiRkm9ZaQeZ0iB/ITSb9EhkZKEVXqjj6x3/yQNBd6dD6+KiMcbXHIBcGLJuc8Cf837x+b7UnRqfv1FRJxb0t7nSb20zwLDgEMKp1fbc2lmtjZwQGtmZt3uqcJ+S8l6soWknjCASZJW2zQcSRtJGiNpR0k7SdqJanKrjUg9jmWeAH7a4PzN+XWEpE1qzu2fX58lrfXbjteT5qkCXNGoYETcSfUPDbu3+Tk9NTW/jibNL611KNXno9FwY4DLo/5QYiJiBfDdfLgZ8C+Vc5JGAq/Nh83u0eNUlykq3qM19lyamXUjB7RmZtbtikFsy+vQRsSzVOfbHgLMy1mD95c0vJMNBJA0StK5kuaTgtJ7SQHNbXk7v1B8swaXmhsRLzQ4v6iwXxvgV7L63hrtr9n72sL+b1Q/s/PKjTRkGV6ceKqvzAAezftH1TlfeW8+1d7cMn9s4/wuhf3XFfYvbOEevSaXXXmPVvdzaWbW7RzQmplZtysGf4tKS9V3AilRE8A2wEmk3s+FSsvpnCZp89LaLZK0L3AnKevtqBaqDGlwbmmDc5DmklYMqDlX+S5/b6ENtbboQR2AoT2s15aIeI5qz+m7ir3TkrYjJQyDNJe6WTKlBU3O/7OwX1wqqlP3aLU8l2ZmawMPYzEzs243rrB/TzsVI+JJ4CBJrwH+nZQYaBzp38fKcjonSzosepitV2lt3EtIQctTwJnATFLW2ydyIIakvaj2HDabQ9tbPcmOWwyO3w78o8V6jeaqdto0UvA3GHgfKUMxpN5ZkYL9C1u4TrP7U/b7FO/REUDZskC1VhnevDqeSzOztYUDWjMz63Z7F/av78kFImIOMAdA0gak3rzDSEHRRsBlkraLiFaDuKJDSWuHArwrImaXlGsnoVVPPUbKqDyyWcGSuhXLI+L20pJrSETcLekGYE/SmrTfzEsNvT8XmR0RD7RwqS2bnC/2xBYTMxXvkXp7j/r4uTQzWyt4yLGZmXUtSVsA782HTwG/6u01I+LpiLg6IiYBn8lvD6WaUGll0RYvuWN+XdQgmIVV56j2lTn5dTdJG7VZ95bC/js61J6+UEkONU7SrsA+pCAe4DstXuP1Tc4X58reVtjvs3vUxnNpZrZOcUBrZmZdSdIAYDrV+abnRUS7c2ibKSYPqk3U9EyhLYMaXKMyGmpw7i18kbykzKQetbA9lezI61NdWqdVN1DtgTxG0uroUe6JK4DFef8oqsmgFlFd0qiZQ/Nv8iL5uav8VgspBLERMY9q5uKDJb2i5Va3p9FzaWa2TnFAa2ZmXUfSaFJvbKUX7E7g9Davsa2k8U2KFYcz31dzrphYabsG16isWTqUNB+yth0DSHM/ezIMuF3fBx7K+5Ml7V1WUNKmklYmp8rZd7+cDzcFfihp4wb1B0n6iKTBHWh3y/I6uBfnw0nAAXn/+/k7tGJL4JySc1OAV+X9qZU50AWV53AgcFVeyqcuSQMkHSZp68J7vX0uzczWKZ5Da2Zm/dEWeW3WiqHAcNLw3fHAflQT8NwJ7N+DZWi2IS0/czep5+4mUrD3Aim4PBA4Mpd9EKhNvvO7wv7Zks4gBbmVocjz85qllwNfAAaRlnLZjRSMP5G/zwmk5VtuBPZo8zu0JSKelXQYqYdvMPBLST8AfgTcTwrCXkFK+nQIsBNpmZuKs4AJwL759S5J3yb13i4CNgBeSZrDehDpN5vel9+pxFTgI/nzK1odbgzpWThG0hhSYqn7ga1Ivb0H5TLzgTNqK0bEFZLOB44l3b878vE1pOzIQ0hr5e5OusdbATtT/UNDb59LM7N1ippnrjczM+t7uVfqN21UWUxau3VK7pUru+580lI50yPiyB583oPAOyPi1jrXvow6va7ZmIiYn8t9gNQLWzYy6jJSEFaZYzshIq6t+axrgbcC10XE+LLGSjqSaibflW2oKTMRuJTmw1VfVD8Prz4XOJrm2ZifBjZv9Pu0qvA73h8Ro1sofxPVeclzIqLhHOWa52Ef4BP5tZ4HgYkR8dd6J/PQ8inAp2neefAcsGNE/K1OOxopfS7NzNYl7qE1M7P+7gXgSWAJqadqDql3dEYvA6XrSb1kbyMFiqNIQ02HkpaauY0053RqRDxdco3DgZtJPW2vAoZRJ2iNiAsl3QOcQuqF3YQ0H/VW4MKIuLyFYaYdExG/lrQt8CFSUqGxwMakOaEPk+7NpfWC4Txs91hJXycFtW8l9SoOIwWwD5Dmlc4CftyJYLaHvkc1oL2gzbrPkUYBHEPKkLwD6bm4j9Sb/ZVGIwIi4gXgs5IuBI4DJgJjSPf4GdI9/gvpDxhXRkQxO3Innkszs3WGe2jNzMxsrSNpKingXgaMjIjFTcqPp9oz+qIecjMz65+cFMrMzMzWKpI2BN6dD3/ULJg1M7Pu5YDWzMzM1jbHk4ZAA3xrTTbEzMz6lufQmpmZWVeT9BJS5uBBwFtICZkgJdD6XUk1MzNbCzigNTMzs263NdX1fiuWAh9dA20xM7PVyEOOzczMbG3yKGlt1j0i4vY13RgzM+tbznJsZmZmZmZmXck9tGZmZmZmZtaVHNCamZmZmZlZV3JAa2ZmZmZmZl3JAa2ZmZmZmZl1JQe0ZmZmZmZm1pUc0JqZmZmZmVlX+n/DNal35L9BhgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "myfigs = []\n",
+    "for f in corrs3m.Dist1.unique():\n",
+    "    lbound = corrs3m.mylci.min()\n",
+    "    ubound = corrs3m.mycci.max()\n",
+    "    fig, ax = plt.subplots(figsize=(15,10))\n",
+    "    sns.barplot(x=\"Dist1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.Dist1==f], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.Dist1==f, 'myerr'].max())\n",
+    "    ax.set_ylim(bottom=lbound, top=ubound)\n",
+    "    ax.set_title('Pearson Correlations')\n",
+    "    ax.set_ylabel('Correlation')\n",
+    "    ax.set_xlabel('Distance Types')\n",
+    "    ax.legend(loc='upper right')\n",
+    "    plt.savefig(pathout+'Figure-B11-' + name_dict[f[f.find('_')+1:]] + '.pdf', dpi=300, bbox_inches='tight')\n",
+    "    myfigs.append(fig)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.DistType_1=='FB Category']\n",
+    "corrs3m = corrs3m.loc[corrs3m.DistType!='Facebook']\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m = corrs3m.sort_values(['DistType', 'mycorr', 'Dist1', ]).reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6AAAAKHCAYAAACfGyWLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACJX0lEQVR4nOzdd5gV5dmA8fuhLb0sIAgqa4nYNYjRRKOoIfaoaDRqTLBhYhJbjPnUmNiiJsZYE2vsJdaANbaINRbUaKxJULABopSlg+z7/TGzywF2l22cZeH+Xddcc2bmbTN7uNhn3zKRUkKSJEmSpOWtVXM3QJIkSZK0ajAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpKkFUJE3BARKSLOaIa6R+d1Dy923ZK0KjEAlaRVSMEv+Etu5RHxr4i4ICLWaO52ruoiomNE/Dgi7o+IDyNidkTMiogPIuLuiPh+RHRo7na2BBFRFhFnRMTxzd0WSZIBqCStqhYAk/LtM6AzsDlwEvDviNiuGdu2SouIvYCxwJ+BPYE1gQpgIVAG7AfcDPwvInZqpma2JGXAb4Djl5HuQ+A9YPpybo8krdIMQCVp1fR8SqlvvvUhC0B/AEwDugN32cNWfPnwz5FAX7Jg6FCgV0qpc0qpK9nPZn9gNNAP2L452rkySin9IKW0QUrpb83dFklamRmASpJIKc1OKd0MHJuf6gvs03wtWvVExGbAlWT/Nz8EfDWldEtK6YvKNCml6Smle1JKOwIHAjOap7WSJDWMAagkqdCdZMM9AbYsvBARrSLi0Ih4LCImR8T8iPg0Iu6IiK2rKywiWkfEjhFxSUS8EhGTCvL9rbYhpIWLwkRE94j4XUS8m8+HnFaQrl1EHBcRz0fEtIhYkNfzekT8KSK+XkP5fSLiwoIyp0fESxHx84goqSFP1SI5+b0dn9czOyKmRMQDETF4Gc+4Jr8FSoBPgINTSnNqS5xSuhP4YzVtLImIEyPixfye5kTEexHxx4joW8N9Dc/va3R+fEhEPBURX+Tn98nPj8uPh0RE/4j4c0S8HxHzIuJfS5TZOSJOjYiX83bMjYj/RsSlEbFmfR9ORKyT/2yeyOfCzs1/3i/k55fqsY+IccCT+eGAWHru8/CCtLUuQhQRXfOf++sRMTPf3oiIMyOiWw15zsjLvCE//mH+c5kR2bzrJyNiaC33vHlE3JQ/93l5vvcj4u/5d69jXZ+fJK0o2jR3AyRJK46U0ryI+BxYDehaeT4iugD3At+qTErW+7Y6cACwf0Qcl1K6fIkiNwT+UXA8D5if59sH2CciTkspnVtLs3oDrwDrFOSvbFcb4FFgh4J2TQd65vewWf75n4UFRsTXgIeB0vzUDKAdsFW+HRoR304pfVZDm9oADwC7ks2nnQf0APYAdo6InVJK/6wh71Iion+eF+DSlFKd5iGmlNIS5fQGHgG+mp+qfF7r59vwiNg9pfRCLW25FPgZ2R8iprPoDxKF1gfuAnoBs8meQWEZG5I93wH5qS/ztqyXl/39iNgrpfRcXe4zdyeL/ihS+XPuBmydb9/Ln3thr/Bksu9xj/w+Ji9RZq1BfsH9rAc8XnA/s/P9pvk2PCK+lVL6by1lXAscQTaXd1beriHA9hFxQErpniXS7042HLttfmpefg9r59suwN+Bd+tyD5K0orAHVJJUJe9F6p0fTiu4dBNZ8PkGWaDUKaXUjewX+1PJAoxLImLbJYqcTxao7EU2rLdDSqkz0Ac4neyX8XOihh7U3K/JfgnfDeiYz4Ws7GU8mCz4nE02X7JjSqkHWU/iAOCnwOtL3GMPsl/sS4F/A1/Ly+wMfBeYSrYg0621tOknwNfIhsF2Til1yfO8CbQHLqklb3WGAJF/vq+eeQvdRBZ8TiX7w0Cn/N62IrvXHsDIiOhVQ/4tyZ7Zb4CeKaXSPM/zS6S7EJgAbJtS6pT/TPcHyHsDHyJ7/iOBQSz6ua9NtoBSD+CeiOhej3t7jWwhofWA9vnPuQPwHeA/ZN+J8wszpJS2Aoblhx8VzHuu3O5YVqUR0Q64J7+fj4Bvk31XOpP9m/gQWAv4W00958DewCHAj4Gu+b+ddYCnyX4Xuyz/Y0qhy8i+9w8AA1NK7fN83cjm/l4DzF1W+yVphZNScnNzc3NbRTbgBrLeo9E1XP9pfj0B++XnvpUffwCU1pDv5DzNA/Vsz+l5vuuruTY6vzYf2KSG/H/O01zRgDqnAn2ruf7tgmewUw3PLwHbVZN3y4LrA+rRpnPyPHOBaODP9psFde9azfU+wJT8+llLXBtekPfcWuoYV/Ds+izjXkbWdC/Ag3mak2p4vmfU897XIeuFnUX2R4jCa0PyMscto4zK79vwJc4fmp9fUN33ENg4/44m4PAlrp1R8FwPqSbv6mQ9mwnYvuD8agX5qn3Obm5ubi11swdUklZxkSmLiJOA3+enxwP3559/mO9vSClNqaGY2/L9jhHRuh7VV9axZM9poYdTSm/WcK08369ejzr3z/fXppQmLnkxpfQoi4bsHlBDGc+klJ6tJu8rwMf54cb1aFPPfD81pZRqTVmzyvsak1L6ezVtm0S2yBHUfF8LqWZeaTVuysurTuX35aJa7uX2fF/j/Mf6SCm9D7wFdAS2aIoyC1Q+15HVfQ9TSm8Bd+eHNT3XD1n0b6Qw7wTgpfxwk4JLM1g09Lk+321JWuEZgErSqmmHyoVYyH7R/QC4gGxI4wRgn5RS5VzLb+T7EyJiYnUbMCZP05FFwRSQDeuNiBPyRV4+i2yRoMq6X8uT9aulrbXNpXw43+8dEfdFxLCI6FlT4nw4ZeUv+k/WlI5F81YH1XD95VryfpLve9SSZnmobGtd7mv9iOhUzfX/pZQ+r0Nd1f5M8sWF1sgP76rl+3JpnqZeixFFxNCIuD0ixka28FMq+C5tnier7bvUEPV5rjV9X8bUEowv9X1J2QJUT+WHj0TEryJii3r+cUeSVkguQiRJq6YFZMMxIRvmNwt4H3iMrGdwakHayh6Yyvlny1K1MmdErE42tHH9guuzyIZwVgCtyRayqS4YqrTkwjFVUkpPRcSvyeaJ7pVvRMS7ZMM8r0qLLwxTyqI/vn5CzSp7MXvXcL22159UzstrW0uaJVW+aqVHREQDe0Er21qX+wqy5z5ries1Pus6pivsravp2RWq8yquBYsjVar8DlcugFRK9sxr+y41RH2ea88afn4N+b4cSTb/c0Pg7HybGRFPk/Ug/zWl9OWyGi9JKxp7QCVp1fR8WrQQy+oppfVSSt9OKV2wRPAJi/6v2DulFHXYxhXkvZgs+Hwf2I9sDmnnlNJqKaW+wDZ1aOvC2i6mlM7O6ziFbAXYcmAD4OfA2xHxgxqy1rRgTHN4J9+XAAMbWVZj7qvWZ12HdIW/V3Srw3elrC6VRcRuZMHnQrJ5lesBJSmlnpXfY+DFyuR1vIf6Kur3JR9WvBmwL3A12XekM7A72UJOL0ZE52K2SZKaggGoJGlZKuf6bVSfTPlw173zw0NSSvdWE9z2aWzjAFJKH6SUzk8p7UrWE7Yj2QqjbYA/R8RqedIpLJpbN2DpkqpUDiOta49gYz1F1hMN2aquDVHZ1rrcVwLqMtS2vgrnhdbr+7IM383316aUzkwpja2ml7FJvkvVqM9z/aIRc3iXklL6MqU0MqV0dEppI7Ie5l+Q9ZoOIlutWJJaFANQSdKyVM7326+e+XqxqNfotRrSfKuG8w2WUlqYUhoN7Ek2PLMT+Wtb8nmtlQvJ7FhLMTvl+1ebun3VSSl9TPbqEoCfRUTX2tJXiojC3r7Ktu6wxPlClff1n5TSksNvGy2l9AGLgtBhtaWtp8oAr9rvUUQMIOsVrU7lHxwa2jNa+Vyb/fuSUpqYUvoD2cgCWPT+W0lqMQxAJUnLckO+H1zLcFag6h2blcpZ1Ku3aTVpV2fxOX31lvey1mQ+i4aKFg6frFyxdHjehiXL/Dbw9fzwzsa0r55+RfZKjjWA2yKifW2JI+IA4MSCU5X3tTGLep4L0/cBfpQfLs/7uiHfHxMRG9aUKF99uS5zigGm5/ulvke5c6k5wKxcKbmudS2p8rnuFhFfXfJiRGzMopVym+S5RkTbWv6IADAn369Iw8glqU4MQCVJtcpf6XFvfnhdRJxZGLhFRI+I2DsiRlHwCo+U0kzghYJ8W+TpW0XEzmTDThs7X++miLg+InaJiC4FbSoDbgTak/2y/kxBnsvJVvrtAPw9IgbneVpHxH7AX/N0j6eU/kGRpJT+BfyELGjfA3gtIr4fEaWVaSKiW77S75PAHUCXgvzPAJWvX7kuIvavXDU1IrYEHiVbaXUScMlyvJXzyeb8dgKeiogfFs5VjIg1I+Io4BWy+Y118Vi+PzoiDq/8w0NErBURNwIHkS1sVZ3/kvWEd8t/vvV1B/BG/nlkRHyrMjjMv8cPkS0g9BZwawPKr87GwJsRcXxErF9QX9v8Hir/8PBIE9UnSUXjKriSpLr4AdkfLfchW3H21xExnSyALBwuesMS+U4ge33FpmQB1ay8nA5k8zEPB0Y2ol3tgQOB4UDK29SORaurLgSOLny1SEppakTsQxasbQa8HBEzyIKIyl7HN4BDGtGuBkkp/SUivgCuIltI6WaAiJhJFph2KUg+nkWv/6j0A7JAcwvgLmBuRCwoyDcV2Del9AXLSUppWkTsAtxHtoLrDWQB8TSyn3uHwuR1LPYG4DCyRav+Alyd/8y659d/DexMNUNSU0qzIuJ2smdzd/4dmZZfPimldPeSeZbIPz8P+h4nmwf6GDA7jwkrv2cfAsNSSvPqeD91sRFwUb7Ny//tdGdR58EY4JwmrE+SisIeUEnSMqWUZqWU9iWbV3kv2SspOpAFe/8DbiMbhnjMEvleJBvOOpIs+GkLfEYWYG0BvN7Ipv0fcDJZMPl+3p7WwFjgemBQSunmau7nJRb9gv+fvF1fkv1S/wtg65TSZ41sW4OklEYC65D1hj5E9oqPNvk2jmxI6MHAwJTS00vknUz2vH9Odi8LyJ7Jf8nmDW6cUqrtvapNdQ//A75K9n14kuyPDV3JnvEbwGVkweJSP5sayptPNl+4sne1Ii/rMWCvfCXk2vwIOA94j2zY6oB8q9Mqsvn9bA6cxaI5xOSfzwY2Syn9py5l1dE7ZP+eriSb9zqN7PmVA8+SDV3fNqVUXlMBkrSiiiZcrE2SJEmSpBrZAypJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKLwPaBNrFevXqmsrKy5myFJkiRJzeKVV175PKXUu7prBqBNrKysjDFjxjR3MyRJkiSpWUTE+JquOQRXkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiaNPcDZAkSdLKJaXEjBkzKC8vZ/bs2SxcuLC5mySpntq0aUO3bt0oLS2lTZumCxsNQCVJktRkUkp89tlnzJo1i9LSUvr27Uvr1q2JiOZumqQ6Sikxf/58vvjiCz766CMGDBhAq1ZNM3jWIbiSJElqMjNmzGDWrFkMGDCA7t2706ZNG4NPqYWJCEpKSlh99dVp06YNU6dObbKyDUAlSZLUZMrLyyktLaV169bN3RRJjRQRdO/enVmzZjVZmQagkiRJajKzZ8+mc+fOzd0MSU2kY8eOzJkzp8nKMwCVJElSk1m4cKG9n9JKpFWrVlRUVDRdeU1WkiRJkgTO+ZRWIk3979kAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkysrKiAhGjx7d3E1ZLiKCiGDcuHHN3ZRVmgGoJEmStAKaPXs2V1xxBXvttRdrrbUWHTt2pFOnTqy99trsv//+3HLLLU36eoyajBs3jjPOOIOLL754udellV+b5m6AJEmSVj2b73toczehUV7/283Ltfz777+fESNGMHHixKpznTp1olWrVowbN45x48Zxzz338Mtf/pKbb76ZnXbaabm1Zdy4cZx55pkMGDCA448/frnVo1WDPaCSJEnSCuSGG25gn332YeLEiQwcOJCbb76Zzz//nJkzZ1JeXs60adO4++67GTJkCJ9++ilPP/10czdZqjN7QCVJkqQVxBtvvMGPfvQjKioq2H333bn77rvp0KHDYmm6devGfvvtx3777cedd97JRx991EytlerPHlBJkiRpBXHaaacxb948+vfvz2233bZU8LmkAw44gBNPPBGA0aNHExGUlZXVmP6GG24gIhgyZEid2lNWVsaOO+4IwPjx46sW8qncbrjhhqq0y1rkZ9y4cVVpljRkyJCq8qZNm8Yvf/lLNthgAzp27Ej37t2r0k2ZMoUbb7yR/fbbjw022IAuXbrQqVMnNtpoI0488UQ+/fTTOt2Xmo89oJIkSdIK4JNPPuHBBx8E4Nhjj6Vbt251ylddQNdUevfuTXl5OVOnTqVVq1b07t17sevLCpDra/LkyWy55Za8//77lJSU0K5du8Wun3vuuVx44YVVx127dmXOnDm88847vPPOO9xyyy08/vjjbLbZZk3aLjUde0AlSZKkFcDo0aNJKQHwne98p5lbk3n55Ze59957AVhzzTWZOHHiYtuBBx7YpPWdddZZLFiwgIcffpjZs2dTXl7OmDFjqq7379+f//u//+PVV19lxowZTJ8+nXnz5jFmzBh22WUXJk+ezMEHH1z1HLXisQdUkiRJWgG88847AJSUlDBw4MBmbk3zmDdvHg899BCbbLJJ1bn11luv6vMJJ5ywVJ7WrVuz5ZZbMmrUKAYNGsRbb73F008/zQ477FCUNqt+7AGVJEmSVgBffPEFAD169Fiuw2pXZLvttttiwWd9lJSUMHToUACee+65pmyWmpA9oJIkSZJWCF//+teXmebdd9/l8ssv5+mnn2bcuHHMnDlzqSG3Lka04jIAlSRJklYAPXv2BGDq1KmklFbJXtAlFzla0l//+ld+8IMfsGDBAgBatWpFt27dKCkpAWDmzJnMmjWLWbNmLfe2qmEcgitJkiStADbccEMgmwf53nvvNXNrmkfr1q1rvDZ58mSOOuooFixYwIEHHsiYMWOYO3cuU6dOrVoUqXKOqIsQrbjsAZUkSZJWADvssAMRQUqJ++67jw022KBe+du0yX61nzt3bo1ppk+f3qg21qZ169YsXLiwxvobW/fDDz/MzJkz2Wijjbjtttto1WrpvrRJkyY1qg4tf/aASpIkSSuANdZYg9133x2Ayy67jPLy8jrlq+zt6969OwCfffYZ8+fPrzbtyy+/XO92VQZ6y+pVrKz/448/brK6C1WWu9lmm1UbfKaU+Mc//tGoOrT8GYBKkiRJK4hzzjmHkpISPv74Yw4++OBaezMB7rzzTv74xz8CsP7661NSUkJKifvvv3+ptP/73/+455576t2mrl27Asvuwdx0000BGDVq1FLX5s2bx8UXX1zvugt169YNgDfffLPaYPiaa65h7NixjapDy58BqCRJkrSC2GKLLfjTn/5ERPDggw/y1a9+lVtuuYUpU6ZUpZk+fTr33nsvO+64IwceeCAzZswAoF27duy9995A9r7MZ599loqKCioqKnj00UcZOnQoHTp0qHebvvKVr9C2bVumT59eawB7wAEHAFkgeP311zNv3jwA3nrrLXbfffdGr0z7rW99i4jgzTff5Nhjj2XatGkAlJeXc8EFF/CTn/ykaiEnrbgMQCVJkqQVyBFHHMG9997Laqutxrvvvsuhhx5Kz5496dKlC127dqV79+7st99+jB49mgEDBrDTTjtV5T3vvPPo2bMnH330Ed/85jfp0qULnTp1YpdddqF79+6cccYZ9W5Pp06dOOiggwDYf//96d69O2VlZZSVlXH33XdXpTvyyCPZeuutmTdvHocffjidO3emW7dubLLJJvzrX//i+uuvb9RzGThwIMcffzwAl19+OT169KC0tJTS0lJOPvlkdt55Z370ox81qg4tfwagkiRJ0gpmn3324f333+dPf/oTu+++O2ussQZffvklX375JWVlZey///7cdtttvPfee2y//fZV+dZZZx1efPFFDjroIHr37s3ChQtZY401OO2003juueeqhtPW15VXXskpp5zCwIEDmTdvHuPHj2f8+PHMnDmzKk3btm157LHH+MUvfkFZWRmtWrWiU6dODB8+nFdeeYXNN9+80c/lj3/8I1dffTVf/epXKSkp4csvv2SLLbbg4osv5sEHH6xaiEkrrnCJ4qY1ePDgNGbMmOZuhiRJUrN45513ql4nImnlUN9/1xHxSkppcHXX7AGVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZLUIkQEEcG4ceOauylqoBYXgEZE34i4JCLGRsTciJgUEfdHxM5NUPY6EXFRRLwTETMjYnr++bqI2KEp2i9JkiTVxdy5c7nmmmvYb7/9WHvttencuTMlJSX07duXnXbaidNPP5033nijuZvZJEaPHs0ZZ5zByJEjm7spWs7aNHcD6iMiNgP+AfTMT5UDvYA9gT0i4tSU0vkNLPtw4HKgQ35qFtAW2CDfKoCnGt56SZIkVdrouHObuwmN8vYlpy7X8u+//36OPvpoJkyYUHWuffv2dOrUicmTJ/Pkk0/y5JNPcs455zB06FBuu+02evXqtVzbtDyNHj2aM888kx/+8Ifss88+NaYbOHAgAG3bti1Sy9TUWkwPaER0AO4jCz5fAzZJKXUDegAXAgGcFxHfbkDZ3wOuJQs+LwfWTSl1Til1BPoChwLPN8mNSJIkSbX4y1/+wj777MOECRMYOHAg1113HZ9++ilz5sxhypQpzJ8/n1deeYWzzz6bfv368dhjj/Hxxx83d7OL4t133+Xdd9+lf//+zd0UNVBL6gE9GhgAzAT2Sil9ApBSKgdOioh1gX2A84BH61poRKwG/JksgD01pXRe4fWU0iTglqa4AUmSJKk2r776KscccwwVFRXsvffe/PWvf6V9+/aLpWndujWDBg1i0KBBnHzyyZx99tn2CKrFaDE9oMAh+f62yuBzCRfk+0ERsUE9yv0xWS/qe8DvGtE+SZIkqVF+9atfMX/+fAYMGMAtt9yyVPC5pHbt2nH22Wez8cYbL3WtoqKCm2++maFDh9K7d2/atWtHv379OPDAA3nxxRerLe+MM84gIhg+fDgAN954I1tvvTVdunSha9eu7Ljjjjz22GO1tmn+/PlcfvnlfPOb36S0tJSSkhIGDBjA4YcfzjvvvLNY2nHjxhERnHnmmVX1VS40VN2CQ8tahGjWrFn84Q9/4Bvf+AalpaW0b9+eddZZh+985zvceuutLFiwoNa2a/lrET2gEdEF2DI/fKSGZC8A04FuwE7Au3UsvjKwvSmlVNHgRkqSJEmN8NFHH/Hwww8DcNxxx9G5c+cGlzVjxgyGDRvG448/DmSBW5cuXZgwYQJ33nknd999N5dccgk//elPayzjyCOP5C9/+QutW7emU6dOlJeXM3r0aJ5++mnuvPNO9ttvv6XyTJgwgd12243XX38dgFatWtGpUyc+/PBDrr/+em6//XZuvfVWhg0bBmS9uX369GHmzJnMmjWL9u3b061bt8XKbN26dZ3u+e2332aPPfaoCk7btGlD586d+eCDD/jggw+4//772XbbbSkrK6tTeVo+WkoP6IZkQ2QB3qouQR48vpcfblSXQiOiJ/CV/PDZiNgpIh6JiKkRMTsi3o6I8yOi5c7oliRJUovw1FOL1rvcY489GlXWD37wAx5//HE222wzHnzwQWbNmsX06dOZOnUq5557Lm3atOG4447jueeeqzb/qFGjuPXWW7niiisoLy9n+vTpvP/++2y//fZUVFTws5/9jC+//HKxPAsWLGDvvffm9ddfZ/vtt+fpp59mzpw5lJeXM3HiRH7+858zd+5cDj30UMaOHQvAmmuuycSJEznppJMAOPDAA5k4ceJi25prrrnM+50yZQq77ror48aNY+2112bkyJHMmjWLqVOnUl5ezjPPPMNhhx1GmzYtov9tpdZSfgKrF3z+tJZ0lddWryVNoa8UfP42cCpZoDsjP7dhvn0/IoamlN5BkiRJWg4qh6e2b9+er3zlK8tIXbPHH3+ckSNHUlZWxpNPPklpaWnVte7du3PKKafQunVrfvnLX3LeeefxwAMPLFXGtGnTuOWWWzjkkEOqzq299tr89a9/paysjAkTJvD888+z/fbbV12/8cYbefnll9lqq6149NFHKSkpqbrWp08f/vCHPzB79myuuOIKLrroIi6//PIG3+OSzj//fD766CN69erFM888s9giRV26dGG77bZju+22a7L61HAtpQe0U8HnObWkm53v6zpeoXvB51PJele3Til1zcvYHfgM6A/cExHVBuwRMSIixkTEmMmTJ9exakmSJGmRKVOmAFmQGBHVpvntb39L3759l9qOO+64qjQ33ngjAMOHD18s+Cx08MEHA/Dkk0+ycOHCpa6vtdZaVWkKrb766nzta18D4M0331zsWmW9P/nJTxYLPqurd1nzSOvr5ptvBuCkk05yhdwVXEvpAa3+X2DjFQbgC4F9U0r/g6ohvQ/n7wd9gKwndF/griULSSldDVwNMHjw4LSc2ipJkqRV3IwZM5g0adJS56dPn171+fnns7cHXnTRRVxxxRW1ljd79my++OILVltttcXODx48uMYguDLAmzp1atW5L7/8kpdeegmAE088kV/+8pfV5q0Mdj/66KNa21Uf48aNY+LEiQDsvvvuTVaulo+WEoDOLPjcgUVDZJfUsZr0dS33wcrgs1BK6cGI+A+wPvAtqglAJUmSpMaq7K2cNm0aKaVqA8Dzzz+f888/v+r4+9//PrfeeutiaSZMmABkQWlhYFqT2bNnL3WuS5cuNaavXJm3cEXZyveTVn5eljlzahvUWD+FAflaa63VZOVq+WgpQ3AL5332qyVd5bUJDSj3vRpTLbq27BnQkiRJUgNsuOGGAMydO5f//ve/DS6noiJ7scOoUaNIKS1za4pVYSvrBHj99dfrVG9TacqytPy1lAD0XaDym7X0S46AiGgFDMwP365jue+zaE5pXb65frslSZK0XOywww5Vnx988MEGl9OnTx8gey1JsfTs2bPqdSnFrBegb9++VZ/Hjx9f1LpVfy0iAE0pzQDG5IdDa0i2Ndk7QAGeqGO5FcDo/HCDWpJWBrZ+oyVJkrRcrLnmmuy2224AXHLJJcycWddZZYv7+te/DsA999zTZG1blrZt2zJ48GAA7r333nrnb9UqC0sa0ptZVlZWFYQ+9NBD9c6v4moRAWjutnx/SERU95qVk/L9Kyml2obTLunmfL9HRKy35MWI2INs/ieA32hJkiQtN+eccw7t2rVj/PjxfP/732fu3Ln1LmP48OEAjBkzhptuuqnWtIULCTVWZb333HMPTz75ZL3q7dq1K5DNf22IQw89FIALL7yQTz75pEFlqDhaUgB6FVkPZBfggYjYCCAiukTE74FhebpTCzNFRFlEpHwbXk25dwCvkC3I9LeI2CrP1yoidgX+kqd7CWj4WAhJkiRpGQYNGsSf//xnWrVqxahRo9hiiy247rrrqhYWgqyXcOzYsVxwwQU88sgjS5Wx6667MmxY9qvx4Ycfzm9+85vF8k+dOpVRo0ax9957c+KJJzZZ24844gi22WYbKioq2HPPPbnkkksWW5Dos88+4/bbb2fIkCFccskli+XdeONslt2zzz7boPmvv/zlL+nfvz+ff/453/zmN7nvvvuqFkWaOXMmo0eP5nvf+x4ff/xxI+5QTaGlrIJLSmlOROxNNrx2EPBWRJSTva+zFdn8zFNTSo/Ws9yKiNgHeArYBHgpImYArVm0qu57wP7JGc6SJElazo444ghWW201RowYwXvvvccRRxwBZKvPdu7cmRkzZjBv3ryq9LvtthunnHLKYmXcdNNNVFRUMHLkSM466yzOOussunXrRkqJ8vLyqnSVvZZNoW3btowaNYphw4bx3HPPcfzxx3PCCSfQvXt3FixYsNiQ4h133HGxvEOGDGHddddl7NixDBw4kF69etGxY/ar+LPPPssaa6xRa909e/bk4YcfZvfdd+eDDz5g7733pm3btnTq1GmxXtXCFYTVPFpMAAqQUno9IjYBTgH2BPoDX5D1Tl6UUqrT3M9qyv04IjYnG8a7H7AOWUD7GnA3cGlKqWGD8CVJkqR62muvvXj//fe55ZZbePjhh3n11VeZPHky5eXllJaWMnDgQLbddlsOOeQQNtpoo6Xyd+rUib/97W88+OCDXHfddbz44otMnjyZVq1asd566/G1r32NYcOGNfl7M1dbbTWeeuop7rjjDm699VZeeeUVpkyZQrt27dhggw3Ydttt2W+//fjWt761WL62bdvyxBNPcPrpp/Pkk08yceJEJk+eDGTvGK2LTTfdlLfeeovLLruMkSNH8p///Ie5c+eyzjrrsNlmm3HggQcuM5DV8hd26jWtwYMHpzFjxiw7oSRJ0kronXfeqXqdiKSVQ33/XUfEKymlwdVda0lzQCVJkiRJLZgBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoFILMGTIEIYMGdLczZAkSZIaxQBUkiRJkmoxfPhwIoIzzjij3nlvuOEGImKF6EwYMmQIEcENN9zQbG1o02w1S5IkSarR3Llzufnmm/n73//Oq6++yuTJk1mwYAE9evRgo402Ytttt+W73/0um222WXM3VaozA1BJkiQV3fp/+FtzN6FR/nPSvsu1/Pvvv5+jjz6aCRMmVJ1r3749nTp1YvLkyTz55JM8+eSTnHPOOQwdOpTbbruNXr16Ldc2qWG6devGwIEDWWuttZq7KSsEh+BKkiRJK5C//OUv7LPPPkyYMIGBAwdy3XXX8emnnzJnzhymTJnC/PnzeeWVVzj77LPp168fjz32GB9//HFzN1s12HfffXn33Xe56aabmrspKwR7QCVJkqQVxKuvvsoxxxxDRUUFe++9N3/9619p3779Ymlat27NoEGDGDRoECeffDJnn302bdu2baYWS/VjD6gkSZK0gvjVr37F/PnzGTBgALfccstSweeS2rVrx9lnn83GG2+81LWKigpuvvlmhg4dSu/evWnXrh39+vXjwAMP5MUXX6y13LFjx3L00Uezzjrr0L59e3r06MH222/Ptddey8KFC2vNe+ONN7L11lvTqVMnSktL2XHHHXnggQcAKCsrIyIYPXr0YnnOOOMMIoLhw4dTUVHB5Zdfzte+9jW6d+9ORPCvf/0LgPnz5/Pggw9y1FFHsfnmm9OrVy/at2/PgAEDOOSQQ3jllVdqbFdh3R9++CFHHnkka665Ju3bt2fttdfmpJNOYvr06bXeG8DChQu5+OKL2XzzzenYsSOlpaXsueeejBkzptr0dVmE6J133uFHP/oR66+/Pp06daJ79+5suummHHvssUvdU2OewYrAHlBJkiRpBfDRRx/x8MMPA3DcccfRuXPnBpc1Y8YMhg0bxuOPPw5ARNClSxcmTJjAnXfeyd13380ll1zCT3/606XyPvDAA3z3u99l7ty5QDaHcdasWTzzzDM888wz3HHHHYwcOZJOnTotlfeoo47i2muvBaBVq1a0a9eOp556itGjR3PxxRcvs90pJYYNG8aoUaNo3bo1Xbp0Wez6o48+yl577VV13LFjRyKCDz/8kNtuu40777yT6667jkMPPbTGOv73v/9xwAEHMHnyZDp37kxEMG7cOC688EJGjRrF008/zeqrr15t3i+//JI999yTv//977Rt25aSkhKmTp3Kgw8+yBNPPME//vEPvv71ry/zPgtddtllnHDCCVWBfadOnZg/fz5vvvkmb775Jm+88cZiAXtTPIPmZA+oJEmStAJ46qmnqj7vsccejSrrBz/4AY8//jibbbYZDz74ILNmzWL69OlMnTqVc889lzZt2nDcccfx3HPPLZZv7NixfO9732Pu3LnssMMOvPvuu0ybNo0ZM2Zw1VVXUVJSwuOPP85xxx23VJ3XX399VfB5yimnMGXKFKZOncrEiRM54ogj+MUvfsHkyZNrbfe9997L3//+d/785z9TXl7O1KlTmTRpEuussw4AnTt35rDDDuOJJ57g888/Z9asWcyZM4fx48dz/PHH8+WXXzJixAg+/PDDGus46aST6NatG8888wwzZsxg1qxZjBw5kl69evG///2PH/7whzXm/dOf/sRLL73EHXfcwcyZM5kxYwavv/46m2yyCXPnzq32udTmrrvu4thjj2XhwoXsv//+vP3228ycOZNZs2bx6aefcsstt7DlllsulqcpnkFzMgCVJEmSVgDvvPMOkK12+5WvfKXB5Tz++OOMHDmSsrIynnzySXbffXc6dOgAQPfu3TnllFM4++yzqaio4Lzzzlss77nnnsusWbNYd911eeihhxg4cCAAJSUljBgxgksvvRSA6667jv/9739V+VJKnHXWWUDWC3ruuefSrVs3AFZbbTWuvfZahg4dyuzZs2tt+8yZM7n00kv58Y9/TMeOHavyd+3aFcjeY3ndddex00470bNnz6p8a621FhdddBGHH344c+fO5frrr6+xjnnz5vHwww+z3XbbAVlP7d57782dd94JwGOPPcazzz5bbd5p06YxatQoDjjgANq1awfAZpttVvVezZdffpnx48fXeo+VFixYwIknngjAQQcdxF133cWGG24IZD3Wq6++OocccggXXnjhYvma4hk0JwNQSZIkaQUwZcoUgKp5j9X57W9/S9++fZfaCnvebrzxRgCGDx9OaWlpteUcfPDBADz55JNVQz9TStxzzz0AnHDCCVUBYKEjjzyS/v37k1Li7rvvrjr/6quvMm7cOABOPvnkauv85S9/WeO9V+rZsyeHH374MtPVpHJo6pI9u4UOOOAA1ltvvaXO77jjjnzjG98AWOzeCn3zm9+sClwLbbnllqyxxhoAvPXWW3Vq6xNPPMHHH39M69atueCCC+qUpy7q8gyak3NAJUmSpBZixowZTJo0aanzhYvnPP/88wBcdNFFXHHFFbWWN3v2bL744gtWW2013n///apydtxxx2rTt2rViiFDhnDrrbfy6quvVp1/7bXXAOjbt2+1wR3ANttsQ9u2bVmwYEGN7Rk8eDBt2tQeokyZMoU//elPPPzww7z33ntMnz59qYWRPv300xrz17YY0A477MDzzz+/2L0V2mqrrWrM279/fz7++GOmTp1aa/srvfDCCwBsvvnm9O/fv055KjX2GTQnA1BJkiRpBVDZWzlt2jRSStX2gp5//vmcf/75Vcff//73ufXWWxdLM2HCBCALSuuyqmvlsNjC+Zm1BUSVPX2F6T///HOAGhfvgWzF3p49ezJx4sQa0/Tu3bvWtr799tvstNNOiwXhXbp0oUOHDkQE8+fPZ+rUqcyaNavGMmq7t8prNc1VXXJRpEKVKxbXFmAXqryHtdZaq07pKzXFM2hODsGVJEmSVgCV8//mzp3Lf//73waXU1FRAcCoUaNIKS1zKysrW6qMefPm1avOlFKD21uodevWtV4/7LDDmDRpEoMGDeLvf/87M2bMoLy8nEmTJjFx4kTuuuuuRrWnqe5jeda1vJ/B8mYAKkmSJK0Adthhh6rPDz74YIPL6dOnD5D1lNVHYe9jbQvpfPzxx0ulr/xc2ftanfnz5/PFF1/Uq02FPvzwQ1566SVat27Nfffdxy677LLUq2qqG568pNqGpla2f1k9sU2hb9++QO3PeklN9QyakwGoJEmStAJYc8012W233QC45JJLmDlzZoPKqXwPZeWCQnW1zjrr0L17dyBbnKg6FRUVVe+kHDRoUNX5r371qwBMnDiRsWPHVpv3xRdfrPPw1OoUBr41DaOtfO9pbQpfd1PTtcJ7W1622WYbAN544w0++eSTOuVpqmfQnAxAJUmSpBXEOeecQ7t27Rg/fjzf//73mTt3br3LGD58OABjxozhpptuqjVt4YI5EcGwYcOALACu7pUp1157LZ988gkRwf777191ftCgQQwYMACAP/zhD9XW9fvf/75e97Gkyte6TJo0ic8++2yp6//+97+57bbbllnOHXfcwfvvv7/U+aeffrpq5djvfve7jWprXey8887079+fhQsX8otf/KJOeZrqGTQnA1BJkiRpBTFo0CD+/Oc/06pVK0aNGsUWW2zBddddt9jQ1pQSY8eO5YILLuCRRx5Zqoxdd921KpA8/PDD+c1vfrNY/qlTpzJq1Cj23nvvqvdQVjr11FPp1KkTn376KXvssQfvvfcekM0Jveaaazj22GMBOOKIIxZb7TYiOP300wG48sorOf300ykvLweyBX1GjBjBI488Uu2rXepqww03ZI011iClxIEHHlj1HtIFCxZw7733MnTo0KWGo1anXbt27LbbblWrBVdUVHD//fdXBdRDhw5l2223bXA766pt27ZV7/i8/fbbOeCAA3j33Xerrk+YMGGxZw5N9wyakwGoJEmStAI54ogjGDlyJH379uW9997jiCOOoF+/fnTo0IHevXvToUMH1ltvPU4++WQ+//xzdtttN0455ZTFyrjpppvYZ599WLhwIWeddRb9+vWje/fudOvWjdLSUvbZZx/uu+++peped911uf3222nfvj2jR49mgw02oEePHnTp0oURI0Ywb948dt55Zy6++OKl8h5++OEcdthhQNaTW1paSmlpKX369OHaa6/lj3/8I7169QKgpKSk3s+lVatWXHrppbRq1YrRo0fzla98ha5du9K5c2f2228/SkpKqm3Xkv7whz8wdepUtt12W7p06ULnzp35zne+w+TJk1lvvfWq3qNaDAceeCAXXnghrVq14q677mLDDTekS5cudOzYkX79+jFixAjeeOONqvRN9QyakwGoJEmStILZa6+9eP/997n66qvZd999GTBgAK1ataK8vJwePXqwww47cOqpp/LWW2/x0EMPMXDgwMXyd+rUib/97W888MADDBs2jP79+zNnzhzmz5/Peuutx8EHH8zdd9/Nn//852rr/ve//81RRx1FWVkZs2fPpmPHjmy33XZcffXVPPLII3Tq1GmpfBHBddddx3XXXcdWW21FSUkJKSWGDBnCgw8+yE9/+tOqXtHKuab1te+++/KPf/yDoUOH0qVLFxYsWMCAAQM46aSTeO2116peEVOb9dZbjzFjxnD44YfTrVs3Fi5cSFlZGT//+c8ZM2ZMra+SWR5OPPFEXnvtNQ477DDKyspYsGAB7du3Z7PNNuO4447joosuWix9UzyD5hQr6vK8LdXgwYPTmDFjmrsZWslUvjC5ctK/JEkrqnfeeafqdSJSobFjx7LeeuvRrl07ZsyYQbt27Ypaf1lZGePHj+fJJ5+s+t1KdVPff9cR8UpKaXB11+wBlSRJkrTcVS5CtP322xc9+NSKwwBUkiRJUpM47LDDuPvuuxd73+cHH3zAMcccw9VXXw3Az3/+8+ZqnlYAbZq7AZIkSZJWDo899hg33HADkM1DbdWqFTNmzKi6ftppp7Hrrrs2U+u0IjAAlSRJktQkLrjgAkaNGsVrr73GpEmTmD17Nv369ePrX/86xxxzDDvttFNzN1HNzABUkiRJUpM46KCDOOigg5q7GdUaN25cczdBOAdUkiRJklQkBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZLUQt1www1EBEOGDGnupjSJ0aNHExGUlZUVrc7hw4cTEZxxxhlFq3NVZgAqSZIkrSAqg6GVJaBsTtOmTeOMM84wsFzBtGnuBkiSJGnV893rn2zuJjTKXYft2NxNAKBbt24MHDiQtdZaq7mb0iQ6duzIwIED6d+/f6PLmjZtGmeeeSZArUHo6quvzsCBA+nVq1ej69SyGYBKkiRJLdS+++7Lvvvu29zNaDJf+9rXePfdd4ta53nnncd5551X1DpXZQ7BlSRJkiQVhQGoJEmS1ELVtghRWVkZEcHo0aOZMmUKJ554ImuvvTYlJSX079+fo446igkTJtRa/o033sjWW29Np06dKC0tZccdd+SBBx5YqvxCdVnUZ8iQIUQEN9xww2Lna1uEqKKightuuIEdd9yRnj170rZtW3r37s3GG2/M4Ycfzt///vfFyl977bWrjiNisa2wbXVp7yOPPML+++/PGmusQUlJCX379mWbbbbhnHPO4aOPPqoxn5bmEFxJkiRpJfbxxx8zfPhwxo8fT8eOHYkIPv30U6699loef/xxXn31VXr06LFUvqOOOoprr70WgFatWtGuXTueeuopRo8ezcUXX1zku4BDDz2U2267req4W7dulJeX8/nnn/P222/z9ttvs+uuuwJQWlpKr169+PzzzwHo06fPYmV17ty5TnXOnz+fI444gltuuWWxer/44gsmTZrEiy++yJdffulCR/XQ4npAI6JvRFwSEWMjYm5ETIqI+yNi5waWNzwi0jK2mU19H5IkSVIx/OxnP6NHjx48//zzzJo1i5kzZzJq1Ci6d+/OuHHjqp3/eP3111cFn6eccgpTpkxh6tSpTJw4kSOOOIJf/OIXTJ48uWj38PTTT3PbbbfRqlUrLrroIsrLy5k2bRpz587l008/5YYbbmC77barSn/vvffy8ssvVx1PnDhxse2kk06qU70nnHACt9xyC61bt+Y3v/kNEydOZNq0acyZM4f//Oc/XHDBBfTr16/J73dl1qJ6QCNiM+AfQM/8VDnQC9gT2CMiTk0pnd/A4hcAU2q4NquBZUqSJEnNqqSkhMcff5yePbNfodu0acN3vvMdfvWrX3HSSSdx99138/vf/74qfUqJs846C8h6Qc8999yqa6utthrXXnstEyZM4KGHHiraPbzwwgsAfPvb3+b444+vOh8RrL766vzwhz9s8jrfeustrrjiCgD+/Oc/M2LEiKprbdq04Stf+UqdA1kt0mJ6QCOiA3AfWfD5GrBJSqkb0AO4EAjgvIj4dgOreD6l1LeGbd0muQlJkiSpyEaMGFEVfBbaZ599APjggw+YNWtRf8urr77KuHHjADj55JOrLfOXv/xlk7ezNl27dgXgs88+o6Kioih13nzzzaSU2GCDDRYLPtU4LSYABY4GBgAzgb1SSm8BpJTKU0onASPzdK6hLEmSJOW22mqras8Xvmtz2rRpVZ9fe+01APr27ct6661Xbd5tttmGtm3bNl0jl+Fb3/oW7dq149VXX2XIkCHccsstfPrpp8u1zspe191333251rOqaUkB6CH5/raU0ifVXL8g3w+KiA2K1CZJkiRphdalS5dqz7dv377q84IFC6o+Vy7cs/rqq9dYZrt27artVV1e1ltvPa644go6dOjAM888w6GHHkr//v1Ze+21+fGPf1wVNDelSZMmAbDWWms1edmrshYRgEZEF2DL/PCRGpK9AEzPP++03BslSZIkrYRSSs3dhGodfvjhfPDBB1x88cXsvffe9OzZk3HjxnHllVey5ZZbLjZXtSmsqM+hpWsRASiwIdkcT4C3qkuQUqoA3ssPN2pAHRtHxFsRMSciZkTEmxFxUUSsveyskiRJ0sqhd+/eALW+I3T+/Pl88cUX1V5r0yZb53Tu3Lk15p8+fXqN12rTp08fjjvuOEaOHMnkyZN56aWX2HfffUkpcfrpp/PGG280qNzq9O3bF4Dx48c3WZlqOQFoYf9/bYO9K6/VPF6gZr3IAt3ZQHtgY+B44K2IOLgB5UmSJEktzle/+lUge3XJ2LFjq03z4osvLjZst1D37t2B7P2j1Zk1axbvvPNOo9sZEWy11VbcddddrLHGGlRUVPDss89WXW/ValGo05DezG222QaAhx9+uNFt1SItJQDtVPB5Ti3pZuf7ur1ZNvMp8BtgE6B9Sqlnnn8P4G2gA3BTRGxfjzIlSZKkFmnQoEEMGDAAgD/84Q/Vpil8bcuSNt10UwAeffTRantBL7roIubNm1evNs2fP7/Ga61bt65aEKmw3MqVc2HxRZbq6tBDDyUiePfdd7nqqqvqnV/VaykBaCw7ScOklB5NKZ2VUnorpTQ/PzcvpfQQ8A3gf0BroMb3i0bEiIgYExFjivlCXkmSJK2cFixYwOeff17rVlMPZGNFBKeffjoAV155Jaeffjrl5eUATJ48mREjRvDII4/QsWPHavPvtddedOjQgcmTJ/ODH/yAzz77DMiG3f72t7/ljDPOoFu3bvVq06mnnsr+++/PyJEjmTJlStX5SZMmceyxx/LBBx8QEQwdOrTqWvfu3enXrx8A119/fb3qA9h44405+uijAfjJT37CGWecUXUvCxcu5L///S9nnHEGV155Zb3LXpW1lAB0ZsHnDrWkq/xXMLOWNHWWUpoOVM5m3iYieteQ7uqU0uCU0uDKMfOSJElSQz3//PP07t271u25555bbvUffvjhHHbYYQCcc845lJaWUlpaSp8+fbj22mv54x//SK9evQAoKSlZLG9paSnnn5/13dx111306dOHHj16UFpayq9+9St+/etfs8UWW9SrPV9++SX33HMP++67Lz179qRbt2507dqVvn37ctlll1W1c5NNNlks35FHHgnAz3/+czp37kxZWRllZWVcfPHFdar34osv5oADDmDhwoWceeaZVffSvn171l9/fc4880wmTpxYr3tZ1bWUALRw3me/WtJVXqt5xnT9vZjvAyhrwnIlSZKkFVJEcN1113Hdddex1VZbUVJSQkqJIUOG8OCDD/LTn/60qle0cs5noWOPPZY77riDbbbZho4dO1JRUcG2227L3/72N37961/Xuz0nnHACl156KXvvvTfrr78+KSXmzZvHmmuuyYEHHsjTTz/NqaeeulS+X//61/zud79js802I6XE+PHjGT9+fJ2H5JaUlHDHHXcwatQo9tprL/r06cOsWbPo1asX22yzDb/97W856qij6n0/q7JoCcsL569hmU4WBO6XUrq3mjStgClAN+AnKaU/N1HdGwNv5odbpZTG1JZ+8ODBacyYWpNI9TZkyBAARo8e3aztkCRpWd555x023HDD5m6GlrOxY8ey3nrr0a5dO2bMmEG7du2au0lajur77zoiXkkpDa7uWovoAU0pzQAqo7qhNSTbmiz4BHiiCav/WsFn12CWJEnSKq9yEaLtt9/e4FP10iIC0Nxt+f6QiKjuNSsn5ftXUkrvVXN9KRFR6+JGEdEV+L/88KWUkisMSZIkaZVw2GGHcffddy/2vs8PPviAY445hquvvhrI5lZK9dGSAtCryHoguwAPRMRGkA3PjYjfA8PydIsN/o6IsohI+TZ8iTIHRMQLEXFERKxVkKddROwKPAesD1QApyyXu5IkSZJWQI899hjf/e536dWrF507d6Zr166ss846XHHFFQCcdtpp7Lrrrs3cSrU0bZq7AXWVUpoTEXuTDa8dBLwVEeVk7+xsBSTg1JTSo/Useut8IyLmArOArkDb/Pps4EcppX80/i4kSZKkluGCCy5g1KhRvPbaa0yaNInZs2fTr18/vv71r3PMMcew0047NXcT1QK1mAAUIKX0ekRsQtYbuSfQH/gCeAm4KKVU37mfk4Bjge2AzYHeZPNIZwH/JQt2r0gpOfdTkiRJq5SDDjqIgw46qLmboZVMiwpAAVJKE4Hj8q0u6ceRrZ5b3bU5wGX5JkmSJElajlrSHFBJkiRJUgtmACpJkiRJKgoDUEmSJGkV9N577/Hee3V6e6HUZAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZK0CjvjjDOICIYPH77UtbKyMiKC0aNHN2mdEUFEMG7cuCYtVys+A1BJkiRpBTF8+PCq4Kxw69KlCxtvvDHHHHMM77zzTnM3U2qwNs3dAEmSJK16zr3vX83dhEY59TtbLNfy27ZtS2lpKQApJT7//HPefvtt3n77bf7yl79wyy238N3vfne5tgFg3XXXpX379nTs2LFJyx04cCCQ3adWLQagkiRJ0grmG9/4xmLDXhcsWMATTzzBj3/8Y8aNG8dhhx3GkCFD6N2793JtxxNPPLFcyn333XeXS7la8TkEV5IkSVrBtW3bll133ZVbb70VgFmzZnHPPfc0c6uk+jMAlSRJklqIr3/963Tu3BmAt99+e6nr8+fP5/LLL+eb3/wmpaWllJSUMGDAAA4//PAGzR1d1iJEb7/9NgceeCCrrbYaHTp0YIMNNuA3v/kNc+fOrXVxo2UtQjR27FiOPvpo1llnHdq3b0+PHj3Yfvvtufbaa1m4cGGD2rqsekeNGsXuu+9Onz59qoZADxw4kIMOOog77rijxjJVPw7BlSRJklqQlBLAUoHYhAkT2G233Xj99dcBaNWqFZ06deLDDz/k+uuv5/bbb+fWW29l2LBhTdKOxx9/nL322ou5c+cC0LVrVz744APOOussHn30UYYMGdKgch944AG++93vVpXbrVs3Zs2axTPPPMMzzzzDHXfcwciRI+nUqVOT3AfAaaedxrnnnlt13KVLF+bMmcN//vMf/vOf//Dkk09y4IEHNll9qzJ7QCVJkqQW4vnnn2fWrFkArLPOOlXnFyxYwN57783rr7/O9ttvz9NPP82cOXMoLy9n4sSJ/PznP2fu3LkceuihjB07ttHt+Pzzz/ne977H3Llz+drXvsa///1vpk+fzsyZM7n11lt58803ufLKK+td7tixY6vK3WGHHXj33XeZNm0aM2bM4KqrrqKkpITHH3+c4447rtH3UGncuHGcf/75AJxyyilMnjyZ8vJy5syZw6RJk7j77rvZY489mqy+VZ0BqCRJkrSCW7BgAY888gjf//73gWxOaGGP3I033sjLL7/MVlttxaOPPso3v/lN2rVrB0CfPn34wx/+wI9//GNmz57NRRdd1Oj2XHbZZXzxxResttpqPPLII2yyySZV7Tr44IP5y1/+wrRp0+pd7rnnnsusWbNYd911eeihh6pWyy0pKWHEiBFceumlAFx33XX873//a/R9ALz00ktUVFSwwQYbcO6559KrV6+qa6utthr77bcff/nLX5qkLhmASpIkSSuc559/nr59+9K3b1/69OlD+/bt2XXXXRk3bhytWrXiyiuvZI011qhKf+ONNwLwk5/8hJKSkmrLPPjggwF47LHHGt2+e++9F4ARI0bQvXv3pa4fcMABi/XQ1kVKqWphpRNOOKHaV78ceeSR9O/fn5QSd999d/0bXo2uXbsCMH36dGbPnt0kZapmBqCSJEkruSFDhjR4Pp6ax4IFC5g0aRKTJk3is88+o6KiAoDS0lJeeOEFDj/88Kq0X375JS+99BIAJ554YlXguuS27777AvDRRx81qm3z5s2rWgBpu+22qzFdbdeq8/777zN9+nQAdtxxx2rTtGrVquq7/Oqrr9ar/JpsvfXWlJaWMmHCBL7+9a9z9dVX88EHHzRJ2VqaAagkSZK0gtlhhx1IKZFSYu7cufzrX/9i//33Z8qUKRx55JFMnTq1Ku2UKVOYP39+1efKwHXJ7fPPPwdgzpw5jWrb1KlTqwLi1VdfvcZ0/fr1q1e5kydPrvrcv3//GtNV9vwWpm+MHj16cPPNN9O9e3feeOONqtV3V199dX74wx/y1FNPNUk9yhiASpIkSSuwkpISNt98c+6880522WWXqiCpUmUwCPD6669XBa61bY3R2Px1MW/evOVeR6Hdd9+dcePGcfXVV3PAAQfQr18/Jk6cyE033cSQIUMYMWJEUduzMjMAlSRJklqAiODSSy+ldevW3HXXXVU9cz179qR169ZA9e8GbWqlpaW0apWFERMmTKgxXW3XqtO7d++qz+PHj68x3ccff7xUeoA2bbI3TFa+vmVJlcN7a9KtWzeOOuoo7rjjDj755BPeeustjjrqKACuueYaHnzwwWXfhJbJAFSSJElqIdZff/2q1W9PO+00IFt5dvDgwcCixYGWp5KSEjbaaCMAnn322RrT1XatOuuss07VgkZPPvlktWkqKioYPXo0AIMGDVrsWmXeygB1SS+//HK92rPRRhtx9dVXs8022wA4FLeJGIBKkiRJLcgvfvELAJ577rmqYGz48OEA3HPPPTUGb5UK5482VOWCRtdcc021PYv33HNPvd83GhEMGzYMgEsuuaTaFWmvvfZaPvnkEyKC/ffff7Frm266KQCjRo1aKl9Kid/97nfV1ls5f7YmHTp0AIo/LHhlZQAqSZIktSBbbLEF3/rWtwA455xzADjiiCPYZpttqKioYM899+SSSy5hypQpVXk+++wzbr/9doYMGcIll1zS6Db87Gc/o7S0lEmTJrHbbrvx1ltvAdmKvH/961857LDDqn09y7KceuqpdOrUiU8//ZQ99tiD9957D8iCv2uuuYZjjz226n7XW2+9xfIecMABADz44IP87ne/Y9asWQCMGzeOgw46iDFjxlRb5xVXXMEuu+zCbbfdttiw4WnTpnHuuedWBfm77LJLve9HSzMAlSRJklqYk08+GYAnnniCf/7zn7Rt25ZRo0ax7bbbMnv2bI4//nh69epFaWkpXbp0oU+fPhx88ME89dRTRESj6+/duze33XYbJSUl/POf/2STTTahe/fudO7cmYMOOojNNtuMH/3oRwA1vpe0Ouuuuy6333477du3Z/To0WywwQb06NGDLl26MGLECObNm8fOO+/MxRdfvFTe3XbbjWHDhpFS4v/+7//o2rUrPXr0YO2112bUqFHccccd1daZUuLRRx/lkEMOoV+/fnTu3JkePXrQo0cPTjvtNFJKjBgxgt13371Bz0qLMwCVJEmSWpihQ4fy1a9+FVjUC7raaqvx1FNPceutt7L77ruz2mqrMXPmTFJKbLDBBhxxxBE89NBDnHrqqU3Shl122YUxY8aw//7707NnT+bNm8faa6/NmWeeyRNPPFH1upf69oTutdde/Pvf/+aoo46irKyM2bNn07FjR7bbbjuuvvpqHnnkETp16lRt3ttvv53f/va3DBw4kDZt2tC2bVv2228/XnzxRb797W9Xm+fggw/mmmuu4cADD2TDDTekbdu2zJw5k9VXX53vfOc7jBo1iquuuqpe96CaRTGWUV6VDB48ONXUvS81VOULlyuHgEiSVB/F/H/knXfeYcMNN1zu9ajxKoe3Dhw4cLmU/81vfpNnn32W66+/vmqOqlqm+v67johXUkqDq7tmD6gkSZKkJvXPf/6TZ599llatWrHzzjs3d3O0AjEAlSRJklRvV199Neeeey5jx45l4cKFAMycOZObbrqJPffcE8gWBlpzzTWbs5lawbRp7gZIkiRJank+/PBDfvvb33LaaafRunVrunXrxrRp06ioqACy1Xovu+yyZm6lVjQGoJIkSZLq7Xvf+x5z5szhqaee4uOPP2bKlCl07dqVjTbaiP33358f/ehHVe/QlCoZgEqSJEmqt0022YQLL7ywuZuhFsY5oJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkqQmlVJq7iZIaiJN/e/ZAFSSJElNpk2bNsyfP7+5myGpiSxYsIDWrVs3WXkGoJIkSWoy3bp144svvrAXVFpJlJeX06VLlyYrzwBUkiRJTaa0tJR58+bx8ccfM2PGDBYuXGgwKrUwKSXmz5/P559/ztSpUyktLW2ysts0WUmSJEla5bVp04YBAwYwdepUpk6dyqeffkpFRUVzN0vVmDhxIoA/H1WrdevWdOnShbXWWouSkpImK7dJAtCIKAW+AawDdAGWOUg4pXRWU9QtSZKkFUurVq3o2bMnPXv2bO6mqBY//vGPARg9enTzNkSrlEYFoBHRE/gjcCDQtp7ZDUAlSZIkaRXS4AA0IroCTwMbANFkLZIkSZIkrZQaswjRycCGZMHnE8BuQG+gdUqp1bK2Jmi7JEmSJKkFacwQ3H2BBDwC7JFc3kySJEmSVIvG9ESW5fvLDD4lSZIkScvSmAB0Tr7/tCkaIkmSJElauTUmAH0336/RFA2RJEmSJK3cGhOAXk+2ANEBTdQWSZIkSdJKrDEB6HXA48AhEXFoE7VHkiRJkrSSaswquGsCxwHXADdExN7ArcA7wOxlZU4pfdiIuiVJkiRJLUxjAtBxZK9hgWwo7r75VhepkXVLkiRJklqYxgaBUcNnSZIkSZIW05gA9LAma4UkSZIkaaXX4AA0pXRjUzZEkiRJkrRya8wquJIkSZIk1VmLWwgoIvoCpwB7Av2B6cBLwMUppSeaqI7OZKv5rpGfOiyldENTlK362Xxf3/ADMPbNdwCfR6XX/3ZzczdBkiRJDdBkAWhErAHsBGwKlOanpwD/Bv6RUvq4CerYDPgH0DM/VQ70IgtG94iIU1NK5ze2HuAcFgWfkiRJkqQm0OgANCL6AZcA+1DzkN6KiPgbcHxK6dMG1tMBuI8s+HwNODSl9FZEdAV+DfwcOC8iXk0pPdqQOvJ6BgE/BV4Etm5oOZIkSZKkxTVqDmhEbA68AQwDWpO9iqW6rTWwH/B6RGzawOqOBgYAM4G9UkpvAaSUylNKJwEj83TnNbB8IqIVcFV++OOGliNJkiRJWlqDA9CI6Ag8QDbcNsiGxn4PKAPa51sZcCDweJ6mJ/BA3ptZX4fk+9tSSp9Uc/2CfD8oIjZoQPkAPwMGA1eklF5rYBmSJEmSpGo0pgf0J2SLACXgmJTSt1JKd6aUPkwpzc+3D1NKd6WUvk3Wo5jI5lYeU5+KIqILsGV++EgNyV4gW5AIsrmo9RIR/YGzgUnAr+qbX5IkSZJUu8YEoPuQBZQ3p5SuXFbilNJVwM1kPaH71rOuDfN8AG/VUH4F8F5+uFE9ywe4DOgCnJRSmr6sxJIkSZKk+mlMADow399WjzyVaes7RHb1gs+1LWJUeW31WtIsJSL2IguKR6eUbqln2yRJkiRJddCYALRLvp9cjzyVaTvXs65OBZ/n1JJudn3Lj4hOwOXAArJhxZIkSZKk5aAxAejn+f4r9cizXr7/op51xbKTNNhZwFrARSmltxtSQESMiIgxETFm8uT6xOOSJEmStOpoTAA6hiww/Fk98vyMbN7omHrWNbPgc20r6HasJn2NImIL4DjgI7JAtEFSSlenlAanlAb37t27ocVIkiRJ0kqtMQFo5XzOb0TEHRHRraaEEdElIm4BtstP3VrPugrnffarJV3ltQl1LPcSsneUngZERHQu3ArSleTnOlZfjCQV35AhQxgyZEhzN0OSJKnO2jQ0Y0rpjoj4MbA9sD8wNCLuIXsdymdkPZ19gK2BYUCPPOtTKaU761ndu3l5AWzMotVuq0REKxYtjFTXobQD8v1Ny0h3Zb6NJ3u3qSRJkiSpnhocgOb2Bh4AtgW6A4fn25Iq53A+S/b6lnpJKc2IiDHAVsBQ4N5qkm0NVPbCPlHfOiRJkiRJy1djhuCSvy9zB7LVY98mCzSr294GjgGGpJTKG1hd5ZDfQyKiutesnJTvX0kpLdVDWkP7y1JKUdNWkPSw/FxZA9suSZIkSau8RgWgACmlipTSFSmlTcjmYO4CHJRvuwD9UkqbpJSuTClVNKKqq8iGwHYBHoiIjaBqfunvyYb5ApxamCkiyiIi5dvwRtQvSZIkSWqExg7BXUxKaSIwsSnLLCh7TkTsTTa8dhDwVkSUk73zsxXZHNFTU0qPLo/6JUmSJEmN0+ge0GJKKb0ObAJcCrwPlJC9U/RBYGhK6fxmbJ4kSZIkqRZN2gNaDHkv63H5Vpf041i0CFJ962pQPkmSJEnS0pYZgEbErys/p5TOqu58QxSWJUmSJEla+dWlB/QMsvmVAGfVcL4hDEAlSZIkaRVS1yG4NQ1FdYiqJEmSJKlOlhmAppSqXaiopvOSJEmSJFXHIFKSJEmSVBQGoJIkSZKkomhwABoR/4iIJyJiQD3y9KvM19B6JUmSJEktU2PeAzqEbBXcTvXI06EgnyRJkiRpFeIQXEmSJElSURQ7AK3sLZ1b5HolSZIkSc2s2AHobvn+4yLXK0mSJElqZnWeAxoR19Vw6ZyImLaM7CXAusBWZPM/n6prvZIkSZKklUN9FiEaztKLBwWwdx3zR76fApxXj3olSZIkSSuB+gSgH7J4ADogP54ALKglXyKb8zkBeB64IqX0aT3bKUmSJElq4eocgKaUygqPI6Ii//jtlNLbTdkoSZIkSdLKpzHvAX2arHdzVhO1RZIkSZK0EmtwAJpSGtKE7ZAkSZIkreSK/RoWSZIkSdIqygBUkiRJklQUjZkDCkBEtAMOAfYBNgd6AR2WkS2llBpdtyRJkiSp5WhUEBgR6wMjgYEses+nJEmSJElLaXAAGhGdgIeBtYEKYBQwGTiKbHXcc4BSYDCwdX7un8BjjWuyJEmSJKklakwP6I/Igs+FwC4ppX9ExMZkASgppd9UJoyIrwI3A9sAf00pXd6IeiVJkiRJLVBjFiHai6xX886U0j9qS5hSeg3YEfgM+GNEbNmIeiVJkiRJLVBjAtCN8v3fqrsYEYvNCU0pTQb+SNbr+tNG1CtJkiRJaoEaE4B2z/fjC87NK/jcuZo8z+X7HRpRryRJkiSpBWpMADo736eCc9MKPq9VS96+jahXkiRJktQCNSYA/SDf96s8kVL6HJiSH25bTZ7KuZ/zG1GvJEmSJKkFakwAOibfD17i/BNk7wT9RUSUVp6MiHWA/yPrMf1XI+qVJEmSJLVAjQlAHyMLNL+zxPlL8/06wH8i4q6IeIgs6KzsLb26EfVKkiRJklqgxgSgDwBPAzMiYt3Kkyml54CzyILTUmAYsAuLFiW6PqV0WyPqlSRJkiS1QG0amjGlNBsYUsO1MyLiGeBIYOO8nv8CN6WU7mlonZIkqXZDhgwBYPTo0c3aDkmSqtPgAHRZUkpPkM0HlSRJkiSpUUNwJUmSJEmqMwNQSZIkSVJRGIBKkiRJkopimXNAI+L95VBvSimtu+xkkiRJkqSVRV0WISpbDvWm5VCmJEmSJGkFVpcA9Mbl3gpJkiRJ0kpvmQFoSumwYjREkiRJkrRycxEiSZIkSVJRGIBKkiRJkoqiLnNA6ywi1gD6Ah2Bl1NKc5qyfEmSJElSy9XoADQiugAnAYcD/QoubQq8XZDue8AwYHpK6ajG1itJkiRJalkaFYBGxDrAw8B6QBRcqu41Ky8At2TZ4oaU0nONqVuSJEmS1LI0eA5oRLQDHgC+AswBLgD2qil9Smkc8GR+WGM6SZIkSdLKqTE9oEcBGwCzgR1SSq8ARERteR4Gdga+3oh6JUmSpAY7975/NXcTVggffjET8HlUOvU7WzR3E1YJjVkFdz+yobaXVwafdfBGvv9KI+qVJEmSJLVAjQlAN8n3f69Hni/yfWkj6pUkSZIktUCNCUC75fvyeuRpl++/bES9kiRJkqQWqDEB6JR8v1Y98myU7z9rRL2SJEmSpBaoMQHom/l+m3rkOZRs3ujLjahXkiRJktQCNSYAHUX27s9jIqL3shJHxE+BIfnhvY2oV5IkSZLUAjUmAL0G+AjoBDweEYOqSxQR60XEX4BLyHo/3wbubES9kiRJkqQWqMHvAU0pzYuIfYHRZCvivhwR4wuSXBsRfYCy/DiAacD+KaXU0HolSZIkSS1TY3pASSm9SjYH9N9kAWZZweWtgbXz80E2Z/QbKaX3GlOnJEmSJKllanAPaKWU0tvAFhGxO7APMBhYDWgNfA68BowE/mbPpyRJkiStuhocgEZE1/zj/JTS3JTSQ8BDTdMsSZIkSdLKpjFDcKcBU4EfNU1TJEmSJEkrs8YEoHPz/T+boiGSJEmSpJVbYwLQCfm+qPM6I6JvRFwSEWMjYm5ETIqI+yNi5waWNzgizo6Iv0fE/yJiekTMi4hPImJUROzTxLcgSZIkSaukxgSgo/P9Vk3QjjqJiM3IVtM9FlgHmAf0AvYEHouI/2tAsUcCvwJ2AdYleyYVQD/gO8DfIuLuiGjb+DuQJEmSpFVXYwLQy4EvgZMiolsTtadGEdEBuA/oSbay7iYppW5AD+BCsle9nBcR365n0f8ETgC2BLqklLqklDoAawEX5Gn2AxoS3EqSJEmScg0OQFNKrwE/BdYAnomI7ZqsVdU7GhgAzAT2Sim9lbejPKV0EtmrXgDOq0+hKaUbU0oXp5ReTSnNLDj/UUrpZOCW/NTwRrZfkiRJklZpjXkNy3X5x/eATYCnIuIj4A2y1XEX1pI9pZSOqGeVh+T721JKn1Rz/QKy95AOiogNUkrv1rP8mrwMfJ9sSK4kSWpBvnv9k83dhBXCWxOnAT6PSl/t2aO5myCtshocgJL1CFYuQJTIhsCuBay5jHyRp69zABoRXciGyAI8UkOyF4DpQDdgJ6CpAtBv5PsPmqg8SZIkSVolNSYA/ZDirYC7IVngCvBWdQlSShUR8R7wNWCjxlQWEZ3JFjk6GjgwP315Y8qUJEmSpFVdgwPQlFJZE7ZjWVYv+PxpLekqr61eS5pqRcQawEfVXJoLnJtS+nN9y5QkSZIkLdLgRYgiomu+tW/KBtWgU8HnObWkm53vOzegjoXApHybn5/7kmxRo1p7PyNiRESMiYgxkydPbkDVkiRJkrTya8xrWKaRLTb0o6ZpSq1i2UkaJ6U0IaXUN6XUF+gADARuAs4E/hURG9eS9+qU0uCU0uDevXsv76ZKkiRJUovUmAB0br7/Z1M0ZBlmFnzuUEu6jtWkr7eUUkVK6T/5Sr1/JFtc6ZaIaMzzkiRJkqRVWmMCqgn5vhgLERXO+6ztdSiV1ybUkqa+Lsv3WwBfbcJyJUmSJGmV0pgAdHS+36oJ2rEs77Io0K12KGzeOzkwP3y7CesufOfouk1YriRJkiStUhoTgF5OtkjPSRHRrYnaU62U0gxgTH44tIZkW5O9AxTgiSasfu2Cz40a2itJkiRJq7IGB6AppdeAnwJrAM9ExHZN1qrq3ZbvD4mI6l6zclK+fyWl9F5dCoyI1hGxrAWOfpHvv6Q4810lSZIkaaXU4PeARsR1+cf3gE2ApyLiI+ANstVxF9aSPeUL/NTHVcDxwADggYg4NKX0dkR0AU4HhuXpTl2inWXAB/nhYSmlGwourwncExF/Ah5NKX2c52kFbEYWfB6cp70spTS1nm2WJEmSJOUaHIACw1k0LzORvSplLbKgrjaRp69XAJpSmhMRe5MNrx0EvBUR5WTv/GyVl3lqSunR+pSbl/UXgIiYSzbMtgtQUpDmBuDkepYrSZIkSSrQmAD0Q4qzAm6VlNLrEbEJcAqwJ9Af+AJ4CbgopVTfuZ+fAgcCOwNfA1YHepK9YmYs2ZDb61NKzzXNHUiSJEnSqqvBAWhKqawJ21GfeicCx+VbXdKPI+t1re7afODOfJMkSZIkLUeNWQVXkiRJkqQ6MwCVJEmSJBVFY+aAVisiOgGl+eGUlNKspq5DkiRJktTyNEkPaERsGhFXRcT7QDkwLt/KI+L9iLgyIjZtirokSZIkSS1TowPQiDgfeBU4EigjW/CncCsDjgJei4jzGlufJEmSJKllatQQ3Ii4BPgpi1aZfRd4AZiYn+sDbA1smB+fHBEdUkrHN6ZeSZIkSVLL0+AANCK+DvyM7F2g7wIjUkrP1pB2W+AqYCPgZxHx15TSCw2tW5IkSZLU8jRmCO7R+f4jYNuagk+AlNJzwDeB8fmpHzWiXkmSJElSC9SYAHR7st7P81NKU5eVOE/ze7KhuNs3ol5JkiRJUgvUmAC0b74fU488Ly+RV5IkSZK0imhMADo/35fUI09l2vm1ppIkSZIkrXQaE4B+mO93rUeeXfL9+FpTSZIkSZJWOo0JQB8lm895QkRstazEEfFV4ASyeaOPNKJeSZIkSVIL1JgA9GJgLtABeDIifh0R/ZdMFBH9IuJXwFNApzzPJY2oV5IkSZLUAjX4PaAppY8j4kjgZrIg9DfAbyLiU+Azsp7OPkC/PEvk545IKX3SqFZLkiRJklqcBgegACml2yJiCnA1sEZ+un++Lelj4KiUksNvJUmSJGkV1KgAFCCl9PeIWAfYBxgKbAKU5penAG8CjwEjU0pfNrY+SZIkSVLL1OgAFCAPLO/ON0mSJEmSllKvADQiuuYfF6SU5tQjXwegLUBKqbw+dUqSJEmSVg51XgU3Ik4ApubbbvWsZzdgGjA1In5cz7ySJEmSpJVAnQLQiGgPnJYfXpVSurc+leTpryBbCfeMiGhXr1ZKkiRJklq8uvaA7kO2sNBsstetNMRvgJlAL2DvBpYhSZIkSWqh6hqA7p7v70spTW5IRSmlz4H7yHpB92hIGZIkSZKklquuAehgIAF/b2R9lfkHN7IcSZIkSVILU9dVcPvm+3GNrG98vu/XyHKkVcq63/x2czdBkiRJarS69oB2yvczGlnfzCXKkyRJkiStIuoagE7N970aWV/PJcqTJEmSJK0i6hqATsz3gxpZ31fz/YRGliNJkiRJamHqGoA+S7Z67X6NrG9/ssWMnmtkOZIkSZKkFqauAegD+X5wRBzQkIryfFstUZ4kSZIkaRVRpwA0pfR34F9kvaB/iYgd6lNJRAwBriPr/XwtL0+SJEmStAqpaw8owE+B+UBH4PGIuCQi1qktQ0SsGxGXAo/l+eYDP2toYyVJkiRJLVdd3wNKSun5iDiKrCezFVlA+pOI+A/wCjAJmEX2ipU+wJbA+mS9pgEsBI5KKf2zSe9AkiRJktQi1DkABUgp3RwRHwG3AquTBZYD8606ke8nAIeklEY3sJ2SJEmSpBauPkNwAciDyHXJhtK+AlSwqJezcKvIr/8UWNfgU5IkSZJWbfXqAa2UUpoL/An4U0R0ATYFegJdgBnAF8C/U0ozmqqhklRpo+PObe4mrBDG/+9DwOdR6e1LTm3uJkiSpGVoUABaKA8yn2+CtkiSJEmSVmL1HoIrSZIkSVJDGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRdHiAtCI6BsRl0TE2IiYGxGTIuL+iNi5geWtFRHH52V8GBHzImJGRLweEedHxOpNfQ+SJEmStCpq09wNqI+I2Az4B9AzP1UO9AL2BPaIiFNTSufXo7w1gXFAFJwuBzoBm+XbiIjYL6X0ZOPvQJIkSZJWXS2mBzQiOgD3kQWfrwGbpJS6AT2AC8mCyPMi4tv1KLZ1vn8Q+C5QmpfZEdgd+CAvf2RE9G2SG5EkSZKkVVSLCUCBo4EBwExgr5TSWwAppfKU0knAyDzdefUocyrw1ZTSnimlu1NKU/My56eUHiYLQucCXfP6JUmSJEkN1JIC0EPy/W0ppU+quX5Bvh8UERvUpcCU0vSU0uu1XH8XeCE/3LLOLZUkSZIkLaVFBKAR0YVFAeAjNSR7AZief96pCav/It+3rjWVJEmSJKlWLSIABTZk0UJBb1WXIKVUAbyXH27UFJVGRBtg2/zwzaYoU5IkSZJWVS0lAC18FcqntaSrvNZUr075CdAXqABuaqIyJUmSJGmV1FIC0E4Fn+fUkm52vu/c2ArzV76cmx9eXrnoUQ1pR0TEmIgYM3ny5MZWLUmSJEkrpZYSgMaykzRhZRGrk62q2xF4BfhlbelTSlenlAanlAb37t27CC2UJEmSpJanpQSgMws+d6glXcdq0tdLRJQCjwJrA/8F9kgpzW1oeZIkSZKkTEsJQAvnffarJV3ltQkNqSQiupGtsrsJ8CHwrZTSpIaUJUmSJElaXEsJQN8FUv554+oSREQrYGB++HZ9K4iITsBDwGBgIlnw+WH9mypJkiRJqk6LCEBTSjOAMfnh0BqSbQ10yz8/UZ/yI6IDcD/wDbL3fn4rpfTfBjRVkiRJklSDFhGA5m7L94fkiwQt6aR8/0pK6b1qrlcrItoB9wI7AtOAb9e24q0kSZIkqWHaNHcD6uEq4HhgAPBARByaUno7IroApwPD8nSnFmaKiDLgg/zwsJTSDQXXWpMFtrsCM4DdUkqvLsd7kCQtJ+v/4W/N3YQVwscffQ74PCpt3rN7czdBklSgxQSgKaU5EbE32fDaQcBbEVFO9s7PVmRzRE9NKT1aj2K3BfbLP7cFRkbU+MaXj1JKWzWo8ZIkSZKklhOAAqSUXo+ITYBTgD2B/mRzNl8CLkop1WvuJ4sPQW6fbzXxVSySJEmS1AgtKgAFSClNBI7Lt7qkHwdU262ZUhpd0zVJkiRJUtNqSYsQSZIkSZJaMANQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSUbRp7gZIkiRJKr4jf3ttczdBqyB7QCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElF0aa5GyBJkqTla8gvL2ruJkgSYA+oJEmSJKlIDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQULS4AjYi+EXFJRIyNiLkRMSki7o+InRtYXpeI+E5EnB0RD0fE5xGR8m2Dpm6/JEmSJK2q2jR3A+ojIjYD/gH0zE+VA72APYE9IuLUlNL59Sx2Z+BvTddKSZIkSVJ1WkwPaER0AO4jCz5fAzZJKXUDegAXAgGcFxHfbkDxnwEPAWcCI5qmxZIkSZKkQi2pB/RoYAAwE9grpfQJQEqpHDgpItYF9gHOAx6tR7n3p5RGVh5ERFkTtVeSJEmSVKDF9IACh+T72yqDzyVckO8H1WfuZkppYaNbJkmSJElaphYRgEZEF2DL/PCRGpK9AEzPP++03BslSZIkSaqXFhGAAhuSzfEEeKu6BCmlCuC9/HCjYjRKkiRJklR3LSUAXb3g86e1pKu8tnotaSRJkiRJzaClBKCdCj7PqSXd7HzfeTm2RZIkSZLUAC0lAI1lJ2k+ETEiIsZExJjJkyc3d3MkSZIkaYXUUgLQmQWfO9SSrmM16Ze7lNLVKaXBKaXBvXv3LmbVkiRJktRitJQAtHDeZ79a0lVem7Ac2yJJkiRJaoCWEoC+C6T888bVJYiIVsDA/PDtYjRKkiRJklR3LSIATSnNAMbkh0NrSLY10C3//MRyb5QkSZIkqV5aRACauy3fHxIR1b1m5aR8/0pK6b1qrkuSJEmSmlFLCkCvAsYDXYAHImIjgIjoEhG/B4bl6U4tzBQRZRGR8m14dQVHRK/KDehRcKl74bV8mK8kSZIkqQHaNHcD6iqlNCci9iYbXjsIeCsiysne+dmKbI7oqSmlRxtQfE3vTvnnEsdrA+MaUL4kSZIkrfJaVI9eSul1YBPgUuB9oAT4AngQGJpSOr8ZmydJkiRJqkWL6QGtlFKaCByXb3VJPw6IZaSp9bokSZIkqfFaVA+oJEmSJKnlanE9oJKkzID9jmzuJkiSJNWLPaCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSURiASpIkSZKKwgBUkiRJklQUBqCSJEmSpKIwAJUkSZIkFYUBqCRJkiSpKAxAJUmSJElFYQAqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkoqiTXM3QJIkNZ01fnx2czdBkqQa2QMqSZIkSSoKA1BJkiRJUlEYgEqSJEmSisIAVJIkSZJUFAagkiRJkqSiMACVJEmSJBWFAagkSZIkqSgMQCVJkiRJRWEAKkmSJEkqCgNQSZIkSVJRGIBKkiRJkorCAFSSJEmSVBQGoJIkSZKkojAAlSRJkiQVhQGoJEmSJKkoDEAlSZIkSUVhACpJkiRJKgoDUEmSJElSUbS4ADQi+kbEJRExNiLmRsSkiLg/InZeEcuVJEmSJGVaVAAaEZsBbwLHAusA84BewJ7AYxHxfytSuZIkSZKkRVpMABoRHYD7gJ7Aa8AmKaVuQA/gQiCA8yLi2ytCuZIkSZKkxbWYABQ4GhgAzAT2Sim9BZBSKk8pnQSMzNOdt4KUK0mSJEkq0JIC0EPy/W0ppU+quX5Bvh8UERusAOVKkiRJkgq0iAA0IroAW+aHj9SQ7AVgev55p+YsV5IkSZK0tBYRgAIbks3FBHirugQppQrgvfxwo2YuV5IkSZK0hJYSgK5e8PnTWtJVXlu9ljTFKFeSJEmStISWEoB2Kvg8p5Z0s/N952YuV5IkSZK0hDbN3YA6imUnab5yI2IEMAJgrbXWaooilXv9bzc3dxMkSZIkNZGW0gM6s+Bzh1rSdawm/XIvN6V0dUppcEppcO/evetYtSRJkiStWlpKAFo4P7NfLekqr01o5nIlSZIkSUtoKQHou0DKP29cXYKIaAUMzA/fbuZyJUmSJElLaBFzQFNKMyJiDLAVMBS4t5pkWwPd8s9PNFe5r7zyyucRMb4u9UuStJz0Aj5v7kZIklZZA2q6ECmlmq6tUCLieOAiYAYwMKU0YYnr9wDDgFdSSoObu1xJkppLRIzx/yxJ0oqopQzBBbgKGA90AR6IiI0AIqJLRPyeLEgEOLUwU0SURUTKt+FNVa4kSZIkqX5axBBcgJTSnIjYm2wY7CDgrYgoJ3s3ZyuyuZynppQeXRHKlSRJkiQtriX1gJJSeh3YBLgUeB8oAb4AHgSGppTOX5HKlSSpmVzd3A2QJKk6LWYOqCRJkiSpZWtRPaCSJEmSpJbLAFSSVHQRMS5fHG5Ic7elKS3rviLi2xHxRERMi4iKWhbIa9FWxp9vRNyQ39MZzd0WSWrJDEAlqQUq+GV4WdvxBXlG15BmQUR8FhGPR8SREdG6hjqHVJO3IiLKI+LjiHgmIi7Og6wo4rMYHhFnRMQWTVhm4QrqQ5qozG8CDwM7kS10NxmYBMxpivLr2ZZ98mc2pNh1N4XI7BMRN0bEfyJiekTMi4gJEfFoRJwUEX2K2J4z8q17seqUpJaqxayCK0mq1gJgSi3XZ1Vzbi4wveC4E9Ab2DnfDo2IXVNKtQVGnwML88/tgX5Af2A74DhgbESMSCn9o4b8Y/N2zK6ljroaDuwAjAP+1QTlNUZt93Us2R9+7wSGL+P5Lm/7AD/MP49uvmbUX0SsD/wV+GrB6flk3/U+QF9gKHBWRJyaUrq4CM36Tb6/AZhWhPokqcWyB1SSWrbnU0p9a9muqSbPHUuk6UL2S/vv8+vbAycto96tCvJ3B9oBW5L9Ij4ZWBd4PCIOqy5zSmnnlNIGKaWXGnDPK6xl3NfG+f7mZg4+W6yI2Bx4gSz4nAr8H7BuSqkkpVRK9seQHYHryb6T+zRTUyVJNTAAlSSRUpqUUvol8Fh+aq965v8ypfRqSuksstdavQgEcFUeNAg65PuZzdqKFioiOgF3Az3IXpk2KKX0u5TS+5VpUkrzU0qjU0qHk/1B5L/N01pJUk0MQCVJhd7I950aWkBK6TNgGNkw37bAr5dMU9siNRGxeUTclKeZFxEzIuL9iPh7RBwfER3zdMMjIpENvwW4fon5qeMaeg8NVd19VbYHKMtPPVnQxtHVlLFdRPw1n1c7LyK+yOfnHlTT3NqIWDsirsjnQ86JiNkRMT6f93tKRPTK0w3J21I5/PY3S87rzdP9Oj8es4z7PSxP91FE1Pl3iohoFxE/zecNT8nvc3xEXBcRG9aQ7UfAekAF8L2U0rja6sjf8T1iiXor77OshnaVFT6HOtzHDUuk/WCJ53lDQdrKOdjDaymv2n8X+fzSlNfXKn92L0W2mFWKJeY/R8ReETEqIiZGxPzI5njfHxG71OW+JGl5cg6oJKnQpvn+f40pJKX0aURcDxwPfCciOqWUqpuPupiI2B0YSRa4AswjCzjWzrddgL8D75It3jMJKM3Tl7P4gj6TG3MPTWhSvu9N9offqWRzFmGJ+bsR8Tvg5IJTM4DuLJqf+52IOCSlVFGQZxDZPM4u+akFZPMh18q3HYDXyJ7b/Lw93ciGq86i+h7Z68iGU28ZEZumlP5dw70dnu9vLGxTbSJidbLFmCp7xisK2nsYcFB+j/cukfXofP9ISunlutSVlv/LzqeTPc/KBY8K50ZXXm9KAdwL7J3XM2OxixFtyYYfH1Jwupzsu7cnsGdEXJBSKvyOSVJR2QMqSSIiekfEucC3yQKCS5qg2IfzfRvg63XMcxlZMPkAMDCl1D6l1I0sYNoeuIZskR9SSneklPoCz+d5j1tibutWTXAPjVbZHuCj/NSwgjYOq0wXEceRBZ+TgWOAHimlrmS90QcAE4DvAb9cooo/kAWfL5INS22XUuqR59sKuJg8EEopPZ+35Y7KvEvOG87TfQw8kqepdh5vRKxHtuhUIgt6likPkEaRBZ9Pk/1MO+T32Re4kCwwvjki1i3I1x/4Sn54X13qKoaU0nGVzyy31RLP87gmrnIYsCvZ96Nr/nPuQzYkGbJ53IeQLch1MNAl//fThSyALwd+EREHNXG7JKnO7AGVpJbtGxExsYZrD6eUqgseDoyIXQuOO5G9FgTgGeC8WlavrY/CXrO1l5U4IlYD1skPj0wpVfYcklIqz9v2TBO0a4UT2es7zgG+BPYsXMQopTQXuCsiPiILtn8RERemlCp7UbfJ98ellF4ryDcbGJNvDXENsBvw/Yj4ZUppwRLXK3s/n04pja1jmT8kC4pfBr6dUppX0N5JwEn5EOsfAycAP80vFw7Lfb1+t7FS6QwcnVK6uvJEPuSdiPgK2UrL04Cdl5gbOxO4OiKmkf3x4TTg9uI1W5IWsQdUklq2tmQ9INVtPWrI036JdJ0LrvUEVmuitk0t+Fxah/QzyHpfAVZvoja0FPuR/RyerWll4JTSC2Q9XT3IFtipVJ7vm/qZ3U82vLRy+GaVfL7nD/LD6+pRZuXc0z8VBp9LuC3fDy0417Pgc22vHVrZfUHNz/sHZL/XjSwMPpdwL9mw9o3zodCSVHQGoJLUsj2VUooatn1qyHNjYTqgBBgInEq2UM4NEXF6E7Qt1fC5+sTZq0meyg8fiYhfRcQWEdG6CdqyovtGvt86Xzim2o1sniTAmgV5H8r3N0XE+RGxTT7UtVFSSl8CN+aHS/ak70L23tdyspVplyki2gBfyw//WMs9/i1Ps2b1Ja3SxuQ/l+pUfof2r+XZfsyi+dU+X0nNwgBUklZx+asr/pNSOg84MT99ekQsc9jsMhT2ek6tMdXijgTeIeuFPZts8ZxpEfFgRHw/D2JWRpW9UR2ouUe7D4uCh44FeX9BNjS3C9n80H8C5RHxj4j4cUR0oOGuzfe7RUSfgvOVw2//mg/1rYtSsndzVn6u6R575WkK2/3FEuWsqmpbWKvyO9SZ2r9Dlb/7dVyyAEkqBgNQSVKhG8l6K9sC+zayrE0LPtc0JHAx+dDBzfK6ryYLRjsDuwM3Ay9GROeaS2ixKv8/vqiWHu3C7YbKjCmlL8gWAxoKXEoWtLcDdgT+DLwZEWs0pFEppf+S9Uq3AQ4FiIhS4Dt5kvoMvy38nWPzutxnQfp3CvM24FZWFgtruVb5fI+r43dodBHaK0lLMQCVJFXJF7yp7GVZp7a0dbBbvv8SeKEebfgypTQypXR0Smkjsp6dX5CtfjuI7PUgK5vKBZc2akjmlHn8/9u786i7qvqM49+HEBLCFGZI0SSgiMwG0cVQSQyDugJlrLWIAooUFKVVlwMqKYqrLVBbKQgECBRkHmJLyyjEMrgUYqVoQAbzMmMkAYIkgUB+/WPvk3u4uffc4X3f+xLe57PWWffcc/beZ599j5Lfu8/eO8/KOonUi3gsabzklsAP+lG3ohe0eA33k6QAd25E/KKDchZQC6A6us+IeBp4JH89oCptC8X1Rzc5v14/ym6leHW22bX7e/1+PUNmZr3iANTMzFaQNIraK5D1s552Us44agHLrGhjDdBmIuK5iDidtJwIpHUty4qJi8Sq6+f5cy9JG1ambENEvJBnSv1mUW5dkk7a7BrSzKrbSvogtd+1k95P8iy6xYy8B1elbaKY+XU/SW0tsSOp/v5ezJ/NeoS7XbqnGONc1Z6V187L2ozt8vpQe4b2H4gxwGZmg8UBqJmZlR1C7b8Nv+qmgLycynWk3pzXgFPazDeyQcBQtiR/jqo7XswCO7aDar7VXA28QuodO60qoaT1S/urtRgX2+82y73il+avZwA7k/44cUmrvA1clD8PkTSlKmH5PrNzSK9yrwZcIWlCi/w7AufWHS6WBvqLBulHASdWlVmhnfYsrt2sB/frXV67cDHpDwvjgG9UJWzQtmZmPeMA1MzMkLSOpKOAM/OhZ0hBZLv5R+QZa79N+of2B0n/GD4mIh6ozr3CdqTxiidK2roIRnNgegi1CZJursv32/x5sKTBeIVyPUkbVWz9vmYex1kEDUdJukrS9sV5SaMl7SnpLODuUtZ1gUclnSRph2LG4ByYTgVOzematdlH2lyOY0b+3CN/3lCsP9mhC0ivY68G3CDpS3lMKbnem0j6hKTZwJfKGfNaloeSehK3BOZI+lp5sixJa0jaS9KFpD+gbF13/avy5zGSjspBJ5K2I80mPK6Le4Jae36qYtbma0g9pTtI+te89mtxzz8kjbFtd0KnlUTEg9TeEvh7SWdJWvEavaS1Je0j6RLSHzzMzIZGRHjz5s2bt1VsI/UkBTC7gzyzc54lwHOlbUE+XmzzgV0b5J9cSvPHUv4XSGPrymU8AkyuqEtfTje5dGznujKWUhs3WBy7F1i3rqxtSGsbBqln7ulc/l39aN8JdXWp2mZX3Vc750ppvkUK3IuyXyGN4yy3wbxS+rF1dXktt9nrpWOPAVvUXWej0u/+BvBsrl9fRd3uLZU5rUX7VbXDJsBdpbKW53t8ue5eTm5S9jbArxs8Kwvr2u5l4Pi6vCNJAXCRZhnwUt5fQOoZDdKw2mb/m5ve4NxRpTKXAI/nNji9Lt0/19X7hVzn14Ejm7UbMD0fv6hFu48gTTxVvsai0nWKY3cM1v83efPmzVurzT2gZmbDz2jevCzD+qR/pN5Hel12u4i4t0UZG/HmpUGeI/XM/RDYF9g6Op9l80FSD9c55OVXSD18i0gBywnAHhGxqJwpIh4izQB7EymY2AwYT/Nxfm9ZEfE90iyv55GCeAFrkQLEG4HjSL3LhUXANFLP1y9JfxhYhxS43gucBOwcEU/VXed50iy51+U8G5PabHxF9Yoe8aIuXYnUc7oXcDip13E+aaZjAQ+Rekk/Bny/Sf6HgPeRxpFeSgqwl5Ha6Q/AraTe8okRcXZd3mWkZ+U0UrC3nNRWFwG7APd3eU8zgWNIv8HrpDU2x1MbT134MnB8vs5SUjB4M/DhKM1s3K2IeCMijifNinwpKRBeg7SkzROkNVY/DRzY32uZmXVLES3XBjczM7NhTtKtwN7AP0ZEf8crmpnZMOUA1MzMzCrlGVofzl+3johHh7I+Zma26vIruGZmZtaUpLVJk1OJNPmQg08zM+uae0DNzMxsJZJOJC1LshlpGZelwC4RMXcIq2VmZqu4qrXDzMzMVmmSrgN27yDLPRFx8GDVZxUzljSRzmLgHuDrDj7NzKy/3ANqZmZvW3k9yb06yPKziJg8OLUxMzMzB6BmZmZmZmbWE56EyMzMzMzMzHrCAaiZmZmZmZn1hANQMzMzMzMz6wkHoGZm9pYiqU9SSLpoqOtiZmZmA8vLsJiZWVckTQbuaHBqObAIeAl4GpgD/ByYFRFLelU/G1ySJgDzBqCoiRHRNwDlmJnZKsA9oGZmNtBWo7aG5O7ACcBlwDOS/kHSmkNRKUnTc8+qp383MzMbIu4BNTOzgfAj4OzS97VIQej2pHU4P5a/fw3YX9K0iGjYexYREwazojZgngZ2qDh/MzAOeAbYr0U5ZmY2TDgANTOzgTA/In7T4PjNwBmSJgIXAFOAbYEbJO0WEYt6WUkbOBGxDGj0mwMgaVneXdbk2TAzs2HIr+Camdmgy72d+wA35UPbAicPXY3MzMxsKDgANTOznoiIN4BPA4vzoWMlbVifrtUsuJJGSfqCpNslzZe0TNILkh6WdJukb0h6byn9kXnc58mlY9Fgm1A6v5qkD0s6XdLdkp7P13lR0q/z8XdW3a+k2bnc2fn7uJzvYUlLcp1vl3RYO+0naYykL0q6RdIzkl6V9AdJcyT9UNKeklSRf4qkiyU9JmmxpJclzc15t2ynDgNB0gGlNv+rNtJ/tZR+Uun45NLxyUo+I+nO/HstlvRbSadIWqfNuk2SdI6kh3L7LJb0qKTzJe3UIm9Hz6WZ2XDlV3DNzKxnImK+pMuAz5LGie4LXN5ufkmbAbeSxpaWjc3bu4GpwE5Ay+Cmwndo3EO7Xi57J+A4SZ+MiOtbFSZpd2AWsHHp8GjSK8lTJJ0REV+pyP8h4Epgs7pTm+RtEmmyp4lAX13eNYGLgUaB7nvzdqyk4yLiwlb3MgD+izQudBzwGeCKFumPyp+/johfNUmzRi73o3XHt83bpyRNjYjHGmWWNAL4AfAFoD6I3ypvR0s6OSK+2yB/r55LM7NVngNQMzPrtVtIASjAn9NBAAqcSe0f+ZcD15ImsVkGbEoKxKYB5ZluZwH3AccDx+VjjSbPKU+GszrwLHA9aQmZ3wNLgXeQZvY9HlgbuEzSpIh4sKLOmwM/yfsnAf8DLAF2JQW6mwNflnRjRPy0PrOkPYDbgJGkJW6uAK4jBZojga1JgfyBDfKuBvwHsHc+dAvwY9LyKUtJ7XUisA1wvqT5EXFDxb30W0S8IWkmqS2mShofEY83SitpN1KADGkMcTPfI7Xn7aTJsOYBfwYcTWqX8cAtknaMiFca5J9BLdD9BXA+8BhpOaFtgc8DHwROkbQwIs6qy9/Nc2lmNjxFhDdv3rx589bxBkwm/YM6gOkd5NuqlO+2Buf78rmL6o6PBl7L585ocY0NGxybXly3jTpOAEZWnN8CeCqXd0mTNLNL9/kE8I4GabYmBYIBXN/g/KicN3K6favuGViz7tjf5ryvAwc2ybdmqa7zgNUH6Pkofse+BucmkoLpAE6uKGNG6d7Xr3j+ArigSRnfL6U5tcH5g0rnT2hSxgjSUkJBCkrXL53r13PpzZs3b8Nt8xhQMzPrtQWl/Q06yLcBqccP4GdVCSNiQdX5ViKiL9Isr83OPwWclr8eUDX2MjshIp5sUM7DpB5agA81yHcEqdcVUqB2S0WdFkTEkuK7pJFA8VrvuRExq0m+JaQeXUiB95SmdzFAIk1KVfT2Htmo/SSNAT6ev14fES9UFDkf+GKTc98BHsn7n8vtUvbN/PnfEXFmk/q+QeoFfRVYBzi0dLpnz6WZ2duBA1AzM+u1P5X225ocJltA6mkCOEJSz4aRSFpX0kRJ20naXtL21CZTWpfUo9fMS8B/Vpy/L39uIGls3blp+fNV0lqrnfgAaZwlwNVVCSNiLrU/DOzW4XW6NSN/TiCNj6x3GLXno+r1W4CrovGrtUTE68C/568bAe8rzkkaB7w/f23VRi9QW3am3EZD9lyama2KHICamVmvlYPOttcBjYhXqY0XPRR4LM8qO03S+gNZQQBJ4yWdKamPFET+nhSAPJC380rJN6oo6uGIWF5xfmFpvz4gL2Z9vT86XzP1/aX9O9R45t8VG+kVXlh5oqPBMgv4Y94/usH54lgftd7SZn7ZwfkdS/u7lvZnttFGu+S0K9qo18+lmdmqzgGomZn1WjlYW9g0VWMnkCYGAngn8GVS7+ICpeVRvi1p46a52yTpo8Bc0qyo49vIsmbFucUV5yCNhSyMqDtX3MuzbdSh3iZd5AEY02W+jkTEa9R6Jg8q9/5K2oo0QRWkscCtJu+Z3+L8H0r75aV/BqqNevJcmpm9Hfg1ETMz67VJpf3fdZIxIl4GDpa0C/CXpIloJpH+e1Ysj/IVSYdHl7O5Kq1NehkpyPgTcDpwM2lW1Jdy4ISkD1PrmWs1BrS/upk9tRzM7gM812a+qrGWA+18UrA2Gvhr0gy2kHo/RQrOZ7ZRTqv2afb7lNvo00CzZV7qvel13148l2ZmbxcOQM3MrNf2Le3f2U0BETEHmAMgaS1Sb9nhpCBmXeBKSVtFRLtBV9lhpLUbAQ6KiNuapOtkAqVuPU+acXdcq4RN8haWRcRvmqYcIhHxkKS7gD1Ja4KenZeO+VROcltEPNFGUZu2OF/u6SxPBFRuI/W3jQb5uTQze1vwK7hmZtYzkjYBPpG//gm4tb9lRsQrEXFTRBwBfCsfHkNtAp8VSdsscrv8ubAi+IQ3j7EcLHPy586S1u0w7/+W9j8yQPUZDMVkRJMk7QTsRwq6AS5ss4wPtDhfHuv5QGl/0Nqog+fSzGxYcQBqZmY9IWkEcDG18ZLnRkSnY0BbKU9WUz8x0NJSXUZVlFG8HTQ698atJC8RckRXNexMMXvuGtSWSmnXXdR6+I6R1Ise225cDbyY94+mNvnQQmpL1LRyWP5NVpKfu+K3WkAp6IyIx6jNbHuIpHe1XevOVD2XZmbDigNQMzMbdJImkHo7i16mucApHZaxpaTJLZKVX++dV3euPJHPVhVlFGtGjiGN56uvxwjS2MVuXovt1KXAU3n/ZEn7NksoaUNJKyZDyrOz/lP+uiFwjaT1KvKPkvR5SaMHoN5ty+uQ/jh/PQI4IO9fmu+hHZsC/9Lk3HTgPXl/RjGGt6R4DkcC1+elWRqSNELS4ZK2KB3r73NpZjaseAyomZkNhE3y2piFMcD6pNdZJwMfozbhy1xgWhfLiryTtJzIQ6SesXtJwdlyUjB4IHBkTvskUD/Zyz2l/R9IOpUUlBav5vblNSOvAr4PjCItzbEzKXh+Kd/PCaTlOO4G9ujwHjoSEa9KOpzUgzYauFHS5cC1wOOkoOldpEmGDgW2Jy1bUjgDmAJ8NH8+KOkcUu/oQmAt4N2kMZgHk36ziwfznpqYAXw+X7/Q7uu3kJ6FYyRNJE1k9DiwOak39eCcpg84tT5jRFwt6Tzgc6T2+23+fjtp9tw1SWuV7kZq482BHaj9YaC/z6WZ2bCi1jObm5mZrSz3+tzRQZYXSWtnTs+9Xs3K7SMtfXJxRBzZxfWeBPaPiPsblH0lDXo1s4kR0ZfTHUXq5Wz2ptCVpKCpGCM6JSJm111rNrAX8LOImNysspKOpDbT64o61KWZClxB69c3V8qfXzc+E/gsrWfrfQXYuOr3aVfpd3w8Iia0kf5eauNq50RE5RjbuudhP+Dv8mcjTwJTI+KRRifzq9bTgW/Q+o/zrwHbRcSjDepRpelzaWY2nLgH1MzMBtpy4GVgEaknaA6p93FWPwObO0m9UHuTArvxpFcvx5CWDnmANGZyRkS80qSMTwL3kXqy3gOsQ4MgMyJmSvod8FVSL+dY0njK+4GZEXFVG69dDpiI+KmkLYG/IU1isy2wHmlM49OktrmiUfCaX2P9nKR/IwWhe5F67dYhBZxPkMZF3gL8ZCCCzy5dQi0AvaDDvK+RetmPIc2guw3puZhH6i0+rarHPSKWA9+RNBM4FpgKTCS18VJSG/8f6Q8O10VEefbcgXguzcyGDfeAmpmZ2ZCTNIMUIC8BxkXEiy3ST6bW87hSD7SZmb01eRIiMzMzG1KS1gY+nr9e2yr4NDOzVZcDUDMzMxtqx5FeCQb40VBWxMzMBpfHgJqZmVlPSVqdNLPsKOBDpAmAIE3YdE+TbGZm9jbgANTMzMx6bQtq660WFgNfGIK6mJlZD/kVXDMzMxtKfyStjblHRPxmqCtjZmaDy7PgmpmZmZmZWU+4B9TMzMzMzMx6wgGomZmZmZmZ9YQDUDMzMzMzM+sJB6BmZmZmZmbWEw5AzczMzMzMrCccgJqZmZmZmVlP/D8uqnikgfPTegAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "myfigs =[]\n",
+    "for f in corrs3m.Dist1.unique():\n",
+    "    lbound = corrs3m.mylci.min()\n",
+    "    ubound = corrs3m.mycci.max()\n",
+    "    fig, ax = plt.subplots(figsize=(15,10))\n",
+    "    sns.barplot(x=\"Dist1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.Dist1==f], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.Dist1==f, 'myerr'].max())\n",
+    "    ax.set_ylim(bottom=lbound, top=ubound)\n",
+    "    ax.set_title('Pearson Correlations')\n",
+    "    ax.set_ylabel('Correlation')\n",
+    "    ax.set_xlabel('Distance Types')\n",
+    "    ax.legend(loc='upper right')\n",
+    "    #plt.savefig(pathout+'CorrsFBCatsCom_' + f + '.pdf', dpi=300, bbox_inches='tight')\n",
+    "    myfigs.append(fig)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/4-Country-Distance-Robustness-Penetration-Above.ipynb b/4-Country-Distance-Robustness-Penetration-Above.ipynb
new file mode 100644
index 0000000..22d1ba0
--- /dev/null
+++ b/4-Country-Distance-Robustness-Penetration-Above.ipynb
@@ -0,0 +1,1661 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness Analysis\n",
+    "## Robustness to Penetration above Median"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mytype = 'penetration'\n",
+    "cut = 'above'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathregs = pathfb + 'Regs/'\n",
+    "pathsamples = pathfb + '/DemographicData/'  \n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathfbor) == False:\n",
+    "    os.mkdir(pathfbor)\n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/' + mytype + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathout = pathout + cut + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Import Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n",
+      "  warn(msg)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Type of distance measure\n",
+    "m = 'Cos'\n",
+    "\n",
+    "# Import all data\n",
+    "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n",
+    "\n",
+    "# Import all distances\n",
+    "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n",
+    "\n",
+    "# Import samples\n",
+    "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n",
+    "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n",
+    "sample_repr = pd.read_stata(pathsamples + 'representative_all.dta')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>countrycode3</th>\n",
+       "      <th>pop_tot</th>\n",
+       "      <th>shareWDI_age</th>\n",
+       "      <th>shareWDI_gender</th>\n",
+       "      <th>countryname</th>\n",
+       "      <th>fbpenetration</th>\n",
+       "      <th>WVS</th>\n",
+       "      <th>shareFB_age</th>\n",
+       "      <th>shareFB_gender</th>\n",
+       "      <th>countrynameFB</th>\n",
+       "      <th>penetrationWDI_age</th>\n",
+       "      <th>penetration_tot</th>\n",
+       "      <th>diffgender</th>\n",
+       "      <th>diffage</th>\n",
+       "      <th>pctage</th>\n",
+       "      <th>pctgender</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CHN</td>\n",
+       "      <td>1.386395e+09</td>\n",
+       "      <td>0.288391</td>\n",
+       "      <td>0.514821</td>\n",
+       "      <td>China</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.657890</td>\n",
+       "      <td>0.615631</td>\n",
+       "      <td>CN</td>\n",
+       "      <td>0.002946</td>\n",
+       "      <td>0.004544</td>\n",
+       "      <td>0.100810</td>\n",
+       "      <td>0.369499</td>\n",
+       "      <td>0.052015</td>\n",
+       "      <td>0.007033</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>TCD</td>\n",
+       "      <td>1.489999e+07</td>\n",
+       "      <td>0.553384</td>\n",
+       "      <td>0.499404</td>\n",
+       "      <td>Chad</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.649067</td>\n",
+       "      <td>0.834220</td>\n",
+       "      <td>TD</td>\n",
+       "      <td>0.015872</td>\n",
+       "      <td>0.009396</td>\n",
+       "      <td>0.334817</td>\n",
+       "      <td>0.095683</td>\n",
+       "      <td>0.079544</td>\n",
+       "      <td>0.016224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>TKM</td>\n",
+       "      <td>5.758075e+06</td>\n",
+       "      <td>0.409793</td>\n",
+       "      <td>0.490754</td>\n",
+       "      <td>Turkmenistan</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.327031</td>\n",
+       "      <td>0.472757</td>\n",
+       "      <td>TM</td>\n",
+       "      <td>0.004564</td>\n",
+       "      <td>0.011462</td>\n",
+       "      <td>0.017997</td>\n",
+       "      <td>0.082761</td>\n",
+       "      <td>0.093721</td>\n",
+       "      <td>0.019765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>SSD</td>\n",
+       "      <td>1.257571e+07</td>\n",
+       "      <td>0.515470</td>\n",
+       "      <td>0.499250</td>\n",
+       "      <td>South Sudan</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.538432</td>\n",
+       "      <td>0.783775</td>\n",
+       "      <td>SS</td>\n",
+       "      <td>0.031825</td>\n",
+       "      <td>0.017494</td>\n",
+       "      <td>0.284525</td>\n",
+       "      <td>0.022962</td>\n",
+       "      <td>0.108701</td>\n",
+       "      <td>0.027796</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>CAF</td>\n",
+       "      <td>4.659080e+06</td>\n",
+       "      <td>0.529828</td>\n",
+       "      <td>0.492986</td>\n",
+       "      <td>Central African Republic</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.519295</td>\n",
+       "      <td>0.709647</td>\n",
+       "      <td>CF</td>\n",
+       "      <td>0.043283</td>\n",
+       "      <td>0.023610</td>\n",
+       "      <td>0.216661</td>\n",
+       "      <td>0.010534</td>\n",
+       "      <td>0.122169</td>\n",
+       "      <td>0.041294</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>171</th>\n",
+       "      <td>BRN</td>\n",
+       "      <td>4.286970e+05</td>\n",
+       "      <td>0.348671</td>\n",
+       "      <td>0.517849</td>\n",
+       "      <td>Brunei Darussalam</td>\n",
+       "      <td>0.81</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.434901</td>\n",
+       "      <td>0.563942</td>\n",
+       "      <td>BN</td>\n",
+       "      <td>1.139706</td>\n",
+       "      <td>1.003039</td>\n",
+       "      <td>0.046093</td>\n",
+       "      <td>0.086230</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>172</th>\n",
+       "      <td>BHR</td>\n",
+       "      <td>1.492584e+06</td>\n",
+       "      <td>0.339478</td>\n",
+       "      <td>0.660007</td>\n",
+       "      <td>Bahrain</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.460658</td>\n",
+       "      <td>0.737863</td>\n",
+       "      <td>BH</td>\n",
+       "      <td>0.920223</td>\n",
+       "      <td>1.004969</td>\n",
+       "      <td>0.077856</td>\n",
+       "      <td>0.121181</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>173</th>\n",
+       "      <td>KWT</td>\n",
+       "      <td>4.136528e+06</td>\n",
+       "      <td>0.271252</td>\n",
+       "      <td>0.589644</td>\n",
+       "      <td>Kuwait</td>\n",
+       "      <td>0.74</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.433159</td>\n",
+       "      <td>0.708900</td>\n",
+       "      <td>KW</td>\n",
+       "      <td>0.940266</td>\n",
+       "      <td>1.039519</td>\n",
+       "      <td>0.119256</td>\n",
+       "      <td>0.161907</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>174</th>\n",
+       "      <td>ARE</td>\n",
+       "      <td>9.400145e+06</td>\n",
+       "      <td>0.286527</td>\n",
+       "      <td>0.759823</td>\n",
+       "      <td>United Arab Emirates</td>\n",
+       "      <td>0.91</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.475820</td>\n",
+       "      <td>0.742728</td>\n",
+       "      <td>AE</td>\n",
+       "      <td>1.122771</td>\n",
+       "      <td>1.170195</td>\n",
+       "      <td>0.017095</td>\n",
+       "      <td>0.189293</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>QAT</td>\n",
+       "      <td>2.639211e+06</td>\n",
+       "      <td>0.369710</td>\n",
+       "      <td>0.791233</td>\n",
+       "      <td>Qatar</td>\n",
+       "      <td>0.85</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.571068</td>\n",
+       "      <td>0.762519</td>\n",
+       "      <td>QA</td>\n",
+       "      <td>1.083616</td>\n",
+       "      <td>1.250374</td>\n",
+       "      <td>0.028714</td>\n",
+       "      <td>0.201358</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>176 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    countrycode3       pop_tot  shareWDI_age  shareWDI_gender               countryname  fbpenetration  WVS  shareFB_age  shareFB_gender countrynameFB  \\\n",
+       "0            CHN  1.386395e+09      0.288391         0.514821                     China           0.00  1.0     0.657890        0.615631            CN   \n",
+       "1            TCD  1.489999e+07      0.553384         0.499404                      Chad           0.02  NaN     0.649067        0.834220            TD   \n",
+       "2            TKM  5.758075e+06      0.409793         0.490754              Turkmenistan           0.00  NaN     0.327031        0.472757            TM   \n",
+       "3            SSD  1.257571e+07      0.515470         0.499250               South Sudan           0.01  NaN     0.538432        0.783775            SS   \n",
+       "4            CAF  4.659080e+06      0.529828         0.492986  Central African Republic           0.02  NaN     0.519295        0.709647            CF   \n",
+       "..           ...           ...           ...              ...                       ...            ...  ...          ...             ...           ...   \n",
+       "171          BRN  4.286970e+05      0.348671         0.517849         Brunei Darussalam           0.81  NaN     0.434901        0.563942            BN   \n",
+       "172          BHR  1.492584e+06      0.339478         0.660007                   Bahrain           0.70  NaN     0.460658        0.737863            BH   \n",
+       "173          KWT  4.136528e+06      0.271252         0.589644                    Kuwait           0.74  NaN     0.433159        0.708900            KW   \n",
+       "174          ARE  9.400145e+06      0.286527         0.759823      United Arab Emirates           0.91  NaN     0.475820        0.742728            AE   \n",
+       "175          QAT  2.639211e+06      0.369710         0.791233                     Qatar           0.85  NaN     0.571068        0.762519            QA   \n",
+       "\n",
+       "     penetrationWDI_age  penetration_tot  diffgender   diffage    pctage  pctgender  \n",
+       "0              0.002946         0.004544    0.100810  0.369499  0.052015   0.007033  \n",
+       "1              0.015872         0.009396    0.334817  0.095683  0.079544   0.016224  \n",
+       "2              0.004564         0.011462    0.017997  0.082761  0.093721   0.019765  \n",
+       "3              0.031825         0.017494    0.284525  0.022962  0.108701   0.027796  \n",
+       "4              0.043283         0.023610    0.216661  0.010534  0.122169   0.041294  \n",
+       "..                  ...              ...         ...       ...       ...        ...  \n",
+       "171            1.139706         1.003039    0.046093  0.086230       NaN        NaN  \n",
+       "172            0.920223         1.004969    0.077856  0.121181       NaN        NaN  \n",
+       "173            0.940266         1.039519    0.119256  0.161907       NaN        NaN  \n",
+       "174            1.122771         1.170195    0.017095  0.189293       NaN        NaN  \n",
+       "175            1.083616         1.250374    0.028714  0.201358       NaN        NaN  \n",
+       "\n",
+       "[176 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sample_repr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Generate cutoffs\n",
+    "if cut=='above':\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr[mytype + '_tot']>sample_repr[mytype + '_tot'].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr[mytype + '_tot']>sample_repr.loc[sample_repr.WVS==1][mytype + '_tot'].median()).astype(int)\n",
+    "else:\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr[mytype + '_tot']<sample_repr[mytype + '_tot'].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr[mytype + '_tot']<sample_repr.loc[sample_repr.WVS==1][mytype + '_tot'].median()).astype(int)\n",
+    "mysample_all = sample_all.countrycode2.unique()\n",
+    "mysample_wvs = sample_wvs.countrycode2.unique()\n",
+    "mysample_repr = sample_repr.countrynameFB.unique()\n",
+    "mysample_repr = sample_repr.loc[sample_repr['diff' + mytype +'_median_wvs']==1].countrynameFB.unique()\n",
+    "\n",
+    "# Drop countries not in sample\n",
+    "mysample = mysample_repr\n",
+    "mypairs = mypairs.loc[np.logical_and(mypairs.ISO_CODE_1.apply(lambda x: x in mysample), mypairs.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n",
+    "df = df.loc[np.logical_and(df.ISO_CODE_1.apply(lambda x: x in mysample), df.ISO_CODE_2.apply(lambda x: x in mysample))].copy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We need to construct some stats and prepare the data for plotting\n",
+    "\n",
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'FB'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlations with Facebook Distances (Mantel Tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "#######################################\n",
+    "# Figure with all measures\n",
+    "#######################################\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Top 4 Correlations by Type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "corrs3m_copy = corrs3m.copy()\n",
+    "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n",
+    "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n",
+    "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n",
+    "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n",
+    "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "textstr = 'A'\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(y=\"Dist2\", x=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2,  ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Pearson Correlation', fontsize=36)\n",
+    "ax.set_ylabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n",
+    "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Full Sample -  Figure B5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B5-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Common Sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# List of measures by Type Common sample\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "# List by Type FB Only Common Sample\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B5-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Regression Analysis and Partial Mantel Tests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Figure-B5-C\n",
+    "## Partial Correlation (Residuals on Residuals)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Some functions required for the analyses\n",
+    "# Regressions\n",
+    "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n",
+    "             cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n",
+    "    '''\n",
+    "    Create sample dataframe based on variables\n",
+    "    First variable is dependent variable\n",
+    "    It adds dummies for FE\n",
+    "    Adds cluster variables\n",
+    "    '''\n",
+    "    if len(myvars)<2:\n",
+    "        print('A regression needs at least one dependent and one independent variable!')\n",
+    "        pass\n",
+    "    else:\n",
+    "        k = 0\n",
+    "        for v in myvars:\n",
+    "            if k==0:\n",
+    "                mydf = (df[v].isnull()==False).astype(int)\n",
+    "                k += 1\n",
+    "            else:\n",
+    "                mydf *= (df[v].isnull()==False).astype(int)\n",
+    "        mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n",
+    "        if zscores:\n",
+    "            mydf[myvars] = mydf[myvars].apply(zscore)\n",
+    "        myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n",
+    "        if FE:\n",
+    "            dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n",
+    "            dummies = dummies.T.groupby(level=0).sum().T\n",
+    "            dummy_columns = \" + \".join(dummies.columns)\n",
+    "            myeq += ' + ' + dummy_columns\n",
+    "            mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n",
+    "        clustercols = []\n",
+    "        for v in cluster_cols:\n",
+    "            mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n",
+    "            clustercols.append('cluster_'+v)\n",
+    "        return [mydf, myeq, clustercols]\n",
+    "\n",
+    "# Partial Mantel Test\n",
+    "def mymantelreg(Dist1, Dist2,  ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n",
+    "    mydist = df[codes + measures].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    myvars = [Dist1, Dist2]\n",
+    "    for y in myvars:\n",
+    "        [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        #print(results1.summary())\n",
+    "        mydist[y + '_res'] = results1.resid\n",
+    "    results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    r1 = results1.rsquared\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n",
+    "    mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    mydistor = mydistor.values\n",
+    "    np.fill_diagonal(mydistor, 0)\n",
+    "    mydistor = (mydistor + mydistor.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n",
+    "    return mymantel, r1, mymantel_semi\n",
+    "\n",
+    "# NO FE\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n",
+    "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n",
+    "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n",
+    "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B5-C.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B5-E.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Semi-Partial Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B5-D.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness -  By Type of Distance (Figure B2 - robustness)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Semi-Partial $R^2$ (Joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    myvars = ['FBDist'] + allcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    r1 = results1.rsquared\n",
+    "    myvars = ['FBDist'] + diffcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$ (Individual)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2 by measure controlling for all measures of all other types\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    for m1 in mcols:\n",
+    "        myvars = ['FBDist'] + diffcols + [m1]\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        r1 = results1.rsquared\n",
+    "        myvars = ['FBDist'] + diffcols\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/5-Country-Distance-Robustness-Penetration-Below.ipynb b/5-Country-Distance-Robustness-Penetration-Below.ipynb
new file mode 100644
index 0000000..c3089c8
--- /dev/null
+++ b/5-Country-Distance-Robustness-Penetration-Below.ipynb
@@ -0,0 +1,1663 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness Analysis\n",
+    "## Robustness to Penetration Below Median"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mytype = 'penetration'\n",
+    "cut = 'below'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathregs = pathfb + 'Regs/'\n",
+    "pathsamples = pathfb + '/DemographicData/'  \n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathfbor) == False:\n",
+    "    os.mkdir(pathfbor)\n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/' + mytype + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathout = pathout + cut + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Import Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n",
+      "  warn(msg)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Type of distance measure\n",
+    "m = 'Cos'\n",
+    "\n",
+    "# Import all data\n",
+    "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n",
+    "\n",
+    "# Import all distances\n",
+    "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n",
+    "\n",
+    "# Import samples\n",
+    "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n",
+    "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n",
+    "sample_repr = pd.read_stata(pathsamples + 'representative_all.dta')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>countrycode3</th>\n",
+       "      <th>pop_tot</th>\n",
+       "      <th>shareWDI_age</th>\n",
+       "      <th>shareWDI_gender</th>\n",
+       "      <th>countryname</th>\n",
+       "      <th>fbpenetration</th>\n",
+       "      <th>WVS</th>\n",
+       "      <th>shareFB_age</th>\n",
+       "      <th>shareFB_gender</th>\n",
+       "      <th>countrynameFB</th>\n",
+       "      <th>penetrationWDI_age</th>\n",
+       "      <th>penetration_tot</th>\n",
+       "      <th>diffgender</th>\n",
+       "      <th>diffage</th>\n",
+       "      <th>pctage</th>\n",
+       "      <th>pctgender</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CHN</td>\n",
+       "      <td>1.386395e+09</td>\n",
+       "      <td>0.288391</td>\n",
+       "      <td>0.514821</td>\n",
+       "      <td>China</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.657890</td>\n",
+       "      <td>0.615631</td>\n",
+       "      <td>CN</td>\n",
+       "      <td>0.002946</td>\n",
+       "      <td>0.004544</td>\n",
+       "      <td>0.100810</td>\n",
+       "      <td>0.369499</td>\n",
+       "      <td>0.052015</td>\n",
+       "      <td>0.007033</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>TCD</td>\n",
+       "      <td>1.489999e+07</td>\n",
+       "      <td>0.553384</td>\n",
+       "      <td>0.499404</td>\n",
+       "      <td>Chad</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.649067</td>\n",
+       "      <td>0.834220</td>\n",
+       "      <td>TD</td>\n",
+       "      <td>0.015872</td>\n",
+       "      <td>0.009396</td>\n",
+       "      <td>0.334817</td>\n",
+       "      <td>0.095683</td>\n",
+       "      <td>0.079544</td>\n",
+       "      <td>0.016224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>TKM</td>\n",
+       "      <td>5.758075e+06</td>\n",
+       "      <td>0.409793</td>\n",
+       "      <td>0.490754</td>\n",
+       "      <td>Turkmenistan</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.327031</td>\n",
+       "      <td>0.472757</td>\n",
+       "      <td>TM</td>\n",
+       "      <td>0.004564</td>\n",
+       "      <td>0.011462</td>\n",
+       "      <td>0.017997</td>\n",
+       "      <td>0.082761</td>\n",
+       "      <td>0.093721</td>\n",
+       "      <td>0.019765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>SSD</td>\n",
+       "      <td>1.257571e+07</td>\n",
+       "      <td>0.515470</td>\n",
+       "      <td>0.499250</td>\n",
+       "      <td>South Sudan</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.538432</td>\n",
+       "      <td>0.783775</td>\n",
+       "      <td>SS</td>\n",
+       "      <td>0.031825</td>\n",
+       "      <td>0.017494</td>\n",
+       "      <td>0.284525</td>\n",
+       "      <td>0.022962</td>\n",
+       "      <td>0.108701</td>\n",
+       "      <td>0.027796</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>CAF</td>\n",
+       "      <td>4.659080e+06</td>\n",
+       "      <td>0.529828</td>\n",
+       "      <td>0.492986</td>\n",
+       "      <td>Central African Republic</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.519295</td>\n",
+       "      <td>0.709647</td>\n",
+       "      <td>CF</td>\n",
+       "      <td>0.043283</td>\n",
+       "      <td>0.023610</td>\n",
+       "      <td>0.216661</td>\n",
+       "      <td>0.010534</td>\n",
+       "      <td>0.122169</td>\n",
+       "      <td>0.041294</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>171</th>\n",
+       "      <td>BRN</td>\n",
+       "      <td>4.286970e+05</td>\n",
+       "      <td>0.348671</td>\n",
+       "      <td>0.517849</td>\n",
+       "      <td>Brunei Darussalam</td>\n",
+       "      <td>0.81</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.434901</td>\n",
+       "      <td>0.563942</td>\n",
+       "      <td>BN</td>\n",
+       "      <td>1.139706</td>\n",
+       "      <td>1.003039</td>\n",
+       "      <td>0.046093</td>\n",
+       "      <td>0.086230</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>172</th>\n",
+       "      <td>BHR</td>\n",
+       "      <td>1.492584e+06</td>\n",
+       "      <td>0.339478</td>\n",
+       "      <td>0.660007</td>\n",
+       "      <td>Bahrain</td>\n",
+       "      <td>0.70</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.460658</td>\n",
+       "      <td>0.737863</td>\n",
+       "      <td>BH</td>\n",
+       "      <td>0.920223</td>\n",
+       "      <td>1.004969</td>\n",
+       "      <td>0.077856</td>\n",
+       "      <td>0.121181</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>173</th>\n",
+       "      <td>KWT</td>\n",
+       "      <td>4.136528e+06</td>\n",
+       "      <td>0.271252</td>\n",
+       "      <td>0.589644</td>\n",
+       "      <td>Kuwait</td>\n",
+       "      <td>0.74</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.433159</td>\n",
+       "      <td>0.708900</td>\n",
+       "      <td>KW</td>\n",
+       "      <td>0.940266</td>\n",
+       "      <td>1.039519</td>\n",
+       "      <td>0.119256</td>\n",
+       "      <td>0.161907</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>174</th>\n",
+       "      <td>ARE</td>\n",
+       "      <td>9.400145e+06</td>\n",
+       "      <td>0.286527</td>\n",
+       "      <td>0.759823</td>\n",
+       "      <td>United Arab Emirates</td>\n",
+       "      <td>0.91</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.475820</td>\n",
+       "      <td>0.742728</td>\n",
+       "      <td>AE</td>\n",
+       "      <td>1.122771</td>\n",
+       "      <td>1.170195</td>\n",
+       "      <td>0.017095</td>\n",
+       "      <td>0.189293</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>QAT</td>\n",
+       "      <td>2.639211e+06</td>\n",
+       "      <td>0.369710</td>\n",
+       "      <td>0.791233</td>\n",
+       "      <td>Qatar</td>\n",
+       "      <td>0.85</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.571068</td>\n",
+       "      <td>0.762519</td>\n",
+       "      <td>QA</td>\n",
+       "      <td>1.083616</td>\n",
+       "      <td>1.250374</td>\n",
+       "      <td>0.028714</td>\n",
+       "      <td>0.201358</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>176 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    countrycode3       pop_tot  shareWDI_age  shareWDI_gender               countryname  fbpenetration  WVS  shareFB_age  shareFB_gender countrynameFB  \\\n",
+       "0            CHN  1.386395e+09      0.288391         0.514821                     China           0.00  1.0     0.657890        0.615631            CN   \n",
+       "1            TCD  1.489999e+07      0.553384         0.499404                      Chad           0.02  NaN     0.649067        0.834220            TD   \n",
+       "2            TKM  5.758075e+06      0.409793         0.490754              Turkmenistan           0.00  NaN     0.327031        0.472757            TM   \n",
+       "3            SSD  1.257571e+07      0.515470         0.499250               South Sudan           0.01  NaN     0.538432        0.783775            SS   \n",
+       "4            CAF  4.659080e+06      0.529828         0.492986  Central African Republic           0.02  NaN     0.519295        0.709647            CF   \n",
+       "..           ...           ...           ...              ...                       ...            ...  ...          ...             ...           ...   \n",
+       "171          BRN  4.286970e+05      0.348671         0.517849         Brunei Darussalam           0.81  NaN     0.434901        0.563942            BN   \n",
+       "172          BHR  1.492584e+06      0.339478         0.660007                   Bahrain           0.70  NaN     0.460658        0.737863            BH   \n",
+       "173          KWT  4.136528e+06      0.271252         0.589644                    Kuwait           0.74  NaN     0.433159        0.708900            KW   \n",
+       "174          ARE  9.400145e+06      0.286527         0.759823      United Arab Emirates           0.91  NaN     0.475820        0.742728            AE   \n",
+       "175          QAT  2.639211e+06      0.369710         0.791233                     Qatar           0.85  NaN     0.571068        0.762519            QA   \n",
+       "\n",
+       "     penetrationWDI_age  penetration_tot  diffgender   diffage    pctage  pctgender  \n",
+       "0              0.002946         0.004544    0.100810  0.369499  0.052015   0.007033  \n",
+       "1              0.015872         0.009396    0.334817  0.095683  0.079544   0.016224  \n",
+       "2              0.004564         0.011462    0.017997  0.082761  0.093721   0.019765  \n",
+       "3              0.031825         0.017494    0.284525  0.022962  0.108701   0.027796  \n",
+       "4              0.043283         0.023610    0.216661  0.010534  0.122169   0.041294  \n",
+       "..                  ...              ...         ...       ...       ...        ...  \n",
+       "171            1.139706         1.003039    0.046093  0.086230       NaN        NaN  \n",
+       "172            0.920223         1.004969    0.077856  0.121181       NaN        NaN  \n",
+       "173            0.940266         1.039519    0.119256  0.161907       NaN        NaN  \n",
+       "174            1.122771         1.170195    0.017095  0.189293       NaN        NaN  \n",
+       "175            1.083616         1.250374    0.028714  0.201358       NaN        NaN  \n",
+       "\n",
+       "[176 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sample_repr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Generate cutoffs\n",
+    "if cut=='above':\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr[mytype + '_tot']>sample_repr[mytype + '_tot'].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr[mytype + '_tot']>sample_repr.loc[sample_repr.WVS==1][mytype + '_tot'].median()).astype(int)\n",
+    "else:\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr[mytype + '_tot']<sample_repr[mytype + '_tot'].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr[mytype + '_tot']<sample_repr.loc[sample_repr.WVS==1][mytype + '_tot'].median()).astype(int)\n",
+    "mysample_all = sample_all.countrycode2.unique()\n",
+    "mysample_wvs = sample_wvs.countrycode2.unique()\n",
+    "mysample_repr = sample_repr.countrynameFB.unique()\n",
+    "mysample_repr = sample_repr.loc[sample_repr['diff' + mytype +'_median_wvs']==1].countrynameFB.unique()\n",
+    "\n",
+    "# Drop countries not in sample\n",
+    "mysample = mysample_repr\n",
+    "mypairs = mypairs.loc[np.logical_and(mypairs.ISO_CODE_1.apply(lambda x: x in mysample), mypairs.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n",
+    "df = df.loc[np.logical_and(df.ISO_CODE_1.apply(lambda x: x in mysample), df.ISO_CODE_2.apply(lambda x: x in mysample))].copy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We need to construct some stats and prepare the data for plotting\n",
+    "\n",
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'FB'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlations with Facebook Distances (Mantel Tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "#######################################\n",
+    "# Figure with all measures\n",
+    "#######################################\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Top 4 Correlations by Type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "corrs3m_copy = corrs3m.copy()\n",
+    "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n",
+    "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n",
+    "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n",
+    "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n",
+    "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "textstr = 'A'\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(y=\"Dist2\", x=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2,  ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Pearson Correlation', fontsize=36)\n",
+    "ax.set_ylabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n",
+    "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Full Sample -  Figure B6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B6-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Common Sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# List of measures by Type Common sample\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "# List by Type FB Only Common Sample\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B6-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Regression Analysis and Partial Mantel Tests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Figure-B6-C\n",
+    "## Partial Correlation (Residuals on Residuals)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Some functions required for the analyses\n",
+    "# Regressions\n",
+    "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n",
+    "             cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n",
+    "    '''\n",
+    "    Create sample dataframe based on variables\n",
+    "    First variable is dependent variable\n",
+    "    It adds dummies for FE\n",
+    "    Adds cluster variables\n",
+    "    '''\n",
+    "    if len(myvars)<2:\n",
+    "        print('A regression needs at least one dependent and one independent variable!')\n",
+    "        pass\n",
+    "    else:\n",
+    "        k = 0\n",
+    "        for v in myvars:\n",
+    "            if k==0:\n",
+    "                mydf = (df[v].isnull()==False).astype(int)\n",
+    "                k += 1\n",
+    "            else:\n",
+    "                mydf *= (df[v].isnull()==False).astype(int)\n",
+    "        mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n",
+    "        if zscores:\n",
+    "            mydf[myvars] = mydf[myvars].apply(zscore)\n",
+    "        myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n",
+    "        if FE:\n",
+    "            dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n",
+    "            dummies = dummies.T.groupby(level=0).sum().T\n",
+    "            dummy_columns = \" + \".join(dummies.columns)\n",
+    "            myeq += ' + ' + dummy_columns\n",
+    "            mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n",
+    "        clustercols = []\n",
+    "        for v in cluster_cols:\n",
+    "            mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n",
+    "            clustercols.append('cluster_'+v)\n",
+    "        return [mydf, myeq, clustercols]\n",
+    "\n",
+    "# Partial Mantel Test\n",
+    "def mymantelreg(Dist1, Dist2,  ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n",
+    "    mydist = df[codes + measures].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    myvars = [Dist1, Dist2]\n",
+    "    for y in myvars:\n",
+    "        [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        #print(results1.summary())\n",
+    "        mydist[y + '_res'] = results1.resid\n",
+    "    results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    r1 = results1.rsquared\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n",
+    "    mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    mydistor = mydistor.values\n",
+    "    np.fill_diagonal(mydistor, 0)\n",
+    "    mydistor = (mydistor + mydistor.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n",
+    "    return mymantel, r1, mymantel_semi\n",
+    "\n",
+    "# NO FE\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n",
+    "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n",
+    "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n",
+    "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B6-C.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7EAAAKJCAYAAABtfa4tAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABeTklEQVR4nO3dd7gsRZn48e9LTpcgoFwMXNTfgoCgiLq6houIrgqimBdRTJgzrsoa0F3FHFdXMYAJxQQiBkARxSyIoCAY4KIiSXK4BLnv74+q4TTDzJyZOXPOuX3P9/M8/XSqqq7p02dm3qmu6shMJEmSJElqg9XmuwKSJEmSJA3LIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEnSLImI+0bEhyLitxFxTUT8PSKOiYhd5rtuktRW4ejEkiRJsyMivgo8CPgKcDqwMbA/cFdgz8z89vzVTpLaySBWkiRplkTEA4GTM/PGxrZNgDOACzNz53mrnCS1lEGsJEnSHIuILwBPyMx15rsuktQ29omVJGklEREnRkRGxH7zXZf5MBuvfyU+p1sC/5jvSkhSGxnESpJaKyLWiIj9IuK7EXFBRNwYEZdHxO8j4lsR8dqIuO9813MuRMRhNVjrnq6KiN9ExLsj4k7zVLf9IuKgiLjXfBx/XBGxfkTc3OOc/jMiLo6Ib0bE7mOU+2/AQ4EjJl9rSVr1rTHfFZAkaRwRsTnwbaA5yuv1QADbANsCjwaupAym0wZ/Ac6m1HlcNwGX1eUANgd2qtNzI2LPzPzxjGo5uv0oQdsy4DcD0k3i9U/Sjkz94H9RY/tGlPO6B7BHRLwiMz84TIERcXvgcOA84C0TrKskLRi2xEqS2urzlAD2auA/gcWZuW5mbkwJMnYHPgpcMV8VHFVmPiMzt83MI2dQzE8zc4s63QHYAHgG5TxsDHwlItadeW0nb0Kvf5LuXeeXN87pFsB6lBGHl9X974iIzaYrLCIWUX54WUQZmfiqWaizJK3yDGIlSa0TEdsCj6irz87Md2fmhZ39mXl1Zn4vM18M3GNeKrmSyMzrMvNzwMvqpi2Ax81fjVqlE8Se2tyYxU+AV9RN6wAPGVRQ/eHgm5TrcY/M/N1kqypJC4dBrCSpje7ZWD5mUMLMXN5vX0TsEBGfjohzI+L6iLgiIn4SES+IiDX75FlW+0UujYjFEfGxiPhrRCyvfXFfGRGrNdI/KSJOqmVfVfvq7tCn7NkchOjLwIq6fJ+u494uIp4ZEV+LiLMi4uqIuDYizoyI90XEln3q2zwXd4yIj0bEORFxQ+2Hu19EJOVWYoBDu/qWLusqr+frH7d+E3CvOj+1z/7TGssb9yukXktfBR5IGZH4p5OonCQtVPaJlSS13R2BP4+aKSJeAnyQqR90r6XcevvAOj0lIh6Tmdf1KWJr4IuUls2rgDUp/XDfB9wVeGlEvAN4LXAzcB3lNtJHAw+MiPtl5h9Hrfe4MvOGiPgHcHtgw67dBwKvbqxfBaxLaTW8B/D0iHh4Zp7ep/h/Ab4CbEZ5nTfV7cspfUlvRzk/V9VtHZcMWf2Z1m9kEbEG0Pmx4dd9kjUHyvpbn3JWA74A/DuwT2Z+d1J1lKSFypZYSVIbndJY/kgd5GloEbEX8GFKQHUgcIfM3IASGD2CMrjQUuD9A4p5P3AusFNmbkQJDN9Y9704Ig4EXkW55XSjzNyQ0oJ8NqXV7m2j1Hmm6u2snfN0Rdfu84F3ADsDi+rrWZvS5/jYmu/wiIg+xb8XuAD4t8xcv57LJ2bmEbUPaafl8eXNvqWZOezI0TOt3zjuQblNGHq0xNZj/WddvQw4qU857wGeBHwfWCMint6cJlhfSVowbImVJLVOZp4TEZ+lDFj0SOBvEXES8HPgV5TBjXq28kXE6pQWWIB9m4MIZeZNwPER8Sjgt8CzI+KgzLygR1ErgEdn5hU173XA/0TErsDDKEHqm5uj1mbm7yLiecCPgMdGxFqZeeP4Z2Ikz6GMVgzwi+aOzLxNsJ6ZNwOn1ID/18D2lH6fP+xR9j+B3TPzokb+P02o3pOo3zjuVefXAX/obKwttDsCB1N+8EjgFQNuW9+5znevU7fPT6KykrSQ2BIrSWqr51Fu3b0RWAvYDfgv4Cjg4oj4ZUTs06N1bimwFbCs3yi4mXkuJSBeo6bv5WOdALbL9+r8xlq/bj+hPApobeDufcqeiCiWRMQBwLvq5vMoAwwNJTNvAI6vq//WJ9lnmwHsXBqyfuPoDOq0NnB+RFwYERdSgtpTKAHspcDT6sBZ/eq3NDOj3zTB+krSgmFLrCSplWoL5qsj4p3A4ymDB+1CCQwDuC+llWuviHhqZnYGNXpgnW9Zg5J+NqrzO/fZ/9s+2y+u82WZeU2Peq+ofVPvBGwy4PjjemgdTKmXC4DH9Wr9rSM+v4TSmrmE0j+4O8jqN4DSz8ar6vBmWL9xdILY1YE79Nh/NvCwzPz7BI8pSRqCQawkqdUy82Lg43UiIu4A7Am8iRKAPonS+tm5rXdxna9F7+Ck23p9tve6xRjKIE6D9jfT9BwBuVtE/IrewfR7MvM9XdtuovTRhHKr67XAOZTWyk9m5uU9yn8q8NlGfVYAVwI31PUNgPXr1MuwAzSNZQL1G8dOdf6szDys1mND4AHAR4BtgCOAB0/wmJKkIXg7sSRplZKZF2XmJyl9ETu3uD67kaTz2XfkoNs8G9NBc1n/PjanBNzd0wY90v60MXDS4sy8e2Y+oj5Lt1cAuznwCUqAeASlNXudzNykUw5TA1z1u/315j7bZ2xC9Rv1mEuYaiW/ZcTjzLwqM48FnlY3PSgiBj4fVpI0ebbESpJWSZn5j4j4BrA/5REwHZ3Adru5r9V4MnPJLBb/KEowfCbwH43brpuGabGeLfNRv86txDfX495KZv6qto7fF3g6ZaAuSdIcsSVWkrQqu7bOm31AO/03t4mI7ee4PiujzrNOT+8VINaBsR42w2N0yh2npXQu6tftXnX+h8y8vk+ao+r8cfVZsJKkOeKbriSpdSJi64i42zRp1gMeV1d/09j1feAvdfn99ZE7/cqYjYGXVjZX1vkOfZ6z+jxg4LkewlV1vvEYeeeift06LbGnD0jz3TrfHLj/hI8vSRrAIFaS1EbbA2dHxNcj4skR0RmsiYhYPyL2BE4Ctq6bm89qvQl4KWXQo92B4yLi/p0AKSLWiIj7RMQ7KAMireq+RzkXOwAfioiNoQxiFBGvoQxidOkMj3FGne8dERsNTDk/9es2TBB7KlO3pu854eNLkgYwiJUktdFNlEefPJ4y2M/fI+K6iLgCuAY4mjKw083Af2Xm15uZM/No4DmU24wfRnkm7HX10TfXAycDr2W8lsNWycyzgQ/U1ZcAl0fEZZQRjt9Fabn+2AwP8znKuX4Q8I+IOD8ilkXEj1eS+t0iIjalcQvzgHolcGxdNYiVpDlkECtJap06Quw2wAGUvol/qrs2AK4Afk0JfHbKzLf3KePQWsYHKC2F/6Q8G/ZS4Ae17CWz8gJWMpn5KsoAWKdSHluzBuUW7FcAj6Gcm5mUfxal1fu7lNuDtwC2YipYnNf6dbl3Y3lQSyzAd+p8h4jYemBKSdLERPkhUZIkSZKklZ8tsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSa6wx3xVQb5tttlkuWbJkvqshSZIkSfPilFNO+Udmbt693SB2JbVkyRJOPvnk+a6GJEmSJM2LiDiv13ZvJ5YkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNZYY74roNmx0+P3ne8qaCV02pGfm+8qSJIkSTNiS6wkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNVobxEbEFhHxwYj4c0RcHxEXRcQ3I2K3uS43IpZERA4x7TKTukmSJEnSQrfGfFdgHBGxI3ACsGnddBWwGbAH8JiIODAz3zFP5V40YN9No9ZJkiRJkjSldS2xEbEucDQl0DwV2CEzNwI2Ad4LBHBwRDxiPsrNzC0GTKeN9molSZIkSU2tC2KB5wNbAdcAe2bmGQCZeVVmHgAcVdMdvJKUK0mSJEmakDYGsfvU+eGZeX6P/e+u850jYtuVoFxJkiRJ0oS0KoiNiEXAferqsX2S/Ry4si4/bD7LlSRJkiRNVquCWOAelL6pAGf0SpCZK4Cz6+p2c11uRPwsIq6KiOURcW5EfD4iHjRkPSRJkiRJA7QtiF3cWP77gHSdfYsHpJmtcv8VWFGXl1BuUz4pIj4QEdE3lyRJkiRpWm0LYtdvLC8fkO66Ot9gjsq9Hvgo8BBgUWZuDKxHuUX5mzXNy4HXD6pEROwfESdHxMmXXHLJkFWXJEmSpIWjbUHsbLVkzqjczLwwM1+cmSdl5jV1W2bmrzPzscBXatIDI2LjAeUckpm7ZOYum2+++UyqJEmSJEmrpLYFsdc0ltcdkG69Hunno9yO19b5+sBuI+aVJEmSJFVtC2Kb/VW3HJCus++CeS4XgMw8F+jcH3zXUfJKkiRJkqa0LYg9C8i6vH2vBBGxGrBNXT1znsu9VRF1ngNTSZIkSZL6alUQm5lXAyfX1d37JLs/sFFd/v58ltsREVsDm9XVZaPklSRJkiRNaVUQWx1e5/tERK9H3RxQ56dk5tk99k+83CEenfP2Ol8OnDBCnSRJkiRJDW0MYj8OnAcsAo6JiO0AImJRRLwL2LumO7CZKSKWRETWab9JlVudGBGvj4gdImL1mi8i4t4RcSTw1JrunZl52ZivW5IkSZIWvDXmuwKjyszlEbEX5ZbenYEzIuIqyrNbV6P0OT0wM4+bw3K3orS2vh24qeZbj1uPdPy/wFtHqZMkSZIk6dba2BJLZp4G7AB8CDgHWBu4FPgWsHtmvmOOy30N8AngNOAyYENgBXA28GngXzPzpZnpoE6SJEmSNAOta4ntyMwLgZfXaZj0y5gaIXhi5dY8XwG+Mmx6SZIkSdJ4WtkSK0mSJElamAxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWaG0QGxFbRMQHI+LPEXF9RFwUEd+MiN1WlnIj4qiIyDodNpN6SZIkSZJaGsRGxI7A74CXAXcFbgA2A/YAjo+I1813uRGxF7DXOPWQJEmSJPXWuiA2ItYFjgY2BU4FdsjMjYBNgPcCARwcEY+Yr3IjYgPgw8BVwFmj1EOSJEmS1F/rgljg+cBWwDXAnpl5BkBmXpWZBwBH1XQHz2O5/w3cGXgjcNGI9ZAkSZIk9dHGIHafOj88M8/vsf/ddb5zRGw71+VGxM7AS4HfAB8Z4fiSJEmSpGm0KoiNiEXAferqsX2S/Ry4si4/bC7LjYjVgI9TzuuLMvPmYY4vSZIkSRpOq4JY4B6UvqkAZ/RKkJkrgLPr6nZzXO5LgF2AT2fmz4Y8tiRJkiRpSG0LYhc3lv8+IF1n3+IBaSZabkTcEfgf4FLgtUMeV5IkSZI0grYFses3lpcPSHddnW8wh+V+CFgEvC4zLx3yuLcSEftHxMkRcfIll1wyThGSJEmStEprWxAb0yeZ+3IjYg9gb0q/2U+NW05mHpKZu2TmLptvvvlMqiRJkiRJq6S2BbHXNJbXHZBuvR7pZ6XciFifMgrxzZTBnHLIY0qSJEmSRtS2ILbZX3XLAek6+y6Yg3L/E7gL8GngjxGxQXMCVq/p1mhsn60WZUmSJElapbUtiD0L6LR0bt8rQX3MzTZ19cw5KHerOn8ecHWP6UF1/z6NbVshSZIkSRpZq4LYzLwaOLmu7t4n2f2Bjery9+ezXEmSJEnSZLUqiK0Or/N9IqLXI3QOqPNTMvPsHvsnWm5m7peZ0W8CfliTfqaxfdkI9ZIkSZIkVW0MYj8OnEd5nM0xEbEdQEQsioh3UUYJBjiwmSkilkRE1mm/SZUrSZIkSZo7a8x3BUaVmcsjYi/KLb07A2dExFWUZ7euRunbemBmHrcylCtJkiRJmpw2tsSSmacBOwAfAs4B1gYuBb4F7J6Z71iZypUkSZIkTUbrWmI7MvNC4OV1Gib9MmDaR9uMWu4Q5S2dRDmSJEmSpJa2xEqSJEmSFiaDWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNfoGsRGxRUTsHRGPjYhNBqR7aES8aXaqJ0mSJEnSlJ5BbES8AlgGfAU4EvhrRLy2TxlLgTfPQt0kSZIkSbqV2wSxEbEb8D4ggOOBbwOrA2+PiK9GxBpzW0VJkiRJkopeLbGvBP4JPCwz/z0z9wS2AX4M7A182UBWkiRJkjQfegWx9wOOysyfdDZk5l+A3YAvAo+jBLKrz0kNJUmSJEmqegWxGwJ/7N6Ymf8Eng58lhLIHmEgK0mSJEmaS71uC74QuH2vxJmZEfEsSn/ZfSkts2fPXvUkSZIkSZrSK4j9PfDQfhlqILtfXd0XuHoW6iVJkiRJ0m30up34O8DdI+LB/TJlZgL7UW4tXjQ7VZMkSZIk6dZ6tcR+FVgMbDooY+PW4mXAVpOvmiRJkiRJt3abIDYz/w68fpjMtUX2oAnXSZIkSZKknnrdTixJkiRJ0krJIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1Rq/RiXuKiJ2AZwPbA2sC5wBHZeY3RijjvsBjM/ONo1ZUkiRJkqShgtiIeBnwPiAamx8EPCMifgo8ITMv7pFvHWB3YE9gD+AOdZdBrCRJkiRpZNMGsRFxH0oA2+/W4wcCx0bE/TPzxohYDdgL2Ad4FLBOszggZ1ZlSZIkSdJCNUxL7EspAWwCRwMfBs4DNgeeALwE2BF4UUT8EPgycNeat9lyex1wAvDNidRckiRJkrTgDBPEPogSwH43Mx/f2P5n4OcRcTRwHLAf8CrgTo00fwOOqdP3M/OGSVRakiRJkrQwDRPEblnnh/TamZknRcS7uHU/15OAN2XmD2dYP0mSJEmSbjHMI3Y6fVrPHZDmC3WelAB2VwNYSZIkSdKkjfKc2H8O2HdOY/nDmblizPpIkiRJktTXKEFsX5nZDHDP6ZtQkiRJkqQZGCWIjemTAHD9OBWRJEmSJGk6wwzs1HFKRJwFnN6cMvPCWamZJEmSJEldhg1iA1gLuGed9rllR8SllIC2YzFw5qQqKEmSJElSxzBB7DOAewH3BnYCbte1fzNgV8rIxADHRcTVwG/qdGqdn9HVd1aSJEmSpJFMG8Rm5ueBz3fWI+IuTAW1967Ld+nKtiHw4Dp13BQRZwKnZuZzZlRrSZIkSdKCNEqfWAAy8y/AX4CjO9siYmNuHdTeG9gWWL2Rda26byfAIFaSJEmSNLKRg9heMvMK4Ad1AiAi1qb0n20GtvcE1pvEMSVJkiRJC89EgtheMvMG4OQ6ARARAfzLbB1TkiRJkrRqm7UgtpfMTODsuTymJEmSJGnVsdp8V0CSJEmSpGEZxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklpjjUE7I+Ius3HQzPzLbJQrSZIkSVq1DQxigXNn4Zg5xHElSZIkSbqN6YLJmJNaSJIkSZI0hOmC2GfNSS0kSZIkSRrCwCA2Mz8zVxWRJEmSJGk6jk4sSZIkSWoNg1hJkiRJUmsYxEqSJEmSWmPGj7qJiADuBewEbAasyzSjGmfmW2d6XEmSJEnSwjOjIDYingm8GdhqxKwGsZIkSZKkkY0dxEbE24DXMdyzZHPIdJIkSZIk9TVWn9iIuD/w+rp6POV24p3regKrA5sDjwKOpgSwPwYWZ6b9cCVJkiRJYxk3oHxhnZ8HPCYzTwdu6uzM4tLMPDYzHwe8GHgQ8N2IWGsmFZYkSZIkLVzjBrEPpLS4figz/zld4sz8P+BrwI7Ai8Y8piRJkiRpgRs3iF1c52c0tq3oLETEmj3yfI5yW/FTxjymJEmSJGmBGzeI7QSpFze2XdNY3rxHnr/V+d3HPKYkSZIkaYEbN4i9pM43bGy7CLi5Lt+jR55O6+2iMY8pSZIkSVrgxg1iO7cRb9vZkJk3Nrb3umV43zr/+5jHlCRJkiQtcOMGsSdR+rfu2rX9iLr92RHxlojYPiLuFxEfBZ5MGQzqO2PXVpIkSZK0oI0bxB5V53tERPOW4g8Cy2q5bwBOB34GPL/uvxw4eMxjSpIkSZIWuLGC2Mw8g9IK+3hgjcb26+r2n1BaZJvT74DdMvNvtylQkiRJkqQhrDF9kt4y84d9tp8HPDgitgG2r8f4Y2aeOu6xJEmSJEmCGQSx08nMs4GzZ6t8SZIkSdLCM26fWEmSJEmS5pxBrCRJkiSpNQbeThwRd+ksZ+Zfem0fR7MsSZIkSZKGNV2f2HPrPLvSntsj7bC6y5IkSZIkaSjTBZMx4nZJkiRJkmbNdEHss0bcLkmSJEnSrBkYxGbmZ0bZPpciYgvg9cAewB2BK4FfAh/IzO/PZbkRcUfgP4D7UZ6Ne3tgo5r3DOCrwCGZecO49ZIkSZIktXR04ojYEfgd8DLgrsANwGaUwPP4iHjdHJf7YOBdwBOBewAbANcBmwIPAT4EnFqDXUmSJEnSmMYKYiPiIXVad4Q863TyjXPMRjnrAkdTAsRTgR0ycyNgE+C9lP66B0fEI+aw3L8AbwEeBmyamevUvBsB+wPXUILbz474ciVJkiRJDeOOEnwisALYEThzyDx3bOSbyejEzwe2ogSGe2bm+QCZeRVwQETcDXgccDBw3FyUm5k/BX7aXWDN+4mIWAF8EnhYRNw5M/86Qr0kSZIkSdVMbiced4TimY5svE+dH94JNLu8u853johtV4JyAX7VWN5yxLySJEmSpGou+8R2jnXzuAVExCLgPnX12D7Jfk4ZUAnK7b3zVm7DAxvLy0bMK0mSJEmq5jKI3arOrxyYarB7MNWSe0avBJm5Aji7rm43X+VGxFoRsXVEvIrSpxbgK5l50ZB1kiRJkiR1GapvakTcpc+uxRFxzTTZ1wbuBvw3kPQJEoe0uLH89wHpOvsWD0gzK+VGxJ8or7cpga8Azx6yPpIkSZKkHoYdYOncHtuC0QZO6pjJCL3rN5aXD0h3XZ1vMA/lXlL3r99I92XgDZk5XcAvSZIkSRpg2NuJo2vqt33QdAPw7sz89AzqO9NBoWa93Mx8QGZukZmLgC2AN1CeM/vbiHjSwEpE7B8RJ0fEyZdccsmkqiRJkiRJq4xhW2Kf1bV+KOUW2TcCvUby7UjgeuAC4NQJtEQ2868LXN0n3Xo90s95ubX/69si4nTKM2gPi4if9hn9mMw8BDgEYJdddslhjiFJkiRJC8lQQWxmfqa5HhGH1sWjMnPY58ROQrO/6pZMDbTUrfMYmwvmuVwAMvObEXEeZXCrpzI10JMkSZIkaQTjjk78yjptNV3CCTuL0roLsH2vBBGxGrBNXR02wJ6tcps6ra/dgz5JkiRJkoY0bhD7/jqtO8G6TCszrwZOrqu790l2f2Cjuvz9+Sy3y5I6d3AnSZIkSRrTuEHs5XXea9Ti2XZ4ne8TEb0edXNAnZ+Smf1uC55ouREx8LbsiNiHqVuRTxqhTpIkSZKkhnGD2E7wuumkKjKCjwPnAYuAYyJiO4CIWBQR7wL2rukObGaKiCURkXXab1LlVj+KiNdFxHYRsXrjmHeJiDcDnRGZTwG+NfpLliRJkiTB8KMTdzsS2Bl4LPC9yVVnepm5PCL2otzSuzNwRkRcRXkm62qUvq0HZuZIz7CdYblbAgfX6aaabx1u/fzZXwGPzcwVo9RLkiRJkjRl3JbYD1FaY/ePiEdMsD5DyczTgB1qPc4B1gYupbRy7p6Z75jjcvcD3gn8DLiIqcB3GfB14GnAAzLzwnHqJUmSJEkqxmqJzcyra/D6NeBbEfEZ4AvAacDlmTnrzzitAeHL6zRM+mVATLrcmudE4MRh00uSJEmSxjNWEBsRNzdXgWfVqbN/UPbMzHFvY5YkSZIkLWDjBpPdUeq0LZySJEmSJM3UuEHsWyZaC0mSJEmShjBun1iDWEmSJEnSnBt3dGJJkiRJkuacQawkSZIkqTUMYiVJkiRJrTHjR91EeZ7OvYCdgM2AdZlmtOLMfOtMjytJkiRJWnhmFMRGxDOBNwNbjZjVIFaSJEmSNLKxg9iIeBvwOoZ7RmwOmU6SJEmSpL7G6hMbEfcHXl9Xj6fcTrxzXU9gdWBz4FHA0ZQA9sfA4sy0H64kSZIkaSzjBpQvrPPzgMdk5unATZ2dWVyamcdm5uOAFwMPAr4bEWvNpMKSJEmSpIVr3CD2gZQW1w9l5j+nS5yZ/wd8DdgReNGYx5QkSZIkLXDjBrGL6/yMxrYVnYWIWLNHns9Rbit+ypjHlCRJkiQtcOMGsZ0g9eLGtmsay5v3yPO3Or/7mMeUJEmSJC1w4waxl9T5ho1tFwE31+V79MjTab1dNOYxJUmSJEkL3LhBbOc24m07GzLzxsb2XrcM71vnfx/zmJIkSZKkBW7cIPYkSv/WXbu2H1G3Pzsi3hIR20fE/SLio8CTKYNBfWfs2kqSJEmSFrRxg9ij6nyPiGjeUvxBYFkt9w3A6cDPgOfX/ZcDB495TEmSJEnSAjdWEJuZZ1BaYR8PrNHYfl3d/hNKi2xz+h2wW2b+7TYFSpIkSZI0hDWmT9JbZv6wz/bzgAdHxDbA9vUYf8zMU8c9liRJkiRJMIMgdjqZeTZw9myVL0mSJElaeMbtEytJkiRJ0pwbuiU2ItYGngM8CtgKWJ3yuJwTgEMy89JZqaEkSZIkSdVQQWxE/AvwbWDrrl3bAg8D/jMi9s7MH0y4fpIkSZIk3WLa24lrC+w3gLty2xGHO9NGwNcj4k6zV1VJkiRJ0kI3TJ/YpwPbAAn8EtgdWASsA9yPEuACbAi8ehbqKEmSJEkSMFwQ+7g6/z3w0Mz8fmZem5k3ZubJmfl44BhKi+zjZ6mekiRJkiQNFcTuRGmF/UBm3tAnzdvr/M4RsdFEaiZJkiRJUpdhgtjN6vw3A9I09206bmUkSZIkSRpkmCB2nTq/rl+CzLy+R3pJkiRJkiZqmCBWkiRJkqSVgkGsJEmSJKk11hgh7Ysi4uJJpMvMt45wXEmSJEmSgNGC2BdOsz+HTAdgECtJkiRJGtmwQWxM8Jg5fRJJkiRJkm5rmCB211mvhSRJkiRJQ5g2iM3MH85FRSRJkiRJmo6jE0uSJEmSWsMgVpIkSZLUGhMNYiNiSUScEBHfn2S5kiRJkiTBaI/YGcb6wFIcgViSJEmSNAu8nViSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa0x6dGJLwc+i6MTS5IkSZJmwUSD2Mz8O7DfJMuUJEmSJKnD24klSZIkSa1hECtJkiRJao2BtxNHxF06y5n5l17bx9EsS5IkSZKkYU3XJ/bcOs+utOf2SDus7rIkSZIkSRrKdMFkjLhdkiRJkqRZM10Q+6wRt0uSJEmSNGsGBrGZ+ZlRtkuSJEmSNJscnViSJEmS1BoGsZIkSZKk1jCIlSRJkiS1xowedRMRawCPAR4M3BVYBKw+TbbMzN1mclxJkiRJ0sI0dhAbEUuBQ4G7NDcPyJJ1f457TEmSJEnSwjZWEBsR9wK+A6xFCUyvB/4IXAGsmFDdJEmSJEm6lXFbYg8C1gZuAF4FHJqZ10+qUpIkSZIk9TJuEPsgym3Bb8vM/5tgfSRJkiRJ6mvc0YnXqfPvTqoikiRJkiRNZ9wgdlmdrzmhekiSJEmSNK1xg9ij6vwhE6qHJEmSJEnTGjeI/SBwAXBARCyZXHUkSZIkSepvrCA2My8BHg0sB34REc+NiI0mWjNJkiRJkrqMOzoxmXl6RDwE+AXwceBjEfEP4Lrps+bdxj2uJEmSJGnhGjuIjYgnAJ8CFgFRp9sPkTXHPaYkSZIkaWEbK4iNiAcAXwJWr5vOA04HrgBWTKRmkiRJkiR1Gbcl9g2UAPZKYJ/M/PbkqiRJkiRJUm/jjk58H8ptwW82gJUkSZIkzZVxg9j16/zHk6qIJEmSJEnTGTeIPbfO15tURSRJkiRJms64QezXKaMRP3KCdZEkSZIkaaBxg9j3An8EXhERu0ywPpIkSZIk9TVWEJuZVwO7Ab8DfhQRb4uIHSNinYnWTpIkSZKkhnGfE3tzcxV4XZ2IiOmyZ2aO+2gfSZIkSdICNu7txNGYuteHmWYsIraIiA9GxJ8j4vqIuCgivhkRu811uRGxYUTsGxGfi4izIuK6iFheyzg0Iu49kzpJkiRJkopxW0TfMtFajCgidgROADatm64CNgP2AB4TEQdm5jvmsNxTgLs31q+r87vWad+IeG1mvnfUOkmSJEmSpowVxGbmvAWxEbEucDQl0DwV2Dczz4iIDYE3Aa8GDo6IX2fmcXNU7po1zyeBb2XmeRGxGrAD8AFgV+A9EfH7zPz22C9ekiRJkha4cW8nnk/PB7YCrgH2zMwzADLzqsw8ADiqpjt4DsvdNzN3zsyPZuZ5Nd+KzDwdeAzw+5ruNSPWSZIkSZLU0MYgdp86Pzwzz++x/911vnNEbDsX5WbmSf0KzczlwBF19T4j1EeSJEmS1KVVQWxELGIqEDy2T7KfA1fW5YfNZ7kNl9b56iPmkyRJkiQ1zDiIjYiNIuI5EfHJiDgmIk6IiK260mwZEdtFxF1neLh7MDW68Rm9EmTmCuDsurrdPJfb8dA6/92I+SRJkiRJDTN6XmtEvJDSR3RRZxOQwPpdSZcCnweuj4g7ZeZlYx5ycWP57wPSdfYtHpBmLsolInYGHl9XDx02nyRJkiTptsZuiY2INwD/C2wI3Aj8ekDyLwEXAmsDe497TG4dHC8fkK7ziJsN5rPcepvyFyi3Ef+aMnrxoPT7R8TJEXHyJZdcMswhJEmSJGlBGSuIrc9T7Txm54vA4sy8b7/09Vbcr1Baah8+zjE7h55B3jktNyLWAA4HtgWuAJ6amf8clCczD8nMXTJzl80333zSVZIkSZKk1hu3JfallMDvF8DTM/OKIfL8rM53HPOYUB5/07HugHTr9Ug/Z+XWZ8QeBuxBab3dMzP/OGRdJEmSJEl9jBvELqX0ff1IZuaQeZbV+R3HPCbcur/qlgPSdfZdMNflRkQA/0d5ZM+NwOMz88dD1kOSJEmSNMC4QWwnmDtzhDydvqbrjHlMgLMowTPA9r0S1FbQberqsPWbZLkfAPYH/km5hfi4IesgSZIkSZrGuEHszXW+4Qh57lDnVw5MNUBmXg2cXFd375Ps/sBGdfn7c1luRBwMvAxYATwzM48c5viSJEmSpOGMG8SeX+d3GyHPw+r83DGP2XF4ne8TEb0edXNAnZ+SmWf32D8r5UbEG4HXUVp098/Mw7vTSJIkSZJmZtwg9kTKwE7PGSZxDQr3pwR4Q7WODvBx4DzKs2mPiYjt6jEWRcS7mHqEz4FddVgSEVmn/SZVbk3zCuCtdfWlmfmpGbw+SZIkSVIf4waxh1AC0n+NiBcNShgRdwW+C2xM6Sf68TGPCUBmLgf2Ai4FdgbOiIgrKY+xeU2t1+tH7Ys6w3LfV+crgDdGxIUDpjuP+JIlSZIkSdUa42TKzFMj4iPAS4APR8S/A19tJNk5Iu4D/DvwBGBNShB4cGaeN8M6k5mnRcQOwOspj7G5IyX4/CXw/swcq7V3BuV2njO7GlN9f/tZfZy6SZIkSZLGDGKrVwAbAPsBj6lTZ4TfzzTSdQK8j2fmQTM43q1k5oXAy+s0TPpljbpMrNyaZ9pyJUmSJEkzN+7txGTmisx8NqWl9deUALHX9DvgyZn5wplXV5IkSZK0kM2kJRaA+hiZI+vgTfcFbk+5ZfYfwKmZec5MjyFJkiRJEkwgiO3IzAuAoydVniRJkiRJ3SYWxDZFxMaUZ8iuAM7LzMtm4ziSJEmSpIVlqD6xEbFWnQaOrBsR94iIY4FLKCP6ngxcHBEnRMS9Z15dSZIkSdJCNm0QGxFbAcuB64C+gzNFxL2AnwEPp/SJ7QzstBqwFPhJRDx0xjWWJEmSJC1Yw7TEPpQSjF4PHNYrQW2hPRzYsKa9ETgJOAL4U022DvCZiFhnZlWWJEmSJC1UwwaxAMdl5jV90uwNbEt5TuxfgV0y86GZ+bTM/Bfgf2q6OwNPnkmFJUmSJEkL1zBB7A6U4PTEAWme0lh+eWb+rrkzM98E/Lyu7jFKBSVJkiRJ6hgmiL19nZ8+IM1D6vxS+j9m53OUW413HK5qkiRJkiTd2jBB7OZ13vMxORFxN2AzSmvtjzJzRZ9yOkHwFiPVUJIkSZKkapggtpOm34BM920snzKgnKvrfL0hjilJkiRJ0m0ME8T+o8636bP/gY3lXw4oZ8M6v36IY0qSJEmSdBvDBLGnUfqyPrF7R0QE8Ni6ehPlObH9bF3nF4xSQUmSJEmSOoYJYo+q8z0iYr+ufa8F7kLpD3tsZl43oJwH1PnZo1RQkiRJkqSOYYLYw4Hz6vKnIuIXEXF4RJwKvK2R7v39CoiI1YC9KMHuz/ulkyRJkiRpkDWmS5CZyyPiqcCxlH6tu9QJym3GAIdk5okDinkMsJgSxH5/7NpKkiRJkha0YVpiycxfUALXr1IGZoo6LQNemZkvnKaIN9T5hbUsSZIkSZJGNm1LbEdm/gl4cr01eHPghsy8YsjsD6vzf45WPUmrou1e/vb5roJWQmd+8MD5roIkSWqBoYPYjsxcAVw0Yp5rRz2OJEmSJEndhrqdWJIkSZKklYFBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLXGGvNdAUmSJE3vSYf+YL6roJXMV56163xXQZoXtsRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklqjtUFsRGwRER+MiD9HxPURcVFEfDMidpvrciNitYjYNSL+MyK+HBHnRkTW6QUzqY8kSZIkacoa812BcUTEjsAJwKZ101XAZsAewGMi4sDMfMcclrthzSdJkiRJmkWta4mNiHWBoymB5qnADpm5EbAJ8F4ggIMj4hFzXO61wEnA+4H/AC4c8aVJkiRJkqbRuiAWeD6wFXANsGdmngGQmVdl5gHAUTXdwXNY7pXAhpn5kMx8VWZ+EbhhxONLkiRJkqbRxiB2nzo/PDPP77H/3XW+c0RsOxflZrFihGNJkiRJksbQqiA2IhYB96mrx/ZJ9nNKyyjAw+azXEmSJEnSZLUqiAXuQembCnBGrwS1RfTsurrdPJcrSZIkSZqgtgWxixvLfx+QrrNv8YA0c1GuJEmSJGmC2hbErt9YXj4g3XV1vsE8lzuSiNg/Ik6OiJMvueSS2TiEJEmSJLVa24LYmD7JSlXuSDLzkMzcJTN32Xzzzee7OpIkSZK00mlbEHtNY3ndAenW65F+PsqVJEmSJE1Q24LYZn/VLQek6+y7YJ7LlSRJkiRNUNuC2LOArMvb90oQEasB29TVM+e5XEmSJEnSBK0x3xUYRWZeHREnA/cFdge+3iPZ/YGN6vL357NcSVK7/Mt7jpzvKmgl9IcDHj/fVZAkNbStJRbg8DrfJyJ6PermgDo/JTPP7rF/rsuVJEmSJE1Iq1piq48DrwC2Ao6JiH0z88yIWAS8Edi7pjuwmSkilgDn1tVnZeZhkyi3Uf5GwJqNTZ0fCNaPiM0a26/OzBuGeJ2SJEnSSu/tR/9mvqugldCBj73XrJXduiA2M5dHxF6UW3p3Bs6IiKsoz25djdK39cDMPG6Oy/0G8NAe299Tp45nAYeNUjdJkiRJUtHG24nJzNOAHYAPAecAawOXAt8Cds/Md6xM5UqSJEmSJqN1LbEdmXkh8PI6DZN+GRCTLreRb+ko6SVJkiRJo2tlS6wkSZIkaWEyiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWqO1QWxEbBERH4yIP0fE9RFxUUR8MyJ2m69yI2KtiPjPiPhNRFwTEVdExM8iYv+IiJnUS5IkSZLU0iA2InYEfge8DLgrcAOwGbAHcHxEvG6uy42IDYGfAu8EdgICWBf4V+DjwNERscY49ZIkSZIkFa0LYiNiXeBoYFPgVGCHzNwI2AR4LyV4PDgiHjHH5X4CuA9wGbAnsAGwHrAfcD0lEH7LKHWSJEmSJN1a64JY4PnAVsA1wJ6ZeQZAZl6VmQcAR9V0B89VuRFxb+DJdfVZmXlMFjdn5meATgvuKyPi9iPWS5IkSZJUtTGI3afOD8/M83vsf3ed7xwR285Ruf9R52dn5tE98h4CXEm5vXjvEeokSZIkSWpoVRAbEYsot+wCHNsn2c8pASPAw+ao3F3r/LheGTNzOXDSKHWSJEmSJN1Wq4JY4B6UvqkAZ/RKkJkrgLPr6nazXW4ddbjTMtszb3XmiHWSJEmSJHVpWxC7uLH89wHpOvsWD0gzqXI3BNafhTpJkiRJkrq0LYhdv7G8fEC66+p8gzkod7bqJEmSJEnq0rbnlsb0Sea83GbenFElIvYH9q+r10TE2YPSa2ibAf+Y70qsDCI+P99V0G15fVbxof+a7yro1rw2q3jNfNdAPXh9AvHs+a6BevDarCb0qb5Vr41tC2KvaSyvC1zdJ916PdLPVrnX9Ng/Vp0y8xDKSMaaoIg4OTN3me96SL14fWpl5bWplZnXp1ZWXptzo223Ezf7nG45IF1n3wVzUO5VwLWzUCdJkiRJUpe2BbFnMXXL7va9EkTEasA2dfXMXmkmWW5mJvD7QXmrzqjEw9ZJkiRJktSlVUFsZl4NnFxXd++T7P7ARnX5+3NU7g8G5Y2IdYAHj1InTZS3aGtl5vWplZXXplZmXp9aWXltzoEoDYntERGvAN5P6be6TWZe0LX/a8DewCmj3I8+k3Ij4t7Ar+vqnpl5TNf+lwIfooxevCQzLx62XpIkSZKkKa1qia0+DpwHLAKOiYjtACJiUUS8ixJoAhzYzBQRSyIi67TfpMoFyMxTgS/X1cMi4tE17+oR8QzgnXXf+w1gJUmSJGl8rQtiM3M5sBdwKbAzcEZEXAlcAbyG0rf19Zl53ByX+zzgFGBT4FsRcS1lwKfPUEY8PgZ48yh10q1FxLL6I8TS+a7LbGj8yLJkvuuiVZfXmVYmEXFYvR4PGiPvfjXviZOv2ch1OXHAj+StsTKd00mIiKX19Sybw2OOfU1r7kTEQfXvdFiPfbPyfdPP38lqXRALkJmnATtQbtE9B1ibEnx+C9g9M98x1+Vm5lXAA4HXAadRgt4bgJ8Dzwcem5n/HKdeK6uIWC8iXhgR34yIv0TEdRFxbUScGxFfjYinR8S6c1CPJfXN6BWzfSy1S0SsExHPi4iv1evymoi4ISIujIgTIuK/I2LH+a7nJNQvawdFxOPmuy4ru4V0XWhhawRUJ853XdouIjau77EHzXddVjWN67R7ujoizoiIj0bEPea7nlq5tO05sbfIzAuBl9dpmPTLgJh0uV15b6TcOvzO6dK2XUTsSem4vkVj87XACmBJnZ4AvDMi9s3ME2axOksordznAR+YxeOoReo1+nFgcWPz9ZTrdHNg1zq9ISKOB/4jM9v8cPKllP+DzwBHDUh3dp3fNMv1WSktwOtiVXYl5Xr+y3xXZBWyqp3T6yiv5/wJlLUxU3fUHTQg3QX1mL5vjO4m4LK6HMBmlKd7bAc8JyKenplfmYN6/JnyuXDdhMtd0J+/k9bKlljNr3q71FGUAPZsYF9gs8zcIDM3pLzRPxE4kfJ83IfMRz21cEXEcyjX6GLKNfpsYMvMXDczbwesBdwHeCPlOdG7A3ean9rOrczctk6T+FLXKl4Xq5bMPLJey8+Y77qsKla1c5qZv6yvZ7c5PObr6zH/d66OuQr5aWZuUac7AOsAjwKWUd6fD42IzWe7Epm5W/0b/nLC5S7Yz9/Z0NqWWM2Peovdxyg/gHwbeGLtT3yLzLwS+BrwtYh4MnDnOa+oFqyI2Bn4KOUa/Qbw1My8vpkmM2+mjCj+6zpw2xvxl9FVmteFJLVLZt4EfDci9gF+AqxPucvvY/NaMa0UbInVqN5G6St8PuU2u+WDEmfml4H3wXADLIw6qEQtq/Oc3q169KfYr5F2YIf6aIxg3WPfLYN21H4x74yIs2o/4Csa6W4XEc+sfe3Oqv05ro2IMyPifRGx5TCvSzPyP5RfbM8Dnt4dqHTLzBsz842ZeUb3vohYLSL2jYjjI+KSiLgxIv4eEUdExP17ldc9WES9Hn5Rr4WrIuIHEdHvedSdMtaKiJdExEkRcVntr3leRHy6u19Q57pl6ja3Z/b4P1jSSD/d/8H6EXFARPy0Hvv6iDgnIo6OiH0iYs1BdV+Jzet10ch7t4j4eD2n10fE5RHxo4h4bkSsPk3ezrV0bf3b/CAi9qj7eg5E0rwea71fEhG/jIgr6vZ71XRrRcRjIuITEXFaRPyj1u+8iPhCRNxnQL1uOXZE3CUiPhkRf635z42I90TERv3yN8pZPSJeUY9/XX2Nx0REz8flxRCfFxFxj4j4WET8oZ63KyLitxHxoe7XNJNzsKoYdE67/s63i/KZdm59fzq/nrfFPYptljHONTztQEnRZ2CtGPC9o/4/7FfrcGlE3FT/n8+I8l77783ygXMb693vsQc19g1T30dGGTvkbzHVH//nEfGGiPCH/9v6GXBNXd6ue2eM8Jk5jH7XYmP/dlHe7y+OiOVRvu+9Jcp4C4MGjJru83fkz4fp6jrdcSNir4j4dkRcVP8HLouIsyPiixHxlH5lrhQy08lpqAm4I6XPawL/OUb+pTXvsgFp9qtpTuyxb1ndt7Sx7VeU/hMJ3Axc2DU9pZE267Skz7GXdNL02Hdi3fcaSl+JpPSXuAq4opHuPY3jJKV/0T8b6xcDO/Y5/sD6OQ11jd25cR5fOcOyFgHHN8pbUf+enfWbgZf0yHdQ3X8Y8Mm6/M8eeZ/Q57iLgd90pb2qsb4c2LvrNV9I+YDv7O/+P7jzMNcZ5cvBuY00NwGXd13Trbs+V4broubdo/59OmmvAG5srB8PrN8n7ye6jnE5U+/HL6fH+2PX9djpK925Hjt/13s16tb8O1/bVdebgH371K1z7OdS3uOS8sz1Zv4/Aot75D2s7v8f4Dt1+caav3nNP6BH3v3o83lR97+UW7//XkPp45a98s3wHJxY0+w339d7n/Pb8xyNck4bf+enN5avpXwWds7RucAmE76GO6/hoAH17nn+GfC9A/hC19/7CsqAnJ31nzfSfh24pLGv+z32gGHqS/kh7XM9jntTY73v61xVp+muU0r/2M5n3Ee69o30mdnId1Ddf9iAa31pj30P59bvC1c2rpufAQcPKHfQ5+9Ynw+D6jrdcSkNU81r8aquOlw439fGoMmWWI1iKVODYx09j/W4RWbel6ln+P41p/pSdKYjJnzINwFrUvporJelD3CzleB84B2UxzQtysyNKC3XuwDHUgaOOTwiph1kTGN5aGP5WzMs67OUD6vTgcdQPjw2AjahPC/6n8AHI+Lf+uTfC9gHeCGwYc17V+BHlLtgPhwRt+rSEaWV8xvATjXdQ4B163W2BfBeSh+hz0XE3QAy86+ZuQXlBxSAI3r8H/x1uhcbEbcDvkv5Medc4HH1NW8CbAg8GDi0vu62mffrov69vkT5+/0Q2DYzN6YExc+nfAl6OPDB7gNGxLMoASKUL0i3q3+XLYBPAe+mvLcMsjfw78CLKNfjJsAdKCPxQ/mCeCiwG2WMg/Uzc11gK8qAeWsAh0TEXQYc4z2UL3QPzsxFlFv/HkcZ4ObulEC6nxcD9wOeAmxQ8+8E/I5yzm5zXgaJiCdRnjSwOvBVYLvM3KDWaUtKIHZKV7ZJnIOF4MOUAPSBmbk+sAHl/e4KyvvH67szTOganpiIeAjwH5Qg+pWU/4mNKdfalpRg/sed9Jm5N3Dfxnr3e+x7GM77KdfezcBbgC3qcdcF/oXyQ/nfZ/TiVk0PpPzvwtR71lifmTMREZsx9T7+S+Ce9f1/A8rn/Q7AC8Yod+zPh3HVVtnX1dWDgc0zc8P6nncHytg2M/28nF3zHUU7tWei/FKelF9dY4z8S+nzi2gjzX5M/yvw0lHLren6/gJW9y/ppOmx70SmWgh2GPP8rQ2cUct56Kj1cxrqHHd+VVw+zjXaKOfhTLUq3K5Pmv+saY7p2n5Q42+5T498i5n61fYhXfueW7f/Eli7z3E/WtP8b5/jHjbNa+v3i+y76vZLgDvO999yFbwuPlW3/4nyA1h3vv2Zatm9e2N7MNU6fkifY36r8XddOuB63H8Gr71T/zf32Nd5b17erHtj/66NOjyoa99h/fbV/fdp7N+qa99+9G5RXRP4a913+ASvo0Hn4EQWTkvshcCmPfa/uu4/p2v7TK/hzms4aEC9e55/+nw/aPyffmeEc7mkU8chz/lBXdu3Z6rleez/xVVx6ned1v/lRzaunxuBOzX2z8pnJv2/b76lbr8I2LhHvic3ruNe5fb7/B3r82FQXac7bqOuv5/vv/+4ky2xGsWmdX551v+ABeg7mfm7cTJm5g2U20EA+rXeaWZuV+dX9LtGI+K/av+j7qn5C+cz6/ywzLysVznA4XW+a5++Kn9ppLlFZl5A+cCF8qttU+e4H6nXy6DjDuxXO4Z96/w9ueqNnDiv10W98+IJdfv7M7PXYxs+SbmTIyi/gHfsTPnyDOWHhl6GeazbpcCnh0jXzzfrfNB715cz80/dGzPzB8BP6+oTu/dXJ2Xmj7s3ZuYpwN/q6vZD1nU3yqjSN1NatiZlmHOwEBySmZf22H5UnW8dEes3tk/qGp6kq+r89hExV9+F96X8f5+VmYfM0THb5oGN996LKI0mnTuEVgAvyMy/NdLP9Wdm586/QzLziu6dWcaBOad7+yAz/HyYic7/wEYRsd6EypxTjk4sjeZn0yWIiG2Bl1Bua1lCuc2k+/ZhB3iaP4sot8p026ix/MA6f2VEvHCa8taj/MBzcdf2kwf82NMJEjfpbKi3Ft+vrr4vIvp9qesEzBMb/KPeVtR55vO3J1Vuy8zmdXHXRjk/6JU4M1fUwWP2oXzp77h3nV/YK0Csfk7pUzdo0K2TM3PgreD1lvIXU7pLbFPr3P0DzaD3rhMH7Psh5fzt3Gf/rwbkPZ8SlG4yIE3Tv9b5aaP+IDOBc7AQ9PtbNc/1xpT+sjC5a3iSvkdp1dsZODEiDgFOyMzZvJW3c10u1PfYYaxJ7/fhy4B/z8xbrr25/syMiLWZGlTqNj+4NfyY8p4/rJl8PszELyjndTHws4j4CHB8Zp47ofJnnUGsRtH55XWTiIgF2hp7yaCdEfFUSp+5zgdxZ9CXzi+EnT5Z6982tyag0zq2cb9rNDNfx1Q/ECLi85QPhqbOCJsbcesgpp9ev2JePSB9Z2Tc5he2znNKO8vTWXeINMNqfmn4ywTLXVnM93XR7Os3KKjqtDA0029W5xf0y5SZN0bEpUz9ENHLdO9d2wEncOtroTk401qUIHLQe9eg19bZ16/f46j/L4N0XsNI1/KEzsFC0PNvlZnXN4Z7aP6tJnUNT0xm/qn+EPW/lP7+D4ZbnnjwXUpL26kTPuxY1+UC88PMXAq3BI3bAm+gtD5+MiKWZublNe1cf2ZuwtRTXfpey4zep3kmnw9jy8zLI2JfygBnOwIfB4iIC4HjgE9n5g8ncazZ4u3EGsXv63xtyi/UC9HN/XZEeQD3Jygf3kdQBnNaJzM3yTr4A2VQB7hty6wmo3ONrgP8vxmU03lv3CszY4hp2YxqfetjAuw0zHEncMyOVf16XJmui7VHPOak/jZ937uqQylfsn9NGQBqUZZBPu5Q37ueNMP6zOU1Nu6xZvscLFQr5fnKzE8DWwOvoAwOdCnl7qkXAKdExIETPuRKeR5WVpl5Q2aeRum7eSyNQKua68/Mufj7jfr5MCOZ+W3KNb8/8GVKAL4F8Aym7lBYaRnEahQ/pPwaDfDYMfJ3bmVbZ0CaYVo3xtX5Etfv+DM99qMoLa1nUp6he0qWB3U39bpNRpPT/NXwMTMo56I6v83z6GbRpUxdo3N5XCgDtXRsNcfHngvzfV00W0EHnd879UjfWe77/M2IWIupMQtGVkfbvR/l+ntsZh6bmdd0JRvmvWvQbbad+g9sEZ6QzvU89LU8wXOg25rpNTxr3x0y86LM/GBmPo7SwnU/4EhKwPLfEbHjOOX2MfJ1qTqKFryM8r/5pIh4aN0115+Zl1HuroMB1/I0+3qZyecDTPP/EdM8ozszr8zMT2TmUzLzjpSxBz5Rdz8vImbymTmrDGI1tNqZvtOX46URseEw+RqPk7mizm9fP7B6uW+f7YN03lSm+5Wsc/w79dk/zrGbOuWenpkrunfW8/CwGR5DA2R5lMx36urLI2KDMYvq9H1+wsBUE1R/8Di5ru49KG0fw/4f9Dr2Mqa+YD16jGOv1FaC6+Icpt5/du2VoA4us7Su/rqxq3NL4xYDHhFxf2bWl/CWL0cD+pA+fIhyHjrEvl8PSDMpP6/zHSPijkPmmdQ50G3N9Bq+os57fnbXQaTuMXbtqix+RWlx/xvlO/KDGklu+Vwf8zF5nevyUWNXcoHKzD9Q7nCDMtr8JD4zR63DDZRGCrj1ddFt0L5eZvL5ABP+bpuZZ2bm/kxdr4Pe1+eVQaxG9QZK/847UZ53OuiXUSLiycCr6uofat4A9uyR9u6MFzTcMsLaNOl+W+d79Tj22pRbimbiyjrfoc8H3POAGT+nTNN6A2XAjq2Az093jfZxWJ3vEhHPGJQwIoYdbGaU4z4hInp+mA04buf/YOMxj/25On/1CF/822TerovakvD1uvryPiNBPhe4I+Vul682tv8aOK8uH9DncP85uNrT6rx33SEibt+9MyLuSXmm5nSeEhG3GdCkPpOzM6LvV8au5fC+T+lbtjrl+aPDmNQ50G3N9BrufHY/os//7SsZ8TbMAT+kk5k3UwaZoqvcqxrLG49yvOpzlP/vbSPi+WPkX+g6/8v/FhFL6/JhdT7OZ+Y4jqzz5/Vq4YyIJzDi97wZfj7A4O+2Aby213EH/Q9Uy+t8Tm9xHoVBrEaSmb+hjNyYlNvyTo2Ip9cRHYFy60JE7B0RP6D8crao5r2R0u8E4P0R8aCIWK1Oj6A8fmY5o/sj5QNno/oG0s+X6/x5EfGsGrgSEdtTWphnOuLk9yjnZQfgQxGxcS1/w4h4DfARpgbH0izJzF8DL6L8ar4X8JuIeHZE3HKLTxR3q3+XR/Yo47tMfah8OiLe0pV/k4jYKyK+AbxvgtX/FOXXz9WAYyLi5V3/W7ePiKfVUQpf3pX3jDp/UESM0+/znZQv/psBJ0XEYzsfchGxQUQsjYgvRUS/X3tXaivBdfF2ymitWwLfiohtap61I+J5wIdquk81R3CtX3D+u66+ICL+u3MXTERsXvssPRLo9ViGYf2e0vIUwBH1B0UiYs2I2Jvy3tx9a20vNwLfiYgH1vyrRcSeTH3pOj4zfzKDeg6lttC8uq4+LSK+HGXUeGq9FkfE8yLiQ41skzoHK6s1I2KzaaZZGRl4AtfwNynfDTYHPtv5kaF+1/gvyvM+r+yTt5+3R8RXI+JxXe+xd6jXxdaUz/POY/HI8kiVzqA9zxrxeGTmGUz16fxIRBzUeC2rR8T/q9teMGrZC0H9/vm9uvqGOp/JZ+Y4Pky5rfgOlPe67etx1ogysOehTLWMjmKsz4eq8932MRHx2qiPt4ry1IEvUsZn6eWFEXFsRPxH1+fYxlH6gy+tm44d4/XMjVwJHlbr1L4JeBylf1g2pqspv1Q2ty0DHtLId1fgH4391zI18uOplH4Pt3ngdc27jD4PdAY+0yjzipp2GfDERpo1KW92nXQ3UT74khJc7tXZ16P8ExniQfaUL67N138Zpb9CUkY8/B9GfAi209jX6J6UEQSbf4/llP4k13dt/zawTVf+9Sm/ujbTXdG4ZjrToV35Dur3N26kOaymOajHvttThujvlL+iXkdXdx33zV351qQ8KL2T5+LG/0Hz4fB9rzPgnsBfG2luBC7vOm6rr8/5ui4ax17eSHN5Pced9e8B6/fIF5RnvHbS/ZOp/lkrKI/0Oq/ue8Co12NN93hK/7LOMa6i3DmTteyn1+VlPfIuq/ueW6+7zufBdY3y/ggsHuV/oZHmRHq8/wL70efzou5/Vddr6q7TiRM8Bz3rON9T4/wOMy0ddE4Z8BncSNPzfWIm13DN/zJuXdfLG3+rNw24Rpb2+psBH+gq70pu+/3lwB71eEtj/zVMvce+YphrmtKqdUSP13JTY73v/8KqOjXO2W2uu650uzfO0wPqtnE/Mw+i//exvtc65QeX5mfFFY31HwMH1+WPD/v/UfeN9flQ836tke5mpj63lwOP6HVcyt2HzfNzDbf9vL/Na1iZJltiNZbMPIoSkL6Y8kXvb5RHNq1B+ef/KuXWq20y80eNfOdQ+r58kfKlcfWa922U282at+uM4gWUN46zKR8SW9Xplr5vWX6d351yS8oyyhvdtZQ3z/sAp4157Ftk5qsoo7ydSvnyswbwG8qbxWOY6oCvWZaZ36Rco/tTgo7zKH/zDSlv1D+k/Pq5fWY+OjPP7sp/bWY+HtiD0vp2PmWI/rUoweLhlGH/XzThel9M6YOyD+V/62KmnjV8FuWX50fXujfz3QTsRrll7XzK4wA6/wdDPU4tM39LGdThDZS+Rsspg0WcAxwFPI2pYf5baT6vi3rse1IGzVhGeQTPdZQvPvsDj8zMa3vky8x8NvBsyjM6O90yTgQek5n/W+sP47UCkJlHUvrsH0/58rcm5dy8h/Kcz2H+7n+i/Or/aUpQsDrldb4X2CUzBz2WYuIy832Uuh9a67Em5cvm6cAHKbehNtNP4hyoh5lew5n5IeAplB+ir6O0vP0EeHxmvnWMKr2fEhh/g9LVKSjfHf5KCTIfkplv75HvrZTbM0+veTrvsRsPc9AsI+4+hfKj+TcpjQHrU37c/znwX0wNqqMumXk8U32s31C3jfWZOYM6HEt5n/sqpQFkbeBc4M2Uz+DOo3yuGLHcsT4fqqdRrp2zKd8zb6IEtvfPzOP65Dmc0s3tCMqdKDdRztsFwNGUUfhX6tveo0bjkiSphaIMlvMnyq/2i7J03ZjL4y+jfJHfNTNPnMtja9Uw39ewNCkRcRJlcKdnZeZh81ydVZotsZIktVtnUJwf+eVfLeU1rNaLiAdQAtgVlAHmNIsMYiVJWslFxKER8cSI2LSxbeuI+CjlVjMot+1KKyWvYa0KImL/iDiwDgK4et22QZQR64+pyb6c5dFumkVD9ZOSJEnzanfKoDtExLWUX/oXNfa/LcvoydLKymtYq4K7UPqfvg24OSKupPSJ7jQM/gZ46bzUbIExiJUkaeX3GspgMPemPN5hPcrjPn4GfDQzT5jHuknD8BrWquBLlMGbHgrcCbgdZVDSMymDPX0sM8d5XKRG5MBOkiRJkqTWsE+sJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEnSKicilkVERsRh810XSZI0WY5OLEmaNxGxFPhBj10rKCM+XgmcD5xCGcX0KEd+XHVExBLg3AkUtXVmLptAOZKkFrAlVpK0MlqN8uy9rYAHUp67dzjw94h4R0SsOx+VioiDaguvQ/tLkjRPbImVJK0s/g/4aGN9fUoguwPlmXyPruuvBfaMiD0ys2crXmYumc2KamLOB+45YP+xwJaU54k+cppyJEkLhEGsJGllcXFm/q7H9mOB90bE1sCngF2B7YBjIuIBmXnVXFZSk5OZNwG9/uYARMRNdfGmPteGJGkB8nZiSVIr1FbX3YHv1k3bAW+evxpJkqT5YBArSWqNzLwZeCZwXd30/IjYtDvddKMTR8TaEfGSiDghIi6OiJsi4vKI+ENEfC8iXh8R92ik36/2g31zY1v2mJY09q8WEQ+LiPdExE8i4h/1OFdExG/q9rsMer0RcWIt98S6vmXN94eIWF7rfEJEPGmY8xcR60XEyyLiuIj4e0TcEBEXRcQpEfGhiHhQRMSA/LtGxGci4s8RcV1EXB0RZ9a8dx2mDpMQEY9tnPOnDpH+NY30Oze2L21sXxrFcyLipPr3ui4izoiIt0bEoiHrtnNEfCwizqrn57qI+FNEfDIidpom70jXpSQtVN5OLElqlcy8OCIOB55L6Tf7COCLw+aPiC2A4yl9bZs2rtP/A3YDdgKmDZAGeBO9W4o3qmXvBLwwIp6emUdOV1hEPBA4Cti8sXkdyu3Vu0bEezPzgAH5HwIcAWzRtev2ddqZMoDW1sCyrrzrAp8BegXL96jT8yPihZn56eleywR8i9JPdkvgOcCXpkn/rDr/TWb+uk+atWq5j+ravl2dnhERu2Xmn3tljojVgfcDLwG6fwi4W52eHRFvzsz/7pF/rq5LSWo9g1hJUhsdRwliAR7MCEEs8GGmAoUvAl+jDAx0E3AHSjC3B9Acgfgo4GTgRcAL67ZeAxI1BxhaA7gAOJLyeKBzgOuBO1NGXH4RsAFweETsnJm/H1DnxcA36vJ/AT8ClgP3pQTLi4FXR8R3MvP73Zkj4t+A7wFrUh5f9CXg65RgdU3gXyg/BjyuR97VgKOBh9dNxwFfoDwa53rK+XoFsC3wyYi4ODOPGfBaZiwzb46IQynnYreI2Cozz+uVNiIeQAmyofSp7ud/KOfzBMoAY+cCdwSeTTkvWwHHRcSOmXltj/yfYCpY/gXwSeDPlEdFbQe8GLg/8NaIuCwzP9KVf5zrUpIWpsx0cnJycnKalwlYSvlSnsBBI+S7WyPf93rsX1b3Hda1fR3gxrrvvdMcY9Me2w7qHHeIOi4B1hyw/07A32p5n+uT5sTG6/wLcOceaf6FEkwmcGSP/WvXvFnTPWLQawbW7dr2ypr3n8Dj+uRbt1HXc4E1JnR9dP6Oy3rs25oSkCfw5gFlfKLx2jcZcP0l8Kk+Zby9keZtPfY/vrH/pX3KWJ3ymKikBLabNPbN6Lp0cnJyWmiTfWIlSW10aWP5diPkux2l5RHgh4MSZualg/ZPJzOXZRl9t9/+vwHvrquPHdQXtXppZv61Rzl/oLQUAzykR759Ka2/UIK94wbU6dLMXN5Zj4g1gc4tyh/PzKP65FtOaVmGErzv2vdVTEiWgb46rc779Tp/EbEe8JS6emRmXj6gyIuBl/XZ9ybgj3V5/3pemg6s829n5of71PdmSmvsDcAi4ImN3XN2XUrSqsAgVpLURtc0locacKe6lNLiBbBvRMxZt5qI2DAito6I7SNih4jYgakBqjaktCz2cyXwzQH7T67z20XExl379qjzGyjP4h3F/Sj9TgG+MihhZp7J1I8LDxjxOOP6RJ0vofQX7fYkpq6PQbcSA3w5e98mTGb+E/hsXd0MuHdnX0RsCexSV6c7R5cz9Uih5jmat+tSktrIIFaS1EbNwHXo58Rm5g1M9Z99IvDnOtrvHhGxySQrCBARW0XEhyNiGSUQPYcSxPy2Toc0km82oKg/ZOaKAfsvayx3B/Wd0XhPy9GfqbtLY/kH0XtE5lsmyu3IcNvBo2bLUcAldfnZPfZ3ti1jqtW2n1+OsH/HxvJ9G8uHDnGO7lPT3nKO5vq6lKS2M4iVJLVRM+C7rG+q3l5KGWwJ4C7AqymtnJdGefTNGyNi8765hxQRjwLOpIxWu9UQWdYdsO+6Afug9A3tWL1rX+e1XDBEHbrdfow8AOuNmW8kmXkjUy2kj2+2QkfE3SiDfkHpGz3dgEgXT7P/osZy87FOkzpHc3JdStKqwNtVJElttHNj+exRMmbm1cDeEXEf4MmUwX12pnwmdh59c0BE7JNjjrIb5dm1h1MClWuA9wDHUkarvbIGX0TEw5hqIZyuT+xMjTOqbTMg3h24cMh8g/qeTtonKQHfOsB/UEYWhtIKG5QA/9Ahypnu/PT7+zTP0TOBfo/w6XarW5fn4rqUpFWFQawkqY0e0Vg+aZwCMvMU4BSAiFif0mq3DyUQ2hA4IiLulpnDBm5NT6I82xPg8Zn5vT7pRhmUalz/oIyEvOV0Cfvk7bgpM3/XN+U8ycyzIuLHwIMoz4z9aH0s0DNqku9l5l+GKOoO0+xvtrg2B1dqnqOY6Tma5etSklYJ3k4sSWqViLg98LS6eg1w/EzLzMxrM/O7mbkv8Ia6eT2mBkW6JemQRW5f55cNCGDh1n1OZ8spdX6viNhwxLynNpb/fUL1mQ2dAZ52joidgEdSAneATw9Zxv2m2d/s+/rbxvKsnaMRrktJWlAMYiVJrRERqwOfYar/6Mczc9Q+sdNpDgDUPdjS9Y26rD2gjM6dTuvUVsHbqI9/2XesGo6mM6rxWkw9BmdYP2aqpfF5ETEXLcfj+ApwRV1+NlMDOl3G1OOHpvOk+je5jXrddf5Wl9IIXDPzz0yNOPyEiLj70LUezaDrUpIWFINYSVIrRMQSSqtrp7XrTOCtI5Zx14hYOk2y5q3K53btaw6OdLcBZXSeKboepX9jdz1Wp/TlHOcW31F9HvhbXX5zRDyiX8KI2DQibhlgqo6a+666uinw1YjYaED+tSPixRGxzgTqPbT6nNov1NV9gcfW5c/X1zCMOwAf6LPvIGCbuvyJTp/mhs51uCZwZH3sTk8RsXpE7BMRd2psm+l1KUkLin1iJUkri9vXZ6d2rAdsQrk1dynwaKYG0TkT2GOMR8bchfKomLMoLXS/ogR4KygB5eOA/WravwLdA+j8tLH8/oh4GyWw7dxmvKw+U/TLwNuBtSmPXbkXJQC/sr6el1IetfIT4N9GfA0jycwbImIfSkveOsB3IuKLwNeA8yiB190pAzc9EdiB8kiajvcCuwKPqvPfR8THKK20lwHrA/+P0id1b8rf7DOz+Zr6+ATw4nr8jmFvJYZyLTwvIramDA51HrCY0qq7d02zDHhbd8bM/EpEHALsTzl/Z9T1EyijGq9LeZbtAyjneDFwT6Z+XJjpdSlJC0pMP+K8JEmzo7Y+/WCELFdQnq16UG1961fuMspjbT6TmfuNcby/Antm5mk9yj6CHq2r1daZuaymexaltbXfXU9HUAKvTp/ZXTPzxK5jnQg8FPhhZi7tV9mI2I+pEXhvqUNXmt2ALzH9rai3yV9vnf4w8FymH0X5WmDzQX+fYTX+judl5pIh0v+KqX7Gp2TmwD7HXdfDI4FX1XkvfwV2y8w/9tpZbxs/CHg90zcS3Ahsn5l/6lGPQfpel5K0kNgSK0laGa0ArgauorRInUJpBT1qhsHRSZTWsIdTgsOtKLeRrkd5LMxvKX1IP5GZ1/Yp4+nAyZQWtW2ARfQIVDPz0Ig4G3gNpbV1Y0r/0tOAQzPzy0PcQjoxmfn9iLgr8ALKwEDbARtR+nieTzk3X+oVANdbcvePiP+lBLIPpbQeLqIErX+h9BM9DvjGJALYMX2OqSD2UyPmvZHS2v88ysjG21Kui3MprdbvHtTyn5krgDdFxKHA84HdgK0p5/h6yjk+nfKjxdczszmq8SSuS0laMGyJlSRJq4SI+AQlyF4ObJmZV0yTfilTLaC3aQmXJK2cHNhJkiS1XkRsADylrn5tugBWktReBrGSJGlV8ELK7c0A/zefFZEkzS77xEqSpNaJiDUoI/6uDTyEMqgSlEGwftonmyRpFWAQK0mS2uhOTD2Pt+M64CXzUBdJ0hzydmJJktR2l1Cenfpvmfm7+a6MJGl2OTqxJEmSJKk1bImVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrj/wNIO8dIsxLpowAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B6-E.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Semi-Partial Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B6-D.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness -  By Type of Distance (Figure B2 - robustness)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Semi-Partial $R^2$ (Joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    myvars = ['FBDist'] + allcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    r1 = results1.rsquared\n",
+    "    myvars = ['FBDist'] + diffcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$ (Individual)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2 by measure controlling for all measures of all other types\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    for m1 in mcols:\n",
+    "        myvars = ['FBDist'] + diffcols + [m1]\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        r1 = results1.rsquared\n",
+    "        myvars = ['FBDist'] + diffcols\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/6-Country-Distance-Robustness-Age-Above.ipynb b/6-Country-Distance-Robustness-Age-Above.ipynb
new file mode 100644
index 0000000..2058aba
--- /dev/null
+++ b/6-Country-Distance-Robustness-Age-Above.ipynb
@@ -0,0 +1,1356 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness Analysis\n",
+    "## Robustness to Age Above Median"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mytype = 'age'\n",
+    "cut = 'above'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathregs = pathfb + 'Regs/'\n",
+    "pathsamples = pathfb + '/DemographicData/'  \n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathfbor) == False:\n",
+    "    os.mkdir(pathfbor)\n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/' + mytype + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathout = pathout + cut + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Import Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n",
+      "  warn(msg)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Type of distance measure\n",
+    "m = 'Cos'\n",
+    "\n",
+    "# Import all data\n",
+    "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n",
+    "\n",
+    "# Import all distances\n",
+    "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n",
+    "\n",
+    "# Import samples\n",
+    "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n",
+    "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n",
+    "sample_repr = pd.read_stata(pathsamples + 'representative_all.dta')\n",
+    "\n",
+    "# Generate cutoffs\n",
+    "if cut=='above':\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]>sample_repr['diff' + mytype].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]>sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n",
+    "else:\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]<sample_repr['diff' + mytype].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]<sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n",
+    "mysample_all = sample_all.countrycode2.unique()\n",
+    "mysample_wvs = sample_wvs.countrycode2.unique()\n",
+    "mysample_repr = sample_repr.countrynameFB.unique()\n",
+    "mysample_repr = sample_repr.loc[sample_repr['diff' + mytype +'_median_wvs']==1].countrynameFB.unique()\n",
+    "\n",
+    "# Drop countries not in sample\n",
+    "mysample = mysample_repr\n",
+    "mypairs = mypairs.loc[np.logical_and(mypairs.ISO_CODE_1.apply(lambda x: x in mysample), mypairs.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n",
+    "df = df.loc[np.logical_and(df.ISO_CODE_1.apply(lambda x: x in mysample), df.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We need to construct some stats and prepare the data for plotting\n",
+    "\n",
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'FB'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlations with Facebook Distances (Mantel Tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "#######################################\n",
+    "# Figure with all measures\n",
+    "#######################################\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6MAAAPBCAYAAAALWnxNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd5xU1fn48c+z9N6LoLKWiC1oEKOJRlcNsYvdqDFBUUxMrDHmq6bYov5ijDWaGAs2jDVg7641FtRoLJiIgg0QpXdkz++PmV0X2D7DLAOf9+t1X3fm3lOeO8zqPnvOPTdSSkiSJEmSVEglzR2AJEmSJGnNYzIqSZIkSSo4k1FJkiRJUsGZjEqSJEmSCs5kVJIkSZJUcCajkiRJkqSCMxmVJEmrhIgYFREpIs5qhr7Ls30PL3TfkrSmMhmVpDVItV/2l99mR8S/I+KiiFi7ueNc00VE+4j4WUTcFxEfRcT8iJgXER9GxF0R8aOIaNfccRaDiCiNiLMi4qTmjkWStCyTUUlaMy0Bpma3z4GOwBbAqcB/ImL7ZoxtjRYRewMTgKuAvYB1gApgKVAKHADcDLwfETs3U5jFpBT4PXBSPeU+At4DZq3keCRJWSajkrRmeiGl1De79SGTjP4YmAl0Be505K3wslNExwB9ySRGRwA9U0odU0qdyfzbHAiUA/2AHZojztVRSunHKaWNU0r/bO5YJGlNYTIqSSKlND+ldDNwQvZQX2Df5otozRMRg4C/kvl/84PAt1JKt6SUvqwsk1KalVK6O6W0E3AIMKd5opUkKXcmo5Kk6u4gMyUUYKvqJyKiJCKOiIjHImJaRCyOiM8i4vaI2KamxiKiRUTsFBGXRcSrETG1Wr1/1jXNtPqCMhHRNSL+X0SMz94/ObNaudYRcWJEvBARMyNiSbafNyLiLxHxnVra7xMRF1drc1ZEvBwRv4yINrXUqVpgJ3ttJ2X7mR8R0yPi/ogYUs9nXJs/AG2AT4HDUkoL6iqcUroD+HMNMbaJiFMi4qXsNS2IiPci4s8R0beW6xqeva7y7PvDI+LpiPgye3zf7PGJ2fdlEdE/Iq6KiA8iYlFE/Hu5NjtGxBkR8Uo2joUR8b+IuDwi1mnshxMR62f/bZ7I3ju7MPvv/WL2+Aoj+RExEXgq+3ZArHiv9PBqZetcwCgiOmf/3d+IiLnZ7c2IODsiutRS56xsm6Oy73+S/XeZE5n7tJ+KiKF1XPMWEXFT9nNflK33QUQ8nP3utW/o5ydJq6KWzR2AJGnVkVJaFBFfAL2BzpXHI6ITcA/w/cqiZEbl1gIOBg6MiBNTSlcu1+QmwJPV3i8CFmfr7QvsGxFnppTOryOsXsCrwPrV6lfG1RJ4FNixWlyzgB7ZaxiUff2v6g1GxLeBh4Du2UNzgNbA1tntiIj4QUrp81piagncD+xG5v7bRUA3YE9gl4jYOaX0r1rqriAi+mfrAlyeUmrQfYsppbRcO72AR4BvZQ9Vfl4bZbfhEbFHSunFOmK5HDiezB8lZvH1Hyeq2wi4E+gJzCfzGVRvYxMyn++A7KGvsrFsmG37RxGxd0rp+YZcZ9YdfP0Hksp/5y7ANtnth9nPvfpo8TQy3+Nu2euYtlybdSb81a5nQ+DxatczP7v/ZnYbHhHfTyn9r442rgVGkLn3d142rjJgh4g4OKV093Ll9yAzZbtV9tCi7DWsl912BR4GxjfkGiRpVeTIqCSpSnZ0qVf27cxqp24ik4i+SSZp6pBS6kLml/wzyCQbl0XEdss1uZhM0rI3mam/7VJKHYE+wG/J/GJ+XtQyspr1OzK/kO8OtM/eO1k5+ngYmUR0Ppn7K9unlLqRGWEcAPwCeGO5a+xG5pf87sB/gG9n2+wIHATMILOY0611xPRz4Ntkpsp2TCl1ytZ5C2gLXFZH3ZqUAZF9fW8j61Z3E5lEdAaZPxJ0yF7b1mSutRswJiJ61lJ/KzKf2e+BHiml7tk6LyxX7mJgMrBdSqlD9t/0QIDsKOGDZD7/McBgvv53X4/M4kvdgLsjomsjru11MosQbQi0zf47twP2Af5L5jtxYfUKKaWtgf2zbz+udp905XZ7fZ1GRGvg7uz1fAz8gMx3pSOZn4mPgHWBf9Y2og4MAw4HfgZ0zv7srA88Q+Z3sSuyf1ip7goy3/v7gYEppbbZel3I3Cv8d2BhffFL0iotpeTm5ubmtoZswCgyo0rltZz/RfZ8Ag7IHvt+9v2HQPda6p2WLXN/I+P5bbbeDTWcK8+eWwxsXkv9q7Jlrm5CnzOAvjWc/0G1z2DnWj6/BGxfQ92tqp0f0IiYzsvWWQhEE/9tv1et791qON8HmJ49f85y54ZXq3t+HX1MrPbZ9annWsbUdi3AA9kyp9by+Z7VyGtfn8zo7Dwyf5Cofq4s2+bEetqo/L4NX+74EdnjS2r6HgKbZb+jCThquXNnVftcD6+h7lpkRjwTsEO1472r1avxc3Zzc3NbHTZHRiVpDRcZpRFxKvDH7OFJwH3Z1z/J7kellKbX0szo7H6niGjRiO4r+1h+RLW6h1JKb9VybnZ2v1Yj+jwwu782pTRl+ZMppUf5elrvwbW08WxK6bka6r4KfJJ9u1kjYuqR3c9IKaU6S9au8rrGpZQeriG2qWQWSILar2spNdyHWoObsu3VpPL7ckkd13Jbdl/r/ZKNkVL6AHgbaA9smY82q6n8XMfU9D1MKb0N3JV9W9vn+hFf/4xUrzsZeDn7dvNqp+bw9fToxny3JamomIxK0pppx8pFXMj80vshcBGZaY+TgX1TSpX3Zn43uz85IqbUtAHjsmXa83ViBWSm/kbEydkFYj6PzAJDlX2/ni3Wr45Y67r38qHsflhE3BsR+0dEj9oKZ6dcVv7S/1Rt5fj6PtfBtZx/pY66n2b33eooszJUxtqQ69ooIjrUcP79lNIXDeirxn+T7MJEa2ff3lnH9+XybJlGLWQUEUMj4raImBCZRaNSte/SFtlidX2XmqIxn2tt35dxdSTmK3xfUmbxqqezbx+JiN9ExJaN/EOPJK3yXMBIktZMS8hM2YTMVMB5wAfAY2RGDGdUK1s5MlN5v1p9qlb4jIi1yEx/3Kja+XlkpnlWAC3ILIJTU2JUaflFZ6qklJ6OiN+Rua907+xGRIwnMxX0b2nZRWW68/UfYj+ldpWjm71qOV/XI1Uq7+NrVUeZ5VU+vqVbREQTR0crY23IdQWZz33ecudr/awbWK76KF5tn111DV4NttrCSpUqv8OViyd1J/OZ1/VdaorGfK49avn3a8r35Wgy94tuApyb3eZGxDNkRpb/kVL6qr7gJWlV5sioJK2ZXkhfL+KyVkppw5TSD1JKFy2XiMLX/68YllKKBmwTq9W9lEwi+gFwAJl7TjumlHqnlPoC2zYg1qV1nUwpnZvt43QyK8nOBjYGfgm8ExE/rqVqbYvNNId3s/s2wMAc28rluur8rBtQrvrvFV0a8F0pbUhnEbE7mUR0KZn7MDcE2qSUelR+j4GXKos38Boaq6Dfl+zU40HAfsA1ZL4jHYE9yCwC9VJEdCxkTJKUbyajkqT6VN4buGljKmWnxA7Lvj08pXRPDYlun1yDA0gpfZhSujCltBuZEbKdyKxU2hK4KiJ6Z4tO5+t78Qas2FKVyqmmDR0pzNXTZEaoIbM6bFNUxtqQ60pAQ6bjNlb1+0gb9X2px0HZ/bUppbNTShNqGH3My3epBo35XL/M4Z7fFaSUvkopjUkpHZtS2pTMyPOvyIymDiaz6rEkFS2TUUlSfSrvDzygkfV68vVo0uu1lPl+LcebLKW0NKVUDuxFZgpnB7KPgsneB1u5CM1OdTSzc3b/Wr7jq0lK6RMyj0MBOD4iOtdVvlJEVB8FrIx1x+WOV1d5Xf9NKS0/RTdnKaUP+Toh3b+uso1UmezV+D2KiAFkRktrUvnHh6aOmFZ+rs3+fUkpTUkp/YnMjAP4+vm6klSUTEYlSfUZld0PqWPKK1D1DM9Ks/l6tO+bNZRdi2XvAWy07OhrbRbz9XTS6lMsK1c+HZ6NYfk2fwB8J/v2jlzia6TfkHnMx9rA6IhoW1fhiDgYOKXaocrr2oyvR6Srl+8D/DT7dmVe16js/riI2KS2QtlVnBtyDzLArOx+he9R1vnUnmxWrrjc0L6WV/m57h4R31r+ZERsxtcr7ublc42IVnX8QQFgQXa/Kk01l6RGMxmVJNUp+5iQe7Jvr4+Is6sncRHRLSKGRcRYqj0WJKU0F3ixWr0ts+VLImIXMlNTc72/76aIuCEido2ITtViKgVuBNqS+cX92Wp1riSzYnA74OGIGJKt0yIiDgD+kS33eErpSQokpfRv4OdkEvg9gdcj4kcR0b2yTER0ya4Y/BRwO9CpWv1ngcpHulwfEQdWrr4aEVsBj5JZsXUqcNlKvJQLydwj3AF4OiJ+Uv3exohYJyKOAV4lcz9kQzyW3R8bEUdV/hEiItaNiBuBQ8ksilWT/5EZIe+S/fdtrNuBN7Ovx0TE9ysTxez3+EEyiw+9DdzahPZrshnwVkScFBEbVeuvVfYaKv8I8Uie+pOkZuFqupKkhvgxmT9g7ktm5drfRcQsMslk9Smlo5ardzKZR2J8k0xyNS/bTjsy928eBYzJIa62wCHAcCBlY2rN16u0LgWOrf64kpTSjIjYl0ziNgh4JSLmkEkoKkcj3wQOzyGuJkkpXRcRXwJ/I7MI080AETGXTJLaqVrxSXz9SJFKPyaTdG4J3AksjIgl1erNAPZLKX3JSpJSmhkRuwL3klkJdhSZ5HgmmX/3dtWLN7DZUcCRZBa8ug64Jvtv1jV7/nfALtQwbTWlNC8ibiPz2dyV/Y7MzJ4+NaV01/J1lqu/OJsAPk7mvtHHgPnZ/LDye/YRsH9KaVEDr6chNgUuyW6Lsj87Xfl6IGEccF4e+5OkgnNkVJJUr5TSvJTSfmTuw7yHzGMu2pFJ/N4HRpOZqnjccvVeIjPldQyZRKgV8DmZZGtL4I0cQ/s/4DQyieUH2XhaABOAG4DBKaWba7iel/n6l/3/ZuP6iswv+L8CtkkpfZ5jbE2SUhoDrE9mlPRBMo8NaZndJpKZNnoYMDCl9MxydaeR+bx/SeZalpD5TP5H5j7DzVJKdT23NV/X8D7wLTLfh6fI/OGhM5nP+E3gCjKJ4wr/NrW0t5jM/cWVo64V2bYeA/bOrqhcl58CFwDvkZnaOiC7NWg12uz1bAGcw9f3HJN9fS4wKKX034a01UDvkvl5+iuZ+2Rnkvn8ZgPPkZnevl1KaXZtDUhSMYg8LvomSZIkSVKDODIqSZIkSSo4k1FJkiRJUsGZjEqSJEmSCs5kVJIkSZJUcD7aJc969uyZSktLmzsMSZIkSWoWr7766hcppV71lTMZzbPS0lLGjRvX3GFIkiRJUrOIiEkNKec0XUmSJElSwZmMSpIkSZIKzmRUkiRJklRwJqOSJEmSpIIzGZUkSZIkFZzJqCRJkiSp4ExGJUmSJEkFZzIqSZIkSSo4k1FJkiRJUsGZjEqSJEmSCq5lcwcgSCkxZ84cZs+ezfz581m6dGlzhySpkVq2bEmXLl3o3r07LVv6n1ZJkqT6+BtTM0sp8fnnnzNv3jy6d+9O3759adGiBRHR3KFJaqCUEosXL+bLL7/k448/ZsCAAZSUOPFEkiSpLv621MzmzJnDvHnzGDBgAF27dqVly5YmolKRiQjatGnDWmutRcuWLZkxY0ZzhyRJkrTKMxltZrNnz6Z79+60aNGiuUORlKOIoGvXrsybN6+5Q5EkSVrlmYw2s/nz59OxY8fmDkNSnrRv354FCxY0dxiSJEmrPJPRZrZ06VJHRaXVSElJCRUVFc0dhiRJ0irPZHQV4D2i0urDn2dJkqSGMRmVJEmSJBWcyagkSZIkqeBMRiVJkiRJBWcyKkmSJEkqOJNRqYlKS0uJCMrLy5s7lJUiIogIJk6c2NyhSJIkaTXUsrkDUMP89rq5zJnf3FE0Xaf2cO6Ilfs81fnz53PjjTfy4IMP8sYbb/DFF18QEfTu3ZutttqKfffdlwMOOIB27dqt1DgmTpzIqFGj6Nq1KyeddNJK7UuSJEkqVo6MFoliTkRh5cd/3333scEGG3Dcccdx//338/HHH1NSUkKLFi2YOHEid999N0cccQQbbrghTz755EqNZeLEiZx99tlceumlK7UfSZIkqVDKysooKyvLa5smoyp6o0aNYt9992XKlCkMHDiQm2++mS+++IK5c+cye/ZsZs6cyV133UVZWRmfffYZzzzzTHOHLEmSJK3xnKarovbmm2/y05/+lIqKCvbYYw/uuuuuFabhdunShQMOOIADDjiAO+64g48//riZopUkSZJUyZFRFbUzzzyTRYsW0b9/f0aPHl3v/aAHH3wwp5xyCgDl5eVEBKWlpbWWHzVqFBHR4CkJpaWl7LTTTgBMmjSpahGgym3UqFFVZetbIGjixIlVZZZXVlZW1d7MmTP59a9/zcYbb0z79u3p2rVrVbnp06dz4403csABB7DxxhvTqVMnOnTowKabbsopp5zCZ5991qDrkiRJkvLNkVEVrU8//ZQHHngAgBNOOIEuXbo0qF5NyV2+9OrVi9mzZzNjxgxKSkro1avXMufzvXjStGnT2Gqrrfjggw9o06YNrVu3Xub8+eefz8UXX1z1vnPnzixYsIB3332Xd999l1tuuYXHH3+cQYMG5TUuSZIkqT6OjKpolZeXk1ICYJ999mnmaDJeeeUV7rnnHgDWWWcdpkyZssx2yCGH5LW/c845hyVLlvDQQw8xf/58Zs+ezbhx46rO9+/fn//7v//jtddeY86cOcyaNYtFixYxbtw4dt11V6ZNm8Zhhx1W9TlKkiRJheLIqIrWu+++C0CbNm0YOHBgM0fTPBYtWsSDDz7I5ptvXnVsww03rHp98sknr1CnRYsWbLXVVowdO5bBgwfz9ttv88wzz7DjjjsWJGZJkiQJHBlVEfvyyy8B6Nat20qdersq23333ZdJRBujTZs2DB06FIDnn38+n2FJkiRJ9XJkVCpi3/nOd+otM378eK688kqeeeYZJk6cyNy5c1eYlutCRpIkSaufykU4y8vLmzWO2piMqmj16NEDgBkzZpBSWiNHR5dfIGl5//jHP/jxj3/MkiVLACgpKaFLly60adMGgLlz5zJv3jzmzZu30mOVJEmSqnOarorWJptsAmTum3zvvfeaOZrm0aJFi1rPTZs2jWOOOYYlS5ZwyCGHMG7cOBYuXMiMGTOqFlSqvKfUBYwkSZJUaI6MqmjtuOOORAQpJe6991423njjRtVv2TLz9V+4cGGtZWbNmpVTjHVp0aIFS5curbX/XPt+6KGHmDt3LptuuimjR4+mpGTFvz1NnTo1pz4kSZKkpnJkVEVr7bXXZo899gDgiiuuYPbs2Q2qVzkK2LVrVwA+//xzFi9eXGPZV155pdFxVSZ99Y02Vvb/ySef5K3v6irbHTRoUI2JaEqJJ598Mqc+JEmSpKYyGVVRO++882jTpg2ffPIJhx12WJ2jnAB33HEHf/7znwHYaKONaNOmDSkl7rvvvhXKvv/++9x9992Njqlz585A/SOb3/zmNwEYO3bsCucWLVrEpZde2ui+q+vSpQsAb731Vo2J8d///ncmTJiQUx+SJElSU5mMqqhtueWW/OUvfyEieOCBB/jWt77FLbfcwvTp06vKzJo1i3vuuYeddtqJQw45hDlz5gDQunVrhg0bBmSex/ncc89RUVFBRUUFjz76KEOHDqVdu3aNjukb3/gGrVq1YtasWXUmswcffDCQSQpvuOEGFi1aBMDbb7/NHnvskfMKt9///veJCN566y1OOOEEZs6cCcDs2bO56KKL+PnPf161CJQkSZJUaCajKnojRozgnnvuoXfv3owfP54jjjiCHj160KlTJzp37kzXrl054IADKC8vZ8CAAey8885VdS+44AJ69OjBxx9/zPe+9z06depEhw4d2HXXXenatStnnXVWo+Pp0KEDhx56KAAHHnggXbt2pbS0lNLSUu66666qckcffTTbbLMNixYt4qijjqJjx4506dKFzTffnH//+9/ccMMNOX0uAwcO5KSTTgLgyiuvpFu3bnTv3p3u3btz2mmnscsuu/DTn/40pz4kSZKkpiq6ZDQi+kbEZRExISIWRsTUiLgvInZpYnupEduO+b6ehurUvrl6zo+VHf++++7LBx98wF/+8hf22GMP1l57bb766iu++uorSktLOfDAAxk9ejTvvfceO+ywQ1W99ddfn5deeolDDz2UXr16sXTpUtZee23OPPNMnn/++aopt43117/+ldNPP52BAweyaNEiJk2axKRJk5g7d25VmVatWvHYY4/xq1/9itLSUkpKSujQoQPDhw/n1VdfZYsttsj5c/nzn//MNddcw7e+9S3atGnDV199xZZbbsmll17KAw88ULWIkyRJklRoUUyPdIiIQcCTQOXcwtlARzJJdQLOSCld2Mg2p9RTpDPQDlgM9EspfVlX4SFDhqRx48Y1uP9333236hElklYP/lxLkqRVQVlZGQDl5eUFbSsiXk0pDamvXNGMjEZEO+BeMono68DmKaUuQDfgYiCACyLiB41pN6XUt64N+G+26P31JaKSJEmSpIYpmmQUOBYYAMwF9k4pvQ2QUpqdUjoVGJMtd0G+OoyILYHKuZI35qtdSZIkSVrTFVMyenh2Pzql9GkN5y/K7gdHxMZ56vMn2f004ME8tSlJkiRJa7yiSEYjohOwVfbtI7UUexGofLDjzrWUaUyfLYHDsm9vTSl9lWubkiRJkqSMokhGgU3I3BMK8HZNBVJKFcB72beb5qHP3YHe2ddO0ZUkSZKkPCqWZHStaq8/q6Nc5bm16ijTUMOz+zdTSv+uq2BEjIyIcRExbtq0aXnoWpIkSdKapqysrGrV2jVBsSSjHaq9XlBHufnZfcdcOouI7sBe2bej6iufUrompTQkpTSkV69euXQtSZIkSWuEYklGo/4ieXUo0Br4Cri1wH1LkiRJKgJr2khmvhVLMjq32ut2dZRrX0P5pqhcRfehlNLnObYlSZIkSVpOsSSj1e8T7VdHucpzk5vaUURsAmydfevCRZIkSZK0EhRLMjoeSNnXm9VUICJKgIHZt+/k0Nfw7H46cF8O7UiSJEmSalEUyWhKaQ4wLvt2aC3FtgG6ZF8/0ZR+sgntj7Jvb0spLW5KO5IkSZKkuhVFMpo1Ors/PCJqenTLqdn9qyml92o43xBD+Xqqr1N0JUmSJGklKaZk9G/AJKATcH9EbAoQEZ0i4o/A/tlyZ1SvFBGlEZGy2/B6+qhcuOidlNIr+QtdkiRJklRdy+YOoKFSSgsiYhiZKbiDgbcjYjaZZ4qWkLmn9IyU0qNNaT8iOgP7Zt86KipJkiRJK1ExjYySUnoD2By4HPgAaAN8CTwADE0pXZhD8weTeWxMBXBLjqFKkiRJkupQNCOjlVJKU4ATs1tDyk8EogHlrgWuzSk4aRUTkfnqf/jhh5SWljZvMJIkSVI1RZeMrqnufbWCRUuaO4qma9MK9tlq5Q7EL1y4kJtvvpmHH36Y1157jWnTprFkyRK6devGpptuynbbbcdBBx3EoEGDVmochVBeXk55eTlbbrkl++67b3OHI0mSJDVaUU3TXZMVcyIKKz/+++67j/XXX5+RI0dyzz33MHHiRJYuXUqHDh2YNm0aTz31FOeddx5bbLEFP/jBD/jiiy9WbkArWXl5OWeffTZjxoyps9zAgQMZOHAgrVq1KkxgkiRJUgOZjKroXXfddey7775MnjyZgQMHcv311/PZZ5+xYMECpk+fzuLFi3n11Vc599xz6devH4899hiffPJJc4ddEOPHj2f8+PH079+/uUORJEmSluE0XRW11157jeOOO46KigqGDRvGP/7xD9q2bbtMmRYtWjB48GAGDx7MaaedxrnnnutIoSRJktTMHBlVUfvNb37D4sWLGTBgALfccssKiejyWrduzbnnnstmm222wrmKigpuvvlmhg4dSq9evWjdujX9+vXjkEMO4aWXXqqxvbPOOouIYPjw4QDceOONbLPNNnTq1InOnTuz00478dhjj9UZ0+LFi7nyyiv53ve+R/fu3WnTpg0DBgzgqKOO4t13312m7MSJE4kIzj777Kr+ImKZbeLEiVXlazpW3bx58/jTn/7Ed7/7Xbp3707btm1Zf/312Weffbj11ltZsqTI54dLkiRpleXIqIrWxx9/zEMPPQTAiSeeSMeOHZvc1pw5c9h///15/PHHgUwS16lTJyZPnswdd9zBXXfdxWWXXcYvfvGLWts4+uijue6662jRogUdOnRg9uzZlJeX88wzz3DHHXdwwAEHrFBn8uTJ7L777rzxxhsAlJSU0KFDBz766CNuuOEGbrvtNm699Vb2339/IDPK26dPH+bOncu8efNo27YtXbp0WabNFi1aNOia33nnHfbcc8+qRLVly5Z07NiRDz/8kA8//JD77ruP7bbbzlV4JUmStFI4Mqqi9fTTT1e93nPPPXNq68c//jGPP/44gwYN4oEHHmDevHnMmjWLGTNmcP7559OyZUtOPPFEnn/++Rrrjx07lltvvZWrr76a2bNnM2vWLD744AN22GEHKioqOP744/nqq6+WqbNkyRKGDRvGG2+8wQ477MAzzzzDggULmD17NlOmTOGXv/wlCxcu5IgjjmDChAkArLPOOkyZMoVTTz0VgEMOOYQpU6Yss62zzjr1Xu/06dPZbbfdmDhxIuuttx5jxoxh3rx5zJgxg9mzZ/Pss89y5JFH0rKlf6+SJEnSyuFvmipalVNY27Ztyze+8Y0mt/P4448zZswYSktLeeqpp+jevXvVua5du3L66afTokULfv3rX3PBBRdw//33r9DGzJkzueWWWzj88MOrjq233nr84x//oLS0lMmTJ/PCCy+www47VJ2/8cYbeeWVV9h666159NFHadOmTdW5Pn368Kc//Yn58+dz9dVXc8kll3DllVc2+RqXd+GFF/Lxxx/Ts2dPnn322WUWOOrUqRPbb78922+/fd76kyRJkpbnyKiK1vTp04FMwhgRNZb5wx/+QN++fVfYTjzxxKoyN954IwDDhw9fJhGt7rDDDgPgqaeeYunSpSucX3fddavKVLfWWmvx7W9/G4C33nprmXOV/f785z9fJhGtqd/67jttrJtvvhmAU0891ZV2JUmS1CwcGdVqbc6cOUydOnWF47Nmzap6/cILLwBwySWXcPXVV9fZ3vz58/nyyy/p3bv3MseHDBlSa0JcmezNmDGj6thXX33Fyy+/DMApp5zCr3/96xrrVia+H3/8cZ1xNcbEiROZMmUKAHvssUfe2pUkSZIaw2RURatyFHPmzJmklGpMBi+88EIuvPDCqvc/+tGPuPXWW5cpM3nyZCCToFZPUmszf/78FY516tSp1vKVK/xWX5m28vmnla/rs2DBgnrLNFT15HzdddfNW7uSJElSYzhNV0Vrk002AWDhwoX873//a3I7FRUVQGYRopRSvVs+Vpet7BPgjTfeaFC/+ZLPtiRJkqSmMhlV0dpxxx2rXj/wwANNbqdPnz5A5lEnhdKjR4+qR7AUsl+Avn37Vr2eNGlSQfuWJEmSKpmMqmits8467L777gBcdtllzJ07t0ntfOc73wHg7rvvzlts9WnVqhVDhgwB4J577ml0/ZKSzI9uU0Y5S0tLqxLSBx98sNH1JUmSpHwwGVVRO++882jdujWTJk3iRz/6EQsXLmx0G8OHDwdg3Lhx3HTTTXWWrb4IUa4q+7377rt56qmnGtVv586dgcz9sk1xxBFHAHDxxRfz6aefNqkNSZIkKRcmoypqgwcP5qqrrqKkpISxY8ey5ZZbcv3111ctSgSZ0cMJEyZw0UUX8cgjj6zQxm677cb+++8PwFFHHcXvf//7ZerPmDGDsWPHMmzYME455ZS8xT5ixAi23XZbKioq2GuvvbjsssuWWczo888/57bbbqOsrIzLLrtsmbqbbbYZAM8991yT7pf99a9/Tf/+/fniiy/43ve+x7333lu1oNLcuXMpLy/nhz/8IZ988kkOVyhJkiTVztV0VfRGjBhB7969GTlyJO+99x4jRowAMqvYduzYkTlz5rBo0aKq8rvvvjunn376Mm3cdNNNVFRUMGbMGM455xzOOeccunTpQkqJ2bNnV5WrHM3Mh1atWjF27Fj2339/nn/+eU466SROPvlkunbtypIlS5aZdrzTTjstU7esrIwNNtiACRMmMHDgQHr27En79u2BTIK69tpr19l3jx49eOihh9hjjz348MMPGTZsGK1ataJDhw7LjLZWX4lYkiRJyieT0SLRphUsWlJ/uVVVm1Yrt/29996bDz74gFtuuYWHHnqI1157jWnTpjF79my6d+/OwIED2W677Tj88MPZdNNNV6jfoUMH/vnPf/LAAw9w/fXX89JLLzFt2jRKSkrYcMMN+fa3v83++++f9+dy9u7dm6effprbb7+dW2+9lVdffZXp06fTunVrNt54Y7bbbjsOOOAAvv/97y9Tr1WrVjzxxBP89re/5amnnmLKlClMmzYNyDzDtCG++c1v8vbbb3PFFVcwZswY/vvf/7Jw4ULWX399Bg0axCGHHFJvUitJkiQ1VfiYh/waMmRIGjduXIPLv/vuu1WPKJG0evDnWpKkNUNZWRkA5eXlq317jWkrIl5NKQ2pr5z3jEqSJEmSCs5kVJIkSdIaoaysrGqET83PZFSSJEmSVHAuYCRJkiRJAuCkK+bWePz9T5fWeR7g0uM7NqovR0YlSZIkSQVnMipJkiRJKjiTUUmSJElSwZmMSpIkSZIKzmRUkiRJklRwJqOSJEmSpIIzGZUkSZIkFZzJqCRJkiSp4ExGJUmSJEkFZzIqSZIkSSq4ls0dgCRJkiSpaU66Ym6t597/dGm9ZS49vmPeY2ooR0YlSZIkSQVnMiop74YPH05EcNZZZzW67qhRo4gIysrK8h5XY5WVlRERjBo1qrlDkSRJWu04TbdITJo4kaVLlzZ3GE3WokULBpSWrtQ+Fi5cyM0338zDDz/Ma6+9xrRp01iyZAndunVj0003ZbvttuOggw5i0KBBKzUOSZIkSfUzGS0SxZyIwsqP/7777uPYY49l8uTJVcfatm1Lhw4dmDZtGk899RRPPfUU5513HkOHDmX06NH07NlzpcakpunSpQsDBw5k3XXXbe5QJEmStBI5TVdF77rrrmPfffdl8uTJDBw4kOuvv57PPvuMBQsWMH36dBYvXsyrr77KueeeS79+/Xjsscf45JNPmjts1WK//fZj/Pjx3HTTTc0diiRJklYiR0ZV1F577TWOO+44KioqGDZsGP/4xz9o27btMmVatGjB4MGDGTx4MKeddhrnnnsurVq1aqaIJUmSJIEjoypyv/nNb1i8eDEDBgzglltuWSERXV7r1q0599xz2WyzzVY4V1FRwc0338zQoUPp1asXrVu3pl+/fhxyyCG89NJLdbY7YcIEjj32WNZff33atm1Lt27d2GGHHbj22mvrnaJ84403ss0229ChQwe6d+/OTjvtxP333w9AaWkpEUF5efkydc466ywiguHDh1NRUcGVV17Jt7/9bbp27UpE8O9//xuAxYsX88ADD3DMMcewxRZb0LNnT9q2bcuAAQM4/PDDefXVV2uNq3rfH330EUcffTTrrLMObdu2Zb311uPUU09l1qxZdV4bZKZoX3rppWyxxRa0b9+e7t27s9deezFu3LgayzdkAaN3332Xn/70p2y00UZ06NCBrl278s1vfpMTTjhhhWvK5TOQJEnSyuPIqIrWxx9/zEMPPQTAiSeeSMeOTX9G0pw5c9h///15/PHHAYgIOnXqxOTJk7njjju46667uOyyy/jFL36xQt3777+fgw46iIULFwKZex7nzZvHs88+y7PPPsvtt9/OmDFj6NChwwp1jznmGK699loASkpKaN26NU8//TTl5eVceuml9cadUmL//fdn7NixtGjRgk6dOi1z/tFHH2Xvvfeuet++fXsigo8++ojRo0dzxx13cP3113PEEUfU2sf777/PwQcfzLRp0+jYsSMRwcSJE7n44osZO3YszzzzDGuttVaNdb/66iv22msvHn74YVq1akWbNm2YMWMGDzzwAE888QRPPvkk3/nOd+q9zuquuOIKTj755Kokv0OHDixevJi33nqLt956izfffHOZ5D0fn4EkSZLyz5FRFa2nn3666vWee+6ZU1s//vGPefzxxxk0aBAPPPAA8+bNY9asWcyYMYPzzz+fli1bcuKJJ/L8888vU2/ChAn88Ic/ZOHChey4446MHz+emTNnMmfOHP72t7/Rpk0bHn/8cU488cQV+rzhhhuqEtHTTz+d6dOnM2PGDKZMmcKIESP41a9+xbRp0+qM+5577uHhhx/mqquuYvbs2cyYMYOpU6ey/vrrA9CxY0eOPPJInnjiCb744gvmzZvHggULmDRpEieddBJfffUVI0eO5KOPPqq1j1NPPZUuXbrw7LPPMmfOHObNm8eYMWPo2bMn77//Pj/5yU9qrfuXv/yFl19+mdtvv525c+cyZ84c3njjDTbffHMWLlxY4+dSlzvvvJMTTjiBpUuXcuCBB/LOO+8wd+5c5s2bx2effcYtt9zCVltttUydfHwGkiRJyj+TURWtd999F8ismvuNb3yjye08/vjjjBkzhtLSUp566in22GMP2rVrB0DXrl05/fTTOffcc6moqOCCCy5Ypu7555/PvHnz2GCDDXjwwQcZOHAgAG3atGHkyJFcfvnlAFx//fW8//77VfVSSpxzzjlAZnT0/PPPp0uXLgD07t2ba6+9lqFDhzJ//vw6Y587dy6XX345P/vZz2jfvn1V/c6dOwOZ52Ref/317LzzzvTo0aOq3rrrrssll1zCUUcdxcKFC7nhhhtq7WPRokU89NBDbL/99kBmBHfYsGHccccdADz22GM899xzNdadOXMmY8eO5eCDD6Z169YADBo0qOq5na+88gqTJk2q8xorLVmyhFNOOQWAQw89lDvvvJNNNtkEyIxkr7XWWhx++OFcfPHFy9TLx2cgSZKk/DMZVdGaPn06QNV9kjX5wx/+QN++fVfYqo/I3XjjjQAMHz6c7t2719jOYYcdBsBTTz1VNT00pcTdd98NwMknn1yVDFZ39NFH079/f1JK3HXXXVXHX3vtNSZOnAjAaaedVmOfv/71r2u99ko9evTgqKOOqrdcbSqnry4/4lvdwQcfzIYbbrjC8Z122onvfve7AMtcW3Xf+973qpLY6rbaaivWXnttAN5+++0GxfrEE0/wySef0KJFCy666KIG1WmIhnwGkiRJyr+iu2c0IvoCpwN7Af2BWcDLwKUppSdybHt94HhgN2AdYCnwGfAv4MaU0tN1VNcqaM6cOUydOnWF49UX3nnhhRcAuOSSS7j66qvrbG/+/Pl8+eWX9O7dmw8++KCqnZ122qnG8iUlJZSVlXHrrbfy2muvVR1//fXXAejbt2+NiR7AtttuS6tWrViyZEmt8QwZMoSWLev+MZ4+fTp/+ctfeOihh3jvvfeYNWvWCosqffbZZ7XWr2shoR133JEXXnhhmWurbuutt661bv/+/fnkk0+YMWNGnfFXevHFFwHYYost6N+/f4PqVMr1M5AkSVL+FVUyGhGDgCeByrl2s4GeZBLTPSPijJTShU1s+yjgSqBd9tA8oBWwcXarAExGVyGVo5gzZ84kpVTj6OiFF17IhRd+/ZX40Y9+xK233rpMmcmTJwOZBLUhq8NWTp2tfj9nXclR5Qhg9fJffPEFQK0L/0Bm5d8ePXowZcqUWsv06tWrzljfeecddt5552US8k6dOtGuXTsigsWLFzNjxgzmzZtXaxt1XVvludrubV1+QaXqKlc+rivZrq7yGtZdd90Gla+Uj89AkiRJ+Vc003Qjoh1wL5lE9HVg85RSF6AbcDEQwAUR8YMmtP1D4FoyieiVwAYppY4ppfZAX+AI4IW8XIjypvJ+wYULF/K///2vye1UVFQAMHbsWFJK9W6lpaUrtLFo0aJG9ZlSanK81bVo0aLO80ceeSRTp05l8ODBPPzww8yZM4fZs2czdepUpkyZwp133plTPPm6jpXZ18r+DCRJktQ0xTQyeiwwAJgL7J1S+hQgpTQbODUiNgD2BS4AHm1ooxHRG7iKTDJ7RkppmRVqUkpTgVvycQHKrx133LHq9QMPPMBGG23UpHb69OnDRx99xDvvvMM+++zT4HrVRyUnTZpE7969ayz3ySefrFC+8nXlqGxNFi9ezJdfftngeJb30Ucf8fLLL9OiRQvuvffeGkc4a5rCvLy6pq9Wxl/fCG0+9O3bF6DBCx5B/j4DSZKkfDnpirm1nnv/06X1lrn0+KY/znBVUzQjo8Dh2f3oykR0OZUrmgyOiI0b0e7PyIyuvgf8vxziU4Gts8467L777gBcdtllzJ1b+w9tXSqfc1m5GFFDrb/++nTt2hXILGxUk4qKiqpnXg4ePLjq+Le+9S0ApkyZwoQJE2qs+9JLLzV4CmtNqifBtU21rXyual2qP0KntnPVr21l2XbbbQF48803+fTTmv4TsKJ8fQaSJEnKv6JIRiOiE1D58MBHain2IpnFjAB2bkTzlUnuTSmliiaEp2Z03nnn0bp1ayZNmsSPfvQjFi5c2Og2hg8fDsC4ceO46aab6ixbfbGdiGD//fcHMslwTY9hufbaa/n000+JCA488MCq44MHD2bAgAEA/OlPf6qxrz/+8Y+Nuo7lVT4qZurUqXz++ecrnP/Pf/7D6NGj623n9ttv54MPPljh+DPPPFO1Au1BBx2UU6wNscsuu9C/f3+WLl3Kr371qwbVyddnIEmS1lwnXTG31u39T5fy/qdL6yyj2hVFMgpsQmYaLUCNz4HIJpLvZd9u2pBGI6IHUPmAyuciYueIeCQiZkTE/Ih4JyIujIieuQSvlWfw4MFcddVVlJSUMHbsWLbcckuuv/76Zaa/ppSYMGECF110EY88suLfMnbbbbeqpPKoo47i97///TL1Z8yYwdixYxk2bFjVcy4rnXHGGXTo0IHPPvuMPffck/fey3wFFy1axN///ndOOOEEAEaMGLHMqrkRwW9/+1sA/vrXv/Lb3/6W2bNnA5nFgEaOHMkjjzxS4+NiGmqTTTZh7bXXJqXEIYccUvWc0yVLlnDPPfcwdOhQOnasf5pH69at2X333atWHa6oqOC+++6rSq6HDh3Kdttt1+Q4G6pVq1ZVzxC97bbbOPjggxk/fnzV+cmTJy/zmUP+PgNJkiTlX7Eko9WXHK3r+QuV52pfonRZ36j2+gfA49l95aowmwC/Bv4dEZs0sE0V2IgRIxgzZgx9+/blvffeY8SIEfTr14927drRq1cv2rVrx4Ybbshpp53GF198we67787pp5++TBs33XQT++67L0uXLuWcc86hX79+dO3alS5dutC9e3f23Xdf7r333hX63mCDDbjtttto27Yt5eXlbLzxxnTr1o1OnToxcuRIFi1axC677MKll166Qt2jjjqKI488EsiM8Hbv3p3u3bvTp08frr32Wv785z/Ts2fm7yBt2rRp9OdSUlLC5ZdfTklJCeXl5XzjG9+gc+fOdOzYkQMOOIA2bdrUGNfy/vSnPzFjxgy22247OnXqRMeOHdlnn32YNm0aG264YdVzWgvhkEMO4eKLL6akpIQ777yTTTbZhE6dOtG+fXv69evHyJEjefPNN6vK5+szkCRJUv4VSzLaodrrBXWUq5wn2dChjq7VXp9BZtR1m5RS52wbewCfk3me6d0RUeOCTxExMiLGRcS42h5xkav6Vk1d1a3s+Pfee28++OADrrnmGvbbbz8GDBhASUkJs2fPplu3buy4446cccYZvP322zz44IMMHDhwmfodOnTgn//8J/fffz/7778//fv3Z8GCBSxevJgNN9yQww47jLvuuourrrqqxr7/85//cMwxx1BaWsr8+fNp374922+/Pddccw2PPPIIHTp0WKFeRHD99ddz/fXXs/XWW9OmTRtSSpSVlfHAAw/wi1/8omq0tPLe1Mbab7/9ePLJJxk6dCidOnViyZIlDBgwgFNPPZXXX3+96rEzddlwww0ZN24cRx11FF26dGHp0qWUlpbyy1/+knHjxtX5eJqV4ZRTTuH111/nyCOPpLS0lCVLltC2bVsGDRrEiSeeyCWXXLJM+Xx8BpIkScq/KIbHGUTE4Xy9om2rlNJXtZS7FTgMeDSltGsD2t0DeCD79itgk5TS+8uV2RO4P/v24JTSnXW1OWTIkDRu3Lj6uq7y7rvvVj2iRKpuwoQJbLjhhrRu3Zo5c+bQunXrgvZfWlrKpEmTeOqppygrKyto38XOn2tJklZNlb/TVC4w2RB13fd51+WZxTQPPOGhWsssv/ptsbbXmLYi4tWU0pBaC2YVy8ho9U+kXR3lKm+wa+idwtXLPbB8IgqQUnoA+G/27fcb2K6Us8oFjHbYYYeCJ6KSJEnSylYsyWj1+0T71VGu8lztD2+svd33ai319bl1Gtiu1CBHHnkkd9111zLPE/3www857rjjuOaaawD45S9/2VzhSZIkSStNjfdAroLGA4nMirqbUUPiGBElQOWNgO80sN0PyNyD2i7bfn1W/TnNKiqPPfYYo0aNAjL3rZaUlDBnzpyq82eeeSa77bZbM0UnSZIkrTxFMTKaUpoDVN6IObSWYtsAXbKvn2hguxVAefbtxnUUrUxyJzWkXamhLrroIg455BA22mgjWrZsycKFC+nXrx8HHHAATzzxBOedd15zhyhJkiStFMUyMgowGtgaODwizkkpLT8V99Ts/tWUUl1Tbpd3M7A7sGdEbFjLAkYbZd8+2IS4pVodeuihHHrooc0dRo0mTpzY3CFIkiRpNVYUI6NZfyMzMtkJuD8iNgWIiE4R8Udg/2y5M6pXiojSiEjZbXgN7d4OvEomMf9nRGydrVcSEbsB12XLvczXK+9KkiRJWsnKyspc1X81VjQjoymlBRExjMwU3MHA2xExm8zzQEvI3M95Rkrp0Ua2WxER+wJPA5sDL0fEHKAFX6/O+x5wYCqG5+BIkiRJUhEoppFRUkpvkEkYLyez+FAb4EsyI5ZDU0oXNrHdT4AtgLOBt8gkogl4HTgTGJJS+jjnC5AkSZIkAUU0MloppTQFODG7NaT8RDKr8NZXbi5wVnaTJEmSJK1ERTUyKkmSJElaPZiMSpIkSZIKzmRUkiRJklRwJqOSJEmSpIIzGZUkSZIkFZzJqCRJkiSp4Iru0S6SJEmSVJuTrphb67n3P11ab5lLj++Y95hUM0dGtUYZNWoUEUFZWVlzh5IX5eXlRASlpaUF63P48OFEBGeddVbB+pQkSdLqx5HRIrHwqdGweEFzh9F0rdvRdqfD8t7s8OHDufHGG9lxxx0pLy/Pe/trkpkzZ3LppZcCmGhKkiRppTMZLRbFnIjCKhN/ly5dGDhwIOuuu25zh5IX7du3Z+DAgfTv3z/ntmbOnMnZZ58N1J2MrrXWWgwcOJCePXvm3KckSZLWXCajWqPst99+7Lfffs0dRt58+9vfZvz48QXt84ILLuCCCy4oaJ+SJEla/XjPqCRJkiSp4ExGtUapawGj0tJSIoLy8nKmT5/OKaecwnrrrUebNm3o378/xxxzDJMnT66z/RtvvJFtttmGDh060L17d3baaSfuv//+FdqvriELApWVlRERjBo1apnjdS1gVFFRwahRo9hpp53o0aMHrVq1olevXmy22WYcddRRPPzww8u0v95661W9j4hltuqxNSTeRx55hAMPPJC1116bNm3a0LdvX7bddlvOO+88Pv7441rrSZKk4lZWVrbaLBSplc9putJyPvnkE4YPH86kSZNo3749EcFnn33Gtddey+OPP85rr71Gt27dVqh3zDHHcO211wJQUlJC69atefrppykvL69aGKiQjjjiCEaPHl31vkuXLsyePZsvvviCd955h3feeYfddtsNgO7du9OzZ0+++OILAPr06bNMWx07NmyJ88WLFzNixAhuueWWZfr98ssvmTp1Ki+99BJfffWVCyRJkiTJkVFpeccffzzdunXjhRdeYN68ecydO5exY8fStWtXJk6cWOP9kjfccENVInr66aczffp0ZsyYwZQpUxgxYgS/+tWvmDZtWsGu4ZlnnmH06NGUlJRwySWXMHv2bGbOnMnChQv57LPPGDVqFNtvv31V+XvuuYdXXnml6v2UKVOW2U499dQG9XvyySdzyy230KJFC37/+98zZcoUZs6cyYIFC/jvf//LRRddRL9+/fJ+vZIkSVq5DjzhIQ484aG8tunIqLScNm3a8Pjjj9OjRw8AWrZsyT777MNvfvMbTj31VO666y7++Mc/VpVPKXHOOecAmdHR888/v+pc7969ufbaa5k8eTIPPvhgwa7hxRdfBOAHP/gBJ510UtXxiGCttdbiJz/5Sd77fPvtt7n66qsBuOqqqxg5cmTVuZYtW/KNb3yjwUmtJEmSVn+OjErLGTlyZFUiWt2+++4LwIcffsi8efOqjr/22mtMnDgRgNNOO63GNn/961/nPc66dO7cGYDPP/+cioqKgvR58803k1Ji4403XiYRlSRJkmpiMiotZ+utt67xePVnec6cObPq9euvvw5A37592XDDDWusu+2229KqVav8BVmP73//+7Ru3ZrXXnuNsrIybrnlFj777LOV2mflaOwee+yxUvuRJEnS6sFkVFpOp06dajzetm3bqtdLliypel256M9aa61Va5utW7eucbR1Zdlwww25+uqradeuHc8++yxHHHEE/fv3Z7311uNnP/tZVQKdT1OnTgVg3XXXzXvbkiRJWv2YjEo5Sik1dwg1Ouqoo/jwww+59NJLGTZsGD169GDixIn89a9/Zauttlrm3tZ8WFU/B0mSJK2aTEalHPXq1QugzmeQLl68mC+//LLGcy1bZtYRW7hwYa31Z82a1aTY+vTpw4knnsiYMWOYNm0aL7/8Mvvttx8pJX7729/y5ptvNqndmvTt2xeASZMm5a1NSZIkrb5MRqUcfetb3wIyj0OZMGFCjWVeeumlZab2Vte1a1cg83zTmsybN49333035zgjgq233po777yTtddem4qKCp577rmq8yUlX//noCmjnNtuuy0ADz2U3yW/JUmStHoyGZVyNHjwYAYMGADAn/70pxrLVH8UzPK++c1vAvDoo4/WODp6ySWXsGjRokbFtHjx4lrPtWjRomoxpertVq7AC8su0NRQRxxxBBHB+PHj+dvf/tbo+pIkSVqzmIxqtbBkyRK++OKLOrfaRiZzFRH89re/BeCvf/0rv/3tb5k9ezYA06ZNY+TIkTzyyCO0b9++xvp777037dq1Y9q0afz4xz/m888/BzJTc//whz9w1lln0aVLl0bFdMYZZ3DggQcyZswYpk+fXnV86tSpnHDCCXz44YdEBEOHDq0617VrV/r16wfADTfc0Kj+ADbbbDOOPfZYAH7+859z1llnVV3L0qVL+d///sdZZ53FX//610a3LUmSpNWPyahWCy+88AK9evWqc3v++edXWv9HHXUURx55JADnnXce3bt3p3v37vTp04drr72WP//5z/Ts2ROANm3aLFO3e/fuXHjhhQDceeed9OnTh27dutG9e3d+85vf8Lvf/Y4tt9yyUfF89dVX3H333ey333706NGDLl260LlzZ/r27csVV1xRFefmm2++TL2jjz4agF/+8pd07NiR0tJSSktLufTSSxvU76WXXsrBBx/M0qVLOfvss6uupW3btmy00UacffbZTJkypVHXIkmSpNWTyWixaN2uuSPITbHHX4+I4Prrr+f6669n6623pk2bNqSUKCsr44EHHuAXv/hF1Whp5T2i1Z1wwgncfvvtbLvttrRv356Kigq22247/vnPf/K73/2u0fGcfPLJXH755QwbNoyNNtqIlBKLFi1inXXW4ZBDDuGZZ57hjDPOWKHe7373O/7f//t/DBo0iJQSkyZNYtKkSQ2ettumTRtuv/12xo4dy957702fPn2YN28ePXv2ZNttt+UPf/gDxxxzTKOvR5IkSaufls0dgBqm7U6HNXcIq6RRo0YxatSoRtUZPnx4jccnTpxYb936FvY58sgjq0ZIq5swYQIzZ86kdevWbLDBBjXWPfjggzn44INrPFdeXl7j8bKyshpjGjBgAMcffzzHH398nfEur0WLFpx22mmcdtpptZZpyGe+zz77sM8++zSqb0mSJK1ZHBmVCqByAaMddtiB1q1bN3M0kiRJUvMzGZXy5Mgjj+Suu+5a5nmiH374IccddxzXXHMNkLkXU5IkSZLTdKW8eeyxx6qmr3bo0IGSkhLmzJlTdf7MM89kt912a6boJEmStKY58IRV+/nvJqNSnlx00UWMHTuW119/nalTpzJ//nz69evHd77zHY477jh23nnn5g5RkiRJWmWYjEp5cuihh3LooYc2dxiSJElSUTAZlSRJktRsTrpibq3n3v90ab1lLj2+Y95jUmG4gJEkSZIkqeBMRiVJkiRJBWcyKkmSJEkqOJNRSZIkSVLBmYxKkiRJkgrOZFSSJEmSVHAmo5IkSZKkgjMZlSRJkiQVnMmoJEmSJKngTEYlSZIkSQVnMio10llnnUVEMHz48BXOlZaWEhGUl5fntc+IICKYOHFiXtuVJEmSmkvL5g5ADfP52T+nYu6s5g6jyUo6dqH37/+S93aHDx/OjTfeuMLxjh07su6667Ljjjty/PHHs8kmm+S9b0mSJCmfDjzhoeYOoaBMRotEMSeisPLjb9WqFd27dwcgpcQXX3zBO++8wzvvvMN1113HLbfcwkEHHbRSYwDYYIMNaNu2Le3bt89ruwMHDgQy1ylJkiStDopumm5E9I2IyyJiQkQsjIipEXFfROzSxPaGR0SqZ5ub7+tQfn33u99lypQpTJkyhalTp7Jw4UIeeughSktLWbx4MUceeSTTpk1b6XE88cQTjB8/nm9/+9t5bXf8+PGMHz+e/v3757VdSZIkqbkUVTIaEYOAt4ATgPWBRUBPYC/gsYj4vxyaXwJMrWNTEWnVqhW77bYbt956KwDz5s3j7rvvbuaoJEmSclNWVkZZWVlzh6GsA094aI2bWptPRZOMRkQ74F6gB/A6sHlKqQvQDbgYCOCCiPhBE7t4IaXUt5Ztg7xchAruO9/5Dh07dgTgnXfeWeH84sWLufLKK/ne975H9+7dadOmDQMGDOCoo47i3XffbXR/9S1g9M4773DIIYfQu3dv2rVrx8Ybb8zvf/97Fi5cWOfCSPUtYDRhwgSOPfZY1l9/fdq2bUu3bt3YYYcduPbaa1m6dGmTYq2v37Fjx7LHHnvQp0+fqmnSAwcO5NBDD+X222+vtU1JkiQJiuue0WOBAcBcYO+U0qcAKaXZwKkRsQGwL3AB8GhzBalVT0oJYIWkbPLkyey+++688cYbAJSUlNChQwc++ugjbrjhBm677TZuvfVW9t9//7zE8fjjj7P33nuzcOFCADp37syHH37IOeecw6OPPtrkv3Lef//9HHTQQVXtdunShXnz5vHss8/y7LPPcvvttzNmzBg6dOiQl+sAOPPMMzn//POr3nfq1IkFCxbw3//+l//+97889dRTHHLIIXnrT5IkSaufohkZBQ7P7kdXJqLLuSi7HxwRGxcoJq3iXnjhBebNmwfA+uuvX3V8yZIlDBs2jDfeeIMddtiBZ555hgULFjB79mymTJnCL3/5SxYuXMgRRxzBhAkTco7jiy++4Ic//CELFy7k29/+Nv/5z3+YNWsWc+fO5dZbb+Wtt97ir3/9a6PbnTBhQlW7O+64I+PHj2fmzJnMmTOHv/3tb7Rp04bHH3+cE088MedrqDRx4kQuvPBCAE4//XSmTZvG7NmzWbBgAVOnTuWuu+5izz33zFt/kiRp5XHar5pTUSSjEdEJ2Cr79pFair0IVC7ZuvNKD0qrtCVLlvDII4/wox/9CMjcQ1p9pO7GG2/klVdeYeutt+bRRx/le9/7Hq1btwagT58+/OlPf+JnP/sZ8+fP55JLLsk5niuuuIIvv/yS3r1788gjj7D55ptXxXXYYYdx3XXXMXPmzEa3e/755zNv3jw22GADHnzwwapVd9u0acPIkSO5/PLLAbj++ut5//33c74OgJdffpmKigo23nhjzj//fHr27Fl1rnfv3hxwwAFcd911eelLkiRJq6+iSEaBTcjcEwrwdk0FUkoVwHvZt5s2oY/NIuLtiFgQEXMi4q2IuCQi1mtCWyqwF154gb59+9K3b1/69OlD27Zt2W233Zg4cSIlJSX89a9/Ze21164qX/ls0p///Oe0adOmxjYPO+wwAB577LGc47vnnnsAGDlyJF27dl3h/MEHH7zMyG1DpJSqFmU6+eSTa3yczNFHH03//v1JKXHXXXc1PvAadO7cGYBZs2Yxf/78vLQpSZKkNU+xJKNrVXv9WR3lKs+tVUeZ2vQkk/TOB9oCmwEnAW9HxGFNaE8FtGTJEqZOncrUqVP5/PPPqaioAKB79+68+OKLHHXUUVVlv/rqK15++WUATjnllKokdvltv/32A+Djjz/OKbZFixZVLZ60/fbb11qurnM1+eCDD5g1KzMZYKeddqqxTElJSdXUm9dee61R7ddmm222oXv37kyePJnvfOc7XHPNNXz44Yd5aVuSJElrjmJJRquvvLKgjnKVwzQdG9H2Z8Dvgc2BtimlHtn6ewLvAO2AmyJih9oaiIiRETEuIsYV4lmWWtGOO+5ISomUEgsXLuTf//43Bx54INOnT+foo49mxowZVWWnT5/O4sWLq15XJrHLb1988QUACxbU9ZWr34wZM6qS47XWqv3vJP369WtUu9W/a3U9f7RyRDhf381u3bpx880307VrV958882qVXzXWmstfvKTn/D000/npR9JkiSt3oplNd2ov0jTpJQeZbnVd1NKi4AHI+J5YBywIXAh8N1a2rgGuAZgyJAhaWXFqoZp06YNW2yxBXfccQe77747jzzyCMceeyx33HEHQFViCPDGG28waNCglRpP5Wq+K9OiRYtWeh/V7bHHHkycOJE77riDxx9/nOeee47PPvuMm266iZtuuoljjjmGa665pqAxSZKkwjjpirm1nnv/06X1lrn0+MaMG+WXzwRdtRTLyGj1b3O7OspV3jRX+7e/EVJKs4DK51dsGxG98tGuCiMiuPzyy2nRogV33nln1Yhdjx49aNGiBVDzs0fzrXv37pSUZH7UJk+eXGu5us7VpFevr7+OkyZNqrXcJ598skJ5gJYtM3+LqnwkzPIqpwDXpkuXLhxzzDHcfvvtfPrpp7z99tscc8wxAPz973/ngQceqP8iJEmStMYqlmS0+n2idc1lrDzXuN/q6/ZSdh9AaR7bVQFstNFGVavonnnmmUBmBdshQ4YAXy8stDK1adOGTTfNrKn13HPP1VqurnM1WX/99asWQ3rqqadqLFNRUUF5eTkAgwcPXuZcZd3KZHV5r7zySqPi2XTTTbnmmmvYdtttAZyuK0mSpDoVSzI6Hqic67hZTQUiogQYmH2bz+Gu6lOEnYJbhH71q18B8Pzzz1clZsOHDwfg7rvvrjWRq1T9ftOmqlwM6e9//3uNI4533313o59nGhHsv//+AFx22WU1rmx77bXX8umnnxIRHHjggcuc++Y3vwnA2LFjV6iXUuL//b//V2O/lffb1qZdu8zkhUJPHZYkSVJxKYpkNKU0h8y9mwBDaym2DdAl+/qJPHb/7Wqva58LqVXWlltuyfe//30AzjvvPABGjBjBtttuS0VFBXvttReXXXYZ06dPr6rz+eefc9ttt1FWVsZll12WcwzHH3883bt3Z+rUqey+++68/XbmCUVfffUV//jHPzjyyCNrfORLfc444ww6dOjAZ599xp577sl772WebrRo0SL+/ve/c8IJJ1Rd74YbbrhM3YMPPhiABx54gP/3//4f8+bNA2DixIkceuihjBs3jppcffXV7LrrrowePXqZqcUzZ87k/PPPr0r4d91110ZfjyRJktYcRZGMZo3O7g+PiJqWJD01u381pfReDedXEBF1LowUEZ2B/8u+fTml5FK5Req0004D4IknnuBf//oXrVq1YuzYsWy33XbMnz+fk046iZ49e9K9e3c6depEnz59OOyww3j66aep52vSIL169WL06NG0adOGf/3rX2y++eZ07dqVjh07cuihhzJo0CB++tOfAtT63NOabLDBBtx22220bduW8vJyNt54Y7p160anTp0YOXIkixYtYpddduHSSy9doe7uu+/O/vvvT0qJ//u//6Nz585069aN9dZbj7Fjx3L77bfX2GdKiUcffZTDDz+cfv360bFjR7p160a3bt0488wzSSkxcuRI9thjjyZ9VpIkSVozFFMy+jcyI5OdgPsjYlOAiOgUEX8E9s+WO6N6pYgojYiU3YYv1+aAiHgxIkZExLrV6rSOiN2A54GNgArg9JVyVQ1U0rFL/YVWYc0d/9ChQ/nWt74FfD062rt3b55++mluvfVW9thjD3r37s3cuXNJKbHxxhszYsQIHnzwQc4444y6mm6wXXfdlXHjxnHggQfSo0cPFi1axHrrrcfZZ5/NE088UfUImcaOkO6999785z//4ZhjjqG0tJT58+fTvn17tt9+e6655hoeeeQROnToUGPd2267jT/84Q8MHDiQli1b0qpVKw444ABeeuklfvCDH9RY57DDDuPvf/87hxxyCJtssgmtWrVi7ty5rLXWWuyzzz6MHTuWv/3tb426BkmSJK15iuXRLqSUFkTEMDJTcAcDb0fEbDLPBC0hcz/nGdlHtTTGNtmNiFgIzAM6A62y5+cDP00pPZn7VTRd79//pTm7X2WNGjWKUaNGNajsa6+9tsKxFi1acNhhh3HYYYc1uM+zzjqLs846q8ZzEydOrLPu5ptvzp133lnjuVdffRWATTbZZIVz9T0eZsMNN2zSo1Rat27NGWecUWvCXVO/vXv35uijj+boo49udH+SJElSpaJJRgFSSm9ExOZkRin3AvoDXwIvA5eklBp7r+hU4ARge2ALoBeZ+07nAf8jk/henVLyXlGtVP/617947rnnKCkpYZdddmnucCRJkqSVrqiSUYCU0hTgxOzWkPITWXZF3OrnFgBXZDdppbrmmmv44osvOOSQQygtLaVFixbMnTuXe+65h5NPPhnILCq0zjrrNHOkkiRJ0spXdMmoVKw++ugj/vCHP3DmmWfSokULunTpwsyZM6moqAAyq/5ecYV/F5EkSdKawWRUKpAf/vCHLFiwgKeffppPPvmE6dOn07lzZzbddFMOPPBAfvrTn1Y9o1OSJEla3ZmMSgWy+eabc/HFFzd3GJIkSdIqoZge7SJJkiRJWk04MipJkiRplXTgCQ81dwhaiRwZlSRJkiQVnMnoKiCl1NwhSMoTf54lSZIaxmS0mbVo0YKlS5c2dxiS8qSiooKSEv/TKkmSVB9/Y2pm7du3Z+7cuc0dhqQ8mT9/vo/okSRJagCT0WbWuXNnpk+f7uiotBpIKTFz5kw6dOjQ3KFIkiSt8kxGm1mnTp3o0KEDkyZNYubMmXz11VfecyYVmZQSixYtYvLkyXz11Vd069atuUOSJEla5flol2YWEfTu3Zs5c+Ywe/ZsPv/8c0dJpSLUsmVLunTpQu/evb1nVJIkqQHykoxGRHfgu8D6QCegRX11Ukrn5KPv1UFE0LlzZzp37tzcoUiSJElSQeSUjEZED+DPwCFAq0ZWNxmVJEmSpDVUk5PRiOgMPANsDETeIpIkSZIkrfZyubHpNGATMonoE8DuQC+gRUqppL4tD7FLkiRJkopULtN09wMS8AiwZ3IJWEmSJElSA+UyQlma3V9hIipJkiRJaoxcktEF2f1n+QhEkiRJWt2UlZVRVlbW3GFIq6RcktHx2f3a+QhEkiRJkrTmyCUZvYHM4kUH5ykWSZIkSdIaIpdk9HrgceDwiDgiT/FIkiRJktYAuaymuw5wIvB3YFREDANuBd4F5tdXOaX0UQ59S5IkSZKKWC7J6EQyj3aBzHTd/bJbQ6Qc+5YkSZIkFbFcE8Ko5bUkSZJUdCpXvi0vL2/WOKQ1QS7J6JF5i0KSJEmStEZpcjKaUroxn4FIkiRJyr+Trphb67n3P11ab5lLj++Y95gkyG01XUmSJEmSmsRkVJIkSZJUcHlb0TYi1gZ2Br4JdM8eng78B3gypfRJvvqSJEmSJBW3nJPRiOgHXAbsS+0jrRUR8U/gpJTSZ7n2KUmSJEkqbjlN042ILYA3gf2BFmQe71LT1gI4AHgjIr6ZS5+SJEmSpOLX5GQ0ItoD95OZkhvAk8APgVKgbXYrBQ4BHs+W6QHcHxHtcglakiRJklTccpmm+3OgP5CAn6eU/lpDmY+y250RcSxwFbA2cBxwcQ59S5IkSVrFHHjCQ80dgopILtN09yWTiN5cSyK6jJTS34CbyYyQ7pdDv5IkSZKkIpfLyOjA7H50I+qMBn4MbJxDv5IkSdJq66Qr5tZ67v1Pl9Zb5tLjO+Y9JmllyGVktFN2P60RdSrL+hMiSZIkSWuwXJLRL7L7bzSizobZ/Zc59CtJkiRJKnK5JKPjyNz/eXwj6hxP5j7TcTn0K0mSJEkqcrkko5X3in43Im6PiC61FYyIThFxC7B99tCtOfQrSZIkSSpyTV7AKKV0e0T8DNgBOBAYGhF3Ay8Cn5MZAe0DbAPsD3TLVn06pXRHTlFLkiRJkopaLqvpAgwD7ge2A7oCR2W35UV2/xyZR8JIkiRJktZguUzTJaU0C9gR+DnwDpmks6btHeA4oCylNDuXPiWt3srKyigrK2vuMCRJkrSS5ToySkqpArgauDoi+gLfBLpnT08H/pNSmpJrP5IkSZKk1UfOyWh12aTTxFNag1SOYpaXlzdrHJIkSSouOU3TlSRJkiSpKYouGY2IvhFxWURMiIiFETE1Iu6LiF3y2EfHiPg4IlJ2G56vtiUVlvegStLqzf/OS8Wr3mm6EfG7ytcppXNqOt4U1dtqqIgYBDwJ9Mgemg30BPYC9oyIM1JKF+YSV9Z5wNp5aEeSJEmruYWPXFfruYrpk+st03bXEXmPSSoGDbln9CwyzwwFOKeW403RqGQ0ItoB95JJRF8HjkgpvR0RnYHfAb8ELoiI11JKjzY1qIgYDPwCeInMM1IlSZIkSXnW0Gm6lY9oqe14U7bGOhYYAMwF9k4pvQ2QUpqdUjoVGJMtd0ET2gYgIkqAv2Xf/qyp7UiSJKlmTquVVKneZDSlVFK51Xa8KVsTYj08ux+dUvq0hvMXZfeDI2LjJrQPcDwwBLg6pfR6E9uQJEmSJNWjKBYwiohOwFbZt4/UUuxFYFb29c5N6KM/cC4wFfhNY+tLkiRJkhquKJJRYBO+ntr7dk0FUkoVwHvZt5s2oY8rgE7AqSmlWfUVliRJkiQ1XZOT0Yh4MiKeiIgBjajTr7JeI7tbq9rrz+ooV3lurTrK1BTX3sB+QHlK6ZZGxiZJkiRJaqSGrKZbmzIyq+l2aESddtXqNUb1PhbUUW5+dt+xoQ1HRAfgSmAJ8PNGxlXZxkhgJMC6667blCYkSZIkaY1SLNN0m7L6bkOdA6wLXJJSeqcpDaSUrkkpDUkpDenVq1d+o5MkSZKk1VChk9HKEc6Fjaw3t9rrdnWUa19D+VpFxJbAicDHNPK5p5IkSZKkpstlmm5T7J7df9LIetXvE+3H1wsVLa9fdj+5ge1eBrQAzgQiImqb3tsme64ipTS/ljKSJEmrncpngpaXlzdrHJJWPw1ORiPi+lpOnRcRM+up3gbYANiazP2iTze036zx2XoBbEYNyWhElAADs28bOt22cvGlm+op99fsNgkobWDbkiRJkqRaNGZkdDgrLjwUwLAG1q+873M6cEEj+iWlNCcixpFJZocC99RQbBugS/Z1Y1frlSRJkiQVUGOS0Y9YNhkdkH0/mcxKtLVJZO4RnQy8AFydUqrr8Sy1GU0mGT08Is5JKS0/FffU7P7VlFJt03iXDSyl0rrOR0Tl9R6ZUhrViFglSZKahdNqJRWLBiejyyduEVGRffmDpq5C20h/A04ikwTfHxFHpJTeiYhOwG+B/bPlzlguzlLgw+xbk0pJkiRJWgXksoDRM2RGPeflKZY6pZQWRMQwMlNwBwNvR8RsMs8ULcnGckZK6dFCxCNJkiRJaromJ6MppbI8xtHQPt+IiM2B04G9gP7Al8DLZJ4T6r2ikiSp6Di1trAWPnJdrecqpk+ut0zbXUfkPSZpTVToR7vkLKU0hcyzQU9sYPmJfL14UmP7alI9SZIkSVLdSpo7AEmFVVZWVvUXeEmSJKm55DwyGhGtgcOBfYEtgJ5Au3qqpZRS0Y3KSpIkSauTA094qLlD0Bosp4QwIjYCxgADaeJUWEmSJEnSmqfJyWhEdAAeAtYDKoCxwDTgGDIr254HdAeGANtkj/0LeCy3kCVJkpqXCw5JUu5yGRn9KZlEdCmwa0rpyYjYjEwySkrp95UFI+JbwM3AtsA/UkpX5tCvJEmSJKnI5bKA0d5kRjvvSCk9WVfBlNLrwE7A58CfI2KrHPqVJEmSJBW5XJLRTbP7f9Z0MiKWuYc0pTQN+DOZ0dhf5NCvJEmSJKnI5ZKMds3uJ1U7tqja64411Hk+u98xh34lSZIkSUUul2R0fnafqh2bWe31unXU7ZtDv5KkIuQzbiVJUnW5JKMfZvf9Kg+klL4ApmffbldDncp7RRfn0K8kSau8fCffJvO58fOTpFVPLsnouOx+yHLHnyDzzNFfRUT3yoMRsT7wf2RGUv+dQ7+SJGk1Z/IoSau/XB7t8hgwAtgH+F2145cDBwHrA/+NiKeADsD2ZO4jTcA1OfQrSVLe+dxISSvDoxed1twhSKusXEZG7weeAeZExAaVB1NKzwPnkBkd7Q7sD+zK1wsa3ZBSGp1Dv5IkOXImSVKRa/LIaEppPlBWy7mzIuJZ4Ghgs2w//wNuSind3dQ+JUmSJEmrh1ym6dYppfQEmftHJeXAqYOrL/9tJUnSmiyXabqSJEmSJDXJShsZlVYWR5OkwvBnTdKqYuEj19V6rmL65HrLtN11RN5jkpQ7R0YlSZIkSQVX78hoRHywEvpNKaUN6i8mSZIkSVodNWSabulK6DethDYlSZIkSUWiIcnojSs9CkmSJK02Trpibq3n3v90ab1lLj2+Y63nJK0+6k1GU0pHFiIQSZJUOPleoMoFryRJjeUCRpIkSZKkgvPRLpK0mnBkSpJWfwee8FBzhyDlTV6T0YhYG+gLtAdeSSktyGf70srgL/CSJElS4eWcjEZEJ+BU4CigX7VT3wTeqVbuh8D+wKyU0jG59itJkiRJKl45JaMRsT7wELAhENVO1fTolheBWzLVYlRK6flc+pYkSZIkFa8mL2AUEa2B+4FvAAuAi4C9ayufUpoIPJV9W2s5SZIkSdLqL5eR0WOAjYH5wI4ppVcBIqKuOg8BuwDfyaFfSWo23mMsSZKUH7k82uUAMtNxr6xMRBvgzez+Gzn0qyJTVlZW9Qu8JEmSJEFuyejm2f3DjajzZXbfPYd+pVWaybckSZJUv1ym6XbJ7mc3ok7r7P6rHPrVcpw2KEmScrHwketqPVcxfXK9ZdruOiLvMUla/eUyMjo9u1+3EXU2ze4/z6FfSZIkSVKRyyUZfSu737YRdY4gc5/pKzn0K0mSJEkqcrkko2PJPFv0uIjoVV/hiPgFUJZ9e08O/UqSJEmSilwu94z+HfgVsDbweEQcmVJ6bflCEbEhcDownMyo6DvAHTn0K0mStMar7R5O7/GUVCyanIymlBZFxH5AOZmVdV+JiEnVilwbEX2A0uz7AGYCB6aUUlP7lSRJKkZ3vlhR67lps+svc9C2uUxok6RVT07/VcuOhG4L/IdMslla7fQ2wHrZ40HmHtPvppTey6VPSZIkSVLxy2WaLgAppXeALSNiD2BfYAjQG2gBfAG8DowB/umIqCRJklZlj150WnOHIK0xmpyMRkTn7MvFKaWFKaUHgQfzE5YkSZIkaXWWyzTdmcAM4Kf5CUWrirKyMsrKypo7DEmSJEmrsVyS0YXZ/b/yEYgkSZIkac2Ryz2jk8ksWOR9oI1UOepYXl7erHFIkqTaufqtJK1cufxXsjy73zoPcUiSJEmS1iC5JKNXAl8Bp0ZElzzFI0mSJElaAzQ5GU0pvQ78AlgbeDYits9bVJIkSZKk1Vouj3a5PvvyPWBz4OmI+Bh4k8wqu0vrqJ5SSiOa2G9f4HRgL6A/MAt4Gbg0pfREE9obAgwjM914Q6AX0JbMM1LHATeklMY0JVZJkiRJUs1yWcBoOF8vXpSAANYF1qmnXmTLNzoZjYhBwJNAj+yh2UBPMonpnhFxRkrpwkY2ezRwbLX3c4EKoB+wD7BPRNwNHJpSWtLYmCVJkiRJK8olGf2IAq6kGxHtgHvJJKKvA0eklN6OiM7A74BfAhdExGsppUcb0fS/gPHAM8B/U0pzs/2tAxwP/Ao4APg/4Nx8XY8kScqvk66YW+u59z9dWm+ZS4/vmPeYJEm1a3IymlIqzWMcDXEsMIDMyOXeKaVPs3HMJrOI0gbAvsAFQIOT0ZTSjbUc/xg4LSLWAn5EZiTYZFSSJEmS8iCXe0Y7Z18uTiktzFM8dTk8ux9dmYgu5yIyyejgiNg4pTQ+T/2+QiYZ7Zen9iRJEj7HU5LWdLlM051JZpruL4FL8xFMbSKiE7BV9u0jtRR7kcxiRl2AnclMvc2H72b3H+apPUmSJOXJoxed1twhSGqiXP6kWDka+q98BFKPTcgsfATwdk0FUkoVZFb2Bdg0l84iomNEDIqIvwCHZA9fmUubkiRJkqSv5TIyOhkopTCLGK1V7fVndZSrPLdWHWVqFBFrAx/XcGohcH5K6arGtilJkiRJqlkuI6Pl2f3WeYijPh2qvV5QR7n52X1TlsNbCkzNbouzx74isyBSnaOiETEyIsZFxLhp06Y1oWtJkiRJWrPkkoxeSSZZOzUiuuQpntpE/UVyk1KanFLqm1LqC7QDBgI3AWcD/46Izeqoe01KaUhKaUivXr1WdqiSJEmSVPRyebTL6xHxC+Aq4NmIOC6l9Fz+QltG9YeCtQPm1FKufQ3lGy17/+l/gRERMRM4BbglIrbKnpMkSVITHHjCQ80dgqRVRC6Pdrk++/I9YHPg6Yj4GHgTmEFm2mttUkppRCO6q36faD++XqhoeZWPX5nciLbrcwWZZHRL4FvAq3lsW5IkSZLWSLksYDScrxcvSmSm0q4LrFNPvciWb0wyOr5aH5tRQzIaESVkptYCvNOItutT/ZmmG2AyKkmSJEk5yyUZ/YjCrKRLSmlORIwjs1jSUOCeGoptQ+YZowBP5LH79aq9zmn6ryRJkiQpI5d7RkvzGEdDjCaTjB4eEeeklJafintqdv9qSqm2abzLiIgWQEVKqa6k+lfZ/VcU5pmqkiTlxQcTJtR6buGCBfWWWX+DDVZqe5KkNVsuq+kW2t+ASUAn4P6I2BQgIjpFxB+B/bPlzqheKSJKIyJlt+HLtbkOMC4ijso+Z7SyTklEbBkRtwJHZw9fkVKakf/LkiRJkqQ1Ty7TdAsqpbQgIoaRmYI7GHg7ImaTeaZoCZkpw2eklB5tZNODgesAImIhmam4nYA21cqMAk7L6QIkSarHnS/WvmD7tNn1lzlo22L6G7MkaU2X92Q0IjoA3bNvp6eU5uWr7ZTSGxGxOXA6sBfQH/gSeBm4JKXU2HtFPwMOAXYBvg2sBfQAFgITyEzLvSGl9Hx+rkCS1JyctipJ0qojL8loRHwT+AWZxYUGLHduEvAo8JeU0n9y7SulNAU4Mbs1pPxEMqvw1nRuMXBHdpMkrWIWPnJdrecqpk+ut0zbXRuzcLskSSqknJPRiLgQ+CWZqbI1JX2lwDHA0RFxUUrp9Fz7lCStmqb86ke1nls84d16y/S96Ja8xyRJklZNOSWjEXEZmRHRyiR0PPAiMCV7rA+ZR65skn1/WkS0SymdlEu/kiRJkqTi1uRkNCK+AxxPZuGg8cDIlNJztZTdjsxquJsCx0fEP1JKLza1b0lSfpx0Re2PT37/06X1lrn0+I55j0mSJK0Zcll279js/mNgu9oSUYDsAkDfI/NoFoCf5tCvJEmSJKnI5ZKM7kBmVPTChjx/M1vmj2Sm6+6QQ7+SJEmSpCKXyz2jfbP7cY2o88pydSVJkrQKe/QiH7UuaeXIZWR0cXbfphF1KssurrOUJEmSJGm1lsvI6EfAZsBuwPMNrLNrdj+pzlKSpBrd+WJFreemza6/zEHb5vI3SEmSpPzJJRl9FNgcODki7k0pvVJX4Yj4FnAymftMH8mhX0kqKgsfua7G4xXTJ9d5HqDtriNWSkySJEnNLZdk9FLgOKAd8FRE/BG4LqX0afVCEdEPOAo4DegALAAuy6FfSZKk1cpZVz3Z3CFIUsE1ORlNKX0SEUcDN5NJSH8P/D4iPgM+JzMC2gfol60S2WMjlk9YJUmSlB8uOCSpWOQyMkpKaXRETAeuAdbOHu6f3Zb3CXBMSskpupIkSZK0hsspGQVIKT0cEesD+wJDydxH2j17ejrwFvAYMCal9FWu/UmSJEmSil/OyShANsm8K7tJkiRJklSnRiWjEdE5+3JJSmlBI+q1A1oBpJRmN6ZPSZIkSdLqp8EPnIuIk4EZ2W33RvazOzATmBERP2tkXUmSJEnSaqZByWhEtAXOzL79W0rpnsZ0ki1/NZkVdc+KiNaNilKSJEmStFpp6DTdfcksSjSPzCNcmuL3wBFAT2AYcGcT25EkSWpWPhdUknLX0GR0j+z+3pTStKZ0lFL6IiLuBQ4D9sRkVNIqauEj19V6rmL65HrLtN11RN5jkiRJWt009J7RIUACHs6xv8r6Q3JsR5IkSZJUxBqajPbN7ifm2N+k7L5fju1IkiRJkopYQ5PRDtn9nBz7m7tce5IkSZKkNVBDk9EZ2X3PHPvrsVx7kiRJkqQ1UEMXMJoC9AIGA4/n0N+3svvJObQhSZLUKAee8FBzhyBJWk5Dk9HngEHAAcAfc+jvQDILIT2fQxuSityUX/2o1nOLJ7xbb5m+F92yzHtXv5UkSSo+DU1G7weOA4ZExMEppTsa21FEHAxsTSYZvb+x9SVJ0prD53hK0uqvQfeMppQeBv4NBHBdROzYmE4iogy4nkwi+nq2PUmSJEnSGqqhI6MAvwCeBNoDj0fEVcBlKaUPaqsQERsAJwI/A1oAi4Djmx6upObgNFhJkiTlW4OT0ZTSCxFxDJkRzhIyyenPI+K/wKvAVGAemce29AG2AjYiM5oawFLgmJTSv/J6BZIkSZKkotOYkVFSSjdHxMfArcBaZJLMgdmtJpHdTwYOTymVNzFOSZIkSdJqpKHPGa2STSg3IDPd9lWggq9HP6tvFdnzvwA2MBGVJEmSJFVq1MhopZTSQuAvwF8iohPwTaAH0AmYA3wJ/CelNCdfgUqSJEmSVh9NSkaryyacL+QhFkmSJEnSGqLR03QlSZIkScqVyagkSZIkqeBynqYrSZKKz+jRo1fp9iRJqz9HRiVJkiRJBWcyKkmSJEkqOJNRSZIkSVLBmYxKkiRJkgrOZFSSJEmSVHAmo5IkSZKkgjMZlSRJkiQVnMmoJEmSJKngWjZ3AJLyb+Ej19V6rmL65HrLtN11RN5jkiRJkqpzZFSSJEmSVHBFl4xGRN+IuCwiJkTEwoiYGhH3RcQuTWxv3Yg4KdvGRxGxKCLmRMQbEXFhRKyV72uQJEmSpDVdUU3TjYhBwJNAj+yh2UBPYC9gz4g4I6V0YSPaWweYCES1w7OBDsCg7DYyIg5IKT2V+xVIkiRJkqCIRkYjoh1wL5lE9HVg85RSF6AbcDGZhPKCiPhBI5ptkd0/ABwEdM+22R7YA/gw2/6YiOiblwuRJEmSJBVPMgocCwwA5gJ7p5TeBkgpzU4pnQqMyZa7oBFtzgC+lVLaK6V0V0ppRrbNxSmlh8gkpAuBztn+JUmSJEl5UEzTdA/P7kenlD6t4fxFwL7A4IjYOKU0vr4GU0qzgDfqOD8+Il4EyoCtGh2xJGmlefSi0/La3ujRo/PaXr6dddWTzR2CJEl5VRTJaER04utk8JFair0IzAK6ADsD9SajDfRldt+izlKSJFWzqie3kiQ1t6JIRoFN+HqRobdrKpBSqoiI94BvA5vmo9OIaAlsl337Vj7alKRiceAJDzV3CJIkaTVWLPeMVn+8ymd1lKs8l6/Hsfwc6AtUADflqU1JkiRJWuMVSzLaodrrBXWUm5/dd8y1w+xjZM7Pvr2ycsGkWsqOjIhxETFu2rRpuXYtSZIkSau9YklGo/4ieewsYi0yq/O2B14Ffl1X+ZTSNSmlISmlIb169SpAhJIkSZJU3IrlntG51V63A+bUUq59DeUbJSK6A48C6wH/A/ZMKS1santSQyx85Lpaz1VMn1xvmba7jsh7TFK+3fPDoc0dgiRJWoUUSzJa/T7RfsB7tZTrl91PbkonEdGFzGq9mwMfAd9PKU1tSluSVGg++kOSJBWTYpmmOx5I2deb1VQgIkqAgdm37zS2g4joADwIDAGmkElEP2p8qJIkSZKk+hRFMppSmgOMy76tbZ7XNmSeMQrwRGPaj4h2wH3Ad8k8V/T7KaX/NSFUSZIkSVIDFEUymlX59PDDswsMLe/U7P7VlFJt03hXEBGtgXuAnYCZwA/qWjlXkiRJkpS7YkpG/wZMAjoB90fEpgAR0Ski/gjsny13RvVKEVEaESm7DV/uXAsySe5uZBZF2j2l9NrKvQxJkiRJUrEsYERKaUFEDCMzBXcw8HZEzCbzTNESMveUnpFSerQRzW4HHJB93QoYE1HrU2Q+Tilt3aTgJUmSJEnLKJpkFCCl9EZEbA6cDuwF9Cdzj+fLwCUppUbdK8qyI8Nts1ttfLyLJEmSJOVJUSWjACmlKcCJ2a0h5ScCNQ53ppTKazun5pXv526u6u1JkiRJa5qiS0a1ajI5kyRJktQYJqNrKJNHqfk9etFpzR2CJElSsymm1XQlSZIkSasJk1FJkiRJUsGZjEqSJEmSCs5kVJIkSZJUcCajkiRJkqSCMxmVJEmSJBWcj3aRpEbwcSySJEn54cioJEmSJKngTEYlSZIkSQVnMipJkiRJKjiTUUmSJElSwbmAUZGY8qsf1Xpu8YR36y3T96Jb8h6TJEmSJDWVI6OSJEmSpIIzGZUkSZIkFZzJqCRJkiSp4ExGJUmSJEkFZzIqSZIkSSo4k1FJkiRJUsGZjEqSJEmSCs5kVJIkSZJUcCajkiRJkqSCMxmVJEmSJBVcy+YOYHU15Vc/qvXc4gnv1lum70W35D0mSZIkSVpVODIqSZIkSSo4k1FJkiRJUsGZjEqSJEmSCs5kVJIkSZJUcCajkiRJkqSCMxmVJEmSJBWcyagkSZIkqeBMRiVJkiRJBWcyKkmSJEkqOJNRSZIkSVLBmYxKkiRJkgrOZFSSJEmSVHAmo5IkSZKkgjMZlSRJkiQVnMmoJEmSJKngTEYlSZIkSQVnMipJkiRJKjiTUUmSJElSwZmMSpIkSZIKzmRUkiRJklRwJqOSJEmSpIIrumQ0IvpGxGURMSEiFkbE1Ii4LyJ2aWJ7nSJin4g4NyIeiogvIiJlt43zHb8kSZIkCVo2dwCNERGDgCeBHtlDs4GewF7AnhFxRkrpwkY2uwvwz/xFKUmSJEmqT9GMjEZEO+BeMono68DmKaUuQDfgYiCACyLiB01o/nPgQeBsYGR+IpYkSZIk1aaYRkaPBQYAc4G9U0qfAqSUZgOnRsQGwL7ABcCjjWj3vpTSmMo3EVGap3glSZIkSbUompFR4PDsfnRlIrqci7L7wY251zOltDTnyCRJkiRJjVIUyWhEdAK2yr59pJZiLwKzsq93XulBSZIkSZKarCiSUWATMveEArxdU4GUUgXwXvbtpoUISpIkSZLUNMWSjK5V7fVndZSrPLdWHWXyLiJGRsS4iBg3bdq0QnYtSZIkSUWpWJLRDtVeL6ij3PzsvuNKjGUFKaVrUkpDUkpDevXqVciuJUmSJKkoFUsyGvUXkSRJkiQVi2JJRudWe92ujnLtaygvSZIkSVrFFEsyWv0+0X51lKs8N3klxiJJkiRJylGxJKPjgZR9vVlNBSKiBBiYfftOIYKSJEmSJDVNUSSjKaU5wLjs26G1FNsG6JJ9/cRKD0qSJEmS1GRFkYxmjc7uD4+Imh7dcmp2/2pK6b0azkuSJEmSVhHFlIz+DZgEdALuj4hNASKiU0T8Edg/W+6M6pUiojQiUnYbXlPDEdGzcgO6VTvVtfq57FRgSZIkSVKOWjZ3AA2VUloQEcPITMEdDLwdEbPJPFO0hMw9pWeklB5tQvPTajn+r+XerwdMbEL7kiRJkqRqimqkL6X0BrA5cDnwAdAG+BJ4ABiaUrqwGcOTJEmSJDVQ0YyMVkopTQFOzG4NKT8RiHrK1HlekiRJkpRfRTUyKkmSJElaPRTdyKgkNcajF53W3CFIkiSpBo6MSpIkSZIKzmRUkiRJklRwJqOSJEmSpIIzGZUkSZIkFZwLGElapdzzw6HNHYIkSZIKwJFRSZIkSVLBmYxKkiRJkgrOZFSSJEmSVHDeMyopJ49edFpzhyBJkqQi5MioJEmSJKngTEYlSZIkSQVnMipJkiRJKjiTUUmSJElSwZmMSpIkSZIKzmRUkiRJklRwJqOSJEmSpIIzGZUkSZIkFZzJqCRJkiSp4ExGJUmSJEkFZzIqSZIkSSq4ls0dgKTCevSi05o7BEmSJMmRUUmSJElS4ZmMSpIkSZIKzmRUkiRJklRwJqOSJEmSpIJzASOtwAVuJEmSJK1sjoxKkiRJkgrOZFSSJEmSVHAmo5IkSZKkgjMZlSRJkiQVnAsYSXnmAlCSJElS/RwZlSRJkiQVnCOj0irOkVZJkiStjhwZlSRJkiQVnCOjWukc2ZMkSZK0PEdGJUmSJEkF58io1niO3EqSJEmF58ioJEmSJKngTEYlSZIkSQVnMipJkiRJKjiTUUmSJElSwZmMSpIkSZIKzmRUkiRJklRwJqOSJEmSpIIruueMRkRf4HRgL6A/MAt4Gbg0pfTEqtau8s/ngkqSJEnFr6hGRiNiEPAWcAKwPrAI6EkmgXwsIv5vVWpXkiRJklSzoklGI6IdcC/QA3gd2Dyl1AXoBlwMBHBBRPxgVWhXkiRJklS7oklGgWOBAcBcYO+U0tsAKaXZKaVTgTHZchesIu1KkiRJkmpRTMno4dn96JTSpzWcvyi7HxwRG68C7UqSJEmSalEUyWhEdAK2yr59pJZiL5JZdAhg5+ZsV5IkSZJUt6JIRoFNyNy7CfB2TQVSShXAe9m3mzZzu5IkSZKkOkRKqbljqFdEDOPrezc7p5Tm1FLun8C+wD0ppQMK1W5EjARGAqy77rpbTZo0qc5+y8rKACgvL68vxAbJd3uSJEmS1FQR8WpKaUh95YplZLRDtdcL6ig3P7vvWMh2U0rXpJSGpJSG9OrVq4FdS5IkSdKaq1iS0ai/yCrVriRJkiSpDsWSjM6t9rpdHeXa11C+OdqVJEmSJNWhWJLRz6q97ldHucpzk5u5XUmSJElSHYolGR0PVK60tFlNBSKiBBiYfftOM7crSZIkSapDUSSj2VVux2XfDq2l2DZAl+zrJ5qzXUmSJElS3YoiGc0and0fHhFr1XD+1Oz+1ZTSezWcL3S7BVNeXu5jXSRJkiQVlWJKRv8GTAI6AfdHxKYAEdEpIv4I7J8td0b1ShFRGhEpuw3PV7uSJEmSpKZr2dwBNFRKaUFEDCMzVXYw8HZEzCbz7M8SMvd+npFSenRVaFeSJEmSVLtiGhklpfQGsDlwOfAB0Ab4EngAGJpSunBValeSJEmSVLOiGRmtlFKaApyY3RpSfiIQ+W5XkiRJktR0RTUyKkmSJElaPZiMSpIkSZIKzmRUkiRJklRwJqOSJEmSpIIzGZUkSZIkFVzRraa7OigvL2/uECRJkiSpWTkyKkmSJEkqOJNRSZIkSVLBmYxKkiRJkgrOZFSSJEmSVHAmo5IkSZKkgjMZlSRJkiQVnMmoJEmSJKngTEYlSZIkSQVnMipJkiRJKjiTUUmSJElSwZmMSpIkSZIKzmRUkiRJklRwJqOSJEmSpIIzGZUkSZIkFZzJqCRJkiSp4ExGJUmSJEkFZzIqSZIkSSo4k1FJkiRJUsGZjEqSJEmSCs5kVJIkSZJUcCajkiRJkqSCMxmVJEmSJBWcyagkSZIkqeBMRiVJkiRJBRcppeaOYbUSEdOASQ0o2hP4Io9d257t2V5xtrcqx2Z7tmd7xdveqhyb7dme7RVvew1ta0BKqVd9hUxGm0lEjEspDbE927O9Nbu9VTk227M92yve9lbl2GzP9myveNvLd2xO05UkSZIkFZzJqCRJkiSp4ExGm881tmd7tmd7eW7L9mzP9mxvZbRle7Zne7a3MtrynlFJkiRJUuE5MipJkiRJKjiTUUmSJElSwZmMSpIkSZIKzmRUkiRJTRYRFRHx6XLHfhwRBzVXTJKKgwsYSZKkZhERHwCfp5S2bWD5Z4F+KaUNVm5kaoyIqACmpJT6LXdsckqpf/NFpkoR0SmlNKe541BxKOT3pWUhOlFxiIgOQMfs27kppXnNGU8hRUQJsD1ASumZZg5HKpiIKAOuB55MKR1dT9lbgO8CP04pPbfyo1t5ImIHYHFK6cUGlv820LYY//sQET8Gnk4pTWruWGpQCrRtRPm1gXVXTijKwSK+/v2huih0IMUo+9+jvKjjv1GTI+Ju4IaUUnm++lPuImIwMBRYB2iXUhpR7VxroC+QUkofFzCsgn1fHBldg0XE5sBhwM7AJqz4P5K5wLvAE8BtKaW38tx/O+BXZH7Azq2lTFegRUrpywa2uS3QurG/MGYT8TlARUqpzj/SRESQ+YW8H/BhSmnccue3BI4ENiDzGT5L5od5fj3t9gR2AjbLtt0JqABmAv8D/pVSeqkx11VLP98C1gcSMDGl9FoT2+kCHA18n8x/QBMwCXiAzPUuzDXWRsQyCOgAvJNSmrXcuV2BYWR+6Z0DvMT/Z++s4+0orgf+PQkJCQkRSHBJcIdCcUn44V6gtFixAqUtbhWsFCm0OJSWtlCkSIGiLS4JbkWKSwQNIULc3zu/P85s7r59q/fu3rc3757PZz7vvtmzZ87Mjp2ZI3Cjqk4M4P0IeF1V360L023LTt3/Cij7b1h/3VtVH0jA3R+4DfiLqh5TD/4S+FkN2A1ffwYeUtUPUryb6dZGREYBy6eYH5YH9gY2BAa67HHA68A9qvpFyvJWVdWP0+CmoNWKtc/nwHAvqeqIKun1wATCWar6WeDZIsA5wBBgYeAR4AJVnRbDW5sbtYSyvwCWVNVuKfGXx+bU/kDSO79JQzMFaFlvbkVkIWz9ChVaRKQrsJiqjgt51hPYGd/a5s2XIvIesDqwj6re7/IyfdvODL4xWito1BwVKGMU8HfgprRzUhS4fvF9YEts79KL6EMIVdXtEuh1x9bCeYF8AY6h7dzyV1VtrYX/aiEPAVJEBgI3Azt6We6drj6cHsAIYElgLVX9yGmU5AGRc1VR/SW0rKYwWl8QkaVIHqyF3s65zcJ1wAGOh6STS3XpNuCned2Yisji2CatzcBzz44BTgUGu6yx2EC4KE5tQETGAAOzbuh9wkA7XgJ4awH/AlbzZb8M7KWq40TkBOBSKu3qDbDPgB3DNpcisi5wIbbIJ9lxjwAuVtXrQ+gshk3gkyJ43x+4GLtZ8MMY4Jeq+o8A/p7Asdjm/orAsy2Bu4ElaN9/PKFgr7QHGCKyHLAOKTaMqnqz772NgNuxzRHY6fy5qnqxW7j+AezvoVP5HpOB/VT1SR8tb+J9HbgRO4BpI7AWBWn7nw9/ALAPdpC0FrA0Pq0G7Ju+hx0k3auq42NovQusASyRdOjjG7Pvqeo6SXzWAiKyDybsPBTybCHgGuwwJKz/3YjNVXNj6GcVgkYBK0R9HzevXgb8GBvHfr68ftcK/A04JcXhVAvwHHZrfVcSfgKtlzDh2JsXPX7GAM9QEU4ThXhH7wSsrn/1H0o4QeZl4DtU6q/Aq8BWwc2leyf1dxCRPsB4YJKqLpGAuylwJbBxmjp5ryU81xgc/7P547hON16pwTeG2xx8iUhv4HLsgLoHMAMbY2eqaouIbI3NtUsHSN4DHAqcApyLtcMEbB4aBLRghyBpoW6CvDuQPwnYCOgKvAPcoKqPJ7xX1T4jgeZoooXRgcAi7vc8bAwIsDiVMT3d5aOqg4MEXBlDsflpb0dPsTnpcWyeuT9uzoyg+X/Y3nAgbdfYsPmvnaAVQu9o4E/Y+ntw4Nm/gV38tID/qOqe7vnZWXiPA1X9bQyPVQmQIXQWAV4E1gW+Ah7G9iuLhOyJzwR+i43HC928mQdEfo8i+ksUNIXROoBTAT0J+Bk2OSdB5MmWj+bO2ElUmg38/MldRLphN3UbYwPoI+AxbOP6FbYAgXW8ZbCN7g7YiacCrwBbh20qskKUMCoilwEnEL7J/BQ4UCNU69wisYSqdhWRpzKw0xXY2pUx3F+md4rnNkLvYYtxcKJ9CjgZeMP9/xzwJSZMb+bwPwTWV9U5Pn4PxAZ1t5D6AszBvtcKwKq+8h4B9vXfPsbd9IjIKcDvI8rwaP5CVS/xvXMb8EN8J90ufwXgLaAvNjE94eoGJtRsh23GvwQ2iBNwRGRzbAOUesPo2+QtgX2P/rT/HocDA4BLqAiYI4EVqWzKpwDreqeWgcldgbnAv7FF5z+q2pKWR0cvy8LYHfi1K/dc/wP/oujmknOx+aSnlx1B05vcZ2KCw2/CTpBFZIoVo33TMOrwW1S1f0r8qk7NE/rzPx1Nwer3jvu9NtYuiglw+wff9dHIKoyOB3qpas+QZ92Bp6mM9S+wcful+39pbH7xNAheBLZNISzj8KcBd2Ib5RfT8BtCbxHsRmyIS5tg/c4rA2w+9oTTZ1T17QhaD2MbsW1U9Xlf/kHALdg3udL9PRnoAxyrqn9yWgwb+MjdiB0OnRDHPtAPO4DZCnhEVXeLqetGrh49qHyPL4EkbY3fROSvjB0y9gD+ibWP/9sOwebKWZhQNlJVhzteCr/xygJh6647uBuOjdHgXPpH7LD0HWAx7MBvAiZ8dHM4D2Mb1msxwbQWPlMdyDm+N8ZuyvxzSxxdv/C9P3CT49V/cAJwP3Bk1GGkf5+RgsetST/3/TiYKSLHYevYcOw7vODtIdx+bgvgV8BQ4FRVvSYFT4tilxGHA5t65QMTgVsxzaa3UtBZBdvz9ML2Af/B1vPJ2DhYEtOc2hYTlM/FTMBuiqF5L7AnsIuqPubL3wP7LoqNwZnAQVgfPERVb81prMUKzLUIkCG0TgcuAl7C6js5qm+5i5B3gOdVdWsRGVJjPeeDN1dFQV79JYmJZiowYZvyB7HTwVb38Vqx063PMOGv1aWp2FX4qBh6PYAHHL0W37txqcX3/qkubxywZ4Z67OHeacFO9fNom8VD+Bvi4/sJ4BBMDe8PmPDQik1Ce0fQHOPR82inbKM0bfdrl/cFdiO1KHabOdaV8zjwDSaA+XnaGlO1bQEO9+Wvhy3srcCjwE6YsLSya+/n3LN7Hf4SwC98tO4LlNMKfBXSJutgglUrtkEeim3Ye2KLxDPu2RxgDd97H7ly+gXoXePw3wfWCSlvXeAD9+75Md9/K/ctvb78oePl6bjke/93jo9Rrt/0dnUbDfwPO5Uchx2e+MvdEDvUaAH+EGi/ycB9vu/i8TYWE+g2iKpPSP3876dJrWHvBGje78P9FpsLLgKOx24Jj3S/L3LPvvXRvC+CzynA9Az1mo5tKNLg/h/wtY/nsHnLn9cSaL+w/ryr772LsU2A92wRV3fv+fYJ36cd/QjcTRz+JxHPz3TPp2GbcYnA+5HDaQF+nVDmYOA811f97fQeNo8vmfabRdDv4cbLb7CxNSNQzryYd0c4nN6B/H+7/JN9efs6usPd/+eE9PssY2QWdssaV7cHHe5bwIY1ttOy2Pj/CFg5Bm8lbA4bgzlY8vJH49b1kDTNNw7mYJvbMe536n1BxvqErbuHuLzZ2OZ5DzeO5rm8KxxPP8fMYMAEkDN832Znl98HO1z01vLxVA5AUqWU9fil4y/1eu57d2Uq/f1r7ED4D9hhu9cfRwCrRJQ9f58Rw9862DqUZp5vDaOHzXUt2GY/qT3+7v8OGfrDGq7uXwX4eg34KdA35t3r3Ds3+/LazavYwdUUR3PhBH6i9h13EthTAEe58h51/9/o2qHmFMPf6a7MF7y2ieoP2GVOK6bOHkbrNVenjZP6FiYkz8acvdU8D1SbaukvsXQ7slKdIWFX3K3YKeqWLm/+YMWE1W2wTfgM7IQnjp630ZqDqXsdgG34Uk3u2A1RC7BrFXXxNoH/9eVdWEO6nPaL4h0u746Q8pcFhvnq366tCBdGX0kx+dziww+dlLDTsBZMvdNf5pG+d4+OaLsTHM6DvrybXd6VMW1+u6N7qC9vFTcRtOA7UCBkEXD53oLxLNAt5PlCrv+1AFf48qcCk0PwP3a4m8Xwvbkr8+0YnOEO5zlM/TFrf3zD8bFDIH8n3/c4KuLdvRzOW2Hth92qngD8l/abhzeBE7HTyzj+vHfGEL0Z9dJoH36bZz563sI7AxM4e6Roo4WB4zABsgX4cQjO2+5Z4qYdU2drBd5PgbuK60OtmPaFNwa+BY7ATvOfdHnfYBtdfz+P6s93u2d/iyn7rw7nH768QzENBi95gs1TMelp189muza6OqK8993z2Pnbx0crpuqcpp8Lpp1yO20FxjnYwckemF19pvETKKMvJjS+TMzm2Ic/Bfg2kNfF5bf4xwY2v8wDJvjq/7Qved/h6Zj0JHAvcD6weor6THB8tDssq6Jt/uJobZkCd0tXn+tS4B7n+tVj2KFAd9+zbtja/Yhrm2MD7+5YQ/p+8Pu6clqwmzV/Ob/19bffR9TjSodzS8iz1Ac+Gb/Jto72XOwgaAP3/1jsUGBz4CxsXvnGjZEVfe9f7fD/CwwI0N4LE1Bbsbl73ZDyY4VR7LZ8rKPxDpW9zhTXptdh66g3950HnBNC50k3dgamaJMl3Hd6oso27YrdSN5DZb5rweacW4GhIe94e4HVkr45Nue3Amck8DEJmBKSP96V5f+OPV3e2Lz7WAx/uQmQrj/MxHd4Gde3sMP1OfWqa979JZZeR1doQU/YQtqCqZZ6eWEnR12x6/45xG/yPyNww5aRnymkvNWIeH+af6Ig++1P2Cmhf1H0bqwGR5TfFbMnaHWT9M8Cz/3C6BXYYjUbU3PpFVOvXkFeQnAmOt4WDuQv62uHfhHvDnQ4n/nyPnf89Y8pc3X33hOB/B+5/Hvi+pXL/9DxFnmbgN1StgJv+vImhfUVN3m2E1JD8CbH9TUqN0TL19CX5wBdQvrI3DjamJA2L6QvR90sX+r6ll8wnYPdVO5LuJD/msMdCeyeUJfeKfrfC67cH1XRVt7Nx/Mhzy51zx4nRqhx7fqE4yHyAMWHX9Opecz3+JzABigEZzUCN5nYjVzqW5SQNIyIserGxExgoRTtshAmYMyo4jv2xYT212jbF8dgt8RrpKSzGLbpvgzbkHvjxaP5IeakKur9dvwD67t33wnBHw/MjqCVu8CCHb4kzlEpaX2WhZbry58l4NR04+X77nmtu572wuIR46gFWC5hrH0Y8uxQ4Ac5fIP98B30YBvgFnzaBWH9CBMKP8QEvmV9+e+59zePKG9ZzM651fXdTQLPk4RRb059CLc2RPB3NLaO/IcQbQrsUGVChnbKhB/yfjfgB5jaqH8+8PrA65h5gYc/A5gZoDEPmBhCu4er61sJPMwGpgbyvH3QxxF1Dp1bikjkKEASomUURQtbf2cROATsyJS1v8TS6ujKLOiJymlOT19eKyEnOdj1dytwdwy9GaTc9ES8/21wIGV4t4t791tfXouv0z2dMXlqqP5FcRYhp2IhvFzo6/Cn+fLHBOhtRGXj9hnw/Qh6aYTR2WETvZskWsMm4ADeJHwbOFfX8QnvLORojwzkL4JN+l8E+lXY5n1a0jd333YW5hjEy3vTte9aAdxvCCwWETSn+emFPB9Xy8SKLWyh9DFBuAWfCmcIzlR8i1hU+wXaaFdMXWgmbTeE47HT9o0D+CdSuS26j4gb4JT9L9ex63u2HJWb06eA74bgbEJFK2EGvtPpmDJrOjWPwU07R0zFt9BjwtKhLh1G5Zb20Jj0I0xoC1XX89Eek6Uvu3LHVNv3HY11MGHSu4Hx+uLzjne/YD8QOzS5ClNdnUfbzcM7mL3fD4GlUpQ9yr2/si/vDEfrTyH4M6PGFjkJLAGab7l+UtU6GcJ7KjV27CZkOoENegheTTdevu9dy+GKf52cHTamMAGilYQDbFfnxDWhhm8wBp/aOKZp1oLvVtPx+XXIu9u5Z3/05aVZE3tR0dyYjNlH+/mJm6vfdfx9J8Bf2Hx2msM9NuTZVOygqE+KNurrcDN/B8zh2FVU9qutbvzcidlD/pWKmdQ8YA/33rcE1mCX14Lvpj/wLHbupnLY6D88ONGV/feIvlc31VVyFCCpmDMtl4KW149fTclnD8yHwT7YOnZIVKpXf4mlWa8P2FmT+0ATA3kziDgVxwSWuA3xh0mDOYEf73bl4CrePZjA7QoZ1NNC6IXZrkyNapuQ973NTwtwtstrN5CxDcIJVASURwhsLkknDHyNefcMe5Z4uu8Grn9zPBZbPBaNeWclR/vdkGcT/PxE8YAtvLFCr8P7hrbC2QWO5q0BPO9UOvLEC1MdbwVeicF5lJQLbcT7nqpyUM3Ku4VuIUSwcjjLEdi8pPmGPty+mH3Ei7Q9CWxnZ4edst/rcKZh6qkLBXDS9L+p1LDhI6DVEHi2LybcewLNOOzG7L9UbMVbHU4qwYEaT81j+vNEYg45fHjjiZlLsnzvFGXdQcjBTQTu2q7s22ssc0nMfsnb0ARPpb/CqT378lrcN3gTU6/cJzh+UpZ9M5UDlgGY/bt3u7ZnAHdVV/5rebR1Sv5OdGXumwOtka5eu6XA3Y2Qw8MQvJpuvKgIY6G+ExJoDQjONY5+qMCZZpxga0fo2pjT9wweMrcTnt38ESZQewcEI315abV7FsbsoL25e4cwfkLem+b48d+etYR9c8z3xFxC1koqpkEXpeDVM+F6IWWbLo7ti970zQ2t2K3xycF5AbMFvh6fQETFxGNRH56nxrpF4P2l3LuxaxhmhtGCqceL66+fuLwDArgrOJpvFtX3QvjLTYDEDrBbsNBXkbQwdeT/OtxzE/jr5ehO9X3X2FSv/hJLv14fsLMmTO20jSohFVXUZQK4XbBJNnJSxwSESPWSFPwc7TrHdHzOCBLe6Y55AvbUKo/yPbvF5V1VBS9hwuhbJKjgBWicRGWjdVHUpOBwl8UEqVZsMToXd3tAOmHA463d5g1TX2xn5+p7vhC24PgXRM/ZR5yTH8/27bZAfldsUznGlxe1efcmsdhv7drEL5wNpGJ7dS3ulhE7FZvt+nE71V/MBtpTJz8xprztHM55VfZlzzHYpYH8y1xbTCXaac9fHM7DSe2Xgo/V3Lj8LKH/7Olrl/eA//M9S9P/3nDv7lIFj7s4+q/H4GyO2QxG3aS8RGCDkVDmt9Rwau7KHIt5oF3Blzy7xshDDEx9aC4+zYEiE3ZLORXbPPaNwevjcKaRQnANeX8hzGvpA1QOD1oxQfD32En4GZgA5c2LR/h+T3J99bsE1Nsz8rEebe2EPD7eCdKlYiv8x2rLq4K/LpjZyziqXCt9tC7x9cVtYvC2ouLM7g8JNGu68cIOAWLXjhh6Yeuut8FudzCKc7aYQHMm8HmB3zMojH5NezVxr+37RrT3TN//nnATa/fvcLth4dw8rZA9gvyEvBNmUz3Zfcd2phDYOjspJP8g39i9Hlg1BGcVbJ/gjcMDYvjqgh2Y3I1dlHjjdhqmDh5rF+3aYv6FARY6rQXY1IdzsaP5CM6vAbaH/KfLfyahjCG+Onsqsa3Y2hk0kfL8ddzg/h+ZUxoRw19uAiTmsHIGNpcfjx1++E3NumBOMt9y9ZxIzOEhdqjrrY9zsD2Dd2v5DBWTrVbssPZpfE4hi+4vsbjVTAzNlD5RcQzjP0W51+X9PIC7p/vQn8bQ64OdRr1HhF1lCp7+4xvsE7GF7QJMOD0Cc9/8c5d3HxWBpBWfAx5H63iX/2IVfIQtit6kenIGOsfQdkOU5OVuDyoHAp9gqpdphAFP8N6pirp+x9F/ypfn9wp6G6YK2QcLVbIlbb0mbx+g56l0+2+pW3ECbyB5J2TfieFvFff+/wL5u/omofGYve7BmODv8fY65lzlNioOslqxSTHWsQp2yDHbffdIT5UR7+7ta78nsM3441Qm4gOpLIq7uDbbkYoDnBZSOMzJwI8A2yXgeLEoPRu927AT4zT9z/PiN44UtzSBb+jdbp6WAn91THXydMx786GkcBoTQqemU3PfN4pKcZ5yPUdLL9XwPbu6PrM+CYIbJiQfgFO/Bc7GNlWruLQN5lDlK2zO3Z+2Avb8FEF/XcwJyje+8TUPE7j2of1NuxcCqBVTGfw3FU/uXvtNdvmnY3NPJidIrl+N8PHyJCFrEiagthJzi+fa+hhsHH9Ne0E3mCI9/Tp6Z2OOYiY6/GGYB8iz41IErT5UnM20YGrQF2IxmI91v5/zfZcPSRAyqfHGi4pW0GNV9Ouwddfz0r1pFfQ87Z2Xqx1rKcoICqPePDLQl/e0y9sr8O76jr/xvjzPM+tBKcvvijllaXV9czbxc7WnMeb39O0dZn8ngNvX0Y3SlvO813t9f4yr/2tUtIO8vhd7KUDlRt07YHzNjbtI7awQGqO9umO2vK20dXy4LBXTlHFuvHzj43OvFGUcTUXN0xtTG4XgveCeH+j+jzpIzZrivm3eAuQ+VOY770a9xX0bT5uvFRPKY/ee2A1lq+t/g3xt8pUPZwXXl+eR7Ewq1/4Si5dlQmim7AnbgLTQNqSH581uKmYvsIPrRN863GsSaA6gclJxC7ZhPCQuBd5fCDu98k6c4jZ93vOZ2KIY3PRsip22f0lGWzZsA34jbT3W7uPK+yALPWzD7IUvSe74JhRcSkUoeDjFJOQJ3hdW0Q/Od++eHcj/Y4r2vzaEnrcZ8Z/OJU2wkRsfbFPVSrhNxtaY0B7GZzDPK+tfpJywqITFaMGpU8WkEYF3/xHgwSv/l+75v0N49PCG01aNqiZhNGN/+A6VMAKTqIQNiut/3ajYP7dgB1JXYF52d8NUo7d1v49yzzzbpVZXXs02dDH8BZ2M1HRqnqI/35BivF0Rg7M2JkiEeRjeDgvh5PWXz4nxDhjSv6pNfru4/lScFfn77aeYM6ZEx1+ub81yvwXzOnoCdiA6zteWLdjm72EsZMZmpBROMQ2KUM/O2FqzvkuhmhmYmqLfi2+qlMBTawi9uHZPGntLYV5vo2h5+Y+Szua2phsv7FCtlSqc1WDxWkfTVkvHW09Or4LesY6/y2qdQ2LKCAqjV7oyd/HleVpSH2OhZbphYbzedLj/8uF6GmJPZeBBsAgGaQQWT9V0fV+eJ1QGzV6ucvmRauyuv3xM9Hj4CJ+TzIRx8S2279igym+xLxX1/17YHLV/AGcINmf6eZwGHJehnJ7uO65OyGGg+757udTbV24uKYG33ARIR29jKj5UwtILhAjjIXS8Q67dfHmh+xosxm6bMVR0f4nFq4Z4M2X6EGtjN0p3B/Lvof2i5k0qiyXQ3IKKOl2qTU4EnSWxm6m7sE3rRCqnfhOxE+07Mdu4mmLaZWivhbHbrafJqF7lOv1IEux1Au9sQEUoSFpg+mLCd6wzk5D3urrv/TQh4TMwIfebkAnoGyLUXDG1wCG0DaGQNMGuH8Ojd3txZMx3ORTbbE0K4XUudoDwR2K8QYfQvI+2m7mkFGYP/BPs5uN93E2R73lvbEM310djBvBnAt6VsQ1aYaf7IfUXLLzDJF8bJN3qL0pFcEsz/j28O8hwmlllfYJORgo5NU/Jy51uvMXdnv7elXlaIH8pKiFp/GkqEY6bMvTf1EIWlRi8rdicfDd24p7lkG50XJ/C5pFjsTXAC2fhfYuqfRNk/FZ/oLJxuwo7VFkdu4GITAk0byTH2II+ulthhzzPYPPN++73FaQI/RKgVfWNF3aAsz4xc3pGXlbDDrVTa1y497pie5bWrO9mLCcojA51Zd7hy+uB3aCF7aum4QvRgh3oewfRsTFrQ3i53CsjBudQh+M/LF6digDzNnY79ZaPz3aHYiF0N8C0137h0hFki339IxLifOb4zRbCDrIPwLQo+taj3HolchIgAzRXwjTPTnPf9zAyaCVhguM8fN79HS/jQnCXd88ejqFXt/4irsAm1BlEpCt2Ovd9zJnKZEwIu0RVv415bzPM4+XCLutjKpu5SFDVbXNge4EEERFs8VgRQFXP7QAeumJ2XCsCit1+vK6q8+rNSxoQkSWxE/Yu2EI/VlXnZKRxLqY5MA9ziPIE6fry8Cr4XZSKI5UPVHVWVhpFgYgsjWkdrADpxqqIbICpIW+LqZL2CqBMxzbKT2OOct7Mj+NInsZghyNd3f+9sMV0gqre4cMbgt2aLut7fQbwK1W9umg+fXy8it2crKaqI3z5Xr/8H+a2fhYm3AzB4oyeWCf+vMPJ64EbVXVcFTQ2xW4tY8eMiAzC+tIx2CYLQL1vmaKcJbHNzSKq+kxGHkdi896PVfXGLO82OojIQcBvgJUjUD4BfqOqt9WNqRJCyNzSBVgTC5nxsQ9vKezWdE9sj6SYrftJqvpKjvwsj93WfRrxvD+m7fKFql7py98f81fQ24euwOWqempe/IXwsx920+iZtpyqqqOKKi8rePyp6s0dzQuAiKymqh+lxF0JuyBaGtsPjcXM1j4skMUgD973vQ5T917c92w6puXSI+S9icBcVV0ygu691Km/NIXRBgMReQzYHjt1OUBVP+9glprQhKpAREYAgzCHWDd0MDsNDSLSBxNIBfOKOaUDeGizYUzAXQhzmOQdxD2vqpMLZjHIw5dY2Iweqtriy38du3XaQ1UfcnlrY7cZ76vq2nXib2tVfbYg2qvQVmtiOe+R+9uKeTbeKIHODzEVT69NVFUX8j3vh926CmYzOjWExiz3vLeqzq22To0M7nBpQ0zlGUxr4PV6HCI1AmSZWxx+N+z2c4qqTi+UuYwgIgMwHwbe3PdEWsGnhjLHUPEyP1dVg4eXHQoef/65w+Uvj80t/TG13EioVZB1c9X+2MXExkFeygy+7/sZdqjdw7vIEJFPgMGYRt8o3zvdsEPgljBB1eHMoU79pWEauwnzYWPsJO3ApiC6YIGInI0JEpelxD8e6Keqv21EethJ4lzsVrRmKHt9C2i/+eCEz7oLoNWCWygLEbQywAAsvINfEO2NeYqdidkIAqCq7zqhaVAd+RMR2UxVX0qJvAm2CWl3Mykia9BW+FzKe+T+zsM8Lw7H1E6fTTocEJGLMHUywdQPu/noAaCqk0Tka+wWf09MNTEI4zAV8tILou4GeCiVW+DEsZkGnND5Zg18NcxcVQ9wfWlMWvx61ldVx2O+PuoNgqni9+mAstPA/LnDaXRcSUVLIw1k3ke4G/ZdMAF0D0z9XbA9dqOBYGZqK2Lzkyd4vooJowdhvhQ8OBhTsx8dQ7Nu/aV5M9pgICITMPWQ/h1Q9kKYOgJZVbEajV5H8ObU8r5W1WVS0hyFed8MPS1uAHqfYKfduUx2DVDfXOmVDbLeXhTMS5rxNgVTbVpYVVtd3s7AQ5i7++0C+BMwYa8utwquv4xR1WUTkZnfX5YPO9F3tJTKhm8Otkl5BhNAn89ygyQiO2JOqCZjzrLuxRw+tfv+IrI9Jtjfo6rfD6H1V8z2bR1VfT8tD/UEEemB2Qoege8Q319Xd7MyEtu8Da7nYfGCPlcVPbeUrb55g9d+mHnEwZRsrPm/r4hshM1LPbD56gvMQWasaY1mMEUTkfUwAfRArF28eXEs5sfiX6r6RMZqdBj4vu/pmA3+8ap6jXvmzb/zMP8Zb2Le2X+CzWUXqeoZEXRvok79pXkzmiOIyCF50YpROXgDGCIifTpAFa8v5iimlXz6TpnplZm3BQXuAU4Rkc1V9cWOZqbRQERWw5y9rIXdMnt2SNOwW4H3gCf9NlWdCNKMt48wr8aeYAW2OVFsMzQfnDDSF7PljgQR6Yn5AdgSWIaK6nQYaFDgDSOZ8Dwt/izM06InfL6ktdlNH4u102mqejeASCSrLzrcDSOe/xazZbtSRHbLekMqIt7N9geeCrUvLwtohCC/EHZAMQRTa3sG+74LB16eJCJ/wTaE+2JOjZJ474PFStwBu83oqaorB55/z/HWEbdpHQ4isgJmi+f9rhpU9bNcmGpcuAjrm9eIyK6qOrujGQqB32CHhG9jUShez4OoiCyB3Q4eigljULkF/SPmGPB59d3Qidmz5wHqH9cFwj2YqrFXP1T1CRG5Bpuzj/HhCjY3n0801K2/NDfF+cKN5He9HyWM/gHYFjgVi43WEZB1g9TI9MrM2wBsc9So9M7DVGOud5vQejtUaMj2cyedv6Pt5j7Yr/wL6mvAr1X1yRx5C/I0ErNZ6VLjAp73oh033u7H2vBGEbkUE+gPcs/uDOBujG2II/uoiPwfFjd2IG1Vvfw8+PPyVktaFLvxDIO+OavBbur+JjrWUdXpIjKZimpwEAS7cbwReE1ELsM8yrazLw3Q9QQLCfwN/k4LUe/8GFPN/QALg/Cp7yYiCHdiwujuJAijIrI5FgJrSV/ZbfqEqk4RkROADURklKo+l64qiVD2uc8Po3DCKDHjLwUo+e1559dXRJ7KiWaaw6laYTomkFwLvOOElBepxKGOYqyeQvwW2Lc6SFXfqYWQiHTHzAMOBXbC1FIFm1vuxUIfgsXbDLvcGVRL+T6oiwqq20O1U21W1eNF5CHMw73fYeqNCetC3fpLUxjNF56h4E6nqo+KyLHAZSKyDHbF/kmRZTahXCAifYHDsVuXtxqY3t6Y97dzgA9E5C7sNDTW1idGayBv/kpHT0R+gcXG9Davk7FwBl9R2Qwugt3KrY7d5m0MPCYiv1TVP9TKXwQM8vE0qAY69bQbuRw7RV4TOwEGq8N1ISpJ33e8DQsjJOYQ6H7smz0B/MfRnwycggkc22MHieOBc7Eb7FzA2YsuhqmJhsHmIjInD/tTB/0w5zBpBZA4dUa/gNEXSOPMzC9YDHZ//ZuqweQHP3LlHacR3lN94IXqiHVyJSLLYTGQ+2O3rrdjYW36haD/GZsn98VCSVQNZZ/7oooh/GCnGjq1MRJe36G10nVQj7nPP9ZWAtLYyOYpxKeBHpj9btWCqLM5PRT4ITamBJsf/o3ZrT+gqrNSaDMuMFEoVPURKhpAaaFu/aUpjOYIqjq06DJ8tw4t2KR4uHOsMTaeNbttcLY+1UI7274y0yszb47eObS/3V4yg4qZ4nMIUnZ6IXAjbe3YDnApCW4ugr8GoPd/VATR+zAtiZf8akV+ENOb3BRzMrM38DsReVVVh6UsPwtsi6kI9cNUh2uGvMdbEFR1mrudOhFrpynAQ0F1SDGvgxtgoV4eiiB3GrZB/YeqHuLeuxyYqRVP0b9zdbobm7u3DJRzKLaB8sNiCTcvgrX5Wlh/eTgCbxh2yJPK/hRTWVue6D3CRGAJEVkkSSAVkcHYre3oKJSUPIW+EyYgphAas8Da2Ho7LAlRVVtEZBJ2MBAHp2GC6M2qehiAiFwSget906FeRtnnqjxBVbskY2WDnOt7eG6MFQ95agwUBZ8Aq4vIQlpFaDsR+QAL4+YdYjyPfau7VHViFlpaRRi5jgSnxt6iql+mxF8GWCjmJrNu/aUpjDYeDArJ6xmR74F/s/oI+Z7AlZlemXnzIKjCl3YgfwX8Dbi0wej5IQ9NgrLXN096J7q/l6jq6UkEnJD6ErCviPweU+0/iRSb6qygqsPF3MDnuYAXMd7agFPNivWI6dSYhiSQ+j+M1zj7G1T1MRE5Efu2pwIX+B4Pov0tS/eQvCh4hnjTjbzsTwFewVRRd6e9SnMQTnF/Q70nFyFs5Aw9gFnq87qcAL1IcLaCefBUUpjaqOoXIjKT9re9ZZurfiYiP0v5ThzUy74ul/ZT1Zty5qswaICxBvB37AZuL0yNPSushn3PvwLn19ORWAlgNNkOHZ8n5tCxnv2l6U23wUAsYHxm8DaI0t6rYpXk5gefLi29MvPm6PWlopYlmIrdOGCTmPdbMfW4ycEHZaeXN5S9vgXQ+xpYHOivqplUPMVClkwCxqtqlO1eTSA5e7zMe7wVCSIyA1tPe/ry5mHfcrEAbg/sFvZ9VV3fl78+dgMLVucbMDXfE2OKbnW03o0z15Ds3kLHA7389Qk83wNTSx4JbOe3o/TNb12BX2HCvgJbNaKjMqeNtCKwpFpYjsi+7tSbXwLeUdX1YmjOxOL39fHlRY4f9z0WVdWF3f+lm6tcH8sDCh+zZV/b8oa85+a8Qdp60+2CmTl8F9gz65zh64cKvEDlVnRCBK5ia2rDhEYLgs+GXWhQr9DNm9EGgxxuHcZgjiT2VdV7s7woFqz5mwaiV2becIvaZB/OM5iwUJWKWdnpBUEsVhvA3ar6VUfzV3Z6mD3dtKyCqONlmohMo9iYYXmrc+U9fouE2bSv/1Sgr4h0V9X5joWcrdJ0AjddqvoWPrs7EbkBU/Ot681LCvtTVPVBEbkN8z78uojch90IIubTYC3MOZm3KfpTvQRRMY/Gi0RsPg8EfoDZP80FXgeuVdU3YkgOw9SnjwB+H1NuF0yNXjHnIHEwG+gpIl3UhRWKodsLE5zm16ekc1XD2NcVvbY1oSY4Ews7tSnwnIg86/5PcmjmabhsgKlOH4CZQmyBeep+DHO4dn+SaUFacAeLG5DsOb1mXxcFwSJYyJcOh+bNaMEg1XmWjFRTEZFvsRO6jVU1M223adgD+J2qnpnx3cWx00P/7V5p6ZWZtyzvLqjg7HNagN7+zXoTwkEsLutgYG1V/SDju2sC7wIjVHXVgvhbDujqbeikylBX3qKd81zg2W2OURdTzZeXkT39cUh5b2MCWD9VneryXsNCx2ytqi/4cJfCVP2mq+qiVfCQCCH2p0MxT7svhL7gXqNif7oQJqQdF1PGQpjd8nFUvJ36NxSCrVWXA79IErpqBRFZGXP2s60rezJwuaqe5+x+H8RCqHi8efy2Aj/Rim1vkO7a2CHBDOBgVX0g5BZ4TayeO2KC5uoa41FSRF4BNgI2dIcQcbeth2D29U+p6vYZmmSBhTzHbhEgIttU857mENM8DBrsZjRMIyZOUBFC9lVOM2NXbB7cHTN5UGwc3485DXuQKm5G3QHRRcBhmECXCEW2fTU3o2JO9z4EvlDVFYviLS00b0aLh0FVvBM38Lpj6j3Vhk94FXN1HaeOsqDQKzNvmUFE1gG2wuLbPa6q7zU4vfGY8XxdBNES1LdWev/BNv63iMgeqvp1SrpLArdg88q/a+ExDlT1i0DWjVRn8+mdIOc53g5zfz8AzvDlZVUDVizURxDewoS4tYCXXd6TWOiYs0Xke+5GtDtwpXsedxtXKwyiWPtT1JyLnCQif8Q2fJtj4XG6YA71XgRuSntwIjXEaBWRflj81KV97/QDfiMiU7BQHDtit6H/BT7D7Ko2wmxCrxWRl8LGsKq+K2bnexVwr4iMxpwPISJ3Y998dQ8dOCZOEHVwH6aGeJarcyiIyOqYwK/AXQk0I6Hsc18VcBjJYzd4MBI1dhOhivoOI/vcV6TX2jbtVMtYKwj8Zd9MDr4C1Gy8HwQeFJH+2E3poZh3+QNp6yxxSxF5NM2BmbsNfQobvy2YY7v1scO+VzDP6au4Ok3EIgQUAiKyF2Zb25dKG/ZNOKzxDh23cv8/naKcwvtLUxgtHpJUV/pig+NIoBtwPBDnCeszzH6lWnjV/d2oindbXPn+AVtmemXmrR2IyE5YmJPnNOCgRkR+icXlnH8DISJnqOrFjUoPU5HbQUQGquq4GLxUUPb65kDvQiwO5obAhyJyK/AYduP5FTDT4fXEFoy1sZuggzD13PHA3m4BqxUitTd8kOSgqi8WVmVhzJ71rcDzPMfbue7veB/OueQH91PZ4HjC6FXAT7Fv8LmIfIR5eVwca5f5DmTEvCCCHTSOCeRlAicI3UfFe22u9qch5X2CCVVVg9Qeo/V4rM/PwJxC/Q9YD/g1FievH/ApsLuqvusrdyWsrdYGfoYFhm8HqnqNiHyOHST41av38f3+DAv/8mBSfR2do7Hx+C8sJmkXx1Mvx88+jqfewHvEhLwp4VxVNCSNXW9ftSUmEPyJGHXEAur7GclzXz/3ezpt56Ui4Lu48Eo5jLVC+VPnXTpPUNVvsViZ14rIGthhxkHYgZRgh7QTROQBzGnSExodf/NnWN/6EIs7PNrd5k5U1W1g/tz9Oyy0zBOqekEErVphAyoHrR70DMmLghEkzN116y+q2kwlSNgG5Q3MTqd/DN7F2EZrhyrL6Y6d4qyfE9+lpVdm3iLoX+++7Y8C+Ru4/FZskRvhfrcAWzYwvV0c3lXN9ktHD9tgj/Y9T5NasXhh67nfeaSWnL7ZIpiN0FzgzHqOtzwTdlL8c2D/QP4Q4PNA203DhBY/nvet3g3Jy5LmRfDXCnzV0e0UwdsqmD1YK3a4coL7/S1mp/kr7Ja5FbMD/jlwaIDGK67+hwTyf+QbK/tHlL+tw3k3Ba9dMM/JZwJ/xISc3wA7YVoeWeq9phuXcWO5FQt1sVICrdLNVSE0ewCbYUL2j4BDolKOfWtrTNB7CGeWVq/6puBtZcwr78w861z0WFtQEiY47YA5OJoeGIffxrz3osPZzZcXOr8CNzncXQqqwxDsEMVL3oHiOTHpLPfdtydhzqpnf+nwDtFMbT78Zu6jXh6D09dNiKOBNTua52bK9fu/4yauJQP517p+cTfQxeVd5fJubVR6Du9kTL3lFmoUOspe37zoYZu6E6lswCMFRuyW7gSgh3t3SF4p575/huN3j44eh3knTANpa+zWdFegbwiO983eD8nLlOpUp57ANpjvgiTcjR1uj4jn1znebw7U/asA3o7YRus1YOHAs0mu//QI5PfwjYVlI8rvht2aTe2AvtEHCwfk3eL70xjsdqVdfwmhU8q5yj3vBVyNbWpTHark3Mb7Obon1av9MvJ3FbYGfoldRtSaRsSUVfVYy4m3WP46KmFxkH+MqfrH9kFMEJsHdAu04bgQ3OXds4fr0X5h37LGdql5bk6bmg6MSgYiMhXz6jY44vkhmKHy2djNwcPYSc04bBCFgpbTk1cTfCAi32Du+3sG8kdiqtmbqOp/Xd4SwNfAZ6o6qEHpjXQ/l8JUNcFOiScQ3ZdVo517lb2+udJzeL2xG5alqdhxTMPUdj/QKjzvdgSISB9Mne5ZVc3dK2e1Kq9hoMn2gA0HztnHqtg4fFuTPbwehTkLukJVT0nA/Qu20TtSVf8e8vxjzLvtmqr6kctrJcQRh4gcgd0mnaU+1TcxZ2jfquqAEPrjMW2jSAciYmGTBobhuDV3pqqmstkUkX0wp2yZ1lwxB2DzbW5VdXSGd0s5Vzn7uuFU7OveJYV9XZ5zgJijrWnAh+oLpRTAyX1uzsDfQEevC/moxGpUX69lrEkHhO4RkaGY9+sNMTVRsL3u68CdqjosJ578ZQ7GbqpDVcHFwjLNUNXFfXnTMed9PULwJ2KaPwODz6qEuO+7IiZIB/03VAV5zM2py2oKo+UBtyGYhn2Xdp3a4bTS1nA/1QeM6bxnY+EiLkvJ4/GYx8jQQPFlpldm3tzzOY7eYr68pbET0/GqukQAfzLQPbiANhC9aha3uIm47PXNld6CBm7RFlXtH/G86vHmhJU8QFW14XwtiHmEPQg7Vb8+8Gw7TJ1saZf1FaauOCyG3qOYmtfGqvp6Qtle7M1HVHXXkOd5xGgN3SC5Z4meRONwHO0xqpoqkLxY7L7l69lPyjpXicjJwCW0t6+b/60C9nXnVLORTQIxJ1ZdVbVXxPMOnZvd3NcFc0ZTM2hECMBaxppUGeM+C3++sgdg6rOe9+igsxxv3/s45uE60ua2gH3aSGAFTAtjnsvzPN2voqqjfLjdMDv2FkyVPxdIar+8II+5OTVoCa7Im2n+Vfce2BX45zE4wzDvV5lSDL1M1/qYjUucCkNp6ZWZN/d8PDZp9fLlHeTKuScEfxIwqYHp5aoe2gD1zZXegpSwU+NWYlQlaxlv5GcrG6oGC6yGOZj5VQq+znK4K9exfX/v+t5pgfylqNgE+dNUYMUYeqMxVbVElSxMVbYFGBnx/NtgP3d5LdiGPwx/Stq+gam7xqp+xuHU0u9icJ4C7spA83bgyZjnpZyrKIF9HbCOK3NCvdovI399XTnT86x3RFk1j7U68Ngd85/imaA8jzmQ+olL57m8VofzehjvSf0tBj9pn/aEK3ewL+92lxf0e3C4K//jerahK3sopmb+EmbaN8L9vhYYWrb+UtfGaabQj90duwY/iYp64p/qWH7ZBbTOJIw+5b7/ce5/oWLDEHR40p+AjVmj0cs7lb2+ZW8/V25HOBnpDvzT1ff5GLwihIK9sQX0HcwD4WDHT3csPMqhmGfWicD3Yuhc6L7jUSn4Osnh/raO3/VVV+bKgfxzXbu+iQnUK/j66RUx9GYRs7kPwZ+AqbaFPXvblbeoL+81l7dFAHcpQg4t4voG9RdGvyVBsMi7L5d1rqJK+7oc+/13MC/dLcB99Wq/jDxe4ei9nle9Y8qqeazVgceTXbnjiXHUidkpenvmOHvgvMfaKY7msb687V3eHMyx2VGYLfBsx98FdWy/AcCjtHWC5k9e/iPAgLL0l4ZTN2o0yKgeJpiB8tkFsZMHDMDUDjoDvXrzdjN2mnWZiOyM2QZv5N65I4C7jfv7fgPTyxvKXt9C208sltopmIbFSpgq02jMbf2lqjoh5t3MQbypxAONopk0j/UAlsM2FQMdv5enLDsNxI43EdkMa/cngL21fbzb0cBoEbkNC//xTxHZRlVfpj14KliPpODrbiysyy64uT5FW6UGDVcvWwbbKIwO5O+BtfuvtWITdBy2CdkhppgpQH8R6amqM2PwEItR18e9EwZ5xWgdKBU7dD8McHyEPZv/blwd0oKzF+2LxbPNE7oSb5JT1rmqBzBZ24bJmIk5jGkDqvq5iEzCvnssiMhTCSje3OKF7piBeT2OglzbT8zOOA1/ewLrYt/2uoR38oCyxUMOgx9i7XG0qj4ehaSqj4nI0Vj83f3Jb+1I2qfd48pb18fLEyJyDRYa6hgfrmDaAefnxFssuO/2OOY53yv7KcCzIV0O8wa+OTa/PyYim4WsfR7Ur7/U88SjMybSq3+NxDaD/TqAv8RTI2yBPdHhv9GI9MrMm8MTzE7C3y9mAYeF4N7lnv+8UelF0F8D8zy6tfsd6Y6/0epbKz3gAeDGCNrrYQtO1EnoV0R4K8Y2Ri87vDnYYuLx9gxm7+XRHU+C6n9gfCR5zvR4nE7gBqIO4+0Bx8OKKWgOcvTuj3g+DnNyk7afzsLs5rK0VZq2jLrdm43ZvvnzemO3VtMIuPjHNmORt3tUVNUOSlHfgx1vwyOe7+eeX+HLWxYTXltc2z6PhQ7w6rpXSN+oNXkq3SfQ1ntlK+aAZGRMGoXdnnv8nZ9HX3a4C7v+MjGhT5VmrvI9G+n62EK+vE8IqDm6/G6unWelaJMs3/UlzAFR0pjMs/3SjmcP79IUda5Za4UcxlqR/Dk6k7D1IHHtx+xsZ2AHHjWNNVKuGwk0dsbCBD0K3IndkHZL+W4e3zfvW+XC+kswNW9Gi4dQr7g+mIfpZE/PSlgsYPf3Cfc0dreqjgx55xza37wumeEGV7FJu/T0ysxb6EMb6QeJyJ+xSWkKFjB5hB/PGcWPxk6iHmhUej78VbC4fftgHmH9MF0sKPwFqvpJHJ2y1zcHertjXhcJ4C/q8JbBhMk7MOFSgE2wU9ylgHtFZN2QuaaoIN43E3+bMw/beLwNPKgWmNxfr0LHG/YNJqnqp4mErE0mYSfKYdAb27wmM6WqYh4Z+/qyk9qqVpgN9BWRLlrxlLsVtpl7WZ0jDh/MxDZHUXAndsJ+mYi8qarvhiGJyDrAZVjd7oyg9RBwHLY5AkBVvxSRPYB/YJsfr91nYHa59wdohHq+rBL6YYcP89nBbiYHheAGYS5mP3aeP9ONn+D73UVka9o7Z5n/muPlAExt/IWoQks4V3kwEvNGuzwmsIOpjA/GbDL9N0YHY+08OoovHxye8Hz+3KIpvF8XsLY9Q/q5725VfS8KMWetlTzGWpH8gTuUcN8kFlS1VUTmQkWWqcO6EcfPI6TTjpkPObdf3rfKufeXSKhGgm2mjk1YjLe/YBNa1E3IPMz1fs/Au+eE4KY9YfwCU3WRRqBXZt6aaX6b7kkl/lxU27U4nN07mt8ObqvQE17gNPdsArBByPP1qZyCHhvyvMOdjETUt9Dxhi2es4mIfxnA7YEJ+qG3hTg7I8yLahKt5R2Pn9Wx73h2Pjv78m52eeeE1HUe8fHsFqJygz4DuAbYDVNdWxc7OLnWPWvF1L1S3RCElLM1MTFaC2irFak4TBtK5aZhSEza2o2zRWL6ctiNWNrbs1Zgz3r1lxzbstT2dWVPFKS1ElFW5rFWBH+Y+nMLsGGK8jdytP3xmRtmn5Z3+5HzrXLe/SWWXj0avJnyS64DPebroJ8Dt2C3Fr9zvz/3DcJHaStQ9cUW2xWpqJ6N9eWFpeWjOlqZ6ZWZt2ZSgJWpbFY/xjYlK2Nqad3d76OBj6hseuvmgbRsiWgB8TkSnOe4tm0FHg959i0d6GQkhudCxxvmtCdWTcmHe5Ir/42I555gd3UKWlc7WrfVse+c5cr8Gju8uIyKsLNmAHdrh/tEAs1lgP8SL1i1Ypo6y9WrrgW03Wjs9rgWGidgBxZeasVuUUfFpBHY5vQfwLYd3Q5V1nswdhN6XSD/qpB+04qp/PXsCF7LmKioXb4PDHJ5bdYBzOnYrW4OP6PR+cPs6Vtd3x8Yg7ekbw6/xJdf9LrRE7Mb3jgF7sYON/TAM+/2wwTRSRm+32Tq4MU5FS8dzUAzZfxgFjzc25gfRcgJCKbeczSmatUCHBFDbximJpIXf6WlV2beOmPCHDa0YgbxkRsQN/k/7frynzua7w5sryhhdIJbqPrEvNvHtd/XIc9mEvCM6ha1UNstzDZubAfUP+/xexwVoeAsfB4DfTi9gTOwU+sWIuzEMHVob3N9HiEhT7BDlgt8eFvWse16A+/SVgBoJcRzO6aC2EIgTEEE3e6YmveLro28G4Y5Lu+nxIRdKLC+ZwMnZ8A/Hji7jvyFjuXOlKjBvq6zJEqqtVIkf5jzKC/UzgRMhXVnTOPiu8C+mCbGNCo3hkvE0Mt73TiK9Ha+f3G4h9ej/ajxVrkjk6fO2ISCwXlo+z4W86o/phcfBaqqK0fQGY7Z+vxEVf+WUOZR2Ib/WVUdUhXjTSgEfJ4dP1HVHQN5WUBVdeWy0wt74OitCKyuCfagIrIa5qFytKquVPb6FtF+wWDxHojIbMyd+oA4QiIyHhO4Fg7kj6SKIN6qGmdTGCx7OdLNfahqrJfevEBEBLgXUxVXTE3wTczZE9jN3waYECmYR919NWLRFJGLsVtHxW6bnwY8e7UVMZXP/o7W5ap6Sr41igcR6YM56NgUs4l7SFVvCeB0w5wT9QF+rKqvZ6C/ELAYVr8J2t4ONS2dnpitZFI/ibQFjBorMfijgBVUtWsGVqsGZ9c2TVUvreLd0s9V9QLnQXw30u+rflzv+rpxsUoK/lDVZwLvfot5Hu6pziOx69sTVHVgAHd54FPgUVXdJU0Fah1rRfEnIptg8+1SRNveChaS6Xuq+mocvTxBRB7FVM03TpofXT1eAh5R1V1DnufafiJyKabF8xawo6qOi8BbEjsEWhdbi06Nq4fvvZrn5kjaTWG0WBCRHtip325eVorXNGpRFJGJmJHzotrWXXoYbnfM1m66qi6Wnus2NNbBhN+FMRW/SEP7RqdXT97chAPwgaquFcjLAqqqXctOL+yBc+IyM23fdH2/p6r2LHt9i2i/GGF0NLBUknAoIpMdvX6B/CeAbfEJniJyO/ADzJ7wfB/u4dhtxghVXTWJeRHZHHOOsHESrgfVCgTVjF8R6Qr8EhMi+0SgTQF+D1ysqrFOMETkNMxmyXNE4S2w3rw/EzhXVX+fxJuP5sZYuIAtMQE56OTLD6qqDeeYUET6Ar/CDmyTnP5BQj2LEEZFpAuwBekPVcJC7NQMjTBX+XhdATu4+jINARFZBvO8m7iZFZFTgN9ScbSVtLeq29rmaK6MaULsic1Jaei16dNujZyhqov78qYDXcPme7dGzlXVJWP4ym2sFcGfD7cfpr2yLzbmurhHrVhc6LuBa1R1Uoo6xJWTad1w6+1yQC9VnZ2A2wPTMvpUVVcKeZ5r+4nIEsB72Pw0CfgrdjP8pavfithafxi2Rk0E1lLVb2LqkOvcHAUNt2g1IPwGc+YwD7MrehLTX0/r2SsIPbHOGyuIAqjqHNexe0bhiMhO2ObpOVU9PfDsl5jKmTcJqIicoaoXNyK9kvG2rfvrj2e1LdVD2emFwQygl4h0S3mw0gub2Ivgr+z0POgt7WNSzgG6iciyUZs+d4OwKObdMggPY55Rd8PUn8AEzh9iscSWxm4M1wV+QrxnVH+ZW2Exz7q7rE+oYe7Le/wCOOHyAhG5HHN3H+aZ/FFNiKXpo/cHEbkec4m/GWbXJJit5kvAXao6MQ0tX73O99Ur8ZW0tGsBsTiKwzWFJ+IUtJbCbAUHkZ7/vOuZFJN2b8zWd+kUtAQbI4UIozTOXAVmbzsG87qZBp7H7Pdi96YiciTwB/fvJ5gWQtq5pfC1TUTWxhzQ9IP5oZw81dMsMAZYQUQW0oqmwRhgsIgM1vZaK4vGlVHAWMuVPz84IfM84Dz3rndoPTHN/tdXbt7rxlKY059YQdTVYZaYF/alIlBybT9V/UZEdqVyq3yaS0Hw3yrHCaL1m5u1BLrCC3LC1LQidcaroDfC0VslBe5q2ClSnFfE6x29HwXyN6BiV/SZKzfR1qnM9MrMW2dM2IldC3BkClzPAc+wjua7A9urlbY2f37bvxbMnXvUu3s4vP+EPCvEyQgw3OE/h9061Vr/TjXesA2yZ9N6pqun54xjJcyl/llYjLdv3DdesY59sQUTNm4CjqBK52KYXVUrdkp/sqtbO5vbKvjLKz719thhcisVL5e3A3+PSyn53Bn4G3ZQ8SHxsUwj1/GyprTfwYc/CsJj5Qbw3nb9749QPg/1wL+pOKbZqloeqcTzHezLu50Qm24s3E0r8HEMvVzHWt78FfQt8t73fYPNyWnWwJ4Od0LE80LaDzsEOQs7RPbmrlb3+01sPemXgk7uc3NkWfXsFJ0xYadvMwkEFa+Bnt/pS2RIAkx15SkSnL5g6g4twJKB/GtdOXcDXVyetzm9tRHplZm3zpho64zrSEIWbNePj6fijCuXQ51GTCRsfgkJ2+J7907X1r/OWGYtQbynkTLcSUp6pR1vmMfEzTLgbwJsk4Bzj6vvr3157Tb32G3dh9gmaVngBpcu8OHcUEW6Poa3l2jrsMg7rPgCuA27QV8jZVt84d6tOnQTtYVO8dKpEbSfcvSextTh8+gv3Xzf1+M3KSUKaWVLYf01AX8sMDsF3kxsY927o+sYwd9k913XqpFOrqFx8hhrRfJX0LfIe9/nCZAHpSj7YEdveEe1n5trlnQpk4OwvPtLbFn17BSdMWGbhCk50lsJ50AEC3lxDLAGdn0/APOQdSoW3qUFU2tcKYbeN5jdXjB/pHt/I1/eEm6QjG5EemXmLYRGV0xdcABmP1BrvykdPUyd41EqG8cvgTsw1+7XAA+6NvY2a4+Q8oS5jPUtkl6K8g4GDiWHG8oMZY4Dvs2RXmHjLQfeWoEvM+CPAuYl4Hzp6jUgUE6YR+Tt3LM/UhFe3gu8l1boSSX8YDZH22Nqbs9gt4ZB4fRr7BDj58C6EXRmYWtalxra/5wg7xnqGRtbkIpgsWKO/eVMH58PYDfLOxEfy3RIStqlmavIIIxiTn5aMPu6JNzPMXXNXL5H3u2HOTCblAMvuWqt5DHW8uQPO8TbBvhuSF6mFMNj3vu+o6loqKwdg7cOlf1LlBf2vL/vSOClDN/vWeI1J3PtL3Gp6cCoYBCRCzAHGVup6os50dwdu8rvRbynsenAAar67xhaczCvfov58pbGNkLjVXWJAP5kzFV/qB1qmemVmTf3fDfgQCzOX9DG5gts4rhVVR8Oe7/R6DmaPTEHN0fis9vwHru/rZi6yCkaY7tX9voW0X55QFFORsS8Dv4fsLiqTsmBz1zHW55QkMOc2dgtUR9f3hws5E6fAK5gN9FjMbVZsDb5o3t+Tpb6eKCq56bFdc46NsO8Bg/BvPb2oDKeVUMcW4h5Mh2oqotWw6Oj0RdTTQObN0ZihyGbxLzWih0UT06gPQUbH/2r5S+E5vuYGc2vNIMzqxh6pZirRGQvYC9f1mHYLeY/44rDvt1WmF3gLap6WAJ/N2EHbCtpPnbLebffs1j/7xu3ZtUCYhEa9sOc6UzG7PNv1Bh7yjzGWp78uXlTgQ+1rTOprIJJ6Nzi6OW9T1sIEyDXx4S1GzC/C37P6btifb8HplL+3bjvElFONd8313Wonv2lUEm3mRTMQ+PbmIerwTnSXQlTn/uW9ie9EzE7lMgbUR8dz6i+ly/vIEfnnhD8ScSc+JWZXll5w9TsXiBZZct7/iwx6mJlpxdRxgqY7dbN2MT+sPt9Igm3eWWvbz3ar5ZEAbd6Dm87V5/zcuIz1/FbQBtmUUccT8hpfQDna8xZnT/Pc9LSNwR/ahLNOvapvpgXzJd9fT70phW4zOFskmP5w8gvPvXLmMpcpFlMFTRnktLuLIFOqeYq2t9QZ00fk0KtH7tFnYg5aqnlRr2QuRkTIlqJMZ3oiFTEWKuRn9HYevJESF6mFFNG7usG5tX8v4G+EUytmAO85erYnlnXoS8w77wd3l+a3nQLBlWdIiLbAn8G3heRuzAd9jEJ78XG2lPVkZjN3Y9FZCV8HiDds7TwP+wU+wjganfCfjR2MvW0H9F55OyDqR43Ir3S8SYiA7DNzrLYCfFYzEbpbeygAcxN97rY5n4JLLzAiyKykQY8c5aVnvO+OVNV7wprSLVbtivCnsVBWetbFL0CIasHvER8VX1SRI4DLnde+S5S1RFVcWeQ9/jtEBCLPbcY4Z6N/fAF8B0RGaiVeHHvYWppQ4H7fTTXxzRl6tVf2oCILIbdKg1xaT1M08HrJx9jDq3C4DxgH+BaEdleawzVAKCqQ2ul4YNrMZvsH2GhEvKASZgjkKpvzUo6Vw0LsHkOdmN/aUxVWrHwSe9iDuoS49Oq6ifOa+jtwHsi8gfS7avma3MUOTer6l0ishFwqbu1v1xVI701R0EBWiu5jrVa+VPVQUGcsLwaIfd1Q1W/EgtbdiQ2L2xExQP0PExQvRmzu58TRacoraSUtPpgffrbGLTc5+ZIqJfE3pkTNoG9TPwpSpvk3htJQP+bjI4yUvB2mONrLvAfTP2gFVtABgZw9yLiNKkR6JWRNyqOZWYAPyPGwBwzRP85pn7dAtwWglNKeoTcvmEL/1019t9S1rcoejW0Uy8inNKQ/TQ1lZMRH77fPm46VXoMzWO85dieh7r+66VWTGXrqZj0NPAGFUcUVyeUcaXD28WXdxKVG6SNXZ/ZEPOQ2AL8C9MyyCXF8DYQu/m8CguwPo+2N0vvYELcD0m4ScLWtIMwQforTIDZjSptxFJ+v3UwfwsnkMLJDCaETgf2z6n/3OHaq2rnXjTAXEXGuSVj/RcH/kT6fdW8wPuFz81YfMYW7Cb8feLnhycj2i83rZW8x1re/BXUTw6j4HUDE0SXwJwEpXZWWmv7YYd+h/hSKyZcHhKTDsXmveGub7bzsF9Uf4mtWz07RWdMmA2N53CoBfgAc/bwdFzyddSg58RMnTcFfwLcSluVlFnAYSG4d7nnocbYZadXNt6w2E0t2CS5Y4ZvthO2+ZuHz6lGmek5OmNC+nLVG5Uy17cIerUkbOPWSoiqZJbvQDYnIwtjanRx6m/BFOk0J+/xW2N7npOhTmFpGNA/oYyhDvcOX14P7NQ+uAH3Nlfrkm5jnnnzHtJn5uNhwvCV2Cn6gIxt6adVlWARMYZeAH4f8uyX2Jj08/8L9+yGmDTR4Y9y/SsON9ITsStnHUywqerAiQaZqzD7udzVFLHbzE98fSZVKrq+Pjxx42FeBv5qmpsd/qgwOkWNtbz5czjbkKNnckq0buTdftTmRdxrh63q1V/iUlNNt3j4LbaBeAFzJvR5hnfnYnGKgpBbwG+1HneQiPwZE5ynYPr7I9oUaAF3R2MT7AONSK+EvB2Afcu7VPWxqHJCyn3UqXv/wNG4qAHoTQEWF5GFNUWw6JRQ5voWQS8XCHEyAtBXRG6Ie42KkxEIqDdFwK+BPbEN2c2YS3zPu2BmyHv81gj3uTLA2uYGzMnEiTHvtOLUEVX1kxRlPIMJl/PVvNSCqA/B6rYnJvAr8CJwkqq+7dTQ8oA0dKZiHnzvBV5X1dYqyvmM7A5LkuAHmAOZP/kzRWQD4AKsbl9ga+xg4EIReQ67RVHi676iS3GgmBlN+EPVd0Tke8A/ReRh4GLgVVWdnkDXg4aYqzQH50IRcAHmN+Nr4HTc3JKh/xU9N58AHOd+P0WNc18GWASbb6OgiLGWBZL4AzuoG0N7R1JR8E9geQiXZ+q9bojIQGCOJjhGqxKC7TcaWyc8GILNaXHOUuevQ5izsDiV5Lr1l6Y33YJBRL7FdNAHa0Y9bxH5BFsoN1PVV11eKxm8ZTWhvCAi92Ibyl2yLIju3R2xUCf3q+reZacnIk9iNz3/BP6B3eIMw24b9ibDAYuqPpM3f41ArxYQkcUx76KKHZCdUwO5EcD/JR2sicgI7AbiKFWNE3QbHjpiXnabpwGYR9hEIUZE9saE5i+BSzA1Lc9WaRlsI3MK5r3xCFW9L4bWvzHzk35UNivTMAcvz2Bj+7+qWvTmO4q/d4A1gWVUdawv/1pMPfce4Aeq2ioiVwHHYvaHH+XFgzpPxCKSVxuoOo+hjThXichQTIjbEJ+PC8zJy52qOixDmV9hKpHbqOrzWfh17xdaXxF5D1gdOEtVL8zKn49O6nlFRFbBtCa+UNWkw5JcoAj+ss6lksIzea3g7CvRCK/wYp7EL8BUYD2v258CV6rqlTF0c22/RpYPmsJowSAiEzBvb5ndwovIZdhJ+xzMCHsatqGfg920pgVV1e2ylt+EYkFEPsZOd/tHTXIx7/bBnGCMUNVVy07PLeAP0VboFGpw4V7m+hZE77YsNALQHVOhVCzcylDfs3MowMmIiMzAnNj0ToPfhLYgInu6ny+o6vgaaW2GCZ9PAHtrhFMNJ+Deh8UP3UZVX46hKVh4gyFYf9oKUwcH62fTsbh4wzHh9NV6Caci8g2wqAbCM4iFKlgR8w75X5e3BHbD9pnm7zzF2yDmAqraxdEs9VwVeD4AU5Pc3ssKoHhrwOPAwWn6uohMw9Ru+2Th1fd+YfV1ODOwm7o+qjorA+2g1sphFBAap1qoB39VCKPjMU+5hYTwEpFtME2grzHV7HmB5wtht99bEt63/6iqxzvcQttPRA7FHEXemaJqpYKmMFowiMgT2GKdOdaeiPTG1J9qFSS1yFOjJlQHbhLtqaq9qnx/GhZzcECD0NsaU11aG1M/H4SpLX2Rha6qDi6Iv7LTayVZhTAJ2s0FRZ2mOs2OJardMC5IICJdgVUxtdq306gTuu8yD1hMVafVWP4DmOOJxLiMIjIIcyb1oKoG1bmTylmHSpzRrTGnHt4mY3q9+oKUKCatiOR2S+V9u7LPVb787pjzxvWweetFbOPuzfnLYYdjm2P95C1MEyzSA6mj+wawBnbgkPmgq6j6+p5/5njLdAkhFg+4cK2VaqEe/GW8LdwEeAkYqaqr1MBXXBlnA7/B7M9/GfL858DVWP99Dzt4mY45b9vC5W+uqq+U/ft2JDRtRouHPwDbAqcCZ2d50W1AdhCRtbAN/CKYi/kk26RQcKfCAJ+o6o6BvIys6cplpkdlw1463lR1Zfe7DzChChoeTKVyE1F6eqr6LKbGB8xfdMZ5wmUVUOr6FkCvBbtpfBQ7pc0CCwP7RzwbTDG2TPcAp4jI5qoaZ8PSDgoab4WBiKyNeR0coarXB55tB9yExTQE+EpEfqTJaokTYf46UCtshsXOS7ThU9XRIjIJExAygaq+A7wjpsa7LaYSu7F7XNXGv0qYAvQXkV5aUWH+P/f3uRB8xbwc5w5p2rwKKPtc5cGx2O35RMxnxuMhOGc5zZnbHe7PgcsTyvsbJgB8H/NMnBWKqq8HDwFHicjaqvpuBrrDAv8XorVSAwwL/F8zf+4279DAO4uJyFMxNL3bwrWwsfuwo1XEurGVKyPKjvSn7u+7wMbqfGKIyDXYbf+2wOHAK5T/+3YYNG9G6wAi8lMseOytWKy9NM4romhVfYvhUxf6QFXXCuRlAVXVrmWmR0UYLR1v3s1UrTdSIjIGu3lqCHohz2ulX+r6FkDvLcwL509U9W8Zac23Ga2XloSILIotwArspqqjMryb+3grEkTk95i95S9V9Q++/KWwMCxBQWw6sE6coCIiw7GT9cxaNSG0ZgBdgb6aoDYoZv80BQuGnkqAFLNnGuJLy3mP3N9W7NbLc+rxqaoe7t6N23RGgWqM6YmjOQQ4UVW92ILDsI3liap6tQ+3PyaYfKiqa4bQ2iYjb7OpqHEWsnEs+1zly38Z+C6wn6rek0BjX8yb6auqummKMm8HdsU8n/4jI79Fr21LYbawI4BdVXVqleXUst/zxlVhYy0PrZocbgufwUwPvi1on/YhptLdWwPOF0VkOSpOfg7QgHqsmJ30U8D/VHWDYCFFaSVVA/XoL3HQvBktGHynMi3Y6cjhIjILi9UXBXGn+ediJynVwLbu7wwxG6Luvrya6IXklYFenrSK4K1Tgzr7p1pBRP4F9KtmAmwweBUTRjfGbgZyB8nRyQjmmOo6bKPxgZgXyrdJDkx/M4033jzeghvun2KC6P+wdp0F3IgJSicRr+HyF0zV9TjMOUYt8BHmmfenJN86/RTbG0Te6IjIGrQVPpfyHrm/87CYqsOxzeKzqjrZv1n0kRuauhYVSDpFv9nRvUxEdsbUhTfC+lPwJs0TNt+PoDUsRXlhMMcdKFwacSPYGWB1rM/fmwL3Xoe7RhKimOfvmdghx00icgGmIhk3t6iqRno4zhlWw7yJXw6MEvPkmmbueyaQVYvWylD3t8ixlodWzX3k55m8iHVjKWByUBB1sJn724I5tQqCpxE0KIJ2UVpJ1cBQ97fouTkUmjejBUNZT/Pdyd5Adc5gmlB/cH0jqzMqP2yJBVj2n26Xll7e4ONPsIOVNOFG/NBQ7SciP8FCVbyhqhtlIZR0MyrFOBkJ2rimWmzqdXObJ4jIl5jA00N9TnpE5HVM9XAPVX3I5a2NbUzfV9W1E+heiakt/g64XFUnVsnfcVjIghbMm/IVwdsaMR8FJ2CHB12B41X1jxH0gt92DnZY8gwmgD6vIR5+nUoe2ObuvkBeJlDVm6KeuZvQf2DhNzyYAxyjqjcGcO8C9gWOC6uviIzG6joQM5UBC5/gqXkuDnRzv2cA4zE10H4eq8D5qjr/9kfiwyiFgXfb+j7wJPA5JZ6rPBCR6dgNe780RMRsdxdKupEP6X9pIKiVVNja5uMPx2OauU/z3I/Va6zlDWW6LQRwl0eqIfbkTiPmVOAdVV0v4v0JmP1w92I5rQ06ur80hdGCQSwmXGZQ1eF58+KHJDWTJhQPVR5UBCG4wJaWXt7g4y+TsBOAhmk/EVkXuAXbmG6mGSZvEemJxeObH3LC96woJyPDqOKbqGqZb0BDQURmA1PV59DECXeTsNuefn6VTac2q3Gbbp+K1Hex29UW4BPsUCHqND1URcoJZ144C88+8k3gK4eyDLABZlss2G3FvlF9zPH/IhXh86Uk9d+OADGnaUmxBS/EboIv0wjHICJyPOb/4XEsJuhLqjrXR2NT4BfADsDJqnqtiKzk8o7CebH21nXf3OBv36gDIO+Z93+r47fWzVvhc72IvI/dEm6sqq/HvSwiG2EHGqHq0gHc31Dd3OKF2yl0bfMdYGQlGOk/IWetldyh7PxVC2LOqJYFBgXnB7HYxJsDf1fVIyPen4nFHe2bUM5QFsD2SwtNYbSTQpgwKubxcTFsEv1Wa3TDX2Z6ZeBNRP5eS5ke+PT7S00vb/Dx90OgB+YkJjN01vbzQEROxuJOxjkZQSpORvoBp6pqkrpnYZD3+M2BnymYh+iF1XnKdeqhDwFPBwVEd1reI0EYzVWrxrXZL4HTsJu7MJgC/B64OK5NRaSbJ4wt6CAiu2HOS65X1aMTcP8CHIHZCT7m8rzYpnep6g9d3jmY4H8MNp5GYo6VvMOBpTH71pWBb4E/Y7eyG7l8sPH6H0w4rQqKnqtE5FJMHf0tYEdVHRf2nogsiTlmWxfTADg1D36ioFHmZihGayVPKDt/fqhyn+Yd4l2gqmf78lfEDge7AIdqiN2yiKyAqSC/p6rrRNBvmPYrEprCaMEgIt9ii8XGqlqNV69CwBNGsUF2IGabtGwA7QvM++mtqvpwSrq7lZVemXlrQvXQvOWvDaQgJyPuNgngblX9Kg43JZ+lHW8i8hrwHcxR0yMu72bMw+5v/bfRYg6CpmGOIiI9/RalIiUiiwA7En4C/6iqzkwqQ8ypzxxVfSkNT2IhGHpoe5u40oO7od4GWCppI+g2lmOBp1R1B5c3CBM2v1TV5V3ewphZwdrAkap6VwS9fTEbujeB7VV1rohsDjwI9AdOUtWraq5kQSAWw/U9jNdJwF8xG9wvMWF8RWBbLN7iIpiAvZaqfpNA9x5sk36qZnCMVi+QnGIEF6W1khcUyZ8THH+IeUwOvS3EDnhiBcpa1w0R2Qe4G1Pr/hV2ALQspimxIeZZeVkN8Xru5vC/A3eo6oEhz0v9fesKqtpMBSbMa+KkjuYjhK+xWOducak1InnPn8UW4yh6S2P2F6WjV2bemimXvjwGaOloPho1YYtsC+5wMgG3C2YXNzkFbouj3b1G/ko/3oCzHA9fYzePl/n4WTOAu7XDfaKjv30N9W3FhKu0+KOAeSnwlgN2xmw9D4lLdazrBGBCLfiYQ5ZZvv9/4/rG/ino7e/a+wxf3iEu79mO7gsp+N8Eu/H1j9FgasUE1I1T0pyDxa3t8PpF8OfZpPaukc7JjtZ4YIcYvB1dv2vBDiiS6HbFBLR7sJu76S6Ndnn7A107kL/VMadvSfP9W8DqETTy3EM+FNN/fxFTj8cczjH1bL8C+nMu/SUuNW9GCwZnM7Giqi6SiFwn8J3edsEE0rHYaczbmEoQ2EnmusB2VAKXfwZspAEnGo7e69hpkZSJXpl5a0I+0LwZrQ2cOqioaipnIBmcjIx1eHHx+JLKaojx5uxDXwbWpK3jkutU9acB3Cux+IvnqOr59eAvb8jqZERERgErRI1Rd9t3OZWYpImgFXtHT+OokJi0IjINu8VbTBNCdIiFM5qICZ6L+vKnYo58FnP/v4952OytyTc7XbGb9JHqHF6JSC9MwJ1cy/iqF4hIP8wr9L6YR3DPk3or8A5283SNqk5KSe8zoI+mdIxUbxCR8QDqsyGvkk7uWisisrrDW5v2KqEeKPZdfqCqH9aZv6UwIXMgJtDfjdmlf+n4XRrz4P19bFyOBb6jql/7aOS97+sJXIHFQ/UcEc0E/qCqv4mox/qYR/FWTAb4MgSnsNBHeUGe/SUW6i1hd7aEOTtoIebUowN4utN1HgV+BnSLwe2GeXOc7upxWwS9VuzGpFT0ysxbCH4PzNnDCiHPFnF96SVsgvsdCaeuZaeXY38e49q31PUtcfvNdXPBhilwN3L9//0UuA9jIT4G1sBbYeOtgHbsA5yNqXHdDvwogsfh7hsntndZk/smX2XAHw/MjHi2Fbax824aPsQcIz0dlwK8tGJ2WcG8LClUu8KNyRbgvBT1/K2j9ZIvb7HgmHH9+dsM7fctgZtA16az3O+GmavcGFjSpcjxnEDjJkK0Dmroz3m333BsXu1TI1+T3HyWi9YKFqZkrOuPszCP00dh8Vp3A47EnOR5YXPGEK8llit/Du86V/YnwGoxeKtiMZxbgD8FnhWybgCLYsLjd4GeCfVYHBPgQm9ui2q/PFPe/SW2rHpVqrMmoC8W+Hh0XhNnjfwMcgNOyaDaCOyEbSznYac8QXpzMQcFpaFXZt4i8E5w9P8cyO8KvEZbVZMWbHFcqFHp5dinPWG01PUtcftNw+aDN4gRHLHN45uOt0tS0N3F1eWqKvkqdLyVPZGgphqV6sRbamEUU9NsxW4uw54Pd8+fI0QYSEF/iEsbh+RlShH0D/WNyT8BK4XgDAb+SEWgPtT3bF/3/m2+vLGkFKaAtdz73/jyurhx8ZX7v5RzFWYr+1JSHX34zwIjUuCtic1bT2JOw2rtz3m330EEVKur5CuTmRd2Wx6pvkwOgl6R/Dmcz125W6eg55k8fO7LG0SDrBtFtF/O/OXaX2LLqlelOmvCNginYl4KveDPpwOH0wEbCswAuxV3Ep3x3dtdZ/tlCL3MtxBF0yszbxE4DzucLQP53sI2HQtDcBZ2Ut4C/LRR6eXYpz1htNT1LXH7+e3HJwAXYXZ762InwPsC12CbP8++ZYmUtE/GVK1uAdbPyFeh463siXgbu8hUEC+HYmpuXvJOyp+KSU9jBxyzHW9XR9Ce5p4v39FtHlP/vwa+x5eYkPKa++3ltwJ/C7x7A7bB/qEv758O9wVibs+wm5jnHe1/+vJXcu+/4v4v5VxF9hv0UWn6MLACcDC2r/oYEyY3wQ4FVohKRdc38O6VmGBzHqbiXU2/e9+VlYvWCjUKekXz5/BmAlMytNEUfFoXFL9POxsL35SW5vHA2fVqvzxT3v0l9v16VaqzJioLmP9UrUM2FI6fe6lsOrMKozu6OtwbQi/1CVS96JWZtwicEY5+70D+v13+yb4877R9eKPSy7FPe8JoqevbAO2Xt5ORkS7N8NGYBnzqexZMI3zvFzreyp4wr6NPx6TXqahHTSSgvpozL+dQneqrl4YB/SNojyODymoHfo/DXR+NquMo4IiUtNb0jYsxmEOjHTB7ynXc73N9Y3IG5mXWe9/bcP/B/V/KuYrswugXmG1tEl7mQxpiHGgV0H7egcwU9/4czKvwcKIPb54MoXOpK+sNctBaoUZBr2j+fN9iWgYep1PHdaOKPh15wFJE++WZ8u4vcanpwKhgkJIFfheRj7FT1XFY50/t9EVE+mA67iNUddUAvf6qOiUjL4XSKzNvEThTsEmrvy+vi3uvF7C0Opf3IrIQdjMR6cCi7PTyAl+Youl58tcJ229x8nUy0loFO6oVxzSFjrdqQURucD/HqOoZgbwsoKr64xp5WQS7fT4HOFcLcojknHFs4P2L3fZNBk6Mea0V25y8q6qfxNB+FAtfsHjW75wGqoktmEBvQyyMzwCsLcYBb6jq6xnpbI/dxCxO9B5BsIOGA9XFLXXvHoXd9t2uqu+Vda7K4ujKjdnxmNriEgm41cwtqGqXsPwC2q+muc9HJ9fQOCIyAlhSVXunYUhEpmPfLzQEVRGhe0Tkcuw2cXdNCNMlIrtgNvqXq+opLq/ofVrqPu3wRxHhvK2o0Ed5Qd79JfbdpjDaucB5eeuJxUbKJIy696dhThMG+OlpgmfNjqBXZt4ins8CWtXnednnka1d0GTHz6KqunAj0ssLxGLO9cdicZW2viVuv3beiEWkG7aBB5ioqnOroDukGn5Udbh7v9DxVi34NpofqOpavjwl2ttgGLTbfNbA0xmY85zvqeqDedBMKC/ThiyB1nZYCIQLVfWsmpkzmqWNSesHEVkc23jvjdmG+g+A3sNuea7W5PimpZirMG/IG/ge3YgdWpwQxz7QD9gHc2b1iKruFoOfOxTQfodWw4eGxAgWi9F7H+ZMJu7QYgw2/l+Nol+roBeBlxt/jl4/TP29F7Cvqr4QgbcZNj6mYto6k11+0fu0rMLoVAD1edcOPM+1/fKEIvpLFCxUHYtNaGDog6no7kPFRXUWmIqd5AbpVQtF0iszb2EwBlhBRFZW1REub3f399kQ/F4J/JSd3nyo5fZCVfdxNEblzF/DtF+NMJDKJhgAJ3yODUMWkWeBZZJOPz2hsgYoerxVC+e6v+ND8joKrnY8nAwULoxG3TBVSetJETkOuFwsrMNFvvGRCURkaeBfgBf6IOxwYHksjukBIvICFlbh6xC8wkFVJ2C32ueISHfsUE2wA6Asge3LMlftjdnU+aEP8PcE/sHqPQfzVltvyLX9woTKakFVXxGRtchHa+VcYA/gBhFJEvRuwBzX/LaO/AHsCVyL2ec+49abYdhtIcAyVJyOTQF+D+wlMn+o9wOmicghqnpzivKCkMu6ISJ9MdX+XliomlAooP3yhNz7SxQ0hdEGBBFZFTvxHYxvA4/ZszyrMSpR2DdXVX2xBhb8p/kLUYUacp3olZm3MHgWc5hwqYgciU26x7ky25xKuT6wMGZT1JD04m4vRKSa24tS17cAenlB1tu55TAVwaKh6PFWFahqO8EzLK+eoKpTnKrhBh3JhwfucMnrw2+raqzaoqpeKyKLYRuZI9xNVehhSOWVtochYrEFXyZbbMEtgBdFpMNjQDvhM67OcVCWuWo0FpbHgyGYV9O4/cZ8dW7gFq02TmFtUNa5GQAnhJwHnJdWa0VEDokgl1nQA2KFumr4i4EbaatlMgTYJoDjPesHXBJ41gWLYvH3JL5jwK8ldA7tD1iWFJG0B+YK3BqLkG/7VQX17C+hoHUyhG0mBdNjPx24A3NJ/qT7fToh7uJD3t8ZeIVkQ/0XiYhrSkbj65D3x+Azxi4zvTLzFvF8PSqeJ/1OY94BugRwT3DP/tho9LCg1S8EaIQl7/mzpIhdVdb6FkUvr4SLOZwBP5WTkZD3BFgDO3zY2v2OjK9W9HhbkBJ2u90KTK1TeWtj3kV/HPJsO9dHvD7+OTA0htbCmJpa3FzQbm4IoVNzbEEqjrQe8+GOrCIlhifJ+XuUcq6qdQxnqP8mwDHYpvks93uTjmq/iDJ6Yrfyy5MQozLQ96oKjUPbNTSYwtbZ4LP5eUXwF4MzjIQYwwlJ3bd8usq+FNz3nRPSXmnnqS8w52Sh61wR7VfDGCq8v8Sl5s1oHUBEemJuvo/ANmRB1aH9gAtF5G/ASao6M4TG2digwPf+bMzoGeyEyLNf2BR4WETOUtUwlZfFROSp6moz/8SmUeiVmbc2oKr/E5G9MZW7wVS8UB6p7W8WjnJ/n2gkekXeXpSxvkXS6wgQc/CwBJVvleadVYAzMdOAoB3PdBH5F3CBhmt0FDbeqgURye1WWFU/q5WGU++8xv37v1rppYRDgVOAXwZ4WQoTLP3feVngQRFZR1U/DaH1a0w1bx52ov4E8A22sUkFIjIIU3FrweyqHovDV7tt+KOIfILZOf1ARH6FxSgEc1DjwSCyw/wbfRHxbnVmqOprgbxsRFWficgv61x1OOaRsxAQkQOB8zFHL2HPRwFnquodcXSKmpvdbf/xwA+A1ajs3VREPsJC/FylqlHz6SCgR1I5PvBrrTxD7ZolSTCI6vkLBVUdWgM/fvt9rXLtCK4bV2C3tWDfbyTmtGyTGBqtmBfayQllDSLn9qsB6tFfIqHpwKhgEPPI9gi2sRbsensYdmIC1rmGYgu2YhPczur7MCKyHzZpgbmJvhJ4WFU/DpS1KrArdnI3yNHbT1Xv8eEEJ9ZqQLXi8bK09MrMWxKSiAzEbjlmhTxbCLuZAIs5lWhbVBZ6InIn8H1ss3cq8FeNVjPqBhyNqX70wOLsHZjEWy38NSq9LCAi69FWnfMmTBCI8+xalZMREdkTU1FahGjnPordZh2gqv/2vVu38ZYFMqhnJYGqauSBsDuAjIMe2PqxI3YzChbL8u6c+IsEEXkV2BALhD7Cl38udjP1P2wDPgvbyA3BHPGcGEJrBLZeHaWqN1TJz6+AC4A70s4Rvndvd7yeQUWddIY6RyFSuyMub3P8obZ3eJWRZHR/8WBBmqsS+LoAOwzx5pUvabuv8kw/FPidqp6Zkm4u9ZWKY5oliZ/7vgb2VtVXQmi0ks1ZzheY99NuafBrhTLyV/S6IRYhY7yqfr/WQsrYfh0FTWG0YBCRH2PummdhQuLfNNDoIiLYaduVmFOh+Yuym/w+wya0B4GDVHV6Qpm9MJfxu2MT9Ire6Z6I/D2Peqnq4WWnV2be8qDTaOBuL0Zgp4a7Jd1e+N7bCbu9AFg54nal04GIjAS+UdXNUuI/i9l43ExbGxgh/cbYczKyvao+l1DeytiNdw/su/8euwX/wpW3PHZIdyqwCjZHrusJN2UdbzltdoB4R0ApBRZvkzsTC9R+dV68xRYq8iV2Q95Dfc7GROR1YH1gD1V9yOWtjfWD91V17RBaMzA7r96qOq9Kfu7Fbld3STuv+N7dETswvl9V966m/AT6o7HvOEJVtw/kZQJVHZwrcw0KIrItZuYEttc5V1U/CuCsijlg2R9r6+1UdVid+FuSSsiOb4E/U5n7wITl7YCfOJwJwDqqOjZAJ7WwIhlC49QK7oKkJ3bQVCr+yrpuhEFZv2/e4PUXjXEo1RRGCwYRGY7dJPxEVf+WgHsUcB3mhGiIy9sb8w44GpusZqQstxe2AVgR2EdV76+6Ek3oMBBT8fZcjI/XEBXuRqGX1+2Fql5UBH+NRq+KU9VRmIrPEVjcMg+GYAJmrk5GROQ67JDtacw1fGjdXBs8hDmp+KuqHpNYmRKCm6tvwA4AL8EC3AcdPZyCbUSPUNX7EujdSLzAMg8z03gbeDBG1S93EJHZ2O3RAF9eb8fPLKCfX7B0AqdqSLgFpyq7hKr2qYGfUsak7Ugo01yVN4iF89qLiNv2AO5VwLHAfeo8r6cso5a5+VLgJExDYEeNjvu5JBbWaB3gcuygcAMfyo2UKDSOT6vmKiyUjxTBn5h31qHAmlQ8207EBPzhWpsDzkJBRNbB6rkw8Liqvud7FtRKupESfd+iQCx83MBYzQ4twBC2mdoYBU/EFudIZwo+3O6YHehEX94fMTuYE6oo+0Tq5ASlmXLtM4thRu/vYRtOzzB8nss7B9t0NRQ9LCZYC7Y4Z22THV1fvrdR6ls0PTI6ByHC8VBWOhnKG+nqtUoK3NUcHyPz5qMeCdjMzd3/AbrH4HVzOLOBTTua7xrqOwXzktrFl7ez+4ZPhuBPAKZH0Pq96yeb18DP+Cj6Kd+fhgkcaXCXBL4LbNPR3yGEt1LOVQXUc4zjIc08uZjD/bpe9QU+cO9tmAJ3IzduPnD0g85hkhxW+nFnAVsV2O4ef+pSrvy5OeTNFLTeAnbtoDG2E+aA8fchz36JzYv+fvOLkPYr5fctsM0SnQk2b0YLBhGZCcxU1VTONERkInad3dP9/xIWSHodVX0/Y9lrYBPoK5pSla8JHQt52JmUlV49bi/KVN+i6eWl4iMWoH2mqt6ZRCcL1Dr3NRKIyAPAbphX9Fg1cqeuPhK7zdyrDuzlDiLyGvAdTN3+EZd3MxYe47fqC3UjIj0wYe9TDYlNKyKLYl7i1dEbVQU/c4AJqrp0lfUZAyyuqpGxt0Xkh5hdqadqrOo76ReRfsBd2LjeW1WnVsNLtVDmuSpvcDfz01Q1VTxIEZkA9FLVSGcxOc/NM4A5qtovJX+TsYOqn1IHrZVqwa0Vh2FOBbtj7ZELfyJyPvAr71/33ihs3RLshnQwlRicClysqr+uvkbZQUSux9rgMFW9xZe/AfBfx+sXmFA62PG5jao+72s/D0r1fYsCN78uoTH+G5rCaMEgFecMq2t8/E9EZDXsdGyUt2jXarAsInMxu7JlI573wFT3ZmnAs6OILIKd5AzBVA4ewbxeTospr7T0ysybeycXO5Oy0hOR8Ziw0U5VLw2IyDSsrQdEPC9VffOm12gqPt4GEFhUE2KliXmEnYrdboUKr3mPtzxBRL4BumbYHE8E5gUPBhoFROQszB7vG+BSLFyT1w/bHJyKyNaYyvJT6mwmA7QOwW6kzsEcXd2FqR6PieNBffZHWVXWQ3iI3SyJyEXAadh4mo0JDhLEF5FbsNjJh6hqbGxB3zsbAjtQCfnxY9+z7sBSmOD7eQyNUs1VRYOn9od9s0gP6w53Mayfjos6rCig/SZhwlovTdhkizm5nEaI8Fprvy4KvPGCjYea+RORk6nEC30L05Z4QAP+UZz52V7YWFwfE/ROV9VLY2jnvU97B1MfXsb//UXkWiyk0D3AD1S11acifruqHhRCq5TfN29II4x2+PXtgp4wG9BWzNi+RwxeD2zyawH+7MufSkr1oQi647ETxKjnJwTLdPldgddoH0foJWChRqRXZt7ce5c63DfdwI3CWxKbsFuASxqFHnYCOKaGvjwGW7Abor4FtF9DqfhgXsNbsPAISbhHOR6HxeDkOt5yrusMTEiJnON9uD3cWJjuy1shr1Sn+vbGTur9fbAV+FMI7pXu+ZkRtFpp/+0SUwiNQmLSUjER+BbzBN41Ch/Y3uHenaLMgcDDwfEc0le+xNT9VouhVaq5qg797x5X5hUpcK9ydbmnju33ksPZJwV/+7qyXw55digm2NSlXTO0/xhXv5r5wwT9GY7eVdihXtI7XbEwPK3u3eVjcPPep32DafwE8z2zlI18eUs4uqMjaJXy+xbVX2JxOprJBT1haoneQPsIOzlZAzP+HoDZC5yKBQZvwYJwr+R7v7BF1j33FsMtA/kHubKnY8HNz8IW4xbgp41Ir8y8ufeqsjNpFHp16Mulqm8B7XcobYN7ewLm0zHpScxW93xMO6Oqtq/ye/2YymbhSGgf+BvbbB+PeYNtAQ6PoZfreMu5rm+68k5KgXuS4/cNX17aQ4WkNK+O37cP5pX5P5hH0x+F4HTDbkXfiOr3VBnkPkDDGwtPVZlmEy2MPkDgUIVoYbSXw421fcZugN9yfH+BedyfGkHzTIf36xh6pZqr6tD3tqUiPPwDWDME57tUhNYWYGgd2+9khzMe2CEGb0/slrUFOLFe7ZdD+ycKFxlonefa6qEq3vXWhPNS4OS1T5uDz6+Ly1va0fomBH8yIcJrZ0pp+kuHM9kZEhZiZapv8oy6uZiKeZ30v1v0Bn6EK793IP/fLv9kX553gje8EemVmTeHMwOz6Uv7bSdj8fAagl4d+nKp6lsHejW1Z9EJU+F61DfvfQncgd1CXIOFqvrGN/89QojA6qOX63jLua7HufLmYpuaRUNwemM2h3Mcvz8PfMtcUkd/9w7qa3m0XZQwOtZ9r0V8eXE3qRPjxq3DOd2V+QLQN44msJbDfTaGXqnnqoK++fm+uaUFs+X8L/AOZmPn31v9NoFW3u3XHXjdx9/LwEVunjgVu9X7n4+//xLj+KxsKa7/V0HrFdcOW1Tx7pau/V6Nwcl7nzbevdfLl+cJtu1u3zFfF6n71oKY0vSXps1onUBEVsI2IvsAfQOPJ2EneBeq6sjAe63Y4rY30Ub1cXAv5mY/yhZmCtZJ+vvyujieegFLq3NLLhbzdBYwWSNso8pMr8y8OZxJ5GBnUlZ6ri/PwTZg1cCWmPpMVF+uib8GpHcoBTgeyhPEwiNcjt2M+h1PQGU+awX+Apyi8aGBch1veYKICDbX7onVbzZ2W/qVQ1kGs/ddGKv3fcC+Sf2gCelACowt6JzlzAj0u0gbKM8ZjaouEsOv5wBqM1V9NY6m61teXw61MS77XFUUiMj+2M1aO8dYDj7B1MNj58gi6isiA4BbMO+r0D5Mkzf/PYLZGI+PK7dMkMoGMD2tb7ADmYWreNez4Z6sqgMjcPLepz2F2ZieqKpXOx6GYT4ZTlRfrGcR8eyLP1TVNbPWb0GBNP0lOuZLE3IFJ2T+GPixE0y9gTMuKICGQH+ss1cDSQHtu2ObQT+si53iv6e++FiqOs9N2os2KL0y8wamKrQxdvBwTwweDqcH5uijkeh1x+KHVQtxfbmM9S2MnqrelECjw8EJl8eIyIXYQdyG+OY+7PbgHg04loiAvMdbbqCqKiL7Yq79T8NUWMM8mE/BnHNc3BRE84MwITJHmAgsISKLaEKcbxEZjPW50Qk0V8MO5l5LKtz1rSmYI7IoKPVcVRSo6h3AHWKeTNvNLar6ZkpSudfXCZe7iMhWmK1x2Nx3t6o+l5LHBRX6YMJ9ZnBjYyr13afdjO1hLhORnTG70I2w2/U7ArjbuL+ZImF0RmgKozmCiIzEdMY38+Vtg52gveTlOeEzSQBtQzo/LtvBGGAFEVlZVUe4vN3d32dD8HthJz2NSK/MvAHcCWwC/EVEpqrq42FIIrIndpOkmK1Wo9ArWngqW30LpZe3l8BawHlEnamqd4U9d/xdUWMxeY+3XEFVW4ALRORyzOlN2Obz0bjb3zKCiNzgfo5R1TMCeVlA1ecpNqKslYjfuGdZN/OCV7B+tjs2huPgFPc3rD/6oSt2W5N4ICEiXbHN8fQYtFLPVbWA62uTVPXkKBwndL5ZQzFV1zdsjxfg7TmgswuccTAeWEpEemadG53mTT9MRTsK8l43bsK8Xx8A7OLy5gDHquq4AO7B7u+TMfSaAE2b0TwTITZcLu/LGmiumEeKoX8zpv9+H+ZQaT1sYLcAewZwV3X1ea0R6ZWZN4eTq51J2ekVMP5KXd8C6J3gcDvcuywh8xzmGOauHMvIdbw1WsI2XUOB/VwaiplgFF2u14feC+T5+1fVNpmOXk9skz8vgm6Le/ZnLPxJPdt9D8fDJ7i1lIANlBtzZ/p43TyBpucwZzlfXpTN6HYk28WVeq7Kof/luq/Ks75hvAA3AJfVs5/WM0X11SppPebadd8q3v2+a//HYnAKWTeArTEtmJ8AK4c87wb8ATNTifT22xlSmv7S4UwuSAnTXf82kNduIi1TcgNzNu2dKb0DdAngnuCe/bER6ZWZNx/eAMz7m38TFqTfCjwEDEjxfUtNr4D+XOr65kmPEnmXdbTHBPJynfuKGG+NkLAA849REdT8aR526x0r/NRY/jku/TwkL1OKoN+Fyoa0FfMsfwvwO5ducXneeHmUGEdXjmYPTBW2XagbzJPtxdjhzBuujN4J9P7hyp8AXE/FQc6xwLVUvOG3AtekaNOrHf4Fvrx2GzZMSP+vwz03gWZp56oa+988Al5K855baqlvGC9F8FemhBPmcqJ1nGuvD/A5BUrxXm/gQ/dtjovB65TrRplSmv7S4UwuSAk7OW0BNvbllX5SAnbFPI61uon/SWBwCN47DmfvRqVXZt4C+Fthao3PYPYG77vfV1BFrMiy0yugT5e6vnnQo0TeZTFhdw6wsC+viA1jIeOtrAkLEeG/LZyLeSAe5363+toiMaxMGRNtQwAdRXgIIAGOphIC6IgEmieQo9YAZtJ0uWvnMGHF+wZ/ILDBjaC3oqvvHCy00cL4hFFMQN+ZSviXiaQU+Mo4V9XYP7yYlkv48grbV2WtL3YwMcv/3YvkrwwJiw26Yk60emKe1luA5/FpC8S8s7zDbXXvxmpL0MnWjbKlNP2l6U03RxCRy4ATsQXmf5hR9lCyexBVVd3OR3cZYBWgVVMauzuj+S7AR6oap0/vf2cgMFVVZ4U8WwhY2/37vqrOaWR6ZeZtQQYROR74HvCxqv4k5TvXYeoz/1TV6wpkr6GgTN5lReRJbK77J3aLNA1zujaRjJ7AVfWZFOUt8ONNRHbCbmrAYmv+DnjOq7OILIxtnH8F/B9mx7azRti7lRVEZDhWj5+o6t8ScI8CrsPCnAyJwXsYs9vdRlWf9+UfhN20zgSudH9PxpyoHKuqf0oofxUs3u/mWGzBLljolxeBm1T1g/jatqG1D2Z3uJDjozsmLL+BzXe9sXEzG/ieqj6alvaCBCJyB/AD7BbsQWxu+Y37e0kWWqr62wL4ewHYFLgM+LvjazR2YPRdss19aRy5LXAgIttj8YoXwjR6/gHcjx3GTHBoiwPrY/uHg7DxMRfYTVWfSFnOAr9uFAk+G91ucXjV9OOmMJojiEhvzL3/dkm4CaDqc4EsIi9jk9rvVPXMlLxcgHl2fC5u0W5Cx4KIDMU8rk1V1ctTvnMyNhE/FTycKDM9EVkCGIVNZBupairviyKyHqaqNgM7zZxYBH+NQC+ANws7oFrEl7c+tpl9T1XXCeCPx+JfZnahn4LnHTH1Nf/GK8mTdxioqjYd6wEi8gQmZP5DVQ9JwL0Zc5bxpKrukDMfK+RFK2yTIiITMdXZRVV1bgIv3bF43NNVdbEYvBHAICxkxDRf/r8xpyOnqeplLm9f4C4SBNwiQEQ2xm5ct4hAeQlTQfxvyLtDaZC5qhZwBwDPYV5Lvfkk69witN9XDSWH+orIAcCtAX46fO5zDjXzAFXVqNA5uYGI7I45B+pPctsJduh6mKo+UCBPXht+oqo7BvKyQF3asAgQkb7Ygef3gcEpXqmqHzeF0QJARNbCTlgWwU7KJmM3pqlBXdgGEdkOeBxTAV5DVVtT8tAV08FfCdg2zW2D792emP0EwHit0ftjmel1JG/OG+on2An7D1X17pRl7IfdQI3C+sTcBqF3CqbGdoOqHpmGlo/mDdiNxEmqelVB/JWaXgjeKMyb7mrqvASKyBlY3L3rVPWnAfyZmE37Mmn4yAoisjVm/7M2pno1CFO9+iILHVVNs+B5ZeY6fssEYiEGegPLqurYBNwlsZimUzXnWI8i0pITqdBNiuuXM+OEywD+REwtr2cMTmm0BtKA8yK8BYHbVlX9MAK/oeaqWkEsXuMBVOaWw7Db5EwxltWFACqg/Q7E9ngef0qGG1Eff12SsdKBWFzvPKCNEF8kiMiywK+BQ7BxGgbTMaH1IlXNtLb4ykm1bvja8ANVXSuQlwXq1oZ5gogshalDDyLbDX/2fqwl0CdekBM12g4Af8U2dD+p4t1jXPl/SoG7GKb68h5tHWXMc3nnAP0zlF1aemXhjYqjmSer+LZPuzJ+0ED0HnV521RBbxvHyyMNVN9c6YXglNq7LAXZTeU9fsuasEPMCRnwJ2AhMIr4jrmkCPqe7fMqKXhZzdEakYA3C5gRyFvfvftOCP54YHYErRuwzfGgju4TPp4aaq4qqE/Wsq8qem7ucJtRLKxXLqkDeO+GHc4cCZwO/ML93hLoViXNzOuGrw02DskrdRvm9B3+QsVm/WTscmvhQsrq6Mou6Ml18FNqeP9tN2D2IOMmHljWdaT/JeBtgp2q+506BFMLZii+SYpyS0uvTLxhqmEtVGEsD+zjaP+zgeh9hU38mcOLYItTCz4X+g1Q31zpheCsR4m9BFKMA6Ncx2+ZE6aiORdTX03C7eNwX6wjf3tjjqvewW6qBmN2j92xk/RDMd8JEzGbxyg617nv9iTQIwavBxYuqJ1johDcUQ5vZV/eGUQczmK3bKF91denWoBPsUOgH5NCeI7hr6oNte/9hpqrCuh7w7C4s6Vov4g+s8A6MGq01JnWjZzb7QvXLrsXXlZHV7aZEjvDJMxWbgwwr4r3ZxBzWg4siZ2ot7q/F2A2r6u7tB0WHsLDGQcs2Yj0ysYbMNIN9MTNZkjZfQjcEDQAvVmYSky1Y2ECps7XKPXNlV4E3gLvJRD4l6tXruO37AkT5lrxhf+Iwb3A4f6oTrxthh2E/If4eJXdHM5sYNMInJWwdaoF+AjT6FkDWBS78d8Ii/XohU+ZDqyUwF+e8akvwlTVZtN249qCbXBvdzyvmaH9ZmCC9W+AbYkRwiPeb7i5qkzJV9+vybivSlNfzFtyolfYFGVdDlzf0e1V529zNj5P8CnwjwfOjnneqdaNnL/FLDdXJXoIr7msjq5sMyV2htlukFQVZNi9Oyvm+aVuAL6Jz3V6CN6SmGezFuCSRqRXNt4wr3uTaugbk4FpDURvEj5hsgp6MzG7rkapb670EnAHErGhxTwUru9SIYHpi0xUQjvkOn4bIWEeOluAPxPiGh+zGf6T1z515OsBV2Y7nkJwB7nvdn8Mzu6YYyK/oBdMrQ4n8ZSeYmJA98Q2rr8Fhrv5KCicjsVu3Y5NoBV8bxbwLHA+5gU4Nt5iI89VZUhefal+X1WX+lbLXyMnMt4q47QgYp4Xtm5g3q8HYgdeXTu67Qr4FiMxPwSFl9V0YFRyEJGvsEHyDTaQUhtBO9f/M7CA0UtH4HyAnQxvrKqvJ9DbCHgVCxezRqPRKxtvIjIdm0T7xL0bQ3MKNgH2ahB6H2IhilZW1dEZaQ3CJsZPVHW1gvgrNb3OCiIyBvOk+TE5jt+yg4g85X5+B7uNAfgMUyUDWAa7gQGLdfhGBClVX6iwnHj7BuubqRz+OKdD81R1iRiclTBV2n2AvoHHk4B7gAtVdWTKMncFrsbUh1sxAfJIVR0VwHsHWAvYV1XvTUPbvbcwdkM8xKXNMIEVzD420qOkiKyO2cF77y7rHnkbshbgdcfzcMwr/hTf+825qgbw6ovdsmfaV7n361Jfb+7Lyl9K2j2ADbB5pBcxDmpU9ea8y48C5yDoa03paM9z5BfVRgXs+3YDDgS2pjJuPfgCO1S6VVUfDr7baCAWrvIEYHNVfaXQsprCaLlBRJ7BjLYnAf0yCqPbA48Bz6vq1hE4M4A5mtIDo4hMxuxdFol4Xlp6ZeNNRD7FggEPUNVv09Dw0eqP3Xp/rqorNgi9G4EfAb9Q1Uzx4UTkdExd7hZVPbQg/kpNr7OCTxidTY7jt+xQZm+Ybu7rioVOaRezL4DbAxOW56bdvDvBdKD7d1xaATSCVmGxBcXCHmyNCZQ7AV44pUxt7uo7xJe8Me9t0FqBt1T1uw6/OVfVAL76jgMGZvxWdatvEcKoiPTC1tLDsIgPiVCEMBwFVQijUwFUddGI57ns+0RkacxkZFMvK4KEN2ZfAPZT1a/TlFtGcH39DczB2/aqOqmosprx3MoPT2ABwas5gTsFGxhxQdDnAN1FRDThZMK5xu/m3mlEemXj7S1sQdwZszvKAru6v/9rIHr3Yl4pfyki/1TVz9MQEpEVMY96it2OFMVfaemJyDbu/xmq+logLxNohjBPJYO8x2/Z4fCOZiAGPgLWBX6K2bXFwU+xvca7aYk74bNqATRAa1zMs3nYOE0FIrI4FeFzCKYOLFQ2ph9Ruc3MwqNX37+7clYAhgI/BzbGBP/v+F4p7VzVIODVt5qYy41YX2D+wdBTWNz6FqwO62Pz5CuYFt4qWH+eiDnQLCW4g6DDsb1x3Biued0QkQHAy9hNqGDq+E9h7eMd3vTH5sTtsMPTLYAXRWQj9cVGbzBYF9NWuRp4T0SuA17DzCUioao9hpZAL7mZYnW2l8FUbZUI1/gR73meA2cAy8TgvYRNSvukoLmvo/lyI9IrG2/YJq0V26SldpeNLaDvubKPaRR67tnrjuZHwIYpaG2EqWe2AK8HnpW6vnnSo2Jf9p4PL86+LipldoLW0YmKzWiu47eZavomx7n2nQucRYjjGyxG6hnYxq4F+HkH89wTWN6lnhne+z62GfsflZAQ3th7G7gG+AE5OD3BhNvjgLsx0xyvrFZ8tltlnqsaIfnqO5cMNpn1ri8524xi4TlagfdxoYoI2Ghidui3ur5+Rh3qeE5gjapmXTs1hn7N6wYWz9bbT/+MGG/YmDD7c0wFvAW4rV79uoBv4/8Wab9LVXuMDq9sM6XqEGdgwqhi3gE3isH9rsPxOsZZCbS9yWk8sEMM3p6YakoLcGIj0isbb9jmyHM3/gDpQjj0drit2ELVs1Houeer+dpiLvBv4GhM9WVVlzZ1ef92OJ4XvNUCtEpd3zzpAaMxRw1P+HC9vEwpiYeyJSrCaK7jt7MkTLDJHE8xgaZg64y3QZmBqaXd7dILVDzktmIaDYLZSeaSUvJZc0xaXx3nYodpV2BhbRbPoQ03BE5yben1WU/4nAI8DPwS2BxfSKw855Yi6JU9+err7atKWV/yF0ZfdN94N19eqMMg4CaHu0vBdTzH1+e9sdaaMn3hxrfE0K91nzbIN/53zFCvndw8M48Ujt7KmKjjHqPDK9tMqTuFdzvqLaZfuYXqVpce9i0m3mC+IQXd7lRuq1owVYSLsNPZU6mcCHs0/0u8K//S0isjb1j8WG+T9BmmWr1aSFmrOZqfUtlM7RmCV2p6Dnd97LYzzUlbK/AJsEEErVLXt4j262yJijCa6/jtLImCPHJiqqNnYP4MojaLk4Bf4zxNphzzuZy+k1NsQR/uFOyA7FRMdbbqcAeOzqQAbxMxYecU7FA5ln5zrqq5/+5BRRgtZX3zHruYSuk8fDd7ru+NC8Fd3j17uOA69sVspFek4nl7rC8vLC2P2aunoV/TugH8yuVnvuHEVN5bgF/Wu383WupwBpop5YeySakVi4vlX0iDG3dvIKdWIcHcUj+cgu5DmIODhqVXRt4wRwIzA+/PwDZJX1K5YfDozQSOiOGp1PQczUWwxf9DXxsF04cOJynMQanrW0T7daaEb0OWx3jrbImCw0O4sfw9LOTJn1z6rcsLakaMJvpEfZrv+83BBMkx7reXP5UUp+/kG5/6FOB+TFj097nJrp+djmlzpA7t4KMzCQvnsj4xtzsxdJpzVW19dxLOBKqM9c177Dr+JwTyphMR/s/1+bF1/ibDgLtzpln1uoH5umghw62o790dHd1769mGjZia3nQbBHweJRfBXN9vC6wJeK71J2B2AE9jHT/Ww2FEGVth9jEb4vNkiJ0q3a2qzy0o9MrGm4isi22OdiXeS9tDwJmqGut0o+z0ArSXIaQvq+pXGWiUur5Ftt+CDmEeJfMevwsyFBkeIi8QkeOASzDHPxcCL6jzbCsi3TBnIL/CnPqcqqrXJNC7FFN//R+2ifwmAm9JzOP8OsDlqnpqDE3BbDqHOD62pjJnKbapfwHbTA9X1RdjaLX6/lVs7R7m0jNR/EbQas5VVYJvX/UQJaxv3mNXREZiNqE91Jx3ISKfYOGPVlFf2CM37mZgwnCPPMrvaKhm3RCRj4GVMHX+KcHnCeX1wQ48RqjqqjWwvsBDUxhtEGiEDUUTagcnmA0l/KBhuKp+GfFqQ9LLG8pe37K3XxmhOffVBmVvP7F4oA8CN6tqrAdhEfk75pF7N1V9JAYv19iCMe+uTcWz7jaYYAMW2iUuzujitI0zui7QhUpYiA8xwXwYNi8khodozlXZwT82yljfAoTRJ7CLjPmCp4jcjjngOkdVz/fhHg5cT8kEKRFZB4swsTDwuKq+V3B54zENj6piyorIwzZGKQAAkBdJREFUNOzmeUC+nNUXRKQ3dmATJsg/pKrTaqLfFEYbA0TkazLGw4qhNRRbCKeq6uUp3zkZM+B/Knh6VGZ6Zeats4GI7IOd+o/vaF4aDUTkqZxIqapulxOtwsGNtwcxVe0uKd9pjjcfNIAw+iQmkC2tMWFYHO4SmOri06q6fQxerjGlY94bTEWg3BazZROyxxnth920DnW01sdscr0N2sfAMFU9Jgt/TYiHPPdVRUABwugpwB+A4z3tAqnEo58H/BV4Ezsc+QkWkukiVT0jj/JT8rgT5tToOVU9PfDsl8B52MEN2Pg4Q1UvDuANJb895BxMtXnpKuszBnN21r2a9zsanEbIr4BfYO0TBtOA3wEXa7VCZT10gTtzwk5x98uAvw9wiO///wFXYU4g9sqBnx6YB7IW4PsZ3tsP030fQVvj99LSKzNvnTFRsdV4B7gW+CG2Ae1w3sqeSPYq2JLwzHtemO1gAXX2xpsC72R4rzne2rZHoTajOfA3gYAdW634mGrcDFLYYWIb2xnApBS4qwJHArdgTm+CdmfzMAcol9XYJou6vcDL/nHc0d9qQUuYPfA5Hc1HDH+vkqMHdEwd91XgukD+VbS3pWwFnqfOXpKx29gW4EeB/A18fH3m5neP5y19eHnv+1oJ8TacgW6p598U/N/ka/cZwLOYY6bb3e8Zvu9wU9XldHRFF/TkPtKXGfBH4fMUGDJBvA/8GTgQWLYKfg5yNDO7+sfsUVuAHzQCvTLz1hkT4QJSCxZz9K/AwcAKHc1nGRNwaEQ6CfOQ2Iqp9J2LhcX5Ceby3ut3E4ETgUM7ui4Z6twcb/m0Y6k3Q5hTorlAnxS4fR3u1AS8PONTH+M2XkFv9Z6jpReBizEVtsQ6xPDRE/g/N4aHYc5m/GWV9hs2U+MnYGdMEHwUi6t5FB1wmIcdVrcQcCiGHWC3YqGjurg8T4i+1YeX976v0wqj2IGYt1+7IGx+A/pgNube3Lh3NWVF2jQ0IVeIMopPg/9HTH1nHewEd3XM1fhRACIyCngGsy8ZrqqjE2h/D7tpiHUAEQFXYypE+2KTVdnplZm3zggDsb68jUueKtoqwMrAEQAi8hnWn5/B+vSIDuG2RKCqNwXzRKQvdso9G4u7GKqSKiJbAP/CNtWbFMGfiBySFy1Vvdn9/B7N8dYZ4B2sX/4ai6kZB7/C5oy3E/DudDT/IiJTVfXxMCQR2RP4C9bPbo+gda3v92xszHnz0/OqOiOBl1AQkV7AllTUfL8LdPMeu7/jsNuH4S41wQcisha2YV4H6E+l/cJAtQATBRHZJi9aqvpMXrSqKPsRINIOu46wBKZiPzaQvzM2Tn+nqp4DsPOBY7Fx5MH3yH/dWKwGU5nFqnyvDHA0FVXoi8IQ1Jw6/drZxp7v3rk3a0FNm9GCwXnN+1pVl0mJ/y0W46hXIL8vtpH3NvMbUpl4/R/xSyoL1zOq+lGAzkgsTlM/VZ2asS6eZ7BRqrpy2emVmbcs7y6o4Azit6QinH4Xc0oAbfv0GCoHLs+o6vv15LOs4DyGnojFvPtPAu5umO3lpap6WgG8tNL2m1UN6uyjmuMtH2gAm9GDMLVXBW7EbNQ+DuCsgtksHeGyDlbVKOEREemO3Y5u4Oi+ht16fInNMStim861McHvDWBzdR58A7SexHm5BV5S1dnV1bQNzZewNdz7Jp7w+RXNuS4RRKQLcCXwU6zt0hz4axFjIMe5TzXG6VUeICIrYLd0qZwxOadOC6nqZ0XyFShzDjBNVRfz5S2Njd3xqrpEAH8ytmfu6f7Pe9/XGvtSOiik7xUNIjIO00bpl3To5g7XJmHmDgPjcEPfbwqjxUIWYdQ5eLkb+EBV10rA7Ym5u/eE000xNR8PvA/7DXa7tL97bxqmBtwvY1W8cidj8dR6l51emXmr5v0FHURkYawfe8Lp5oB3KOP158IX7EYBERmBqTIl9ifnhGAaMEZVVymAl2FEb8g2wBY0gM+xTYUAS2NhBsBiNr4JoKrbOprN8ZYDlF0YBRCRa4Cf0Xbd8jbMy2BxQ8H6zTWqenwKmgMwIXcnlxXsn54A8wjmp6FQx2oish9mf3ezb4P7KU0tkMwgIr/AHKYAPAU8icVXb4l7L0zDJAdeRhM99w3EwvGB2ROPx/rd4jBfM3G6y0dVB+fNnx9cvxujqsumxB8FLF/PNdd5r+2PqYROd3negdV9qrpPAH8SgLdOFLDv+3tVFQmAJngKLyOIyCxguqounohs+BMwZ4OZQwE1N3U5g4icAJwQyB7oTmsiX8M2a32xSe2epHJUdSY2AT/pyu0GbExFON3C0VsSM8ze31dWKq+UMbxK4P+y0iszb00IgLtxeMYlRKQr1qePx1zP19L2CyIsg9nPJYKqqoi0uHdyB1UdGpYvIpdgN1DXAxeqL46dez4IU708CngtcGvbHG+dBFT1WBF5EbNzXhlbt5YMoH0C/EZVb0tJczywi5QnJu1VrvybMceGw1X18zqVvaDBkdhe6UxV/V0ScpGgqoPC8qUSO/cJkmPnXqoJsXNzhFrMxuoB/8PWjCOAq91Bqqcu+nQbxkT6YzaLH/qzyXHdaEQhMkf4BlhWRJbRhLjvIrIs0A/T7sgMTWE0f+gHDPL9r5gqzqAQ3CDMxexWzstaqKrOFZGXHY15rtydqKgBeTAeWE5E+qvqt1nKcAO/N3a70Qj0ysxbE0JARBbCbL22wQ5WtsAWG29xiD357mQwAVhaRLZU1efjEEVkS6z/VbVQVAMicjDmYOliVf1VGI6zcf+JO1H9hYi84RM2muMtH3gRu2koNajqrcCtIrIBIYKjqr5ZJd3ngLKE+BEAVf1HLsRE/oWp0DVMuKacYDlsLbi8oxkJA7HYuVcQETtXVefizKnczduVIvKJxsTO7SBYBNtP1hNuxgT0y0RkZ8yGdCPMa+sdAVzPXtevzt5cN/KDZ4ADsG9xgMar0l7m/g6rpqCmMJo/3EjlYwimQjIRM4iOglZgCvBxkl62HyLUGj2VEME8/b2KOUDw4C1sIt+ZaIcNUbCr+/u/BqFXZt6aQBt1c0/43BRzze4JnzOxCfFZbEP5QgewWVZ4CLsh+LuI7Kqqn4QhicjKwN+xA6pY29Kc4efY3Jbm5uIi4DT3jieMdurx5rRpvlHVzVLiPwssE7SRDaq1lR2c0Plm1vdE5BxgPSw+YSohRRo/Ju0W2Ga9s8HXQH9VndXRjETAKdh8e3oSImYLfQhwKuVwIATMt9MegIVJqSfcBOyACUG7uLw5wLHaPg7xwe7vk768Tr1u5AyXYFqV+2EH37/DbNlnAIjI4lh85V9gB4itwKXVFNQURnMGVf0UswMB8DyDjlXVmj3hRTh86U5l4z4FeJzKxv3lkMn6YWB34EwRuSetMwYn+J5B+w1tmemVmbdOCWLB3beiInxuiM1DXh+egPVh7zbjNVWt98lso8A5mOfAlYG3ReQe7LTdu/1cBmvnfTAB/xv3Tr1gLWCKmre9WFDVKSIyBXMo40FnH2+DsO+WFpajYoPbqUBEegBnY+p5WTagnwP/BA4VkTXcjVUTyg//Bn4mIuuo6jsdzUwIbABMDhGe2oGqfuPsHr+TNxMishewVyC7r4jcEPcapuG3lfv/6WjU/MHdvh0kIn8GNsP2tU8E7amdqvNozJHVA75Hha4bbq5ZAZgVdOwkIotga+wQzFHaI8AFqjotDQ9lA1V9U0R+hnkU3wprF3V2tQtT8VMjmCD682o1WDo8jk0zJcb5+R52/f0apoLrjzv2JbaQHodNfl1S0OtJJV7aA8CiKd7p7XBbMc+mPRuBXpl564wJu+2YF+jDIzG1nKOBNTuax0ZLwJrAu7SP3RoMXv5OvdsX86w3D3Oek4S7hON1ki+vU483Msa3w24w5nY03x3UVgdhm0it4t12sQUL4jH3eINF0GyEBCyFHSQ8l2Ze6AD+co+dWyUf59A2vnfW9DHmwKjD2zRDnQtdNzCfMC3AnwP5XbF9epvYwJhX74U6ul1qbNMtsNtnf938dXwC80ZedRlNb7olB6m4DRfMSPs53M2nqsY5RYqjuQcWB0gwgfZK4EFtHwZmNWBPTNhdzvGxj6o+0Cj0ysxbZwNfXx6L2fr8Q1XHdCxXjQ/OznZ/op203AX8U+t8wywWl20IcIuqHpaAeyOmqvaUqm7vy++0402yeWLvg9lKTdJA6IPOACJyF9b/WzWj12CpeLG/S1V/WAR/rpzcvRo3gqfkokBEVsU8rK4C/Ak7cItdT7ROcTydM65NgD+oamzsXBG5CFPnfUlVt8iZjyGY/aUH52Be1eNUKT2zsXeBYfVeN/KAItcNEXkY2BGL7f28L9/z+DvTlTcTOBnzeXGsqv4ptwp2EDib2u/Qdo/xhma0zQ2l3RRG6wNicbG2IF1wZlT1t+49/wb+IUwQfbZaQdTHz2HYBL4wFbfkswGvU/WnEvNR3LOfq2qoekeZ6ZWZt84E0jZel2Lq7M9SOVz5oEMYa0Ih4JxPPIR966eAi4Hn1TyBe+pOW2EbMc8Byy6q+liAzmF0gvEmIuthGi4e3IiFvAl6Z2/zGqZStw/Wlo+o6m7FcFhecPa1g6lOGK1LTNqmMJovOJvGi4G9SRfnU7VOIUqkgNi5OfGV+oCr0aGodUMspNogoK/61G9F5N+YjetpqnqZy9sXOwx+VlWH1F6rBReawmgdQET2Bq7G4uolouMLkCsif8Js69b0njm8r7FN/DNYR3+7Cr7WxVyO74rPlXUAFNtQnqmqbzUqvTLz1llARJagYiu6DbAuZuPl9enxVG7+n8VO3PIION2EDgIROQ1zTuRBKyZggamndaEyr/1CVS+JoLPAjzfngOdsfxbpNtke7hxge21MRzw1gVhswUWoMri81CEmbVMYzQ9EZA1sjVgM6/uzsPUjKc7o4OK5M5ACYufmwNOKmFp3vZ0ShYJUQh5+oqo7BvKygIYdJBWxbjjfBi2q2t+X1wU70OoFLK2q37j8hbC+OVlTxursrNAURgsGEdkeM2Lugm0WXsEmpFgvcBpwBy4ii2Gb+K0x1bf1Mccv3gecDDxPRUBN7fhFRJbBVDnWxIIxgzmSeR+LhfZlxKsNR6/MvHU2cDcSW1ERTjfCHHJ5fXoaFpbCE05f1pTOCJpQHhCL83guNk6CGwLv1vQ3mhCextFaYMebiBwKHObLGoKtGS/GvOZXqbtFVT+MwV1gQUSmY7Zi1QqjUzBhtFfuzFXKaAqjOYFz1vY9zHTpKEzjonSbWXdD+hvMyVwYZIqdu6CBT1vqA1VdK5CXBWLHfc57yFmYBsYivrz1gTeA91R1nQD+eMxudWEaGJxgvQrpNDszq8M3hdGCwdlNDcW8XB6gql/nRLcXpvbrbeQ3oeJ5UTFh92Uqar1P5FFuE5pQFDi1zc2oHLhsip00gvXpucCrqrp1x3BYTnAeincnnQmAquqP68FXEIq0N1kQoTOp1NUKIvIp5uGyGjXd/tjG9HNVXbEI/lw5TWE0JxCRbzChYj1Vfbej+UkCyTl2bk48DQV+QLifgTtVdVgdePBUV2eo6quBvEygOUSsSAMiMgqba1ZT5+FXRM4AzgOuU9WfBvBnAt826jwuIoOx8Gx7UlFrjoOq1OGbwmjB4NR/egMrqYV9Kaqcbtjm3QubsQWwqHtcN1uJJjQhLxCRrtghy3HYotmFKm8+FlQQkeOxhcI7iIpSRfKg2X4NAu6mdKaq3tnRvJQdROQBYA+sf3fJ+K5n3/cfVd2jCP5cOU1hNCdw+ypV1X4dzUujgYgMAG4FPEdxYdoqYCHWDlbV8fXirRFARG7GvHc/iMX5XgZ4DBPo99a2DjRXxW7vX1fV73YAuzWBs2t+kYo6vGLq5kmanZnV4ZsCSvEgWKy9wgRRAFWdKyIvYEbYczH1rZ2xDXwTmtAQ4FRBNqYSS3cLzBtdEwIgIvsDV7h/xwGPksIEoAmNAap6U0fz0EDwMCaMiogsnFadX+obkzbpoKgJ6eFdYCMR6aHtY6k3IQJEpDsmZK6H9ccXMTMJz4Z0OeD/gM2BHYDHRGQzVZ3TAeyWFS4BfojNN2NdngDvYfFv/bCr+/tyfVjLHc7DNBC+AE4EHkhr/pcVmjejBYOIvIyppvXJe9J0E8umVDbum1NRa4TK4jdBVQfShCaUDJxq7uZU+vCmtA2k7MF4TOV8uKpeVVcmSwoufMCmmLe+Q8pqT+vUfE7CNjfLAz38mhpOzfh4TCC4UFVjnZB0FpBOFFy9VhCRnpiNeRfsxuIgVZ2a8E5v4DZMxX0spr00s0Ael8PsUnM7mO7EN6MHYLd7x6vqNR3NTxQ4vwhHUpn7evod7bjn38NueW+pAz8nY8LURMxs7PEIvB2B2zFP3aeq6uVF8xbBR1fsVk4xVddSrA0isivmlHQwdvEzHDhSVUcF8N4B1gL2VdV7685ojSAiY4EBBMLYFFJWUxgtFpyq1d+Bn6jqX2uktQiwJZWN+8a0dU3twVjcxh14RqvwtNuEJhQBIrIoFVVyz2mRZ+Po78Nf0bYPv1dPPhsBRGQq5kF0KVUd19H8hIHzJH4zxqf3fdupCovI01h/2FVVH60vl+UEETkBuAz4q6oe48vvip20fwdfmwKvAlsVdXJddhCRiZjNdCsFxKQtm2DhyrwH6K+q29ajvDKBWHzOE4HzgctVdXrHctQWRGRz4F+Y19y4ue+/WEinIVqwJ2x3OfJdYD9VvScB1wtL8qqqblokX4FydwMOxHxHLBt4/AW2L7hVVR+uF09RICIDgalhF01Oy2tt9+/7jXi7LCIzMDv8wryMzy+rKYwWDyLyV2xw/VhV78j47u7Y6fc22ObDm8j8G/cvMA+63sa9U3pUbEK5QURew7xAe6rj/j78KW378Cd1Zq/hQES+xTY3i3U0L2Hgwi+8jtmz/gm7hboXWDxkQ+bddPxNVY+uN69lBOnEwdWrARH5GlgCM1XJO7ZgroKFC1/xjapulrJuzwLLaIFxUBsJnGNIcFpnmNfp0cCYmNdUVbeLeZ4buFvwt7D+9hB2y3gV0C+kzxwFXAdcqaonFczXJOzwt7cmbP5duJJpwFxV7VskX668pbEx5gm+caFYAF7AhOpcnII2oT2IyAeYdk6vpP5Sc1lNYbRYEBFvkfseFlfvM+A1IE6FaL7HS+dRUWk7MEfiNu3Yxn1UexJNaEK5IOCy/WMqfXi4qn7eMVw1LrjbxK0w4W5KR/MTBBG5HjgcuERVT3d5oWqF7oR5LHaCvHY7Yp0QpBlcPRN4arCYcJJnTOncBYusnpI9D56dTR03CooI/5EniMiV2M37zap6mMuLmvuWw/aFb6nqdwrmazomXPZLiT8ZWEgLDHnkyhmAHVwui43ZsZgt69u0PUhaF9gOO3RSrN02UtWJRfKXBM5MYID7d3yR6v71BBH5DXAWsJMWHJGjKYwWDBHCZBLMnzTd+x/QduP+Ve6MNqEJBYNYEHCvD49Nwm9CPIjIHsD9wBmq+ruO5icIIjIaU2ecr0YcZ+MmFusRVW06rGJ+e3Sa4Op5q8FKTrEFixAsqhBGvwCWVNXY+H6dBZz5U2bQOjkFE5GPsNiigz1774S5L5OQWANf7wOrARur6usJuBthqv8fquqaBfN1J/B9bA47FTNNmBuB2w04Gvg9pnXzT1U9sEj+IvhYDPN18AOsTf0mEx8B/wSu0gYOXeb8FryAXaRtX+TFV1MYLRhE5Jxq3lPVc937A4uwBxORzYDuWkVw2iY0oUwgIv/CbinqooJVJhCRM4GzXbqyTCeyYsHBZ/k3WAkbsgmYOlCP4LPOCNKJgquX0b7OV2bugkUWYdQJ4eOBSaq6RHW1aEI9QSy25Fz/wVpCn6nL2BWRSzFncm8BO0btLUVkScw7+7qYPe6pBfI0CBiB2XrvpqqPpXxvJyoesFfWgiNWBMreBLiPtvNVEBT4Ggv38kqdWMsVROQQTBA9F+gO3I0dUMQ6h1PVmzOX1RRGOye4iXGgNuOPNqHBIW6RX5DBZze1AbZgzMLcyyeZANTLbmoCpjLZU51TnZgbpf7Yhnts2tuiBR2kkwRXL6t9na/MmgULEVkPG6ce3AhMBk6IKxrzZroPpo7/iKruVnVFmlA3cLaZPbG5r9XlRc19vbC+MEFVlyyYryWwNaI/pmHxV2AY5vBrYWBFYFvgMMzp3ERgLU8DoyCefgVcANyR9YZTRG7HbibPUNWLiuAvpMwlqbTht8CfaR8eZzvgJw5nArBOI2qDhWh2phIYq9mLNQWRzg3NuGdNaELjwtDA/z0x78RxUM/Tx3cx79+bYKo+cfAjbD76b9FMNRA8iwVXv1REvODqx2HfsI0nSbHg6gtjXqgbDU7DNm1+NdhLInC9eg8tnq35MBvoKSJdPMEiCpxg0Q/bgPphb0x7wQ99ME/7SSCYg57SqeKXCUpmt/cRNhevix20xMG+mFO/wqMeqOo3YmFJ7gOWwsbeaSGogjmD+l6RgqiDTbA57cYq3v07FvOzbt5+gdOx+ep/2O1ysH0+BJ506v2PAetgbVzY7XKB8Ax12jM0hdEmNKEJTWhMOLyjGUiAO7EbnfNFZEeNCDkiIkMwhzOKedRtgkFnCa6+C/btg8JaO1DVL9xN5eDCuapAHoLFaGxj58EQYC7wYgytVmAKdqhziza95LeDOLs9p17dUXZ792EhVM7CbCFDQURWB/6A9f+76sGYqr4iImthB1v7YsKS5+G+FXgHU8e8RlUn1YElz9zgpSre9d5ZJxYrX9gN+15HxAnqqjpWRI7A1Fp3pwGFUVUdWq+ymmq6dQYRWQo74e5FzM1k0bacnVW1sQkLHjT7cjnBOZp4FdvEvwJcC1yOnSqvh8Vg2wfbEHUFnsNsAZuLkgPpBMHVy2pf5yvv11gsy3tU9ftR/DnB4hnsdu5nqnpdDM1MDoya0B7KbLfnbsjfxRxx3QdcgQl4A7AbcW/u+xnQGztg+k6U056Cee0GeOHBJtabBzeee1brsVdEpmG+CQYkIucAYrE356R1NuU8Enfz2/53NhCR/bBvHGlL2hRG6wDOA+JJ2MQzKMUrWrQtZ3MD34QFBZp9ubzgDt8ewG4JohYbwU6491TV8fXirZFAFuDg6mW1rwuUmatg4bzBzlTVO4vkfUGFRrDbE5E1MRvoFYmf+0Zi6p4j68BT6eLbisgcbDwvXeX7Y7DwZt3z5SyyvEmYM5/E2JtSidWaWnhdECGNj5qmmm7B4Drj/VRink3CbEpaMfueAZh7aoDpmBOPJjShCU3IBG6DtjywSFm8ZKvq1yKyBeYQ41BgY2whB2jBYi7fCFwfpcbbBIjzqO7aLUl9tMxQSvs6D1R1uojsggkWe2PhZTzwx/f1BIs9k26XtE4hRhZgKL3dnqq+77xfnw4cggnIfhiLzX0XqerkOrE1iMp+Mw0shzlRKxIWona7xHoeRH+ArWN7A/ck4O6NtXfd5qsSQ6yPmi5xD5uQCxyO6Zh/DWytqp46xDequgJ2kjoUU1HrCpyjqvW0h2lCE5rQwCAiPxSR/2GHWy9jNwT+5/1E5HEReUJEFq03f6o6T1X/pqpbY+YJSwJLYzdhm6vqdU1BtFPDfdhG5aw4pI6wr/NAVd8H1sdsm7/E+PWnb4CLgY3S3HCJSA8RWU1E2m30RWQREblYRF4SkTdE5Hci0jvP+iwAkNpuDzgC+0a714k3f/lTVPVMt9dbAXO0szmwkqouraq/qqMgWg10wy5OmlCBO7H+9BcR2SEKSUT2BP6C9dPb68Rbw0JTTbdgEJGngW2AH6nqbS6vnb2IiHTFnFJsB2yjqtUYc2fhq6na2IQFAjpzXxaRi7ATf8G8fnbD5vWgeuMtwIHAIaradBJUMhCRbdzPGar6WiAvE5TlVjwtNJJ9nQcuHM3S2IH+WFUdnfH9E4DLgL+q6jG+/K7YgdJ3aBtO4VVgq+ahjUHTbq86yGKrLHWKb+t4mkOyx/Uo2BJYqF7rv4h0x8xKNsDG5mvA07QNjzMEm7cEiwu9eaOZT+QJafZoTWG0YHDG2f2B3p6rcTf4xgVtXkRkDWyhne8ooUC+Ou0GvgkLFnTWviwiOwKPYDZ0RwH3YjZTYbZ222PqaoXPLb4yS2efVFbwxXP7UFXXCuRlgcL9DRQBZbSvKxJE5GFgR+zg+Xlf/kHALcBM4Er392RMKD9WVf/UAeyWDsputycWA3qCqu6XEv92bN7ONQZ0I8S3dfNcraD1XP9FZAA2Tnfyyg+iuL+PYAfAndr8Ls0ereEWrQaE3sBkbRvzahbQTl1OVT8QkSnAFvVirglNaELDwrHYIniaqt4NIBJplvGiw92wPqwB5bRPKit8hn2fr0LyFngoqX1dkbCa+xu0kT0A++ZnqeplACLyHqaWvD/QFEYNym63NxQzzUoLm1HM3NcI8W0bzn7aCZe7iMhWWOieDYGB7vE44HXgblV9roNYbDhoCqPFw1hg6UDA7HHAciKyjKrO33y4E7yeZNvANaEJTeic4AX6vi0J0TlhmYwFOi8rdFr7JFUdlCZvQQZVnQKcCZxZqxpsniAiQ4EbgKdU9cgE3H9gh8mHJGxEBwJTVHWa790umEkPwD98uPdj46KesRTLDncCm2B2e1NV9fEwpAay2+tKMQdPoyl5fFtVLXu87EhwY7wpcOYATWG0ePgUO+Vdhorb8ddd3t7AH324u2Mbss/rwFesZ6smNKGB4EVMFb6zQT9sQzsjJX5p1ZidfdISWJiGJnRyUNUvqKyXHQ0HY+rDD6TA/Tdmm30w8ZvU7rQ/eFkXZxPrd8qjqvOcWmrdnY+VGK7B2ngD4BERSWO3d22HcJoAIrIwNvdNScLNCs5r8/ybR6cSO1FVt827rAUZ3IHUNlh4rctTvnMyNp6fat6QJkNTGC0eHscMrHegohpxK7AXcJGILAK8iS1EZ2GnYw9GERORQ7D4ZKm8CYrIPpi9ajDY7N5UQiw0oQkNC6q6T0fz0EEwEVhCRBZJEkhFZDC2mR1dFDMh9kkAPd2cFfkaFfukrpijliY0oUywufv7fCyWgXdDt1UC3hhgBRFZWVVHuDzP2+uzIfi9sFiZTQBUdY6zmffs9jbGYhn7IWi3V5gDGecVeVAgu7uIbE30wb839x2A7cWqdeCTBQ7H7JCbkBJEpAemqbA08MMMr34O/BM4VETW6EiHa40ATQdGBYOIrA0MB4b5HYeIyD1YvDL/BxDgE2AzVZ0YQa8VGKOqy6YsfxSwfCM6tWjCggMJAkkmCDlY6ZQgIvdjG9gDVPVOlxfqKEBErsG8kd6iqocWxM85tLVPEtKrnnn2Sds3T5E7FxSkBpsbOD8Oqqp9M+C3qGqktoaI3AwchB08H4lpTj2Gqe/uraoP+HBXxeJmvq6qQYGr00MZ7PZymPsAvuf/7p0VnPC3AjBLVT8LPFsEOAe79V4YO2i4wK/uXgA/nlOxp7M6mPJF05i/RndGaDowKgGo6ruYi/og7AccjU2iy2Eezh4HLlHVJFW1rCq2TZXcJnQ03Eh+NjFNYdTgb8AewIUi8rKqfhpEcKEifoUJogr8uUB+RlNy+6SygvO+mQdo3h456wBFqMHmDVn2Sl1JjuF+CXbLsgfmVwJsnX4Pq6MfdnV/X87AQ6eBktjtTcIcjnmwIja3xama++e+61X16cK4ayz4CS7sERAMe/QMbcMerQdsKyJFhj36HrZ2XlPFu1dj6+C+mJ1zEyKgeTPaYJAlTpTD/xborqq9iuWsCU2IBhEZRrQwugHg3Tp8TiWo/NJUPAxOxtTZadq7VMDdFB2I2Vrehx1y9cJc96+FbXaXwdrzWlU9to68ZZqrOjOkCG+gRB8qeuNKqHOIgzxARN4F1sBOzmNVUUVkcezW6z1VrYtDHxF5GxtLG6vq6wm4G2Gq5h+q6poJuLtim9XBmGAyHDhSVUcF8N5x5e+rqvdWXZEm1A2ac1/1ULawRy5E2YpAP1WdmvHdPthBxajOGLLMAxH5GhjYvBntpODsRftibtCb0IQOA1UdGpYvIpdgJ4fXAxeGbMQGYTd7RwGvqeppxXLacHAYtjk/DrMHAhNOrnS/BdvoXgb8os68Ne2T0kOUR8nFMPW/vtitwHDaHtYMwdTAJgO/pTEdQC0PTEsSRAFUdYKITANSmankBI9hjnAuFpGdVbUlDMnd3FyMjb/Hkoiq6kP8f3vnHS5XWe3/zwotjRR6Ij0g0qT3fkG6dFREKQKCDWz4E0VArmC5FJWrV0WleJWLVEVAinQEaYoiTYHQISGQQEISAvn+/ljvMHMmU8+Zvaetz/OcZ85597v3rDNl773etdZ3wTVmtjQujDKnwjEXxtN5AR4ZpP1B/nwT720aNE+ntT1aBv9+NuWIgiuEm9kbwLKtN6ur2Jg6AooRGe1wzOw4BjYoXhl4h9qKu4bfvBSiTd+WdGImBgbBIDGzj+FKf9+TdEKduafjztTHJdVtZdJvmNlqwKG42Mq7LTHwFNkLJMWCVJdhZmPxKNsY4IBqtW9mtiVwGe6QbppapHQNqcZyoUazd8xsFh4BHp2tZe8+3/J4zeZwfDHgK5LuK5uzKfA9fGFgDrBmpbT5oHnM7JctOpQkHdGiYwUZUanmOrU9mo5n/UwoqE2nxZo5wAxJS2Zkz6xkz5hB7t/U+a1fCWc0J8xsHC42sg7ehmKRGtPfPWmmwviTS7fReA3oPLy31tGS5jZrcxBkiZndha+YLVnvBjqlu0wD7pG0VR72BUE7MbMzgc8De0m6us7cPXAxnDO7LXsgqzTYVmJm++PX0sLq/qsUawRXxCPYBrwNfKyfxUpaTUp5rXbfUy4AWWtb16Ww9yNmNgeYL2lkydh6eHueBdLzzewVYHFJi2VkT6E941IN6LmU7zsev295VtJKWdjXKlI6civQYFKSI003B8zsWODb+Moq1HcmBRRW8M4HbinZ7yb8Qrh/jf0LhfH/aqIHYRDkzVp4n8y6kZyU7vI6ni4XdAkpdfEoXKitsBBX67qjUP5+l33wNl41HdHENXhK9L5AVzmjZJQG20okXWZm2wHfx9uILJl+SrkH+KKkAS06zGzb9OubhYhqyVizdtxWf1bP8c0q44viwmxj8X7utzEwhX1bPJNsOi7clvuCvJntysBzX70gRN/WFZbQaW2PHsSd0V3xBalmKIiP/b2lFmXDyi06zqAinBEZzRgz+whQSCucClyHnzAXqA8pRVLFE7CZTQZelrRZC80MgtxJjdxHAxNV0uS9ytxl8IvUG5LGZW9dMFTMbHHgRjz63bCit6R6SqR9gZnNBuY1mh6WFmsWLo0odAPdlgZrZmsAm+N1YAa8BNxdTQm6JLL3mKS1ysaaIRZqEma2KHAzrqZ6jKRfV5l3EPAzXPxuR2XYa7TseRfBe0zuXRhqYLeI3NJ5bY/M7FPAj/Ca7Q0bzTI0s8XwaO4awGckZalkP2TSYltLkHRrs/vEiS17CvWel+C90Ya0Oidp5SFbFASdwQO4AMv3cCGeWnwPv6DfV2de3zCIWqq5eJTgEeBPkp5vuVEDOQmPIs3FZfqvpIGFuOBdpgETzGyrUlXJSpjZVvjCzgu5WNZCJD2X+hBfhJ8P/mJmtdJgD2tnPWZyOptpQfQM7ni+UGEsGBxfxRcEDq3miAJIuihF1C8EvgJ8Kyf7/h/FliBXE+e+Zui0tkfnA9/AFb8vMbOD64kZmdloPAj1Pvx/uCBD+1rCYBzIVhKR0YxJSlojgeUkTW23PUHQKaQUpmvwC/ZNeArenZJmp+3Dga3xm4hC78TdJOWaoteplLQDaapuKv0+H1+5P1bSqxnZV5DEP0LS+Vk8Ry9jZj/DIwP/BnaX9O8q8yYB1wKTgJ9LOjo/K1uHmW1BMQ22EhXTYIP+w8wewdMKR1dL6y6ZuzDwBt5eY60czCvY917gBEnfy+M5e4lOa3tkZh8ErsCvoc/javVXSXq8bN57gb1wdfvl8evtfqXR3KAy4YxmTOrzKUlLtPi4w4AtaawWAUmntvL5g6AVmNnxwHdKhubjqqDgtUDDKDpR/0/SGfla2LkkcbPF8Mbg44An8ebvhQjMBNyZn4S3/PgJvjC2URoXnka0VRYCZ0mIwvAbxnmtPn6vY2YT8HqlJYG3gMvxm7LC+zsRT1vdD09xnQKsL+ml/K1tHc2mweaNmY3Av2/1rrnP1NoeDB4zexOYW6q4Wmd+rv3WU4r9wsCYwuJq0DwNtD0qaEg8knUKtpkdhrePWYziou5ciu20xqdt4OetuXh6bqvUoHuacEYzxsxuxm/86iqGNnHMffFVowmNTCdqEYIOxsy2xkUqtqdyZO8m4JR6qYr9RqpJuRm/IB8p6ZIq8/YHfonXTe0kaV6KQl2FX0C/IOmHGdj3LK5yOK7Vx+4XzGxN4FJgTaqndRZS2A6UFL0oMyC12TkBF6NZpYFdor4zQ8zsZWApYD1JD9WZuy6+qDNF0nI52fcisFirgxBBe0mfpdPx9OBqdcDCM75OlFTeK7VrSZlq6+OLoKOoUQct6cKmjx/OaLak8P7vgK9L+nYLjrcT8Ec8YvQWnrrUiCBStabqQdARJBn0DXChAnDBr782K6feL5jZKXgty8GS/q/O3IKQ2jcknZbGDsHrYe6UtE0G9p0LfAJYJ5ykwZMiAB/BHaENGfj9eADXI7hY0tvtsbC3MbPlgDvxtNAQ4uoAzOwivK7wPmCXateI1FLvejwb5GJJH83Jvv8DDgRWllSrJ3zQACkbYan05yvtjjab2UR88XxNiqra03A9hltz0GPIDTMbhWevHYZnVtVlMMGvcEZzwMxOxMU8TgJ+MJQvkpndhH8JbgUO6vaUrCAIBkeTdVMLATOBJyWtncZG4SnRmTQMN7MV8DTgB4A9IlU3aIROS4Mtqd2djgvgXAk834Sq5k0tMkWSdqw/rfdJtXkPACNwJ+BneGuX8hT2o/DFmzeBDST9Kyf71sFFdX6XlwPca5jZEsCxwIfw+tvCQpCAx3HNgx/GYnV2pGjorbgi/jvAP4H1KAbClgVWw9+bV4F/AEjaoennCmc0W0ouROvjNXBz8JSqWmpcVS86ZjYDV01ctZ2KgkEQtJdW1E2lhuGjJQ2vvmdDx16xyqb18ejrs8BZeCSjphJh1Nr1H52cBmtmz+ElMXtLKlfzbGT/+XWmiNopfxDlNguQerVegjubtVLYpwAfUs49Ws3sA7jD9BdcnO9eSbPytKFbSa2crqRYN14J4fXk+0q6JyfT+goz+yKubvwYLh45OZ3PXpI0Mc1ZEfg2nqlwciHzqunnCmc0Wxq4EFWi6kUn9ZJ7p9Eb0CDodMxsFeALwAeAFYDhpTeaKdXqWPzic3q9KGC/UFI3VTcN1szWAh7CU5yWSWPDcJGFqYULyxBsadV7ErV2fUanp8EmIa75+KJN09dzMzu0yqYl8GypsXhU71a85MZw53c7PLo3AzgVeE1Sx7eIyJN0bfgcsD9eO1+4bypEcS4BfiRpeoY2xLmvhZjZsnjAZjxF4b2bgOfSlOVxdf2j05xp+DXw5QWPFgwFM7sL2BTYS9LVaWyAM1oy9wLgY8Cekq5t+rnCGc2WGheimlS76JjZX/C6ujGVFMaCoJtIYlwX4rUI76bhlC/GJCGwbfEWF9fla2VnYmYX43VJdwO7VhNIM7PF8TrzzYFLJX04ja+Ktw25T9KmQ7RlMItuFYlau4GkG+49aUw5XZKOyMOuVjHUNNisSS2Klpa0eAuPORa4FxgDHCDpjirztgQuwx3STVslgtiLmNkiuIMP8GpeZQFx7mstZnYmvjj9d2BnSVOqzFsWrwdeBzhb0pfzs7I/SNlUiwMjCt+n9HmfJmnpsrkrAE8D10narennCme0u0jO7XnA0ZLObbc9QTBYzOx9eN3PcFwy/Td4L68lKzijBwG/xvsofjJvWzuRpLR6Py4nPwX4KR5hejFNKbR2OQpYDi8R2FjSw2n/E4DTgDMlHZ+v9UEjmNmxeApUIY26XuSw61I5h5oGmzVmdhZwHLBFq9IB0w335ymJONSYuweufB3f0xZjZpcB44ZSi2tmK7XKnii9AjN7FFgd2ETSA3XmboQv6jwu6X152NdPpBZFb5ZqSpjZLGChSqU9ZvYqME/Ssk0/Vzij3UdSqfwo3ky+popmEHQqZvYL4HDgDElfSWMvAstUcEaXBl7G+4mtvcDB+pSkrn0RruhXq27qVeCjkq4v2fcoYEXgooKDGnQOJQrI4Mq519GYcvo3MzatpQw1DTZrksr3X4FX8NZI01twzCeAZSWNbmCu4eJjL0pabajPHRSpdr0J2kfSQnhLDbYESzoqi0hqSOk1aJyUFbIiXjr1dhr7N17Xv5qkp0rmLoILhb0zGA2Kvs9P7zbMrNBAdy7wazP7NvVFQboudSvoC3bEHaj/qjdR0lQzm4nXlAYJSTemCPOxwL7AWnjbJ/Ab/IfxaPM5kl4p2zcyKzqb49LjJcAhnZK2mgEv4GmwHeeIJtYFvo739n7YzH5KY0JctQRzJgINpZFKUqpLHFJddxB0CW8Bi5qZqU60LOkeLJL2CVrPk8BK+H1XwfG8F3dGD8bLKgp8DK/ZnjyYJ4rIaAtJ6m7gYe37ysaaotqFLOVr11Lfq3K4WPkLOosUEZlTugJaa6XazKYBo4aq/NrLmNmieF2h4XVTcZHuUszsDbyWejlJU9ttT1ZkkQbbSkquuZBUbRvYraYYTUlq8raS7qzz/FsBtwMvSFq+MauDRojIaOdhZncDmwAHSrq8ztz98cW6eyVtlod9/YSZfQkPFhwr6b/T2E54re7bwLnA3/AFu6PxAOd3JH292eeKyGhruQW/UD2GRyhKx5pBVH9vuioFKwhqMAsYY2YLF1JAqpFS5cbhqbpBFZLz2dRr1Iq6qSrHbba/4lxcxOYR4AZJd7XSni7kbbwHbM86oon/BPYDfmxmLUmDbTHP0Pw1vB7X4KJN55nZ7pL+XWmSmU3CNSIE1KwtDTqHkgy2Rik99/1J0vMtN6p7+C2u4PozM3tD0g2VJpnZXnh/WeGlKkHruRz4CO5sAu9mY/038FngmJK5BtzFwGhpw0RktIWY2WT8i/GEpJ3KxppCUiO91oKgazGz24CtgG0k/TmNVasZPRb4PnC1pA/mbWsvk1V0oExlsl4vRSv7G/zC9vHSupR+IilIb40LevWsimrKHloBT4OdgwtxDTUNtqMxswnAg3it91v4Td+teMoyeErutriTPhwXKFtf0kv5W9u75HDuK733Kz//lW8r/D0f7096rKRXW2lXN5Cye+7Ge1QLPxfcjNfLL4anjW6Ht/IxvJ57i8gCyhcz2xVX818eV/u+ATh/sCrW4YwGQdAWzOyzwA/x7IGdJb1d6ebAzLbDowIjgINDtKu1ZHhDdijeauEbeC/FW0jphmnKBGAbYAc8KvCf+M3HxvhN+Ai8TmWDXnbGqmFmHwR+B3xd0rfbbU9WZJEG2w0kNexLgTWpLT72MJ6yWLOXcNA8GZ77TsYdp2PwjJ4ngTsYeO7bGphEsZfmSGCjNC7cydqqh2vFq2JmSwG/AnZJQ+Xfj4Jj/0e8nv4Vgq4mnNEgCNpCUl+7F08BuQf4MXA2XvP4fnzlcz+8oflC+MV8u3qiBkFzZHhDNg5/f0cC+1arBzSzTXCRpdeBzSS9kXqg/glX8jtZ0qBSf7odMzsROCn9/EDS7Dab1HL6OXvIzBbG0+AOADYECr37puJtry4BLq5XxhAMjgzPfYvh0by1gSMlXVJl3v7AL/G6u50kzTOzLfBWPuOBL0j6YStt6ybMbGuqfzcuVZX+vEFrMLMVcXXchtLGzWwisLCkZ5p+rriv627MbDk8pWcUNUSNujmlKehd0uf393g0rFZ04G68J1+sgLaYDG/ICsI0u0u6rs7cXYBrGdjmZ2/cSb1f0iattK0bKKm5XR+PLM/Bo2T1lNNbWvsbBL1Khue+U/CMkLqZPCUtnL4h6bQ0dghwPnCnpG1aaVsQNErKWnlR0nsanP8UsMJgslbCGe1Ckpz1F4BPAys3sEvXpzQFvUuKDhwGHIqr6C2aNr2D14ucD/wiogPZkOENWcO9FNP8WZT0Uky1QzOBWZLGt9K2bqCs5rZRQjk9I8xsebwv8lbUXwCWpEl52RYMjgzPfY/g92ajJb1TZ+5C+HnuSaUe2mY2Cq/DmyFpyVba1omY2fZ4jfQbks5ucJ8vAqOBmyJCmg3pGvSSpIbaSiVndMXBfJ/CQcmJVOx7ALAOnn6xSI3pVS9kyRH9HbA7fiGcjtckzMfrEZbCBQ/A1UojkhR0NMnJ/Dnw83RhXgLvlTktHNCuZiLN9X8b0EtR0ltm9jp+09+PHN5uAwLHzA7GlTuH05gQV6zy9zcr4W3LajqiAJLeSW3OVi4Zm2Vm03Fnq6cxs+HA/+J1tB9uYtdncaGnQ83sfYMVzglaykhcBb5pwhnNmPRF+y2wR2Gogd1qXcgOT8d6EfiQpDvT6sUUSSsmZ3VrXF55Y7ze6sJB/wNBkCPp4t3rrSz6hWnABDPbXNLdtSaa2eb4jdeLJWML4wttL1bZraeRdEG7bQjAzDbE26ssjNf3XYWnj78KfAhYFtgJ+CieQv15XPmzkWOPA/ak8UXqIwbzPwS58wawlJmtWU94yszWwtPwXykZG5bG+uFauD++CHmzpEsb3UnSJWb2aTyiui9+nx20CTNbDQ+GPTeY/cMZzZ5T8IvN28CFuCjHy3gUYDB8DHdWj6/ULFvSfOA2M9sB+AMebXq83s1gEOSNmT2JL6Js3uD824GJkf7WNVyHL56dZ2a7Snq60qQkklDopXhtyab34hHyivsFvUUHp8F+Eb9XOlvSlwDMDOAtSYW63ovM7Pt4M/hv4YIrNUntqr5NMZOp3kK1gHBGW8td+CJAq7kFb3vxi3Tuq6gGbmaLA+fi7+3NJZtWxkX7BnVj32Xsg////z2Ifc/B27zsTzijQybpNOxdNjy2Tt9cwxeNt05/31x9anXCGc2ej+JftKMlndeC4xWaz15RNj4gRzulfnwBF7z4Mp4iHASdxMoUb8QaYXlcXTXoDk7CL2zvBR42s0txReRCpLPQ3mB/PL3nNXzxrsDB6fEmAsxsWbwf58heE6Tr8DTYQquN8lq2AXZK+oeZfQZv1/LV9FORJFrz/fTnVHzh5nlcpCqoQ6sWMiXtl4V9+Hnsg8BmwGNm9lPgThY89x0FLIe/798s2b+QrnprRvZ1EhulxxsHsW9hn41bZEu/sz6u31HKiApj1XgCF+5qmhAwyhgzexO/aC3eivq3VFvwpqQlyp4DSSMrzJ+e5jdUgBwEeTGI4vjncEGcWqlsQZNkJeKRjv1+vD3F6tRWS/433kvxwZJ998Ll/G+sFlXtB8zsw8DX8TYRUCZIl1I9L8Ffx30l1VLb7ThSGuzdNJkGKymXG3Uzmw3MlzSqZGweLqw1rmzuwrgYzWRJ76txzLtwR+USvE9i3/WSHAp5CqsMFjPbCbgIWJLa575XgY9Kur5k36PwhdeLJD2cta3txMxmAm+Xf5ea2H8GsFCjQnlBdVJP9+1Lhk7Gz2dn1thtPt6W7Z/ALYP1c8IZzRgzewyYIGlMi473NL6qNjyl5BbGlscllV8omTsMmI3fvDQTgQqCzGnmhsLMxuA1NdMlLZO5cX1Els5oOv6iuCOxH7ABXlcC/n7+FXc8fhM35AtiZt8BjsdvWufiNYVW/l6Z2a/w1/gQSb/O3dAhYGb/i9temga7wLnBzNbF02BnAxtKmp6TfVPx6+3iJWOv4Omdi0t6s2z+DLzXXlXhLTN7A88GWE5SP9QFtpRuWcg0syWBY/GaxrXwsgPwG/iH8XPfOf3csiypqL8z2HvkJHK3UK3vWzA4mv2eDYVI082eS4GvmtkWku5qwfEKjudEivUED6SxfYEflczdE795ebYFzxsEQyJFydYvGx6ReqpV3Q2vR9gPT0W/NxPj+pus6qYAV8XF2/Ocn9Vz9CJmtjPwFbzFw1H4jetzQKXFmAvwtOZ9ga5yRskgDbbFPA+sa2bjJb2Wxh4DNge2pCS90MwmAYvjkYJavI237QhHNGPSQuYyeBlArkiahkeXTk6LcuNJ0dB0Xgx8UXL5su9XQ5jZeFz4Lu5xs2EVBq9v0xThjGbPd4G98EL2PSQ9NcTj3YALPHwAF/0Av/nYG/iOmY0E/obXln4Dv8hfNcTnDIJWsC9eR1jKGIqf41oY3ibk2602qltJTvytQ01hzbBuKhgan6UoVncpvCucU4m70ty6wjkdyLJ4G4xSsZZ38Fqlcn6Pnwf2IT9n9F78evp+ijV8fwS2AE43s4ckvWRmS1EUo6knGPg3YGszG1NN3CYo0gsLmcn5fLmdNnQoD+LBlF3xtOZm2D09/r2lFgUA5FkeE2m6OZAuUj/BI5WXAA9Rp11BtXYsZrY2fkG8RdIBJeOXU1Qle3cYr8XaXNKrQ/gXgmDImNmhDCyE3w6/sayVMVBaj/ArSY9lZmCXkVJohK8K31r4kfREWw0LWoKZvYynNL+bClorpdrMXsXTSRfQDuhkskiDbbF9e+ALur+UdGQaGw88gtc0F9pRLYunYb4D/Iek22sc84N4v/CvS4oFtjqY2ckMXMg0GhexKixk7iTpjlbbFgwNM/sUntH3CJ5+31C5hpkthpd5rAF8RtJPsrMyMLPt8Rr+DfHzHvh57wHgt5JuGdLxwxnNHjPbEk9B2oQGT6DN1m+Z2ULAJ3HV3OXx1K4bgDOaTX0IgjzIsx6hFzGzu/ELQyHDpXBueRG4jaJz+mgOthQiFDMk/a5srCmiL7JjZnNx8bnxJWO1nNEZwCJd6Iz+DY88LlW4VpnZnXga7C6SytNg/wW8PljBk0HYtwiwMzCzVDQp9Yc8D7+uF3gOOFbSlQ0c90TcwToJ+IGk2a20u5fo5IVMM9s2/fqmpPvKxpqi11SyG8HMRuAqrMsCVwMH1xNhM7PRwG/wAM/LwKrx/cmGFEz7NS4iBwuqnRfuO24APjbY+udwRjPGvJn7TcBiaehfwBTq5GFL2iFj04KgraQbjNmSoj/YIElp+VviN2fbAZsCi6bNhZP7VIrO6W2S/pGBHYUo7WOS1ioba4o8FS87mYLjSQORUTNbBb+hmyxp1dyNHQJmdi7wCTyaeGsa+wbe6uI+YK+SNNjf4p/zGyTt2i6bSzGzFSguAD+iBm6qzKzQrmh9YCze2uNhXC24GpK049Cs7Q06aSGzhee+ASrZ/UTKFLgCd3SeB34AXCXp8bJ578XL3j6Hf+cE7Cfp9/la3B+kOue/4CUKhi/+3ERRr2Z54D/wkgXhKdebD6YeOpzRjDGz6/EVhT8DB0mKQusgCDLBzIbjEaXt8Zv2zfDejYUTfSY3PGZ2S3qOZyQdWjbWFLEQ55jZ7/CV/4MKCzY1nNH/Bj6NR4AOzd3YIZBFGmynk5yVZlEs1DidtJBpZpPx89wTknYqG2sKSau01LguwswOA/4HD9wUXru5FIWnxlMM6hTUxT8j6Zc5mtlXmNkXgTPw9kMHSbqhyryd8XrfccCXJZWL0dV/rnBGs8XMXsNFWlaR9Ey77QmCoD8ws7H4QthX8KbgRtzQdg0ldYVPAjtKerrcGU3lGScAp+I3cFu3SLU9N7JKg22hfb/EW0p9scH53wOWlHREjTmDWjCQdMFg9guCbiC1bzodFyaqptYm4BrgRJX0pQ5aj5n9Bb93OFDS5XXm7o9r4twrabOmnyuc0Wwxs2nAsNK6nxYddxy+ar4OvmJUq3+Wal0Yg6BdpJvpo/Ba58JnuVbkrm9TmephZksA21BM2X0/HkkqXNT/hdeQfrI9FgbNUtKD8zXgSuBAYBRwHN638IN4my8Dfizps+2xNDsGkwbb4udvtqflU8CKseiTHSkDZEVchfmZsm0j8XYq2+GRtD8Cp0mambuhwaAws4l4ds+awJJpeBqeLXGrpOfbZFpfYWbTcd9idL3zrpkNA2YC8ySNbfq5whnNFjO7ET8pLtkqCXczOxZvcTG8MFRnl4iGBB2HmS2O9+grRO0aQtKw+rN6HzNbGtiWovO5Nv46Fl7LhxkoZPRSO+wMBo+ZLQz8F14jVfjclyumz8cF8v6fpMGkfwY1GIQzOhlYPhbNssPMjgPOAs6VdEzJ+EJ4jdsGFM+Dwtu6bC3p7bxtDYJuxcxm4c7luAbnD1rpPE6W2fNfwA7Al1mwx2LTmNlHgO+nP6cC1+EF33OGeuwgyJmT8BS8uXh/viuJz3IzvExJLSjeMqrQ4uW2waratRrz5pj74r2RVwBGlAqxmNkoYCN80axr6wCzIN08f8HMfgQcigtFTMAd05dxQYkL8lBMzoos0mDbRYoOLAPManK/ZfHvxsh+VFQdBAXxql+VjX8EVxifjYvgzAa+iF9njsJrEnPFzDZk4LnviJJtiwLL4ee+0BMJOo1ngPea2YaSHqg10cw2AhYHBqVaHZHRHEh9lM7C5ZG/I+nfQzjWXbgoySXAIY32ZAqCTsPMngRWAo6QdH6bzek6ShQb38D7tF0BPNBJ0TEzWx24HE8pfTdSUZqpkaIZjwCTgE3qXfSC3qLT0mDNbAwuxFFgMr7wWyuDw9I+hwBfAP4iaYsGnuvDwNfxrAYoK0NI5TiXpOPvW6/lRb9gZk8AKwNjS9NvzewPwG7A8ZLOSmOFWrbbJW2Xo41LAxfi9dBQoWY/pRsX2pqsVa4eGwTtxMzOxM9nDwI7S5paZd6yeGBsXeBsSV9u+rnCGc2WdMMNvlo6Iv0+B1/VroYkTapyvDeAkcBy1T4YQdANmNkc/AI9WtK8dtvTbaQbry3xm+DCiXwmcDuennsLcL+kmm2kMrRvPPA3PCLwIHApcDzeqqRcDfbz+ILdtyV9PV9Lg3bSaWmwZnYyA7OYjOaUUQ04sp7Kp5l9B/8+FJRBF8Hvycq/G7/C64YPkfTrJuzoWczsdeAdDezBOwyYjtdUT5A0JY0vjN9zzZC0ZIXDZWHfSDxrYV3gBeBaPGo7ssL7eyIuQHaipNPzsC8IGsHMlsHLfcbj361z8fuK5/F67JXwzM/DcL/kVXxRZUrTzxXOaLa0WsI9qfNK0hJDsywI2ouZPYs7JuPabUu3klJg18NrRrcHtqYo+CA8XfBOPHX3FlzpLhfn1My+BXwNvxHbW9LbNVqTTMIFlgalxBd0L804o0MVyWjQnlMY6IyKBnQZgNeBfwI/r5fpkVoh/BEXZToKz2p4jsrfjZ2A64HLJR3Q8D/Sw6SFzPmSRpaMrQf8FXhY0jpl81/BrzWLkQNm9hXgO8DdwG6SZtQ4962Fl1jcKWmbPOwLgkYxs03xEqrlqL4oZ8CLwD6S7h3M80TNaPa0umfe34CtzWxMqwSRgqBN/BH4hJmtKemRdhvTjSSFu7+lnx8AmNk6FPuMbgPsQjFVbBbeaioP9sYvXl+uJxwi6QkzmwuslotlXUCqpWyGufjq9SPAnzpVcbJCGizAQkk1t5E02OF4pD0TJJ0CnPLuEzcZuW2Qz+LfjeMlXZqep9rcu9LcDVv4/N3Oi8CKZjZJ0hNpbM/0WKnufBSuxpoXH8Lfs+Mkzagz9xFgHrBG5lYFQZNIuictmHwO2B/velAQ05uPL6RcCvy3pOmDfZ6IjHYZJb3nvi7p2+22JwgGS7r5/CvwALBHpOq2FjNbGV8MO4Zir8bclLXNbGZ6wtElYxWjA2nbVLwGbNE87Ot0SrJqytVzSynfVvh7PnAx3pPz1WwsHBx5pcG2CjM7HxdY+nwLj/kysBQerXszjdX6brwKDC+NBPYzZnYhcDBwFXAk3t7oemBpvLb29yVzV8dFVR6QtHFO9r2Op12PLLTEiHNf0AuY94UuZGa+2qr7toiMdhmSrjKzk4BvmpmAH0ia3W67gqAWZrZilU2fAM4H7jOzs4D7cEGeqqisr1zgmNlqFNu8bIf3ZoSiAzOfDCNKFRANXmOSquRYPNUxcL6J1+Ucg0cFnwTuwGvQwFV1t8aFn14DfoLX7WyUxg8C3mdmW3WY0F1p+yHIIA22lUg6LIPDjgNeLziiDRCt2QZyBvBhvM9uQX/D8Pq2P5TN3T09/iUf0wB/v95RA9GeJOC2OE0qMAdB1iTNmymSNi+MJeezouaNmd0OTKymeVPzuSIymi+pxmsNfAUPXKXvsUZOWmn/m9Kv6+M3b3PwE3CtG3ippJVCEOSNmbWqTnGA2mQ/Y2bvY6DzuVxhU3p8G48834oLGt3eQMpYK+37O64S+j5J/0pj1eqm9sFVd6NuKmFmiwE346/hkZIuqTJvf+CXeKr2TpLmmdkWeNRoPPAFST/Mx+rmySgNNjfMbDf8+7cYcJ2kPzawz4u4qGHdyKiZrYIrrk6WtGqr7e9WzGx34BxgFXyh7Vb8e/JU2byHcDXv/SVdkZNtjwKrAytJei6NVXt/dwRuwMXmNlngYEHQJvJUOo+bupxIUYsTgf3w+oVSZpnZZcBpqt/2Zfuyv0fgK+G1iBWHoN3Ui3zkfZxe4GEGRpXewpu734bfmN0pqZ2r7Vfj9SVfwqN7FUktEM7A/5ff5WNaV3AC3sbr4GqOKICky1Lq1G+Ar+DXkbvM7It41sGBQMc6o3j7i+ntNqIaZvYhvLf31ZKOKtv2E1yAqMCxZvZTSZ+uc9h78BrHPYHf1pn7pfQYPXhLkHQNcE06f7whaYH+1ElJ9+D0Z566BDfgzuin8NY9FTGzEcD38HPfNfmYFgSZsQi+MNQ0ERnNATPbC+8xOpLqN9MC3gQOklSeZlJ6rEMHY4OkCwazXxAEnYmZvYmLmxScz7sr3ZC1CzNbCq/VGoeLK52N34QvI2mhJBu/H75INxGXi39fmx3ojsHMHsF7KY6up4CcUv1mAk9KWjuNjcLVWnNradGLmNlv8JTQA0oja2a2La5QDa6aOpviYvFekq6uccyC9sOTwI6Sni6PnKX39AS87YeArSXd1cJ/LcgIM1sJd34XBr4M/BTvV1s49w3DReW+i7d/mQ68V9IrbTE4CCrQpNL5GOAVvL5+maafK5zRbEktC/6BKwA+ga+C3YTLuAvvwbcjfsJaDU+7XbdEIS4IgmABzGyRThd9MrOt8XTRcgXf1/AUUvAFuleBXSTdn6N5HU1abJirkl6Kdea/BiwqaVTJ2Cu4Mzs8IzMzZzBpsC1+/kLK5bKlzkISNjoE+JmkY9LY14BvAVdK2q/Ocf8X7x/6Gt464UA8a+o4PK30g/gijQE/lvTZlv5jQaaY2X7ARbhDOhtYFK8l/Sv+eRoN7/aY3UfSdW0yNQgAMLP34yWABc7HFzSPq7UbvuC8H65V8EdJezT93OGMZouZ/RRP47kZ2LOa2FBK17gG2BY4t3BxC4Ig6GaSeNXpwAH4DVkpbwOXAV+V9HTetnUyJYqr69RrfVTSq/CVwqp0ir7MBaZ2cj1mk2mwAI2kwbYMM5uGK9mOKht/AVgWWFvSo2lsLO5cviBp+QUONnD/hYH/wlsmFFollKsjz8czCv6fpEGlv3U7KQIN8Kak+8rGmkLSbS0zrAHMbBP8/duyypS7gc/FIlzQCQxR6dzwUqGdJN3R9HOHM5otSY1qJWCNevWgZvZe4FFCqCAIgiYwsw2BD+CZFiMkHVGybVFSw2pJz7bJRMxsOLAxrgI7DFfku0/SzHbZ1MmY2cV4tOxuYFdV6SttZovjPXs3By6V9OE0virwb/w13jQfq5snizTYFtv3Fu4IjSsZWxlPsX1e0gpl818FRklarMHjrwYcCmzBwO/GXcAFBUe3X0mpgsKFHtcqG2uGtonfpe/ilpS9v5Iea4c9QVCJVAZ4WMnQdriDWas8YD5FpfNfDfYzHc5oxpjZbGC2pCXqTubdC9kISSO6eUUwCOpRogzdKHPx2ppHgBuifupd8Z8L8fojSCuZpWp2yQl8Ao/irCXp8dwNDZrGzNYE7sfTU6fgdWd3Ai+mKYXWLkfhiw1zgI0lPZz2PwE4DThT0vH5Wt84WaXBttC+l3D1+6WVeraa2VH4+3GxpIPK5r8BvBV1uq3BzCbjjucTknYqG2sKSau01Lgg6GHyVDoPZzRjUorPKFzCvWZ9V4pgvAHMkrREL6wIBkE10me5QK1eg+XbCp//u4CPl0v59wtmNhJ/DdbFe09eC3wEb7Re3j7gRFwI5URJp+dk34qKnrBDwsx2wuvOlqT6eb9Qc/tRSdeX7HsUsCJwUcFB7USySoNtoX3XALsAp0v6RiqpKXzvPinpFyVzl8O/iw9LWicP+4LOoxvq+YOgHilSOltSPcXvoT9XOKPZYma3ANsAR0v6eZ25hdXW2yRtHyuCQS+TTnRLAN/Ae+begrcveCFNmYB/d3bAI6L/iX/2N8aL5UcATwEbVEth7GXM7CvAd/AUxt0kzajRy65QU5hbH0/z3rJPU1T7vVXSk3k8dy9hZksCxwL74sI2hfrC+Xh7nyuAc7pViTPrNNgW2Lc3/hoLL6MZiwsLvQasLOmNkrkH4cr5/yfpo3nYF3QeSXzsbornvrs6Sek8CDqNcEYzxsyOAM7FU6iOBX6hshc9pdF9Epf5XhRv3Hxe3rYGQZ6Y2Ti8L+ZIYF9J91SZtwl+M/g6sJmkN1INzp/wyM/Jkr6Vj9Wdg5ndB2wAbC7p3jRWzRk1/Bw0YzCy64O0bx6uHgnFBbQX8Juz23DnNGqmmiBlz4wnRUMlvdVmk4ZMN6TBmtlpwP+juBDwKp6VcW3ZvD/iKfNHSvpljeNV3VaF0hKFP0l6vsn9gxwpyfopnPfm4de6wrmv3T2gg6CjCGc0Y9JN4B9xcREBL+HRn+fxWqCV8MbmS+I3GNfjUY54Y4KexszOwiXDd68na29mu+BpqGdI+koaK0Qs7pe0Sdb2dhpm9jreZHpk4XxRzRlN26YCYyWVK9pmZd8oXLRju/SzCUU13cL5bQoDI6f/zMO2fsLMLgPGSdqx3bZUolvSYM17R26KL4r9RdL0su2LAJ/Cr+O/rhWpruCswIJlCuXbCn/PBy4Gji0470FnYWZr4J0RCue+96RNhffwHeAB0nkPuKMfs3uCoEA4ozmQLq5nA0eyoIR74QI0H/gZ8CVVaf8SBL2EmT2Bi5aMbnD+LOBFSaulvxcFZuI11g31Yuwl0uuh0tevRmR0IWAWXv/RltcqZYBsgd+cbY/f2Bf6XxbOh9Pyitz2C7UWKDqBfkyDTS0UFgOOwXv0PQncwcASha2BSfjr8BM8g2SjNC68X+VWkubmaXveDELorhpq14JMyuTZruRnpYJN6XE+8KCkjdtgXhC0nXBGc8S8395+wIZ4WhLAVHyF7PIQ+wj6iaQ0/ZaksQ3Ofx1YWNLIkrFX8PqxERmZ2bGUqJCuJOm5NFbNGd0RuIEOiiKnxYRdgBPxqCmUKQEHQ6fTnVFofRpsp2Nmi+G9x9fG/5dLqszbH/gl8De8f988M9sCuApP1/6CpB/mY3V7KBO6q0Q98TuooDLeTtK94PbAZ4hzXxAQCqs5kpzN77fiWGa2K95Efh38orRI7afWpFY8bxC0kGnABDPbXNLdtSaa2ebAaIptLTBvGj+udKzPuAF3Rj8FfL3apJSZ8T38xuyafEyrast4XJSqECFYj6IDAt4XM+gzJH3dzH5G/TTYa/B0/d/nbmRrOQEvzzm4miMKIOmy9H//BvgKcJqku8zsi8D5eB/annZGgcOrjC8BnIRH0gup/s/jjucE/PyyLTADVxJ/LXNL62Bm76d47tsWL88q8GZbjAqCDiAio11GSnX7LbBHYaiB3WLFLeg4zOwX+I3GY8Cukp6uMm9F4DrgvcB5ko5M4wWF2D9L2jofqzuHVMP2CL6o+GVc8GUyKQpmZsPwKNJ38fq76cB781RdNbOlGFg7tQ5+ziqctx6lWDd1q6R+XVjIjG6IjHYKSQEa4FFJa5eNNYNUo52amT0CrAyMllTz+CnFfibwZIlNo3Ana0aeQk6dQmrxcy8wBjhA0h1V5m0JXIa/VpvmWZeZ9EI2oHju2wZfPC2c+2bifYML5797Jb2dl31B0ElEZLT7OAXYE3gbb3b/J+BlvCA+CLqJk4C9cSfzYTO7FK+bKjgkhbqp/fF6qdfwz3+Bg9Njq2qKugpJT5vZx/A+lGcDp5MEgpLS7up4NNlwNc6DcnZEHwLWLPyJR2YfonjzdZukqXnZEwQNYGWP5b83e5xqrATMqeeIAkh6x8zm4M5rYWyWmU3Hv9/9yEl4Pe1e1RxRAEl/NrMj8bTmbwDH52Gcmf0Bv3YtTvGzMB24muL57wFJ9VKQg6AviMhoC8mj0N7MnsGV2aL9S9D1pLSlS3DHqdrJyPD0zQMlPViy71547fWN1aKq/UBqfXM2rlxbibuBz0m6Pz+r3q31EvAGcA7wgzyd4cCJyGjjpGwDgHmSXigba4pa5yQzexlYClhH0iN1bCpkgLxSEPdKWQ9zgamSJg7Gvm6mGfG7FKGcSYn4XdaUnfv+G7/G/T26JARBZcIZbSF5FNqnZsoGLB4pHUEvkIRsPoqLe22A36QBvIIrRl4B/KbXVSOHSlJs3BKPKA/DMybualcvzxS5GZP+LNyY3QHcgtd43ReRgezpJGc0rzTYTsfMLsbrPe/GSxQqpo+a2eJ4a7jNgUslfTiNr4ov0N0nadN8rO4ckvjdPElj6k6msvhdlpTdCwovp7gl/dwmaUoedgRBtxDOaAsxs0OrbGq60F7SBVWe4zFgQqMn4SAIgnaQIhLrM7Bmaom0WXirmTvxG7RCzVSUG7SYDnNGCzfpj0paq2ysKSQNqz+rMzGzNYH78fYuU/B67ztZsEThKGA5YA6wsaSH0/4nAKcBZ0rKJfW0kzCz5/DXaFtJd9aZuxXe2/0FScvnZN+SDKyVXxdfICzccD+Gn/NuwWvlX8rDriDoVMIZzZhWF9onCfyvAltLuisbq4Mg6DaSau44aitrF1S924KZrUuxz+i2eBS8cBF6E7hT0q7tsa436TBnNJc02G7AzHbC672XpHaJwqvARyVdX7LvUcCKwEUFB7WfSMrLR+LR4d0lVVThNrNJuPryJODnko7Oz8oBdozDF+O2p6givhDF9/1fwC2SjmmHfUHQbsIZzRgzOxP4PF5of3WduXvghfZVVzvNbAy+groQsIekp1prcRAE3UJa7DoBb/O0SgO7dFR6YzrnnUT02suMTnJGOx0zO6lVx5J0agPPtyRwLLAvsBbFNkfzgYfxEoVzotZ6IGY2AXgQd+TfAi7HI40vpCkT8cWu/YDhePR5/U6JQKb06w/gvXXj3Bf0PeGMZkwWhfapXcJPcFXdS3Bxg5otESRd2IzdQdBKzOyQ9OsMSb8rG2uK+Cw7ZrYcvjC1Mk0ofrYzvTFFKrYr+VmhsCk9viOpZmQ3aI5wRhunRHhmSIdhEI5Fqp0fn/Z/VdJbQ7Sjp0mpzpfiit21IssP4+J3NYWisiZlrmxB8dy3Ga5+Xjj3hTMa9C3hjGZMFoX2KaX3bHxFraE3ME5yQTspucl7rKxWrOkTUHyWnZJUtenAt4Argec7SejJzNZgoPM5obApPb6Di1QVaulvlzQ9ZzN7GjO7HBgvaYd229LpmNn5VD4nGd6GaiyeTn4/A3UfNsbbT00Hfo87FofnYO9lwLhq6vu9jpktDHwEzwzZEFdXB5gKPIAv1l/cDrHH1At2K4rnvo0pllAUzn9T8XrWQp/lv+dtZxB0Ah2TrtXDTAMmmNlWDRbaj6aYalJpzubAjbjwgfBagylEn9Ggs7kN/7w+U2EsGBy746/fIZL+0G5jyjGzlyjeHBZuvuYB91HstXenpJltMK/jSZkDtw61NlLSfi0yacjknQY7iGMeVj6WMpZ+i1+bT8RbFM0qmzMSOA4XIBwl6cBW21aFLYFlcnqujiM5mf+bfjoGM7sbd44LC6eF898LFBfebmt3tDYIOoWIjGZMqwvtzex6YCfgz3gT+2czMTwIgo7GzObgtWWjO7FFSop8zwH+Qrr5wlvNzG6rYV1CSebAsxSd91slPdFWw4ZAO9NgB/1kZsfimUhfkvT9OnM/D5wJHCfpv3OwLVKwO5ASheinKZ77uvq7GwRZEs5oxrS60N7MXsOVeVdppypmEATtxcyeBJaWtHi7bamEmW0N3BO1b4OjJLpSyGAqXKxfpBhduVXSo20wb1B0WxosgJn9FRcXGitpTp25w4HXgX9K2iAH28IZ7UDM7GP4dzOCBUHQAOGM5kArC+3NbBowTNL4lhsaBEHXYGZn4amBW0i6p932ZIWZ3QMsKWlSu23Jm5T+uSXFurNNcdETKF5LpjIw9e8feds5FErSYPcBTqZ+GuyVOabBYmZvAG9JWrLB+a8Ci+SxSNSvzugg0r3n4gsZj+ALZDUXFTqFfq8JDvqHcEZzolWF9mZ2I35TsmS1XqRB0E2km9F9can7FYARpRffJASxER4Nub09VnYeZjYeF/95BdipV4V/+vWGuxIp8rY5xX6Fm+EZNYULeUe17mmETk6DTc85De/fu2q9+l0zWxl4EnitUed1iLb15XdjiOnerwM/Ak7t9KyNfn1/g/4jnNEuw8x2Aa4BTpPUMjGIIGgHZrY6nrq+FlUk7s1sIXxFexKwiaQHcje0AzGzbXHn/Ry8NvOnuDjQG7X2k3Rb9ta1jrghq0zqMbsT8BU8jTXXWspW0clpsOk5r8LFwq4D9qnmwJjZIsDvgF2AqyXtlYNtffndKEn33htfKJiFp3YXyp8m4AuYo4HX8P7tY/FAwApp3xtwHY+Oq7cv0K/vb9B/dNUKaj9TmqpmZp8FzjKzicB3qokiBUEnkyJ7N+I3Bw/iqezHAwPS2yS9Y2Y/Bs4C9sczCQK4hWJ0YBzQyOKUiPN+V2JmSwDbUEzZfT8wjOIizr/wVN1uYzVgZiOpk5LmmNnMtE9efAvYFXcy/5bS429jQd2Hz+OlOO8A/5mjff3I4fj1YjS+GPOjcmG0tHDxGeB0YLikfdP4QcDP8UycjwMX5Gh3EAQViMhol1BYIcPV2Ui/j0i/zwFerrG7+rHeKuhszOxbwNdwFem9Jb1dbSU4qU3/C7hX0mb5W9t5mNlkBtendZXWW5Md/RodMLOlcSen4HyujTueBefzYQYKGVUUvet0OjkNtuR5PwL8koEp0QtMw6/Fh0u6OCe7+vW7cRy+OHmspB/VmfsZ4Ielc9P+ZwM3Sdopa3sHS7++v0H/Ec5ol1DijFq9uRXoutStoPcxs3/g6XnrFES7al18zWw28GaeN6FB++nXG7KyujgBD1Fs8XKbpFfaZVsr6eQ02LLnXxX4Ol7fPq5s83TgMuDbkp7M0aZ+/W78DY9Cj5E0t87cxSimdm+YxsbhPeCnSerYPq39+v4G/Uc4o11CiTP6H4PZX1I3pm8FPUxKt0PS6JKxWs7oVLyubNHybUHv0q83ZCXO6Bu44MoVwAOdXOM2GMxsM+AOPOX4MTziVS8NditJ9+ZubCI5pu+KEObpgJbZ0a/fjZnA3CYUjqcBi5YqHKex0ZIWy8jMIdOv72/Qf4Qz2iXESSnoNVLLhIUljSgZq5amuygwE3hd0lL5Whq0k34995nZH/C2LuMoRkhnArfjztotwP2S3mmHfa2kU9NgW4mZnY1H8o5o4TH79btRSO1euV4vTzNbEZgMTJe0RBozYDYwQ9Ky2Vo7ePr1/Q36j2HtNiAIgr7lKWDRpKhbj91x4Z2qPXiDoJeQtCewJK4A+kXg98Bb+HfhO8BdwGtmdq2ZfdXMNk/K012HpP8D1gHOA2ZQrI0t/MwAfoGn9HedI5r4CHBYi495F74w0W/cnR5/lNrmVSR9H87BFzjuKtn0Hrxf74uZWRgEQcOEqmKXk1b41mBg39LHFCHvoPO5Gr8B/RJwTLVJScjlDPyG4nf5mBYE7Sedx/+Wfn4AYGbrUOwzug1eQ7lz2mUWMCZnM1tCSnU9AjiiU9Jgs8LMDsFFp2oKNtVD0n4tMqnbOB3/3O8B3Gdm3wfupOhcTgC2Bo4D1sWvHaeV7L9PerwjB1uDIKhDpOl2CeXpGma2GnAisB8wqmz6LFxM4bRo+xJ0Kma2FF4jNg6/0T4buIf0OTezZfDP94l43djzwPskzWqPxUE7iFS1yiRl2R3whZxN0nDfitVlkQbbSko/xyX1wM9SFKW6VdIT7bSxm0gO/c/wCGet1O63gGMknV+y7wm4eN6PJN1dZd+2E+e+oF8IZ7RLKLuQ7QX8GhhJdXVdAW8CB0n6Q05mBkFTmNnWeEPy8mjOa8D4wjTgVWAXSffnaF7QAcQNmZMWILcr+Vm+sCk9zgcelLRRG8xrO53+OSm7ht+Np18XstMKN2IvMrBdz6P5W9o9mNkaeHuwvVnwGvI6nknz7W59HTv9Mx0ErSKc0S6hRE33vcA/cKGHJ4DvATcBz+EXtBWAHYEv443B5wDrxopr0KkkgYnTgQPwVe5S3saj/F8dakpb0J2Y2Q/wiNfh7bYlT8zsfQx0PpcrbEqPbwN/JbV6AW6XNCNvOzuFTr9xr5DdNBIXqCq8v5tSPP8VbsymUnROb5P0j1yN7hJSudKqwFL492Mq8GS3lyuZ2eXAeEk7tNuWIMiScEa7hBJn9OfAUcDNwJ6SZleZPwK4BpfEP1dS1Zq8IOgEzGw4sDFe7zMMeBm4T9LMthoWDIqUiviipPc0OP8pYAVJoWXAgNYuBefzLeBeis7JnZGyXqTbnNEK24cDm1OsB96MgerCiu9Gd2BmTwJTJG3e4PzbgYmSJmVrWRB0JnFi6z4+gF+cjq7miAJImm1mRwOPUhS3CIKORdIcQlCi16hWRtCq+b3MHIpqqbcCd6fvSNCDpPf2FuAWMxsL7AR8BV+gi+9Fd7EyvpDQKMsDK2ZjShB0PuGMdg+/xWsiPoL3xqorTCTpcTObjkeagqCjMLMVJT3TbjuCjmExoOt7ZraQsZLmtduIIHvMbAlcGbmQsvt+PDuk4IT+C1+QCMowsxWAtXGNgUVqzZV0YS5GNc8ieM13EPQl4YxmTKtS1SQdl7bvBYwys0Xq3aiY2aK40m6kcgWdyFNm9jQDBTt6qoVD0BhmthxehjCl3bZ0CuGI9i6pXdW2FJ3PtSn2VAV4mIHnxZfaYWcnY2ab4Srsm9SbW0LHOaNmNgY/973WbluCoF2EM5oPrUxV+we+gnooXj9ai0PxFbe/N/n8QZAH8/F0ppWBjwOY2QsUBVlulfRYu4wLmsPMtsXr3UoZbWYn1doNb+2za/r9zkyM63LMbEO8RGMFYERp+5K06LgcXlP4bJtMDJrjZUpqQYGHKLZ4uU3SK+0yrBsws41w4cbh+HnjObz1V1vS2M3s/cD6ZcMjUvuZqrvh5779gIXwevAg6EtCwChjUmT0JUkTG5z/ArCUpHJV0cL2I4Bz8ZPuscAvyhXjkhDCJ4Hv4up8R0o6b/D/RRC0HjMbxUA1yU1YUE1yCgMjBP/M286gMczsZOBkiu+dUb3/34Bd0+OrwPaSHsrAvK4kRdAupFj3b5T1Ek3n+yeAZYG1JD2eu6EdQDcJGJWIU70B/Ai4AnhAUqRqNoCZXQXsgS/OHy7pgTbbczJQuujW6LmvMPctYCdJoZkQ9CXhjGZMM85oSlV7Dldhqzg/SZj/kaKQ0UvA7fiq4GLASrgK35L4Se56YLdulzgPep90U70F7phuj7c6KIhAFD6/0yQtk791QT3MbG9gn5KhQ4HZeL17Nebj/QD/CVwhaVpmBnYZqfXHXcC6wAvAtbhmwMhyh8vMTgROBU6UdHretnYCXeCM3osvNK9iZn/AF+LGUTy3zcSv5bfhQkb3S4oa6gqY2TT8tVuvExavzOxQ4LCSoe1wB/OuGruVnvt+FVlAQT8TzmiLqZCqdgp+kTmj1m4UU9XeC1wu6cAazzECOBs4Ehc5gIHRCPAT3c+AL9VS3Q2CTiWlH+4CnEixLkiderMZDKTZrJBgIGb2FeA7wN34guKMag6Xma2Fp3reKWmb/K1tP1k5o2Z2E74IVvWaXDb/omTHjnXmGbAexcW3rfFFZPDr+Sw8bf1W3Dm9N5xTx8xmAW9LGttuWyoR574gaI5wRltMnqlqZrYiXm+wIbB0Gp4KPIA7tKFUGnQVZjaegaqS61GmKilpjTaZFzSBmW0HvCWpVnQgqIKZ3QdsAGwu6d40Vs0ZNbx0Y0a/Zg5k6Iw2W2rzFLDiYOwws3Uo9hndBhe2Kdw/zJI0ptlj9iJm9iCwBjBa0tvttqecFCmdLalWVkgQBIlwRltMpKoFQeOY2VIMVJVch4Gqko9SFPa4VdKL7bAzCPLGzF7HBehGFsosajlcZjYVbwdTUW+g1ylNg23xcZt1Rp8BJpYr4jf5nCsDOwDHEFkhC2BmnwfOAg6UdFmbzQmCYIiEM5oxka4RBJUxs4eANQt/UllVcmqbzAuGSOqduDEerftL2baJeKnBdnit+x/xkoIXcje0Q0mpiJI0umSsWmR0ITytc7ak8flaOjSySoNtFU3qPiwGzADelLREE8+xGsUFue2A5Qub0uN84EFJGzVje69iZsOAq/Hzy16dln2R9A9WBOaUZ6ilWvCTGXjuO03SzNwNDYIOIVq7ZM8OeCF7EAQDWYuiouQ5wA+ipUFP8UngNOD7wLvOaLpRuw1YheLN9oeAjcxsA0nRF9l5FljdzJaX9FydudvjStT/yNyq1rM9LsTXKJvjN/qZkMpfVi4bXtTMtqF627WC7sNB+Pvw5zrP8T4GOp/LlRwH4G3grxTbXN0uaUYz/0ePcyLeCmUz4A4zuz39/UatnSSdmoNtAEfjkdtz8eg28O6i0W14+n3hvX4/sIOZbd2JKcdBkAfhjGaMpFsHu29aMW6RGfmsIgdBE7wOjEk/XwM+Z2Z34GIdtwH3RauDrmaX9PjrsvHDgFWBacDX8TKG04BJwGfxllQB3ACsDnwKf50qkgTtvocv7FyTj2ltZSEab5sxGA5nYJsOgPH4eakeBQfj+3XmPYz/D4X5b+HOVKGN1Z2xKFOTUxj4+m2L19hWo5B5k5czumt6/FXZ+EdwjY/ZwA/S4xfxVOyjgP/Jyb4g6CjCGc2YIaaqbV/n8KUn40rboLl+V0GQJ+PxRuGF6MA2wO7pR8AsM7sTvwm8lVCT7DYKtXsPl40fiL+/J0j6ObzbX/kGYF/CGS1wBnAEcLyZvQz8tHRjSlXcGX+91gWm4xkGPUtKg10GX8jKiulAaWrlSniabK3odKnuwy8k3VznOebgbT8KzufdkuYM1uA+5EI6+77mvenxwbLxg3C7vyHpLAAzexi4BHdUwxkN+pKoGc0YM/sqKVVN0pdKxofj9XGlqWrCm5dvIGlWUmSrxBL4yu1Yihez59NxJuA39tvitSunAq9JuqDF/1oQtBwzW5diq4NtgaUo3nS8iUcMdq28d9BJpJrHOZKWLBlbGL9pXwQXm5mRxguN32d2W81jlpjZfsBF+MLxbDwFdCE8hXN1YDR+3p8L7CPpujaZ2jAV0mBvwVXk96WxNNgPAbdI+o/MjCx94gx0H8xsEUnzWnW8oLNI4mPvlJ7L0uLRdGAUMEHSlDS+MEUl7CUrHC4Iep5wRjPGzG7Gb6o3kfRAyfgxwI9ZMFXtPcDXJFWMDpjZWDydZwxwgKQ7qszbErgMd0g3lZTlSnIQZIKZ7YEvvISiZJdhZm8CwyQNLxnbDI8IPSBp47L5r+CtGoYTvIuZbYJn0GxZZcrdwOck3Z+fVYMntT8rTYNtJnun4KzuI+n3LTWs2hO6vTMlnZnH8wXdj5nNAeZLGlkyth6+iPSwpHXK5r8CLC5psXwtDYLOINJ0s6fVqWon4bVVe1VzRAEk/dnMjgSuAr4BHD/o/yAIcsLMJjFQ2GOFsilRQ9o9PAusZmbvl/T3NLZPery9dGKKGiwOTMnPvO4g9Rjd2sxWxR3SCXjv3ZeBuyQ91k77BsF0sk+DbRmSvpnl8c1sQ+AD+LluhKQjSrYtiosbSdKzWdoRtJQXgRXNbJKkJ9LYnunx9grzR+GBiSDoSyIymjGtTlUzsyeAZUvl/ms8twEzgRclrTbkfyYIWoyZrcFA53NCYVN6fAdfTS6ko98uaXrOZgaDwMz+B1eVvAv4PP7e/gpPLf2ApJtK5q4D/B34i6Qt8rc2aBfd0P4sOYXzy9VO0zX2GAbqPpzbiPCamS2N1z7uXBiiLPMjlfM8ASwLrCXp8Rb8O0HGmNmFwMF4MOBIYCJwPbA0sG9pVN/MVgceo0K2SBD0CxEZzR7DV71K2QgYjp983pVrlyQzm4HfrFVjItBQrUk63jtpnyDoKMzsJfziDEXncx5wH8Veo3dG/7Wu5bvAR/FWHHenMcPf03Kl8L3wTJGaLTH6maSaOw5fxKxKeV/DLuCb+KJpR2Jmn8SFZS4CPla2+Spgt8JU/HO8R3qsdcyRwI248NQLwLW4gM3I0nmS5qRFnVOBA4DTh/K/dCPpHgbgUUlrl401gyTldc97BvBh4IN4BgP45+Nh4A9lc3dPj38hCPqUYe02oA94FljEzN5fMrZPeqyWqja1xvGmAaPMbKt6T5zmjMbFIYKg01gGF165Db/Z2gkYJ2krSV+TdF04ot2LpMl4n+VbcYGOKcB5wN6l81LvvaPwm7Ub87WyszGzsWb2HTP7N+6wPQc8VePnyXbZOlgkfbPD6zELzuaFpYNm9kGKjsTF+Gd7HrCHmR1c55ifxR3Ru4G1JR1FdYf88jI7+g0r+ak01uhPbve7qSxhX2AyxZrom4EPVoiaH5Ue49wX9C0RGc2em3DVw/8xs8/jqWqfxk9OV5XNXQtf9a5VO3MNnvZxnpntLunflSal2rvz0vNcPZR/IAgyYlvgHklvtduQIBuSaFs91dP5eIsfyLZlR1dhZssBd+LKs9VUZhfYLTODMiSLNNgWsnZ6vKds/OP49fXbkk4EMLO78RY8h7Bgf91SPpT2Pa40O6oKj+BO7hpN2t0rFHQ35lUY61gkXQNck9Kx36jUuieVbBUWLh7J074g6CSiZjRjzGxlvNdUaeptIVVtm7K5XwP+k7I2MGVzJqTjLYnXl16ORx4KvUkn4jf5++GpwFOA9SW91KJ/KQg6CjO7B1hS0qR22xIErcLMfoYvPE4HvgVcCTwvaW4bzWo5pWmwkj5Wtu0PDEyDFXC1pJppsC22bzquCj2mbPwVvFfyqpKeTmMj8AjnK5KWrXHMgmbESKWbMDN7EVimklq4mU0FxkpatDX/VRAEQecQzmgOJLW8M4DN8JX/a4DjJb1aMmch4N+4suAekq6tcbw1gUuBNakuiV+oTzhQUqy4BT1LrZu4IOhWzOw5PJNmb0nldWY9g5ldgddY7ibp+pLxDwK/w69xF+Ptzw7GnbhDJNWKPLbSvrnAW5IWLxlbA49kPSFp9bL50/AWRVXbdCRhQ5UKEVY7j6V7g1nA7OjBGwRBLxJpujnQ6lQ1SY+knlUfwUUNNqQoBDMVeAC4BLi4PO0pCIKg1ZjZIenXGZJ+VzbWFJIurD+rL1gKr6m+pt2GZEwWabCtZAow0czeI+n5NFaI1lZqrzYc7+9di2eB1c1seUm1ynIAtgcWBf7RoL09xWDPI5XI4txiZtumX9+UdF/ZWFNIuq1lhgVBFxGR0SAIupqIjLaf1J5DwGOS1ioba4p4Hx0zexJYujQi14tkkQbbYvsuxcVofoG3KloSFx5aBfiYpItK5q6Ii9b8XdL6NY55Dq4d8R1JX09jC5zH0v97B75Q/S1JJ7fyf+sGBnseqUQW55YWnvvyVPsNgo4iPvh9StTZBUHQQm7Db76eqTAWDI4rgePMbFNJ5VHDXmIErn/wLikNdgk8Dfbpwrik2cl5HZejfefgGgxH4NlIi+BiSs9RVLotUOgZ+kCdY56Rjne8mb2MR3vfJSnr74y3R1oXrxs+Z9D/QXfT6eeRZ3D7XqgwFgRBA0RktIV0U6paRJOCXiE+y0EvYmbjgb8CrwA7SZreXouywcyexYX3ViykwSbl+bOACyQdXjZ/FjBL0jI52vhJ3IEs1Hj+C/iopPvL5v0Z76v7MUm/qXPM/fDepQvj9bCLAgvh7/nq6bkMT9XeR9J1LfuHgiAIOohwRltIN6WqxQ180CvEZznoRVLd2Qp4RGwOHj27D3ij1n7dVneWRRrsEGx5EpgiafOSsW3xyO2DwDq4psO/ytvLmNkiFPuO/qmRHslmtglwNrBllSl3A58rd3qDIAh6iXBGW4iZ3UJKVZN0aNlYU0jaoaXGlRE38EGvEJ/loBcpW8g0GruOdF3dmZltB9yM/3+zGJgGu3ppKxszOxL4GXC+pE9kYMt84CVJE8vGXpT0nlY/X8lzrIo7pBOAYcDLwF2SHsvqOYMgCDqFrrpodTqStm9kLAiCIAjq0Bd1Z5JuNbNjqJwGW95TteCA3piROfPwGtZyLKPnA0DSk8CTWT5HEARBpxLOaBAEQTAkUnpjK1CIqjmSVm63Da2mRhrs34FlqZ8G+930558yMvFZYBUz20TSvRk9xwIk1dxxeFS4KpKeqbU9yB8zu6lFh5KkHVt0rCDoKiJNt0+J1MagV4jPcvtJqYy1ENWjS6XbFO9j79KuNNhGMbOzgM/jNaJ/x9vIbJ/+/nMTh6rrWJjZWOAEvFf4Kg0eMwIIHUYLzn2k7XHuC/qWOLEFQRAEQ6Vajfsk4ExgOHAxcCvwPH7zNQHYDvgwLtDzJSJVsddpSxpsE5yEt1LZEdi4ZHxR3CltlJqr/Ga2HHAnsDKN/++d8hoFAzm8yvgS+OdpLN6eptK5b1tgBnAq8FrmlgZBhxKR0RbSTalqEU0KegUz+wEwprwFRNBezOw9eL/FGcBukp6oMm9V4FpgDLCRpBcqzQu6HzP7Nx4F3LyQBlspWtpuzGwtYG1gJHAe/hn+fDPHkHRBjeP/DDgS7x/6Lbyn7PMVamSDLiRFve/Fz2kHSLqjyrwtgcvwz9emkl7Pz8og6BzCGW0h3ZSqFs5o0G6aTc8zs6eAFSJVrTtIN9xHANtKurPO3K2A24FzJR2dh31B/uSZBtsqsnCWzew5PDq2t6Q/tOq4QWdgZmfin/O9JF1dZ+4ewFXAmZKOz8G8IOg4whltIUmivhJNp6pJujVjW8MZDdpKszd5yRldMT6z3YGZPQOMlTS2wfmvA9MlrZitZUG7MLPRwBV4GuxQyK2+zsxOBmZKOrOFx5wDzAdGlws1Bd2PmT0BLCtpdANzDV+UeVHSapkbFwQdSDijGdOpqWrhjAbtZhDO6AvAUpIWzdayoBWY2WxgvqRRDcwt3JANk1SppjDoIbJOg+10UknP0pIWb7ctQetJ5755ksY0OP91YGFJI7O1LAg6k0h3y56TgaWA/ao5ouB9xszsE3iq2slA1qlqv8Ud3yDoeJLgxzLAlHbbEjTMi8BKZrZHvVQ1YHdc2GZy5lYFbUfSw8DDAGZ2HjC7m53LQXAlcJyZbSrpnnYbE7ScacAEM9uqwRKF0UDUygd9Szij2bMrnuJT84QEIOlOM5sJ7FZtTqvq7CQd18j+QdAqUj/B7cuGR5vZSbV2w/vv7Zp+r/s9CjqGy4EvAr80swMl3VZpkpltDfwSr5u/LEf7gs7gm3hUvJ/4T2A/4MdmtpOk6W22J2gt1+ACVeeZ2e6S/l1pkplNwjMDBNRbsAuCniXSdDOm1alqUWcXdCup9upkynqrNbJrenwV2F7SQxmYF7QYMxsD3I/XzAu4G6+XL0QAJuKtDbbA3+N/AZuEomTQ66SFuRWAc3CtiJ8C9wFv1Nqv2oJO0FmY2QTgQWBJXJzrciqf+/bDtUSmAOtLeil/a4Og/YQzmjGpNmQlmlNVmyxp1Spzos4u6ErMbG9gn5KhQ4HZeMp4NeYDrwP/BK6QNC0zA4OWk9KrLwR2SkPlF5zCQsMNwKFxMxb0A+k63uyinEJJvHswszWBS4E1qf7+Gp6ufqCkR/KyLQg6jXBGM8bMzsBT1abiJ5xaqWqX4fWlZ1WT+G7GGU03gs8BUzqph1sQQGf2FwyyIZ3fDgA2BJZOw1NxcbdLGiljCIJewcwm05gDOgBJq7TemiArzGxh4CPUOPcBF0t6uz0WBkFnEM5oxgw1Va1Cnd0peCrvGbWelmKd3XuByyUd2Ir/JwhaRWqF9Jaku9ptSxAEQRAEQZA/4YzmwFBS1aLOLgiCIAiCIAiCXiSc0RwZTKpa1NkFvYqZLQFsDMyQ9JeybROBs4HtgMWAPwJfyrr/bhAEQRAEQZAf4Yx2GVFnF/QKZvZV4DTg+5K+VDI+HHgIWIVihF/AE8AGkmblbWtQmzrteZpC0qmtOlYQBEHeDOJ8OBeYDjwC3CNpTsuNCoIOJpzRLiPq7IJewcxuxuulN5H0QMn4McCP8cbhX8czAU4D3gN8TdJ322BuUIMyddBBHwZXDI02VEEQdC1DPB++DvwIOFXSW62zKgg6l3BGgyBoC0lRcgVgVOlKsJn9CRftOlrSz9PYjnhN9T2SNs/f2qAWZnY+Q3dGAZB0eCuOEwRB0A5Kzod742KSs3Ahy0KZyQRgI2A08Bre0m8sXsK1Qtr3BmB3SfNzND0I2kI4oy0kj1S1qLMLegUzmwXMkbRkydjC+MrwInh/3Blp3PDm4TMljW+HvUEQBEFQj3S9uhT4IPA14EeSZpfNGQ58Bjgd1/b4SBo/CPg5MBz4hKQL8rQ9CNpBOKMtJI9UtaizC3oFM3sTGCZpeMnYZsBdwAOSNi6b/wowunR+EARBEHQSZnYccBZwrKQf1Zn7GeCHpXPT/mcDN0naqdb+QdALLNxuA3qMC2lRqloNdkmPvy4bPwxYlQXr7CYBnwWizi7oNJ4FVjOz90v6exrbJz3eXjrRzIYBiwNT8jMvCIIgCJrmcOBtPMJZj5/jjusReK0owAVp7P2ZWBcEHUY4oy1E0mE5PM0q6fHhsvEDcUf4hJI6uxfwuoN9CWc06DxuAlYH/sfMPo/X0Xwa/xxfVTZ3LTx197k8DQyGjpmNAY4EPoDXQ42QNKls+z54Rsiv2mJkEARB61gNLymZW2+ipLlmNhO/FhbGppvZdLyONAh6nkjT7TKizi7oFcxsZeBBXMTh3WHgTknblM39GvCflKWnB52NmW0BXAYsS0n5QHkZgpndD6wPbCfpjlyNDIIgaCFmNg0XLlpZ0rN15q4ITAamS1oijRme3TZD0rLZWhsE7WdYuw0ImsaAUWVjG+HF7g8WHFHwOz5gBjAiP/OCoDEkTQZ2AG4F5uApuOfhCoTvYmYLAUfhn/0b87UyGCxmtjzwB2A54Frg47hyZCV+gr+/++djXRAEQWbcnR5/lIIFFUnXtnPwbKDSdn3vARYFXszMwiDoICJNNydamKoWdXZBz5D6i/5HnWnz8agZeAZA0B0cD4wHLiyUMJjZGVXmXpset8/erCAIgkw5Hdf32AO4z8y+D9xJ0bmcAGwNHAesizujp5Xsv096jCyRoC8IZzQHqqWqlc6R9HpSUFvfzJ6qkaoWdXZBX1ES4Q+6i93w81LdlleSnjOz2RRr4oMgCLoSSXea2SeAn+EiRL+oMrVQSnWMpD+XjC+Oi1T+b6aGBkGHEGm6GZNBqtp3gTeAzfFUkCvwE9efJd1UNncv/GbwzwRBEOTLCsAsSc80OH82UVIQBEEPIOlCYD3gV/g9m5X9vJG2rS/p/LJ9vy3p45LuJgj6gIiMZk9LU9UkTTazHYAzgM3wtMVr0vO8S9TZBZ2EmR2Sfp0h6XdlY02RLvJB5zMXGGFmwyTNrzXRzEbhgh/T8jAsCIIgayQ9BhyaBIlWBZbC78mmAk8qFESDAAg13cwxs8fxXp+rFCIEZvYisEy5omTaNguYJ2ncEJ/XgDHpz9fjpBe0EzObj0fpH5O0VtlYU1T63gSdh5ndg4urbSjpwTRW8dyXFibOJ5q8B0EQBEFfEZHR7BlMqtriQ33SqLMLOozbcMfzmQpjQW9yJbAx8A3ggGqTzGwN4L/wz8IluVgWBEEQBEFHEJHRjEmNi0fg6rnz01i16MAo3IGcFr2lgiDoZtL57J/4gtyVwPeBS/FUtTHA2sB+uADbaOBhYANJ89pgbhAEQcsxsxXwc914XFCyKlGCEvQrERnNnsfxVLV1gQfrzN0fF5X6B0SdXRAE3YukWWa2G17Tvi/FdgUwsEWPAU8Ce4UjGgRBL2BmmwE/ADZpYre4Twv6koiMZoyZfQ34FnC5pAPS2AKR0ZSqdhseNfi0pJ9GnV0QBN1O6qH8FeAQYPmyzS/jtaLfkRRlBUEQdD1mthF+PzccX2x7DngemFNrP0k7ZG9dEHQe4YxmzFBS1czsFlKdnaRD0/EKY00RJ7kgCPLEzB7Az1UHSnoyjS2P90YeBrwsaXL7LAyCIGg9ZnYVsAee5Xa4pAfabFIQdDThjOaAma2Jp6qtRHVHspCqtnPhxi0IegUza9VnWpImtehYQYaY2RzgLUlj6k4OgiDoEcxsGt6qaj1JD7XZnCDoeMIZzYlIVQv6mZReXgvhCzL1tilSzrsDM3sCL0cYsjp4EARBt5Ba9L0taWy7bQmCbiCc0YyJVLUgADPbrsqmScCZeG3NxcCteG2N4d+R7YAP47U2X8Ibhd+aucHBkDGzHwNHA1tK+ku77QmCIMgDM3sQWAMYLentdtsTBJ1OOKMZE6lqQVAZM3sP8ADezmg3SU9UmbcqcC1eY72RpBfyszIYLGY2EfgbvrjwAUmvtNeiIAiC7DGzzwNn4UGIy9psThB0POGMZsxQUtWizi7oZczsZ8ARwLaS7qwzdyvgduBcSUfnYV8wNMxsWzw6cCYwD29bcBcwFXin2n6SbsvFwCAIggwws2HA1cDGeMuqu9psUhB0NOGMZsxQUtWizi7oZczsGWBso3U1ZvY6MF3SitlaFrSCsjZURmMq4JIU/a+DIOhazOwkYGHgs8BYfCH1XuCNWvtJOjV764Kg8whnNGOGkqoWdXZBL2Nms4H5kkY1MNeAmcAwSSMyNy4YMmY2mcG1oVql9dYEQRDkQ8lCXGmwoNa50IigQdDHhDOaMa1OVYs6u6BXSGnoK+FpTFfXmbsHcBUwWdKqedgXBEEQBM1iZuczuIW4w1tvTRB0PuGMZkyrU9Wizi7oFczsDOCL+MLMgTUWYLYGLgOWAs6SdHx+VgZBEARBEARZEc5oxrQ6VS3q7IJeIfXevR9POxdwN55yXojiTwS2BbbAF3L+BWwi6fX8rQ2CIAiCIAhaTTijXUbU2QW9hJkth6eu75SGyk9IhZqbG4BDJb2Ul21BEARBEARBtoRqYffxIrCSme1Rr84O2B0YAUzO3KogGATJudw5peIeAGwILJ02T8Xroy+pl5IeBEEQBEEQdB8RGe0yos4uCIIgCIKg/ZhZQYjyUUlrl401Q7S1CvqWcEa7jKizC4IgCIIgaD8l/eAflbRW2VhTSBrWMsOCoIsIZ7QLiTq7IAiCIAiC9mJmK6Vf5xVa6JWMNYWkp1tmWBB0EeGMdjFRZxd0C2Z2UquOJenUVh0rCIIgCIIgaB/hjAZBkDll/XYHfRi8rmahFpgUBEEQBEEQtJkolg6CIA8uZOjOaBAEQRB0DGZ2SKuOJenCVh0rCLqJiIwGQRAEQRAEQZO0KOsHgMj6CfqViIx2MFFnFwRBEARB0LHcRmT9BMGQiMhoBxN1dkEQBEEQBEEQ9CoRGe1sos4u6HlS79wjgQ8AKwAjJE0q274Pvqjyq7YYGQRBEARBELSciIwGQdA2zGwL4DJgWYr9cReI5JvZ/cD6wHaS7sjVyCAIgiAIgiAThrXbgCAI+hMzWx74A7AccC3wceC1KtN/gjur++djXRAEQRAEQZA14YwGQdAujgfGAxdK2lPSr4G3qsy9Nj1un4dhQRAEQRAEQfZEmm6XEnV2QbdjZo8Dk4BVJD2Txl4ElqkkuGVms4B5ksblamgQBEEQBEGQCeGMdiFRZxf0AmY2G3cux5SM1XJGXwEWl7RYjmYGQRAEQRAEGRFpul1G1NkFPcRcYDEzq3seMrNRwDhgesY2BUEQBEEQBDkRzmj3EXV2Qa/wON5eat0G5u6Pn6/+kalFQRAEQRAEQW6EM9p97Ib3Hj2p3kRJzwGzgVWyNioIBsGVeOT+G7UmmdkawH/hn/tLsjcrCIIgCIIgyINwRruPFYBZBcGXBpgNjMjQniAYLD8AngH2NbPLzGwb0jnJzEaZ2aZm9h3gXmBp4BHgl22zNgiCIAiCIGgpIWDUZZjZdNy5HCFpfhqrKPqS6uxmANMkLZu3rUFQDzNbE7gGWAmPfFacBjwJ7CzpybxsC4IgCIIgCLIlIqPdR9TZBT2DpEeA9YDTgedxx7P0ZwrwXWCjcESDIAiCIAh6i3BGu48riTq7oAcwswdS+6GlJJ0oaUVgRWAzYAtgVUkTJJ0gaUZbjQ2CIAiCIAhaTqTpdhkp9fafeO3olcD3gUuBpYAxwNrAfsCngdHAw8AGkua1wdwgqIqZzQHeKu0zGgRBEARBEPQP4Yx2IVFnF/QCZvYEXuu8eLttCYIgCIIgCPIn0nS7kKizC3qE64CRZrZZuw0JgiAIgiAI8icio12GmT2AR0MPLDiaZrY8MAFfXHhZ0uT2WRgEjWFmE4G/4QsqH5D0SnstCoIgCIIgCPIknNEuI+rsgl7BzLYF1gDOBOYBFwJ3AVOBd6rtJ+m2XAwMgiAIgiAIMiWc0S4j6uyCXsHM5lOseTaq1z+XIkkLZ2dVEARBEARBkBdxU9d9XAccbWabSfpLu40JgiHwDI05oEEQBEEQBEEPEpHRLiPq7IIgCIIgCIIg6AXCGe0yos4uCIIgCIIgCIJeIJzRLiPq7IIgCIIgCIIg6AXCQek+os4uCIIgCIIgCIKuJyKjQRAEQRAEQRAEQe4Ma7cBQRAEQRAEQRAEQf8RzmgQBEEQBEEQBEGQO+GMBkEQBB2FmU02M5nZ+e22JQiCIAiC7AgBoyAIgmBQmNn2wM0VNs0HXgdm4D2R78dbUF0paXZe9gXZYmYrA0+14FCrSJrcguMEQRAEXUZERoMgCIJWMwwYB6wEbAl8DvgN8IKZfcfMRrTDKDM7JUVcQ7kvCIIgCDqAiIwGQRAEreB/gB+X/D0Kd0jXAbYDdk9//z/gg2a2p6SKUTVJK2dpaNAyngfWrbH9OmAi8AKwS53jBEEQBH1IOKNBEARBK5gi6aEK49cBZ5rZKsAvgB2AtYA/mNkWkl7P08igdUiaB1R6zwEws3np13lVPhtBEARBnxNpukEQBEHmpCjoB4A/pqG1gJPbZ1EQBEEQBO0mnNEgCIIgFyS9AxwKvJmGjjazJcvn1VPTNbPFzOyzZnaTmU0xs3lm9pqZPW5mN5rZCWa2Zsn8w1Kd6MklY6rws3LJ9mFm9h9mdoaZ3Wlmr6TnmW5mf0vjK9b6f83slnTcW9LfE9N+j5vZ7GTzTWZ2YCOvn5mNNLNjzex6M3vBzOaa2ctmdr+Z/dDMtjYzq7H/DmZ2gZk9YWZvmtkbZvZw2nfVRmxoBWa2V8lr/pEG5h9fMn/DkvHtS8a3N+cIM7s9vV9vmtk/zexUM1u8Qds2NLOfmNmj6fV508z+bWY/N7P16uzb1OcyCIIgiDTdIAiCIEckTTGz3wBH4nWlOwMXNbq/mS0H3IDXopYyLv2sDuwIrAfUdXRqcBKVI7dj07HXAz5lZh+TdEW9g5nZlsCVwNIlw8PxtOUdzOxMSV+usf+2wMXAcmWblkk/G+JCUasAk8v2HQFcAFRyetdMP0eb2ack/bLe/9ICrsbrSCcCRwD/V2f+4enxb5IeqDJn0XTc3crG10o/h5jZjpKeqLSzmS0EnA18Fih36Celn0+Y2cmS/rPC/nl9LoMgCHqKcEaDIAiCvLked0YBtqEJZxQ4h+IN/0XAZbgAzjxgWdwp2xMoVcy9ErgP+DTwqTRWSXinVEhnYeBF4Aq8Lc2TwBxgBVwh+NPAaOA3ZrahpEdq2DwB+F36/evAbcBsYBPc6Z0AfMnMrpX0p/KdzWwr4EZgEbxtzv8Bl+NO5yLAe3Gnfp8K+w4Dfg/slIauB36Nt2SZg79enwfeB/zczKZI+kON/2XISHrHzM7DX4sdzWwlSU9XmmtmW+DOMnjNcTW+hb+eN+FCWk8B7wE+gb8uKwHXm9n7Jc2qsP+5FJ3evwA/B57AWxStBXwG2Aw41cxelfSjsv0H87kMgiAIJMVP/MRP/MRP/DT9A2yP31wLOKWJ/SaV7Hdjhe2T07bzy8aHA2+lbWfWeY4lK4ydUnjeBmxcGVikxvblgefS8X5VZc4tJf/nM8AKFea8F3cKBVxRYftiaV+leTvX+p+BEWVjX0j7vg3sU2W/ESW2PgUs3KLPR+F9nFxh2yq4Yy3g5BrHOLfkfx9f4/Mn4BdVjnF6yZzTKmzft2T756ocYyG8PZFwB3V8ybYhfS7jJ37iJ376+SdqRoMgCIK8mVby+xJN7LcEHgkEuLXWREnTam2vh6TJcrXYatufA/4r/blXrVrNxOckPVvhOI/jkVuAbSvs93E8GgvutF1fw6ZpkmYX/jazRYBC6u9PJV1ZZb/ZeKQX3Anfoep/0SLkglaFKPBhlV4/MxsJfDj9eYWk12occgpwbJVtJwH/Sr9/Mr0upXwtPV4j6Zwq9r6DR0fnAosDB5Rszu1zGQRB0GuEMxoEQRDkzcyS3xsSlklMwyNQAB83s9xKTcxsjJmtYmZrm9k6ZrYORSGmMXikrxozgKtqbL8vPS5hZuPKtu2ZHufivVybYVO8LhPgkloTJT1McZFgiyafZ7Ccmx5XxuspyzmQ4uejVoouwG9VOf0WSW8DF6Y/lwI2KGwzs4nAxunPeq/RaxRb2ZS+Rm37XAZBEHQ74YwGQRAEeVPqgDbcZ1TSXIr1pQcATyR12j3NbHwrDQQws5XM7Bwzm4w7lE/izsg/0s/PSqYvVeNQj0uaX2P7qyW/lzvnBfXYB9V8T9aNS36/2SorCL/7g6f5woIiSVlxJTA1/f6JCtsLY5MpRlGrcU8T299f8vsmJb+f18BrtFGa++5rlPfnMgiCoJcIZzQIgiDIm1LH7dWqsyrzOVxUCGBF4Et41HGaecuVb5jZ0lX3bhAz2w14GFdXXamBXUbU2PZmjW3gtZMFFirbVvhfXmzAhnKWGcQ+ACMHuV9TSHqLYsRy39KosJlNwsWtwGuH6wn/TKmz/eWS30vbCbXqNcrlcxkEQdBrRCpJEARBkDcblvz+WDM7SnoD2M/MNgI+hIvYbIhfzwotV75sZgdrkKqw5r1Pf4M7HDOBM4DrcHXVGcmJwsz+g2LErl7N6FAZjAprqWP7AeClBverVZvZan6OO27DgY/iSrjgUVHDHfXzGjhOvden2vtT+hodClRrHVPOgJTgPD6XQRAEvUg4o0EQBEHe7Fzy++2DOYCk+4H7AcxsFB5FOxh3aMYAF5vZJEmNOmClHIj3hgTYV9KNVeY1I740WF7BlXsn1ptYZd8C8yQ9VHVmm5D0qJndAWyN9xz9cWpHc0iacqOkZxo41LJ1tpdGQEtFhEpfIxvqa5Tx5zIIgqDniDTdIAiCIDfMbBngoPTnTOCGoR5T0ixJf5T0ceDENDySovjPu1MbPOTa6fHVGo4oDKzJzIr70+P6ZjamyX3/WvL7ri2yJwsKQkYbmtl6wC64Aw7wywaPsWmd7aW1of8o+T2z16iJz2UQBEHfEs5oEARBkAtmthBwAcX6yp9KarZmtB6lQjflokJzSmxZrMYxCllDw1OUbgFS25GPD8rC5iio8C5Ksf1Ko9xBMfJ3lJnlEckdDJcA09Pvn6AoXPQqxbY39TgwvScLkD53hfdqGiUOqKQnKCrk7m9mqzVsdXPU+lwGQRD0LeGMBkEQBJljZivjUdBC9Olh4NQmj7GqmW1fZ1ppCvBTZdtKRYAm1ThGoSflSLz+r9yOhfBax8GkzjbL/wLPpd9PNrOdq000syXN7F0hpaTy+r3055LApWY2tsb+i5nZZ8xseAvsbpjU5/TX6c+PA3ul3/83/Q+NsCzw/SrbTgHWSL+fW6j5LaHwOVwEuCK1e6mImS1kZgeb2fIlY0P9XAZBEPQtUTMaBEEQtIJlUu/NAiOB8XjK6/bA7hTFYh4G9hxEq5IV8RYlj+IRs3txR20+7hjuAxyW5j4LlAvF/Lnk97PN7DTcQS2k705OPSl/C5wOLIa3+1gfd6RnpP/nc3iLjzuBrZr8H5pC0lwzOxiPrA0HrjWzi4DLgKdxB2o1XKDoAGAdvBVKgTOBHYDd0uMjZvYTPGr6KjAKWB2v2dwPf88uyPJ/qsK5wGfS8xdoNEUX/LNwlJmtgosgPQ1MwKOs+6U5k4HTyneUdImZ/Qz4JP76/TP9fROuwjsC74W6Bf4aTwDWpbhIMNTPZRAEQd9i9dXSgyAIgmBBUjTo5iZ2mY735jwlRcOqHXcy3k7lAkmHDeL5ngU+KOnBCse+mArRzsQqkianeYfj0c9qGUQX4w5UoaZ0B0m3lD3XLcB2wK2Stq9mrJkdRlEx9l0byubsCPwf9VM8F9g/pSSfAxxJfdXfWcDStd6fRil5H5+WtHID8++lWId7v6SaNblln4ddgC+mx0o8C+wo6V+VNqZ07FOAE6i/UP8WsLakf1ewoxZVP5dBEAT9SkRGgyAIglYzH3gDeB2PEN2PRyWvHKKTczsendoJd/JWwtMzR+LtSP6B11ieK2lWlWN8DLgPj3CtASxOBYdT0nlm9hhwPB79HIfXXz4InCfptw2kZrYMSX8ys1WBY3ABnLWAsXgN5PP4a/N/lRzZlOr6STP7b9wh3Q6P5i2OO5/P4HWU1wO/a4UjOkh+RdEZ/UWT+76FR9+PwpV434d/Lp7Co8j/VSsSL2k+cJKZnQccDewIrIK/xnPw1/jv+OLD5ZJKVXhb8bkMgiDoSyIyGgRBEARB2zGzc3FneTYwUdL0OvO3pxiRXCAyHQRBEHQ+IWAUBEEQBEFbMbPRwIfTn5fVc0SDIAiC3iCc0SAIgiAI2s2n8LRhgP9ppyFBEARBfkTNaBAEQRAEuWJmC+MKtYsB2+LiQeBiT3+uslsQBEHQY4QzGgRBEARB3ixPsZ9rgTeBz7bBliAIgqBNRJpuEARBEATtZCree3MrSQ+125ggCIIgP0JNNwiCIAiCIAiCIMidiIwGQRAEQRAEQRAEuRPOaBAEQRAEQRAEQZA74YwGQRAEQRAEQRAEuRPOaBAEQRAEQRAEQZA74YwGQRAEQRAEQRAEufP/AZoOpvQR1EDqAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Top 4 Correlations by Type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "corrs3m_copy = corrs3m.copy()\n",
+    "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n",
+    "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n",
+    "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n",
+    "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n",
+    "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "textstr = 'A'\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(y=\"Dist2\", x=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2,  ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Pearson Correlation', fontsize=36)\n",
+    "ax.set_ylabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n",
+    "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Full Sample -  Figure B9)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B9-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Common Sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# List of measures by Type Common sample\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "# List by Type FB Only Common Sample\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B9-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Regression Analysis and Partial Mantel Tests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Figure-B9-C\n",
+    "## Partial Correlation (Residuals on Residuals)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Some functions required for the analyses\n",
+    "# Regressions\n",
+    "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n",
+    "             cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n",
+    "    '''\n",
+    "    Create sample dataframe based on variables\n",
+    "    First variable is dependent variable\n",
+    "    It adds dummies for FE\n",
+    "    Adds cluster variables\n",
+    "    '''\n",
+    "    if len(myvars)<2:\n",
+    "        print('A regression needs at least one dependent and one independent variable!')\n",
+    "        pass\n",
+    "    else:\n",
+    "        k = 0\n",
+    "        for v in myvars:\n",
+    "            if k==0:\n",
+    "                mydf = (df[v].isnull()==False).astype(int)\n",
+    "                k += 1\n",
+    "            else:\n",
+    "                mydf *= (df[v].isnull()==False).astype(int)\n",
+    "        mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n",
+    "        if zscores:\n",
+    "            mydf[myvars] = mydf[myvars].apply(zscore)\n",
+    "        myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n",
+    "        if FE:\n",
+    "            dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n",
+    "            dummies = dummies.T.groupby(level=0).sum().T\n",
+    "            dummy_columns = \" + \".join(dummies.columns)\n",
+    "            myeq += ' + ' + dummy_columns\n",
+    "            mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n",
+    "        clustercols = []\n",
+    "        for v in cluster_cols:\n",
+    "            mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n",
+    "            clustercols.append('cluster_'+v)\n",
+    "        return [mydf, myeq, clustercols]\n",
+    "\n",
+    "# Partial Mantel Test\n",
+    "def mymantelreg(Dist1, Dist2,  ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n",
+    "    mydist = df[codes + measures].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    myvars = [Dist1, Dist2]\n",
+    "    for y in myvars:\n",
+    "        [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        #print(results1.summary())\n",
+    "        mydist[y + '_res'] = results1.resid\n",
+    "    results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    r1 = results1.rsquared\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n",
+    "    mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    mydistor = mydistor.values\n",
+    "    np.fill_diagonal(mydistor, 0)\n",
+    "    mydistor = (mydistor + mydistor.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n",
+    "    return mymantel, r1, mymantel_semi\n",
+    "\n",
+    "# NO FE\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n",
+    "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n",
+    "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n",
+    "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B9-C.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B9-E.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Semi-Partial Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B9-D.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness -  By Type of Distance (Figure B2 - robustness)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Semi-Partial $R^2$ (Joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    myvars = ['FBDist'] + allcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    r1 = results1.rsquared\n",
+    "    myvars = ['FBDist'] + diffcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$ (Individual)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2 by measure controlling for all measures of all other types\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    for m1 in mcols:\n",
+    "        myvars = ['FBDist'] + diffcols + [m1]\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        r1 = results1.rsquared\n",
+    "        myvars = ['FBDist'] + diffcols\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/7-Country-Distance-Robustness-Age-Below.ipynb b/7-Country-Distance-Robustness-Age-Below.ipynb
new file mode 100644
index 0000000..fe2e962
--- /dev/null
+++ b/7-Country-Distance-Robustness-Age-Below.ipynb
@@ -0,0 +1,1356 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness Analysis\n",
+    "## Robustness to Age Below Median"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mytype = 'age'\n",
+    "cut = 'below'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathregs = pathfb + 'Regs/'\n",
+    "pathsamples = pathfb + '/DemographicData/'  \n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathfbor) == False:\n",
+    "    os.mkdir(pathfbor)\n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/' + mytype + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathout = pathout + cut + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Import Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n",
+      "  warn(msg)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Type of distance measure\n",
+    "m = 'Cos'\n",
+    "\n",
+    "# Import all data\n",
+    "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n",
+    "\n",
+    "# Import all distances\n",
+    "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n",
+    "\n",
+    "# Import samples\n",
+    "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n",
+    "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n",
+    "sample_repr = pd.read_stata(pathsamples + 'representative_all.dta')\n",
+    "\n",
+    "# Generate cutoffs\n",
+    "if cut=='above':\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]>sample_repr['diff' + mytype].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]>sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n",
+    "else:\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]<sample_repr['diff' + mytype].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]<sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n",
+    "mysample_all = sample_all.countrycode2.unique()\n",
+    "mysample_wvs = sample_wvs.countrycode2.unique()\n",
+    "mysample_repr = sample_repr.countrynameFB.unique()\n",
+    "mysample_repr = sample_repr.loc[sample_repr['diff' + mytype +'_median_wvs']==1].countrynameFB.unique()\n",
+    "\n",
+    "# Drop countries not in sample\n",
+    "mysample = mysample_repr\n",
+    "mypairs = mypairs.loc[np.logical_and(mypairs.ISO_CODE_1.apply(lambda x: x in mysample), mypairs.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n",
+    "df = df.loc[np.logical_and(df.ISO_CODE_1.apply(lambda x: x in mysample), df.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We need to construct some stats and prepare the data for plotting\n",
+    "\n",
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'FB'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlations with Facebook Distances (Mantel Tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "#######################################\n",
+    "# Figure with all measures\n",
+    "#######################################\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Top 4 Correlations by Type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "corrs3m_copy = corrs3m.copy()\n",
+    "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n",
+    "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n",
+    "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n",
+    "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n",
+    "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "textstr = 'A'\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(y=\"Dist2\", x=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2,  ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Pearson Correlation', fontsize=36)\n",
+    "ax.set_ylabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n",
+    "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Full Sample -  Figure B10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B10-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Common Sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# List of measures by Type Common sample\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "# List by Type FB Only Common Sample\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B10-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Regression Analysis and Partial Mantel Tests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Figure-B10-C\n",
+    "## Partial Correlation (Residuals on Residuals)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Some functions required for the analyses\n",
+    "# Regressions\n",
+    "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n",
+    "             cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n",
+    "    '''\n",
+    "    Create sample dataframe based on variables\n",
+    "    First variable is dependent variable\n",
+    "    It adds dummies for FE\n",
+    "    Adds cluster variables\n",
+    "    '''\n",
+    "    if len(myvars)<2:\n",
+    "        print('A regression needs at least one dependent and one independent variable!')\n",
+    "        pass\n",
+    "    else:\n",
+    "        k = 0\n",
+    "        for v in myvars:\n",
+    "            if k==0:\n",
+    "                mydf = (df[v].isnull()==False).astype(int)\n",
+    "                k += 1\n",
+    "            else:\n",
+    "                mydf *= (df[v].isnull()==False).astype(int)\n",
+    "        mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n",
+    "        if zscores:\n",
+    "            mydf[myvars] = mydf[myvars].apply(zscore)\n",
+    "        myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n",
+    "        if FE:\n",
+    "            dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n",
+    "            dummies = dummies.T.groupby(level=0).sum().T\n",
+    "            dummy_columns = \" + \".join(dummies.columns)\n",
+    "            myeq += ' + ' + dummy_columns\n",
+    "            mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n",
+    "        clustercols = []\n",
+    "        for v in cluster_cols:\n",
+    "            mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n",
+    "            clustercols.append('cluster_'+v)\n",
+    "        return [mydf, myeq, clustercols]\n",
+    "\n",
+    "# Partial Mantel Test\n",
+    "def mymantelreg(Dist1, Dist2,  ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n",
+    "    mydist = df[codes + measures].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    myvars = [Dist1, Dist2]\n",
+    "    for y in myvars:\n",
+    "        [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        #print(results1.summary())\n",
+    "        mydist[y + '_res'] = results1.resid\n",
+    "    results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    r1 = results1.rsquared\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n",
+    "    mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    mydistor = mydistor.values\n",
+    "    np.fill_diagonal(mydistor, 0)\n",
+    "    mydistor = (mydistor + mydistor.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n",
+    "    return mymantel, r1, mymantel_semi\n",
+    "\n",
+    "# NO FE\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n",
+    "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n",
+    "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n",
+    "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B10-C.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B10-E.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Semi-Partial Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B10-D.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness -  By Type of Distance (Figure B2 - robustness)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Semi-Partial $R^2$ (Joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7EAAAKJCAYAAABtfa4tAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABl8ElEQVR4nO3debgsRXn48e/Lvl02QQEVLuovrKICasQNRDAKKOIWgxrUgHGLmuBGTEQTxX3XKC7gEoyigoALqIjBXRYxguACFxTZZLss97K+vz+qhtMMM3Nm5sw55/Y938/z9NPT3VXVNXP6zMw71VUVmYkkSZIkSW2wynxXQJIkSZKkYRnESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZolEfHwiPhQRPxfRNwYEX+OiJMiYtf5rpsktVU4OrEkSdLsiIivAI8BjgV+BWwIHAI8ANgvM785f7WTpHYyiJUkSZolEbEbcEZm3trYtxFwLnB5Zu48b5WTpJYyiJUkSZpjEfHfwDMyc635rosktY19YiVJWkFExGkRkRFx0HzXZT7MxvNfgV/TLYC/zHclJKmNDGIlSa0VEatFxEER8e2IuCwibo2IayPiNxHxjYh4fUQ8fL7rORci4ugarHUvSyPilxHx7oi43zzV7aCIODwiHjof5x9XRKwbEXf0eE1vj4grI+LEiNhrjHIfDTwe+NLkay1JK7/V5rsCkiSNIyI2Bb4JNEd5XQ4EsA2wLfAU4HrKYDptcAlwAaXO47oNuKY+DmBT4CF1+YeI2C8zfzijWo7uIErQtgT45YB0k3j+k7QTUz/4X9HYvwHldd0X2DciXp2ZHxymwIi4N3AMcDHwlgnWVZIWDFtiJUlt9QVKAHsD8Dpg88xcOzM3pAQZewEfA66brwqOKjNfkJnbZuZxMyjmx5m5WV3uA6wHvIDyOmwIHBsRa8+8tpM3oec/SQ+r62sbr+lmwDqUEYeX1OPviIhNpissIhZRfnhZRBmZeOks1FmSVnoGsZKk1omIbYG96+aLMvPdmXl553hm3pCZ383MlwPbzUslVxCZeXNmfh74p7prM2D/+atRq3SC2LObO7P4EfDqumst4HGDCqo/HJxIuR73zcxfT7aqkrRwGMRKktrowY3HJw1KmJnL+h2LiB0j4jMRcVFELI+I6yLiRxHxjxGxep88S2q/yN0jYvOI+HhE/DEiltW+uK+JiFUa6Z8VEafXspfWvro79il7Ngch+jJwZ328S9d5N46Iv4+Ir0bE+RFxQ0TcFBHnRcT7ImKLPvVtvhb3jYiPRcSFEXFL7Yd7UEQk5VZigKO6+pYu6Sqv5/Mft34T8NC6PrvP8XMajzfsV0i9lr4C7EYZkfjHk6icJC1U9omVJLXdfYE/jJopIl4BfJCpH3Rvotx6u1tdnhMR+2TmzX2K2Br4IqVlcymwOqUf7vuABwCvjIh3AK8H7gBuptxG+hRgt4h4RGb+btR6jyszb4mIvwD3BtbvOnwY8C+N7aXA2pRWw+2A50XEEzPzV32K/yvgWGATyvO8re5fRulLujHl9Vla93VcNWT1Z1q/kUXEakDnx4az+iRrDpT1pz7lrAL8N/A3wIGZ+e1J1VGSFipbYiVJbXRm4/FH6yBPQ4uIpwEfpgRUhwH3ycz1KIHR3pTBhXYH3j+gmPcDFwEPycwNKIHhv9VjL4+Iw4B/ptxyukFmrk9pQb6A0mr3tlHqPFP1dtbO63Rd1+FLgXcAOwOL6vNZk9Ln+OSa75iIiD7Fvxe4DHh0Zq5bX8tnZuaXah/STsvjq5p9SzNz2JGjZ1q/cWxHuU0YerTE1nO9rm5eA5zep5z3AM8CvgesFhHPay4TrK8kLRi2xEqSWiczL4yIz1EGLHoS8KeIOB34KfALyuBGPVv5ImJVSgsswPObgwhl5m3AdyLiycD/AS+KiMMz87IeRd0JPCUzr6t5bwb+MyL2AJ5ACVLf3By1NjN/HREHA/8LPDUi1sjMW8d/JUbyYspoxQA/ax7IzHsE65l5B3BmDfjPAnag9Pv8QY+ybwf2yswrGvl/P6F6T6J+43hoXd8M/Lazs7bQ7gQcQfnBI4FXD7htfee63qsu3b4wicpK0kJiS6wkqa0Opty6eyuwBrAn8K/A8cCVEfHziDiwR+vc7sBWwJJ+o+Bm5kWUgHi1mr6Xj3cC2C7fretba/26/YgyFdCawIP6lD0RUSyOiEOBd9XdF1MGGBpKZt4CfKduPrpPss81A9i5NGT9xtEZ1GlN4NKIuDwiLqcEtWdSAtirgefWgbP61W/3zIx+ywTrK0kLhi2xkqRWqi2Y/xIR7wSeThk8aFdKYBjAwymtXE+LiL/NzM6gRrvV9RY1KOlng7q+f5/j/9dn/5V1vSQzb+xR7ztr39T7ARsNOP+4Hl8HU+rlMmD/Xq2/dcTnV1BaMxdT+gd3B1n9BlD6yXhVHd4M6zeOThC7KnCfHscvAJ6QmX+e4DklSUMwiJUktVpmXgl8oi5ExH2A/YB/pwSgz6K0fnZu6928rtegd3DSbZ0++3vdYgxlEKdBx5tpeo6A3C0ifkHvYPo9mfmern23UfpoQrnV9SbgQkpr5acy89oe5f8t8LlGfe4ErgduqdvrAevWpZdhB2gaywTqN46H1PULM/PoWo/1gUcBHwW2Ab4EPHaC55QkDcHbiSVJK5XMvCIzP0Xpi9i5xfVFjSSdz77jBt3m2VgOn8v697EpJeDuXtbrkfbHjYGTNs/MB2Xm3nUu3V4B7KbAJykB4pcordlrZeZGnXKYGuCq3+2vd/TZP2MTqt+o51zMVCv5XSMeZ+bSzDwZeG7d9ZiIGDg/rCRp8myJlSStlDLzLxHxdeAQyhQwHZ3Advu5r9V4MnPxLBb/ZEowfB7wd43brpuGabGeLfNRv86txHfU895NZv6ito4/HHgeZaAuSdIcsSVWkrQyu6mum31AO/03t4mIHea4Piuizlynv+oVINaBsZ4ww3N0yh2npXQu6tftoXX928xc3ifN8XW9f50LVpI0R3zTlSS1TkRsHREPnCbNOsD+dfOXjUPfAy6pj99fp9zpV8ZsDLy0orm+rnfsM8/qwcDA13oIS+t6wzHyzkX9unVaYn81IM2363pT4JETPr8kaQCDWElSG+0AXBARX4uIZ0dEZ7AmImLdiNgPOB3Yuu5uztV6G/BKyqBHewGnRMQjOwFSRKwWEbtExDsoAyKt7L5LeS12BD4UERtCGcQoIl5LGcTo6hme49y6PiAiNhiYcn7q122YIPZspm5N32/C55ckDWAQK0lqo9soU588nTLYz58j4uaIuA64ETiBMrDTHcC/ZubXmpkz8wTgxZTbjJ9AmRP25jr1zXLgDOD1jNdy2CqZeQHwgbr5CuDaiLiGMsLxuygt1x+f4Wk+T3mtHwP8JSIujYglEfHDFaR+d4mIe9G4hXlAvRI4uW4axErSHDKIlSS1Th0hdhvgUErfxN/XQ+sB1wFnUQKfh2Tm2/uUcVQt4wOUlsLbKXPDXg18v5a9eFaewAomM/+ZMgDW2ZRpa1aj3IL9amAfymszk/LPp7R6f5tye/BmwFZMBYvzWr8uD2s8HtQSC/Ctut4xIrYemFKSNDFRfkiUJEmSJGnFZ0usJEmSJKk1DGIlSZIkSa3R2iA2IjaLiA9GxB8iYnlEXBERJ0bEnmOWt2tE/EdEfDsifh8R10fELXXwia9HxP5DlLFGRLwuIn4ZETdGxHUR8ZOIOKTPtACSJEmSpBG0sk9sROwEnArcq+5aShnMYxXKMPyHZeY7Rizz48BLGrtupAwcsVZj31eB59bpGbrzr1/rtEvddXPNv0bdPgl4emZOcvAJSZIkSVpQWtcSGxFrU6ZOuBdllMIdM3MDYCPgvUAAR0TE3iMW/RPgNZQgdFFmLsrMtYEtgXfXNM8A3tAn/ydr3msoQ+2vB6wDHESZrmFf4C0j1kmSJEmS1NC6ltiIeDXwfkpL6baZeWnX8eOA/YGzMnOXexQw/nk/DzwPuDAzH9h17GGU6RwAnlbnH2wefxVlCodlwOLMvHJS9ZIkSZKkhaSNQewvgF2BIzPzJT2O7wb8qG5uV+emm8R5/wn4ILC8ttA2j72bMp/gBZm5bY+8awOXUeYffGlmTjsp+yabbJKLFy+eRNUlSZIkqXXOPPPMv2Tmpt37V5uPyowrIhYx1ef05D7JfkqZSH0D4AnARIJYYLe6vqjHsT3q+pReGTNzWUScTrml+AnAtEHs4sWLOeOMM8appyRJkiS1XkRc3Gt/2/rEbkfp8wpwbq8EmXkncEHd3H4mJ4uI9SJip4j4KPCcuvsjXWkC6LS+9qxTdd4k6iRJkiRJC1mrWmKBzRuP/zwgXefY5gPS9BQR9wP+2OPQcuDtmfmxrv3rA+vOZp0kSZIkSUXbWmLXbTxeNiDdzXW93hjnuAO4oi631n23A0fQ1Qo76TrV+WTPiIgzrrrqquFrLEmSJEkLRNuC2Jg+ycxk5mWZuVlmbgasDWwDfI4yPc4vI2KHAXWa0ShZmXlkZu6ambtuuuk9+i9LkiRJ0oLXtiD2xsbjtfumKvOzdqcfWWbemZm/zcwXA++jzBn7hYhovm7Nc6xDfxOpkyRJkiQtZG0LYpt9TrcYkK5z7LIJnvvDdf1Q4GGN/UuBm+apTpIkSZK0oLQtiD2fqVt2u2/rBaC2km5TN8/rlWZMlzYeP7DzIMtEu78ZVKeqMyrxJOskSZIkSQtKq4LYzLwB6EyeulefZI+kzBEL8L0Jnn7rxuPuW4K/P6hOEbEW8NhZqJMkSZIkLSitCmKrY+r6wIjoNV3NoXV9ZmZe0OP4PUTEqnW+10FeW9e3Az/pOvbFut42IvbtkfdgSmC9DDhumDpJkiRJku6pjUHsJ4CLgUXASRGxPUBELIqIdwEH1HSHNTNFxOKIyLoc1FXm/YEzIuJFdZ7YTp5VIuKhEfHfwD/U3R/OzGubmTPzbODLdfPoiHhKzb9qRLwAeGc99v7MvHL8py5JkiRJC9tq812BUWXmsoh4GuW23J2BcyNiKWX+1VUofWYPy8xTRix6Z+DTABGxnHLL8CJgzUaao4HX9cl/MKWv7C7ANyLiZmDVRv6TgDePWCdJkiRJUkMbW2LJzHOAHYEPARdSAsWrgW8Ae2XmO0Ys8s/Ac4AjgV8C1wMbArdRBmL6NPCYzHxhZt7ep05Lgd2ANwDnUILpW4CfAi8BntovryRJkiRpOFEG19WKZtddd80zzjhj+oSSJEmStBKKiDMzc9fu/a1siZUkSZIkLUwGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktcZq810BzY6HPP35810FrYDOOe7z810FSZIkaUZsiZUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrdHaIDYiNouID0bEHyJieURcEREnRsSeY5a3ZUS8upZxSUTcEhE3RMQ5EfGOiNh8QN7FEZFDLLuO/4wlSZIkSavNdwXGERE7AacC96q7lgKbAPsC+0TEYZn5jhHKuz+wBIjG7qXAusBOdTkkIp6Rmd+fprgrBhy7bdg6SZIkSZLuqXUtsRGxNnACJYA9G9gxMzcANgLeSwlEj4iIvUcodtW6/gbwLGDjWuY6wFOAi2r5x0fEZoMKyszNBiznjFAnSZIkSVKX1gWxwEuArYAbgf0y81yAzFyamYcCx9d0R4xQ5rXAwzJz38z8SmZeW8u8NTO/RQlklwPr1/NLkiRJkuZBG4PYA+v6mMy8tMfxd9f1zhGx7TAFZub1g1pJM/N84Kd1c5ehaypJkiRJmqhWBbERsYipIPLkPsl+ClxfHz9hgqe/uq5XHZhKkiRJkjRrWhXEAtsxNfjSub0SZOadwAV1c/tJnDQiVgMeXTd/PU3an0TE0ohYFhEXRcQXIuIxk6iHJEmSJC10bQtim9Pc/HlAus6xvtPijOjlwGbAncDnpkn71zUdwGLK7c+nR8QHIiL65pIkSZIkTattQey6jcfLBqS7ua7Xm+kJ63Q+b6+bH+kMJNVlOfAx4HHAoszckDKy8S7AiTXNq4A3TnOuQyLijIg446qrrppp1SVJkiRppdO2IHZOWzIjYnPKaMfrAGcCr++VLjMvz8yXZ+bpmXlj3ZeZeVZmPhU4tiY9LCI27He+zDwyM3fNzF033XTTST4VSZIkSVoptC2IvbHxeO0B6dbpkX4kEbExcAqwNfA7YJ/MXD5mcZ3gd11gz3HrJEmSJEkLXduC2GY/2C0GpOscu2yck0TEBpTRj3cELgGemJlXjFMWQGZeBHTuD37AuOVIkiRJ0kLXtiD2fCDr4x16JYiIVYBt6uZ5o54gItYFvgnsClxOCWAvGb2q9yy6rnNgKkmSJElSX60KYjPzBuCMurlXn2SPBDaoj783SvkRsTZlIKbdKPPCPjEzfzdGVbvL3RrYpG4umWl5kiRJkrRQtSqIrY6p6wPrwEvdDq3rMzPzgh7He4qINYCvAXsA1wF79xmJuFfe6Qac6oxuvAw4ddg6SZIkSZLuro1B7CeAi4FFwEkRsT1ARCyKiHcBB9R0hzUzRcTiiMi6HNR1bFVKcPw3wA3AkzPzrBHqdFpEvDEidqxlEcXDIuI44G9rundm5jUjPVtJkiRJ0l1Wm+8KjCozl0XE0yi3Cu8MnBsRSylzwq5C6XN6WGaeMkKxjwaeUR+vDhw/oHH1j5n58K59W1FaW98O3Fbrsw53H0H5I8BbR6iTJEmSJKlL64JYgMw8JyJ2BN4I7Avcl9KH9efA+zNzpL6w3L1Feq269NNrmp3XUvroPgLYDNgYuBW4APgRcGRm/mzEOkmSJEmSurQyiAXIzMuBV9VlmPRLmBohuPvYaf2ODVn2scCx4+aXJEmSJA2njX1iJUmSJEkLlEGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGn2D2IjYLCIOiIinRsRGA9I9PiL+fXaqJ0mSJEnSlJ5BbES8GlgCHAscB/wxIl7fp4zdgTfPQt0kSZIkSbqbewSxEbEn8D4ggO8A3wRWBd4eEV+JiNXmtoqSJEmSJBW9WmJfA9wOPCEz/yYz9wO2AX4IHAB82UBWkiRJkjQfegWxjwCOz8wfdXZk5iXAnsAXgf0pgeyqc1JDSZIkSZKqXkHs+sDvundm5u3A84DPUQLZLxnISpIkSZLmUq/bgi8H7t0rcWZmRLyQ0l/2+ZSW2Qtmr3qSJEmSJE3pFcT+Bnh8vww1kD2obj4fuGEW6iVJkiRJ0j30up34W8CDIuKx/TJlZgIHUW4tXjQ7VRuszmP7wYj4Q0Qsj4grIuLEOrryOOVtGRGvrmVcEhG3RMQNEXFORLwjIjYfoow1IuJ1EfHLiLgxIq6LiJ9ExCEREePUS5IkSZI0pVdL7FeAzYF7DcrYuLV4CbDV5KvWX0TsBJzKVB2XApsA+wL7RMRhmfmOEcq7P+V5NAPNpcC6wE51OSQinpGZ3+9Txvq1TrvUXTcDawN/XZf9IuLptW+xJEmSJGkM92iJzcw/Z+YbM/P46TJncXhmvnBWatdDRKwNnEAJYM8GdszMDYCNgPdSAtEjImLvEYrtDFD1DeBZwMa1zHWApwAX1fKPj4jN+pTxSUoAew2wH7BezX8QsJwSYL9lhDpJkiRJkrr0up14RfcSSsvvjcB+mXkuQGYuzcxDgeNruiNGKPNa4GGZuW9mfiUzr61l3pqZ36IEssspIze/pDtzRDwMeHbdfGFmnlQD/Dsy87PAG+qx10REz0GzJEmSJEnTa2MQe2BdH5OZl/Y4/u663jkith2mwMy8PjPPGXD8fOCndXOXHkn+rq4vyMwTehw/EriecnvxAcPUSZIkSZJ0T60KYiNiEVNB5Ml9kv2UEjACPGGCp7+6rnvNjbtHXZ/SK2NmLgNOn4U6SZIkSdKC0qogFtiOqcGXzu2VIDPvZGru2u0ncdKIWA14dN38ddexADotvj3rVJ03yTpJkiRJ0kLUa3TiniLiIcCLgB2A1YELgeMz8+sjlPFw4KmZ+W+jVrRqTnPz5wHpOsemnRZnSC8HNgPupEwr1LQ+ZRTjua6TJEmSJC04QwWxEfFPwPu4+xQ0jwFeEBE/Bp6RmVf2yLcWsBdltN59gfvUQ+MGses2Hi8bkO7mul5vzPPcpU7n8/a6+ZHOQFKzUaeIOAQ4BGDLLbccsaaSJEmStPKbNoiNiF0oAWy/W493A06OiEdm5q0RsQrwNMoATE8G1moWB+QM6hvTJ5mciNicMtrxOsCZwOunqdNMnhuZeSRlECh23XXXGZUlSZIkSSujYVpiX0kJYJMyP+uHgYuBTYFnAK8AdgJeFhE/AL4MPKDmbQZ4NwOnAifOoL43Nh6vDdzQJ906PdKPJCI2pgzUtDXwO2CfzFw+TZ3W6XF8YnWSJEmSpIVumCD2MZQA9tuZ+fTG/j8AP42IEyjB3kHAPwP3a6T5E3BSXb6XmbfMsL7NPqdbMDWAU7ct6vqycU4SERtQRj/eEbgEeGJmXtEn+VLgJsptxVv0STPjOkmSJEmShhuduBN8HdnrYGaeDryL0hrbCWBPB/bIzC0z82WZ+c0JBLAA5zN1y+4OvRLU25m3qZvn9UozSESsC3wT2BW4nBLAXtIvfWYm8JtBdao6oxKPXCdJkiRJUjFMENvp03rRgDT/XdfJVAD7g5lUrJfMvAE4o27u1SfZI4EN6uPvjVJ+RKxNud15N8q8sE/MzN8NkfX7g+pUB7h67Dh1kiRJkiRNGWWe2NsHHLuw8fjDda7W2XJMXR9YB17qdmhdn5mZ/W43voeIWAP4GrAHcB2wd4+RiPv5Yl1vGxH79jh+MCWwXgYcN2ydJEmSJEl3N0oQ21dmNgPcC/smnIxPUAaWWgScFBHbA0TEooh4F3BATXdYM1NELI6IrMtBXcdWpQTHf0MZLOrJmXnWsBXKzLMpA1oBHB0RT+mUGxEvAN5Zj72/11REkiRJkqThDDVPbDXs9Da9RvCdmMxcFhFPo9yWuzNwbkQspcy/2hlF+bDMPGWEYh9NGWkZYHXg+Ii+T/ePmfnwHvsPBh4I7AJ8IyJuBlYF1qzHTwLePEKdJEmSJEldRgliz4yI84FfNZfMvHxWajZAZp4TETsCbwT2Be5L6cP6c0pr56j9Tpst0mtx97ltu/UM0jNzaUTsBrwGeC7wIOAW4GzgKOCTdRAoSZIkSdKYhg1iA1gDeHBdDrzrQMTVlIC2Y3PmYATeGjy/qi7DpF9Cn9bkzDyt37ER63Qr5dbhd06XVpIkSZI0umGC2BcADwUeBjwE2Ljr+CaUwZA6rYynRMQNwC/rcnZdn9vVd1aSJEmSpJFMG8Rm5heAL3S2I2JLpoLah9XHW3ZlW58ypcxjG/tui4jzgLMz88UzqrUkSZIkaUEapU8sAJl5CXAJcEJnX0RsyN2D2ocB21IGNupYox57CGAQK0mSJEka2chBbC+ZeR3w/boAEBFrUvrPNgPbBwPrTOKckiRJkqSFZyJBbC+ZeQtwRl0AiDJvzV/N1jklSZIkSSu3WQtie6lTzFwwl+eUJEmSJK08Vpk+iSRJkiRJKwaDWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmusNuhgRGw5GyfNzEtmo1xJkiRJ0sptYBALXDQL58whzitJkiRJ0j1MF0zGnNRCkiRJkqQhTBfEvnBOaiFJkiRJ0hAGBrGZ+dm5qogkSZIkSdNxdGJJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGjOe6iYiAngo8BBgE2BtphnVODPfOtPzSpIkSZIWnhkFsRHx98Cbga1GzGoQK0mSJEka2dhBbES8DXgDw80lm0OmkyRJkiSpr7H6xEbEI4E31s3vUG4n3rluJ7AqsCnwZOAESgD7Q2DzzLQfriRJkiRpLOMGlC+t64uBfTLzV8BtnYNZXJ2ZJ2fm/sDLgccA346INWZSYUmSJEnSwjVuELsbpcX1Q5l5+3SJM/O/gK8COwEvG/OckiRJkqQFbtwgdvO6Prex787Og4hYvUeez1NuK37OmOeUJEmSJC1w4waxnSD1ysa+GxuPN+2R5091/aAxzylJkiRJWuDGDWKvquv1G/uuAO6oj7frkafTertozHNKkiRJkha4cYPYzm3E23Z2ZOatjf29bhl+fl3/ecxzSpIkSZIWuHGD2NMp/Vv36Nr/pbr/RRHxlojYISIeEREfA55NGQzqW2PXVpIkSZK0oI0bxB5f1/tGRPOW4g8CS2q5bwJ+BfwEeEk9fi1wxJjnlCRJkiQtcGMFsZl5LqUV9unAao39N9f9P6K0yDaXXwN7Zuaf7lGgJEmSJElDWG36JL1l5g/67L8YeGxEbAPsUM/xu8w8e9xzSZIkSZIEMwhip5OZFwAXzFb5kiRJkqSFZ9w+sZIkSZIkzTmDWEmSJElSawy8nTgituw8zsxLeu0fR7MsSZIkSZKGNV2f2IvqOrvSXtQj7bC6y5IkSZIkaSjTBZMx4n5JkiRJkmbNdEHsC0fcL0mSJEnSrBkYxGbmZ0fZL0mSJEnSbHJ0YkmSJElSa4w1wFJEPK4+/EVmLhsyz1rAIwAy83/HOa8kSZIkaWEbd5Tg04A7gZ2A84bMc99GPkcnliRJkiSNbCa3E487QrEjG0uSJEmSxjKXfWI757pjDs8pSZIkSVqJzGUQu1VdXz+H55QkSZIkrUSG6psaEVv2ObR5RNw4TfY1gQcC/wEkcO7w1ZMkSZIkacqwAyxd1GNfAKeMcc7PjZFHkiRJkqShg9h+gzGNMkjTcuBDmfmZEfJIkiRJknSXYYPYF3ZtH0W5NfjfgEsH5EtK8HoZcHZmTnfrsSRJkiRJfQ0VxGbmZ5vbEXFUfXh8Zg47T6wkSZIkSTMybEtst9dQWlm3AgxiJUmSJElzYtwg9v2UIPZZE6yLJEmSJEkDjTtP7LV13WvUYkmSJEmSZsW4QWwneL3XpCoiSZIkSdJ0xg1ij6NMr/PUCdZFkiRJkqSBxg1iP0RpjT0kIvaeYH0kSZIkSeprrCA2M28A9gbOB74REZ+KiD0iYuOIiInWUJIkSZKkaqzRiSPijuYm8MK6dI4Pyp6ZOe6oyJIkSZKkBWzcYLI7SrX1VZIkSZI068YNYt8y0VpIkiRJkjSEsYLYzDSIlSRJkiTNuXFHJ5YkSZIkac4ZxEqSJEmSWsMgVpIkSZLUGjOe6qbOC/tQ4CHAJsDaTDNacWa+dQLn3Qx4I7AvcF/geuDnwAcy83tjlLcI2AN4OLBrXd+rHt4uM88fkHcxcNEQp3l4Zp4xat0kSZIkScWMgtiI+HvgzcBWI2adURAbETsBpzIVZC6lBND7AvtExGGZ+Y4Ri90TOG4m9aquGHDstgmUL0mSJEkL1thBbES8DXgDw80Rm0OmG+a8awMnUALYs4HnZ+a5EbE+8O/AvwBHRMRZmXnKiMVfCZwB/AK4FDhy1Ppl5maj5pEkSZIkDWesPrER8UjKrbwA36HcTrxz3U5gVWBT4MmUgDOAHwKbZ+ZM++G+hNLyeyOwX2aeC5CZSzPzUOD4mu6IEcs9MTPvk5n7ZObhlOclSZIkSVqBjBtQvrSuLwb2ycxf0bhVNourM/PkzNwfeDnwGODbEbHGTCoMHFjXx2TmpT2Ov7uud46IbYctNDPvmGG9JEmSJEmzbNwgdjdKi+uHMvP26RJn5n8BXwV2Al425jk7gy/tUjdP7pPsp5RBngCeMO65JEmSJEkrnnGD2M3r+tzGvjs7DyJi9R55Pk+5rfg5Y54TYDum+tae2ytBZt4JXFA3t5/BucYSET+JiKURsSwiLoqIL0TEY+a6HpIkSZK0Mho3iO0EqVc29t3YeLxpjzx/qusHjXlOmAqeAf48IF3n2OYD0syWv2YqoF9Muf359Ij4QJ2OSJIkSZI0pnGD2Kvqev3GviuATr/S7Xrk6QSUi8Y8J8C6jcfLBqS7ua7Xm8G5RrEc+BjwOGBRZm4IrEO59fnEmuZVTA2G1VNEHBIRZ0TEGVddddWgpJIkSZK0II0bxHZu5b1r4KTMvLWxv9ctw8+v60EtqNNZIVsyM/PyzHx5Zp6emTfWfZmZZ2XmU4Fja9LDImLDAeUcmZm7Zuaum27aqzFbkiRJkha2cYPY0ykB5R5d+79U978oIt4SETtExCMi4mPAsymDQX1r7Nre/ZbltQekW6dH+vn0+rpeF9hzPisiSZIkSW02bhB7fF3vGxHNW4o/CCyp5b4J+BXwE8rcrgDXMvr8rU3NVtwtBqTrHLtsBueamMy8iKlbsB8wn3WRJEmSpDYbK4jNzHMprbBPB1Zr7L+57v8RpUW2ufwa2DMz/3SPAod3PqU1F2CHXgkiYhVgm7p53gzONWmdW6FzYCpJkiRJUl+rTZ+kt8z8QZ/9FwOPjYhtKIHmasDvMvPscc/VKPuGiDgDeDiwF/C1HskeCWxQH39vpuechIjYGtikbi6Zx6pIkiRJUquNHcROJzMvYGq+1kk6hhLEHhgRb83M7luGD63rM2sdZl1ERGYOamF9e10vA06dgypJkiRJ0kpp3D6x8+kTwMWUqXpOiojtASJiUUS8CzigpjusmSkiFkdE1uWgXgVHxCadBdiocWjD5rF6y3LTaRHxxojYMSJWrWVFRDwsIo4D/rame2dmXjOD5y5JkiRJC9rQLbERsSbwYuDJwFbAqpSBlk4FjszMq2elhl0yc1lEPI1yq/DOwLkRsZQyJ+wqlD6nh2XmKWMU329y1p90bW/N3W8L3orS2vp24LZan3W4+wjKHwHeOkadJEmSJEnVUEFsRPwV8E1K8Na0LfAE4HURcUBmfn/C9espM8+JiB2BNwL7AvcFrgZ+Drw/M+e6L+xrKX10HwFsBmwM3Eq5nfpHlCD/Z3NcJ0mSJEla6UwbxNYW2K8zeGqYDYCvRcSDZzj68NAy83LgVXUZJv0SpkYI7pdm4PEB+Y4Fjh0nryRJkiRpeMP0iX0eZcqapLR07kXpj7oWpeXx6zXd+sC/zEIdJUmSJEkChgti96/r3wCPz8zvZeZNmXlrZp6RmU8HTqK0cj59luopSZIkSdJQQexDKK2wH8jMW/qk6Uwhc/+I2KBPGkmSJEmSZmSYIHaTuv7lgDTNY/catzKSJEmSJA0yTBC7Vl3f3C9BZi7vkV6SJEmSpIkaJoiVJEmSJGmFYBArSZIkSWqNaeeJbXhZRFw5iXSZ+dYRzitJkiRJEjBaEPvSaY7nkOkADGIlSZIkSSMbNoiNCZ4zp08iSZIkSdI9DRPE7jHrtZAkSZIkaQjTBrGZ+YO5qIgkSZIkSdNxdGJJkiRJUmsYxEqSJEmSWmOiQWxELI6IUyPie5MsV5IkSZIkGG2KnWGsC+yOIxBLkiRJkmaBtxNLkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1Jj068bXA53B0YkmSJEnSLJhoEJuZfwYOmmSZkiRJkiR1eDuxJEmSJKk1DGIlSZIkSa0x8HbiiNiy8zgzL+m1fxzNsiRJkiRJGtZ0fWIvquvsSntRj7TD6i5LkiRJkqShTBdMxoj7JUmSJEmaNdMFsS8ccb8kSZIkSbNmYBCbmZ8dZb8kSZIkSbPJ0YklSZIkSa1hECtJkiRJag2DWEmSJElSa8xoqpuIWA3YB3gs8ABgEbDqNNkyM/ecyXklSZIkSQvT2EFsROwOHAVs2dw9IEvW4znuOSVJkiRJC9tYQWxEPBT4FrAGJTBdDvwOuA64c0J1kyRJkiTpbsZtiT0cWBO4Bfhn4KjMXD6pSkmSJEmS1Mu4QexjKLcFvy0z/2uC9ZEkSZIkqa9xRydeq66/PamKSJIkSZI0nXGD2CV1vfqE6iFJkiRJ0rTGDWKPr+vHTagekiRJkiRNa9wg9oPAZcChEbF4ctWRJEmSJKm/sYLYzLwKeAqwDPhZRPxDRGww0ZpJkiRJktRl3NGJycxfRcTjgJ8BnwA+HhF/AW6ePms+cNzzSpIkSZIWrrGD2Ih4BvBpYBEQdbn3EFlz3HNKkiRJkha2sYLYiHgU8D/AqnXXxcCvgOuAOydSM0mSJEmSuozbEvsmSgB7PXBgZn5zclWSJEmSJKm3cUcn3oVyW/CbDWAlSZIkSXNl3CB23br+4aQqIkmSJEnSdMYNYi+q63UmVRFJkiRJkqYzbhD7NcpoxE+aYF0kSZIkSRpo3CD2vcDvgFdHxK4TrI8kSZIkSX2NFcRm5g3AnsCvgf+NiLdFxE4RsdZEaydJkiRJUsO488Te0dwE3lAXImK67JmZ407tI0mSJElawMYNJrsj1WkjV0mSJEmSZmrcIPYtE62FJEmSJElDGCuIzUyDWEmSJEnSnBt3dGJJkiRJkuacQawkSZIkqTUMYiVJkiRJrTHjqW4iYgPgmcCjgM2AdYAXZubFjTRbABsCyzPzwpmeU5IkSZK0MM0oiI2IlwJHAIs6u4AE1u1KujvwBWB5RNwvM6+ZyXklSZIkSQvT2LcTR8SbgI8A6wO3AmcNSP4/wOXAmsAB455TkiRJkrSwjRXERsROTM0V+0Vg88x8eL/0mXkncCylpfaJ45xTkiRJkqRxW2JfSQlIfwY8LzOvGyLPT+p6pzHPKUmSJEla4MYNYnen9H39aGbmkHmW1PV9xzynJEmSJGmBGzeI3aKuzxshz7K6XmvMc0qSJEmSFrhxg9g76nr9EfLcp66vH/OckiRJkqQFbtwg9tK6fuAIeZ5Q1xeNeU5JkiRJ0gI3bhB7GmVgpxcPkzgiNgcOofSj/d6Y55QkSZIkLXDjBrFHUgLSv46Ilw1KGBEPAL4NbAjcDnxizHNKkiRJkha4sYLYzDwb+CilNfbDEXFCRLygkWTniHh+RPw3ZfCnHSlB7xGZefFMKw0QEZtFxAcj4g8RsTwiroiIEyNizzHLWxQRT42I/4iIb0XEXyIi67LtkGWsERGvi4hfRsSNEXFdRPwkIg6JiBinXpIkSZKkKavNIO+rgfWAg4B96tKZbuezjXSd4O0TmXn4DM43VWDETsCpwL3qrqXAJsC+wD4RcVhmvmPEYvcEjptBndavddql7roZWBv467rsFxFPz8zbxz2HJEmSJC10495OTGbemZkvAp4BnEUJVnstvwaenZkvnXl1ISLWBk6gBLBnAztm5gbARsB76zmPiIi9xyj+SuCbwFsofXhH8UlKAHsNsB8lwF+HEuQvpwTYbxmjTpIkSZKkaiYtsQBk5nHAcXXwpocD9wZWBf4CnJ2ZF870HF1eAmwF3Ajsl5mX1nosBQ6NiAcC+wNHAKeMUO6JmXl8ZyMiFg+bMSIeBjy7br4wM0+qj+8APhsRGwIfAF4TER/MzCtHqJckSZIkqRq7JbZbZl6WmSdk5qcy8xOZ+dVZCGABDqzrYzoBbJd31/XOw/ZlBcjMO6ZP1dff1fUFmXlCj+NHUubHXRs4YAbnkSRJkqQFbWJBbFNEbBgRu0TEwyJi4wmWu4ipPqcn90n2U0rACFNz0862Peq6Z8tvZi4DTq+bc1UnSZIkSVrpDBXE1lF314iIVadJt11EnAxcBfwcOAO4MiJOrbfcztR2TA0UdW6vBJl5J3BB3dx+AuccqI463Gnx7Vmn6ry6nvU6SZIkSdLKatogNiK2ApZRRtvtOzhTRDwU+AnwREqf2M7ATqsAuwM/iojHz7C+mzce/3lAus6xzQekmZT1gXW7ztvLXNZJkiRJklZKw7TEPp4SjC4Hju6VoLbQHkMJ6AK4lXL77JeA39dka1EGOVprBvVdt/F42YB0N9f1ejM417AmVqc6n+wZEXHGVVddNZHKSZIkSdLKZNggFuCUzLyxT5oDKLfUJvBHYNfMfHxmPjcz/wr4z5ru/kyN4juOmD7JnGvWKfumGkJmHpmZu2bmrptuuukMqyVJkiRJK59hgtgdKcHZaQPSPKfx+FWZ+evmwcz8d8qAS1DmSx1XM4hee0C6dXqkny3Nc6zTN9Xc1kmSJEmSVkrDBLH3rutfDUjzuLq+Gug1xQzA5ymtljsNV7Wemn1OtxiQrnPsshmca1hLgZu6ztvLXNZJkiRJklZKwwSxnftar+l1MCIeCGxCaa393zo6cC+dIHizkWp4d+czdcvuDn3qswqwTd08r1eaScrMBH4zqE5VZ1TiWa+TJEmSJK2shgliO2n6Dcj08MbjMweUc0NdD7rldqDMvIEybQ/AXn2SPRLYoD7+3rjnGtH367pnnepgVo+tm3NVJ0mSJEla6QwTxP6lrrfpc3y3xuOfDyhn/bpePsQ5Bzmmrg+MiF7T1Rxa12dm5gU9js+GL9b1thHRq8/vwZTAehlw3BzVSZIkSZJWOsMEsedQ+rI+s/tARATw1Lp5G2We2H62ruuZ9gn9BHAxsAg4KSK2r3VZFBHvooyUDHBYV10XR0TW5aBeBUfEJp0F2KhxaMPmsXrL8l0y82zgy3Xz6Ih4Si1v1Yh4AfDOeuz9mXnluE9ckiRJkha61YZIczywD7BvRByUmUc3jr0e2JLST/XkzLz5ntnv8qi6nlHraGYui4inUW7L3Rk4NyKWUuZfXaXW5bDMPGWM4vtNztodnG8NLOnadzDwQGAX4BsRcTOwKrBmPX4S8OYx6iRJkiRJqoZpiT2G0vIJ8OmI+FlEHBMRZwNva6R7f78Casvl0ygB5k/7pRtWZp5DmfrnQ8CFlEDxauAbwF6Z+Y6ZnmOMOi2l3Fr9BkrrdQK3UJ7vS4CnZubtc10vSZIkSVqZTNsSW1s+/xY4mdKvdde6QLnNGODIzDxtQDH7AJtTAruJDGyUmZcDr6rLMOmXMFXffmkGHh/iHLdSbh1+53RpJUmSJEmjG6Yllsz8GSVw/QplYKaoyxLgNZn50mmKeFNdX17LkiRJkiRpZMP0iQUgM38PPLveGrwpcEtmXjdk9ifUtbfTSpIkSZLGNnQQ25GZdwJXjJjnplHPI0mSJElSt6FuJ5YkSZIkaUVgECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1VpvvCkiSJGl6zzrq+/NdBa1gjn3hHvNdBWle2BIrSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJao7VBbERsFhEfjIg/RMTyiLgiIk6MiD3nutyIWBwROcSy60zqJkmSJEkL3WrzXYFxRMROwKnAvequpcAmwL7APhFxWGa+Y57KvWLAsdtGrZMkSZIkaUrrWmIjYm3gBEqgeTawY2ZuAGwEvBcI4IiI2Hs+ys3MzQYs54z2bCVJkiRJTa0LYoGXAFsBNwL7Zea5AJm5NDMPBY6v6Y5YQcqVJEmSJE1IG4PYA+v6mMy8tMfxd9f1zhGx7QpQriRJkiRpQloVxEbEImCXunlyn2Q/Ba6vj58wn+VKkiRJkiarVUEssB2lbyrAub0SZOadwAV1c/u5LjcifhIRSyNiWURcFBFfiIjHDFkPSZIkSdIAbQtiN288/vOAdJ1jmw9IM1vl/jVwZ328mHKb8ukR8YGIiL65JEmSJEnTalsQu27j8bIB6W6u6/XmqNzlwMeAxwGLMnNDYB3KLcon1jSvAt44qBIRcUhEnBERZ1x11VVDVl2SJEmSFo62BbGz1ZI5o3Iz8/LMfHlmnp6ZN9Z9mZlnZeZTgWNr0sMiYsMB5RyZmbtm5q6bbrrpTKokSZIkSSultgWxNzYerz0g3To90s9HuR2vr+t1gT1HzCtJkiRJqtoWxDb7q24xIF3n2GXzXC4AmXkR0Lk/+AGj5JUkSZIkTWlbEHs+kPXxDr0SRMQqwDZ187x5LvduRdR1DkwlSZIkSeqrVUFsZt4AnFE39+qT7JHABvXx9+az3I6I2BrYpG4uGSWvJEmSJGlKq4LY6pi6PjAiek11c2hdn5mZF/Q4PvFyh5g65+11vQw4dYQ6SZIkSZIa2hjEfgK4GFgEnBQR2wNExKKIeBdwQE13WDNTRCyOiKzLQZMqtzotIt4YETtGxKo1X0TEwyLiOOBva7p3ZuY1Yz5vSZIkSVrwVpvvCowqM5dFxNMot/TuDJwbEUspc7euQulzelhmnjKH5W5FaW19O3BbzbcOdx/p+CPAW0epkyRJkiTp7trYEktmngPsCHwIuBBYE7ga+AawV2a+Y47LfS3wSeAc4BpgfeBO4ALgM8BfZ+YrM9NBnSRJkiRpBlrXEtuRmZcDr6rLMOmXMDVC8MTKrXmOBY4dNr0kSZIkaTytbImVJEmSJC1MBrGSJEmSpNYwiJUkSZIktUZr+8RKkiRJmn9vP+GX810FrYAOe+pDZ61sW2IlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWqN1ea7ApIWnu1f9fb5roJWQOd98LD5roIkSWoBW2IlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmtYRArSZIkSWoNg1hJkiRJUmsYxEqSJEmSWsMgVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkSZIkqTUMYiVJkiRJrWEQK0mSJElqDYNYSZIkSVJrGMRKkiRJklrDIFaSJEmS1BoGsZIkSZKk1jCIlSRJkiS1hkGsJEmSJKk1DGIlSZIkSa1hECtJkiRJag2DWEmSJElSaxjESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktUZrg9iI2CwiPhgRf4iI5RFxRUScGBF7zle5EbFGRLwuIn4ZETdGxHUR8ZOIOCQiYib1kiRJkiS1NIiNiJ2AXwP/BDwAuAXYBNgX+E5EvGGuy42I9YEfA+8EHgIEsDbw18AngBMiYrVx6iVJkiRJKloXxEbE2sAJwL2As4EdM3MDYCPgvZTg8YiI2HuOy/0ksAtwDbAfsB6wDnAQsJwSCL9llDpJkiRJku6udUEs8BJgK+BGYL/MPBcgM5dm5qHA8TXdEXNVbkQ8DHh23XxhZp6UxR2Z+Vmg04L7moi494j1kiRJkiRVbQxiD6zrYzLz0h7H313XO0fEtnNU7t/V9QWZeUKPvEcC11NuLz5ghDpJkiRJkhpa1UczIhZRbtkFOLlPsp9SAsYNgCcA589BuXvU9Sm9Mmbmsog4nXJL8ROAj09XJ0nS3Pur9xw331XQCui3hz59vqsgSWpoW0vsdpS+qQDn9kqQmXcCF9TN7We73DrqcKdltmfe6rwR6yRJkiRJ6tK2IHbzxuM/D0jXObb5gDSTKnd9YN1ZqJMkSZIkqUvbgth1G4+XDUh3c12vNwflzladJEmSJEldWtUnlqlbflekcpt5c0aViDgEOKRu3hgRFwxKr6FtAvxlviuxIoj4wnxXQffk9VnFh/51vqugu/ParOK1810D9eD1CcSL5rsG6sFrs5rQp/pWvXa2LYi9sfF4beCGPunW6ZF+tsq9scfxseqUmUdSRjLWBEXEGZm563zXQ+rF61MrKq9Nrci8PrWi8tqcG227nbjZ53SLAek6xy6bg3KXAjfNQp0kSZIkSV3aFsSez9Qtuzv0ShARqwDb1M3zeqWZZLmZmcBvBuWtOqMSD1snSZIkSVKXVgWxmXkDcEbd3KtPskdS5nIF+N4clfv9QXkjYi3gsaPUSRPlLdpakXl9akXltakVmdenVlRem3MgSkNie0TEq4H3U/qtbpOZl3Ud/ypwAHDmKPejz6TciHgYcFbd3C8zT+o6/krgQ5TRixdn5pXD1kuSJEmSNKVVLbHVJ4CLgUXASRGxPUBELIqId1ECTYDDmpkiYnFEZF0OmlS5AJl5NvDlunl0RDyl5l01Il4AvLMee78BrCRJkiSNr3VBbGYuA54GXA3sDJwbEdcD1wGvpfRtfWNmnjLH5R4MnAncC/hGRNxEGfDps5QRj08C3jxKnXR3EbGk/gix+3zXZTY0fmRZPN910crL60wrkog4ul6Ph4+R96Ca97TJ12zkupw24Efy1liRXtNJiIjd6/NZMofnHPua1tyJiMPr3+noHsdm5fumn7+T1bogFiAzzwF2pNyieyGwJiX4/AawV2a+Y67LzcylwG7AG4BzKEHvLcBPgZcAT83M28ep14oqItaJiJdGxIkRcUlE3BwRN0XERRHxlYh4XkSsPQf1WFzfjF492+dSu0TEWhFxcER8tV6XN0bELRFxeUScGhH/ERE7zXc9J6F+WTs8Ivaf77qs6BbSdaGFrRFQnTbfdWm7iNiwvscePt91Wdk0rtPu5YaIODciPhYR2813PbViads8sXfJzMuBV9VlmPRLgJh0uV15b6XcOvzO6dK2XUTsR+m4vllj903AncDiujwDeGdEPD8zT53F6iymtHJfDHxgFs+jFqnX6CeAzRu7l1Ou002BPerypoj4DvB3mdnmycl3p/wffBY4fkC6C+r6tlmuzwppAV4XK7PrKdfzJfNdkZXIyvaa3kx5PpdOoKwNmbqj7vAB6S6r5/R9Y3S3AdfUxwFsQpndY3vgxRHxvMw8dg7q8QfK58LNEy53QX/+TlorW2I1v+rtUsdTAtgLgOcDm2Tmepm5PuWN/pnAaZT5cR83H/XUwhURL6Zco5tTrtEXAVtk5tqZuTGwBrAL8G+UeaL3Au43P7WdW5m5bV0m8aWuVbwuVi6ZeVy9ll8w33VZWaxsr2lm/rw+nz3n8JxvrOf8yFydcyXy48zcrC73AdYCngwsobw/HxURm852JTJzz/o3/PmEy12wn7+zobUtsZof9Ra7j1N+APkm8Mzan/gumXk98FXgqxHxbOD+c15RLVgRsTPwMco1+nXgbzNzeTNNZt5BGVH8rDpw27/hL6MrNa8LSWqXzLwN+HZEHAj8CFiXcpffx+e1Yloh2BKrUb2N0lf4UsptdssGJc7MLwPvg+EGWBh1UIlaVmee3q169Kc4qJF2YIf6aIxg3ePYXYN21H4x74yI82s/4Osa6TaOiL+vfe3Or/05boqI8yLifRGxxTDPSzPyn5RfbC8GntcdqHTLzFsz898y89zuYxGxSkQ8PyK+ExFXRcStEfHniPhSRDyyV3ndg0XU6+Fn9VpYGhHfj4h+81F3ylgjIl4REadHxDW1v+bFEfGZ7n5BneuWqdvc/r7H/8HiRvrp/g/WjYhDI+LH9dzLI+LCiDghIg6MiNUH1X0FNq/XRSPvAyPiE/U1XR4R10bE/0bEP0TEqtPk7VxLN9W/zfcjYt96rOdAJM3rsdb7FRHx84i4ru5/aE23RkTsExGfjIhzIuIvtX4XR8R/R8QuA+p117kjYsuI+FRE/LHmvygi3hMRG/TL3yhn1Yh4dT3/zfU5nhQRPafLiyE+LyJiu4j4eET8tr5u10XE/0XEh7qf00xeg5XFoNe06++8cZTPtIvq+9Ol9XXbvEexzTLGuYanHSgp+gysFQO+d9T/h4NqHa6OiNvq//O5Ud5r/6ZZPnBRY7v7PfbwxrFh6vukKGOH/Cmm+uP/NCLeFBH+8H9PPwFurI+37z4YI3xmDqPftdg4vn2U9/srI2JZlO97b4ky3sKgAaOm+/wd+fNhurpOd96IeFpEfDMirqj/A9dExAUR8cWIeE6/MlcImeniMtQC3JfS5zWB142Rf/ead8mANAfVNKf1OLakHtu9se8XlP4TCdwBXN61PKeRNuuyuM+5F3fS9Dh2Wj32WkpfiaT0l1gKXNdI957GeZLSv+j2xvaVwE59zj+wfi5DXWP3b7yOr5lhWYuA7zTKu7P+PTvbdwCv6JHv8Hr8aOBT9fHtPfI+o895Nwd+2ZV2aWN7GXBA13O+nPIB3zne/X9w/2GuM8qXg4saaW4Dru26plt3fa4I10XNu2/9+3TSXgfc2tj+DrBun7yf7DrHtUy9H7+KHu+PXddjp69053rs/F0f2qhb8+98U1ddbwOe36dunXP/A+U9Lilzrjfz/w7YvEfeo+vx/wS+VR/fWvM3r/lH9ch7EH0+L+rxV3L3998bKX3csle+Gb4Gp9U0B8339d7n9e35Go3ymjb+zs9rPL6J8lnYeY0uAjaa8DXceQ6HD6h3z9efAd87gP/u+ntfRxmQs7P900barwFXNY51v8ceOkx9KT+kfb7HeW9rbPd9nivrMt11Sukf2/mM+2jXsZE+Mxv5Dq/Hjx5wre/e49gTufv7wvWN6+YnwBEDyh30+TvW58Oguk53XkrDVPNaXNpVh8vn+9oYtNgSq1HsztTgWCfMYz3ukpkPZ2oO3z/mVF+KzvKlCZ/y34HVKX001snSB7jZSnAp8A7KNE2LMnMDSsv1rsDJlIFjjomIaQcZ01ge33j8jRmW9TnKh9WvgH0oHx4bABtR5ou+HfhgRDy6T/6nAQcCLwXWr3kfAPwv5S6YD0fE3bp0RGnl/DrwkJruccDa9TrbDHgvpY/Q5yPigQCZ+cfM3IzyAwrAl3r8H/xxuicbERsD36b8mHMRsH99zhsB6wOPBY6qz7tt5v26qH+v/6H8/X4AbJuZG1KC4pdQvgQ9Efhg9wkj4oWUABHKF6SN699lM+DTwLsp7y2DHAD8DfAyyvW4EXAfykj8UL4gHgXsSRnjYN3MXBvYijJg3mrAkRGx5YBzvIfyhe6xmbmIcuvf/pQBbh5ECaT7eTnwCOA5wHo1/0OAX1Nes3u8LoNExLMoMw2sCnwF2D4z16t12oISiJ3ZlW0Sr8FC8GFKALpbZq4LrEd5v7uO8v7xxu4ME7qGJyYiHgf8HSWIfg3lf2JDyrW2BSWY/2EnfWYeADy8sd39HvsehvN+yrV3B/AWYLN63rWBv6L8UP7nGT25ldNulP9dmHrPGuszcyYiYhOm3sd/Djy4vv+vR/m83xH4xzHKHfvzYVy1VfYNdfMIYNPMXL++592HMrbNTD8vZ9d8R9Eu7Vkov5Qn5VfXGCP/7vT5RbSR5iCm/xV491HLren6/gJWjy/upOlx7DSmWgh2HPP1WxM4t5bz+FHr5zLUa9z5VXHZONdoo5wnMtWqsHGfNK+raU7q2n944295YI98mzP1q+3juo79Q93/c2DNPuf9WE3zkT7nPXqa59bvF9l31f1XAfed77/lSnhdfLru/z3lB7DufIcw1bL7oMb+YKp1/Mg+5/xG4++6+4Dr8ZAZPPdO/d/c41jnvXlZs+6N43s06vCYrmNH9ztWj+/SOL5V17GD6N2iujrwx3rsmAleR4Neg9NYOC2xlwP36nH8X+rxC7v2z/Qa7jyHwwfUu+frT5/vB43/02+N8Fou7tRxyNf88K79OzDV8jz2/+LKuPS7Tuv/8pMa18+twP0ax2flM5P+3zffUvdfAWzYI9+zG9dxr3L7ff6O9fkwqK7TnbdR19/M999/3MWWWI3iXnV9bdb/gAXoW5n563EyZuYtlNtBAPq13mlmNq7r6/pdoxHxr7X/UffS/IXz7+v66My8plc5wDF1vUefviqXNNLcJTMvo3zgQvnVtqlz3o/W62XQeQf2qx3D8+v6PbnyjZw4r9dFvfPiGXX/+zOz17QNn6LcyRGUX8A7dqZ8eYbyQ0Mvw0zrdjXwmSHS9XNiXQ967/pyZv6+e2dmfh/4cd18Zvfx6vTM/GH3zsw8E/hT3dxhyLruSRlV+g5Ky9akDPMaLARHZubVPfYfX9dbR8S6jf2TuoYnaWld3zsi5uq78PMp/9/nZ+aRc3TOttmt8d57BaXRpHOH0J3AP2bmnxrp5/ozs3Pn35GZeV33wSzjwFzYvX+QGX4+zETnf2CDiFhnQmXOKUcnlkbzk+kSRMS2wCsot7Usptxm0n37sAM8zZ9FlFtlum3QeLxbXb8mIl46TXnrUH7gubJr/xkDfuzpBIkbdXbUW4sfUTffFxH9vtR1AuaJDf5RbyvqzPn8zUmV2zKzeV08oFHO93slzsw76+AxB1K+9Hc8rK4v7xUgVj+l9KkbNOjWGZk58Fbwekv5yyndJbapde7+gWbQe9dpA479gPL67dzn+C8G5L2UEpRuNCBN01/X9Tmj/iAzgddgIej3t2q+1htS+svC5K7hSfoupVVvZ+C0iDgSODUzZ/NW3s51uVDfY4exOr3fh68B/iYz77r25vozMyLWZGpQqXv84NbwQ8p7/rBm8vkwEz+jvK6bAz+JiI8C38nMiyZU/qwziNUoOr+8bhQRsUBbY68adDAi/pbSZ67zQdwZ9KXzC2GnT9a698ytCei0jm3Y7xrNzDcw1Q+EiPgC5YOhqTPC5gbcPYjpp9evmDcMSN8ZGbf5ha0zT2nn8XTWHiLNsJpfGi6ZYLkrivm+Lpp9/QYFVZ0Whmb6Ter6sn6ZMvPWiLiaqR8iepnuvWt74FTufi00B2dagxJEDnrvGvTcOsf69Xsc9f9lkM5zGOlantBrsBD0/Ftl5vLGcA/Nv9WkruGJyczf1x+iPkLp7/9YuGvGg29TWtrOnvBpx7ouF5gfZObucFfQuC3wJkrr46ciYvfMvLamnevPzI2YmtWl77XM6H2aZ/L5MLbMvDYink8Z4Gwn4BMAEXE5cArwmcz8wSTONVu8nVij+E1dr0n5hXohuqPfgSgTcH+S8uH9JcpgTmtl5kZZB3+gDOoA92yZ1WR0rtG1gP83g3I6741Py8wYYlkyo1rf/ZwADxnmvBM4Z8fKfj2uSNfFmiOec1J/m77vXdVRlC/ZZ1EGgFqUZZCP+9T3rmfNsD5zeY2Ne67Zfg0WqhXy9crMzwBbA6+mDA50NeXuqX8EzoyIwyZ8yhXydVhRZeYtmXkOpe/myTQCrWquPzPn4u836ufDjGTmNynX/CHAlykB+GbAC5i6Q2GFZRCrUfyA8ms0wFPHyN+5lW2tAWmGad0YV+dLXL/zz/TcT6a0tJ5HmUP3zCwTdTf1uk1Gk9P81XCfGZRzRV3fYz66WXQ1U9foXJ4XykAtHVvN8bnnwnxfF81W0EGv7/16pO887jv/ZkSswdSYBSOro+0+gnL9PTUzT87MG7uSDfPeNeg22079B7YIT0jneh76Wp7ga6B7muk1PGvfHTLzisz8YGbuT2nhegRwHCVg+Y+I2GmccvsY+bpUHUUL/onyv/msiHh8PTTXn5nXUO6ugwHX8jTHepnJ5wNM8/8R08zRnZnXZ+YnM/M5mXlfytgDn6yHD46ImXxmziqDWA2tdqbv9OV4ZUSsP0y+xnQy19X1vesHVi8P77N/kM6bynS/knXOf78+x8c5d1On3F9l5p3dB+vr8IQZnkMDZJlK5lt181URsd6YRXX6Pj9jYKoJqj94nFE3DxiUto9h/w96nXsJU1+wnjLGuVdoK8B1cSFT7z979EpQB5fZvW6e1TjUuaVxswFTRDySmfUlvOvL0YA+pE8copzHD3HsrAFpJuWndb1TRNx3yDyTeg10TzO9hq+r656f3XUQqe3Grl2VxS8oLe5/onxHfkwjyV2f62NOk9e5Lp88diUXqMz8LeUONyijzU/iM3PUOtxCaaSAu18X3QYd62Umnw8w4e+2mXleZh7C1PU66H19XhnEalRvovTvvB9lvtNBv4wSEc8G/rlu/rbmDWC/HmkfxHhBw10jrE2T7v/q+mk9zr0m5Zaimbi+rnfs8wF3MDDjeco0rTdRBuzYCvjCdNdoH0fX9a4R8YJBCSNi2MFmRjnvMyKi54fZgPN2/g82HPPcn6/rfxnhi3+bzNt1UVsSvlY3X9VnJMh/AO5LudvlK439ZwEX18eH9jnd6wZXe1qd9677RMS9uw9GxIMpc2pO5zkRcY8BTeqcnJ0RfY8du5bD+x6lb9mqlPlHhzGp10D3NNNruPPZvXef/9vXMOJtmAN+SCcz76AMMkVXuUsbjzcc5XzV5yn/39tGxEvGyL/Qdf6XHx0Ru9fHR9f1OJ+Z4ziurg/u1cIZEc9gxO95M/x8gMHfbQN4fa/zDvofqJbV9Zze4jwKg1iNJDN/SRm5MSm35Z0dEc+rIzoC5daFiDggIr5P+eVsUc17K6XfCcD7I+IxEbFKXfamTD+zjNH9jvKBs0F9A+nny3V9cES8sAauRMQOlBbmmY44+V3K67Ij8KGI2LCWv35EvBb4KFODY2mWZOZZwMsov5o/DfhlRLwoIu66xSeKB9a/y5N6lPFtpj5UPhMRb+nKv1FEPC0ivg68b4LV/zTl189VgJMi4lVd/1v3jojn1lEKX9WV99y6fkxEjNPv852UL/6bAKdHxFM7H3IRsV5E7B4R/xMR/X7tXaGtANfF2ymjtW4BfCMitql51oyIg4EP1XSfbo7gWr/g/Efd/MeI+I/OXTARsWnts/QkoNe0DMP6DaXlKYAv1R8UiYjVI+IAyntz9621vdwKfCsidqv5V4mI/Zj60vWdzPzRDOo5lNpC8y9187kR8eUoo8ZT67V5RBwcER9qZJvUa7CiWj0iNplmmZWRgSdwDZ9I+W6wKfC5zo8M9bvGv1Lm+7y+T95+3h4RX4mI/bveY+9Tr4utKZ/nnWnxyDKlSmfQnheOeD4y81ym+nR+NCIObzyXVSPi/9V9/zhq2QtB/f753br5prqeyWfmOD5Mua34PpT3uh3qeVaLMrDnUUy1jI5irM+HqvPddp+IeH3U6a2izDrwRcr4LL28NCJOjoi/6/oc2zBKf/Dd666Tx3g+cyNXgMlqXdq3APtT+odlY7mB8ktlc98S4HGNfA8A/tI4fhNTIz+eTen3cI8Jr2veJfSZ0Bn4bKPM62raJcAzG2lWp7zZddLdRvngS0pw+bTOsR7ln8YQE9lTvrg2n/81lP4KSRnx8D8ZcRJsl7Gv0f0oIwg2/x7LKP1Jlnft/yawTVf+dSm/ujbTXde4ZjrLUV35Du/3N26kObqmObzHsXtThujvlH9nvY5u6Drvm7vyrU6ZKL2T58rG/0Fzcvi+1xnwYOCPjTS3Atd2nbfV1+d8XReNcy9rpLm2vsad7e8C6/bIF5Q5Xjvpbmeqf9adlCm9Lq7HHjXq9VjTPZ3Sv6xzjqWUO2eylv28+nhJj7xL6rF/qNdd5/Pg5kZ5vwM2H+V/oZHmNHq8/wIH0efzoh7/567n1F2n0yb4GvSs43wvjdd3mGX3Qa8pAz6DG2l6vk/M5Bqu+f+Ju9f12sbf6t8HXCO79/qbAR/oKu967vn95bAe9XhL4/iNTL3HvnqYa5rSqvWlHs/ltsZ23/+FlXVpvGb3uO660u3VeJ0eVfeN+5l5OP2/j/W91ik/uDQ/K65rbP8QOKI+/sSw/x/12FifDzXvVxvp7mDqc3sZsHev81LuPmy+Pjdyz8/7ezyHFWmxJVZjyczjKQHpyylf9P5EmbJpNco//1cot15tk5n/28h3IaXvyxcpXxpXrXnfRrndrHm7zij+kfLGcQHlQ2KrutzV9y3Lr/N7UW5JWUJ5o7uJ8ua5C3DOmOe+S2b+M2WUt7MpX35WA35JebPYh6kO+JplmXki5Ro9hBJ0XEz5m69PeaP+AeXXzx0y8ymZeUFX/psy8+nAvpTWt0spQ/SvQQkWj6EM+/+yCdf7SkoflAMp/1tXMjXX8PmUX56fUuvezHcbsCfllrVLKdMBdP4PhppOLTP/jzKow5sofY2WUQaLuBA4HnguU8P8t9J8Xhf13A+mDJqxhDIFz82ULz6HAE/KzJt65MvMfBHwIsocnZ1uGacB+2TmR2r9YbxWADLzOEqf/e9QvvytTnlt3kOZ53OYv/vvKb/6f4YSFKxKeZ7vBXbNzEHTUkxcZr6PUvejaj1Wp3zZ/BXwQcptqM30k3gN1MNMr+HM/BDwHMoP0TdTWt5+BDw9M986RpXeTwmMv07p6hSU7w5/pASZj8vMt/fI91bK7Zm/qnk677EbDnPSLCPuPofyo/mJlMaAdSk/7v8U+FemBtVRl8z8DlN9rN9U9431mTmDOpxMeZ/7CqUBZE3gIuDNlM/gzlQ+141Y7lifD9VzKdfOBZTvmbdRAttHZuYpffIcQ+nm9iXKnSi3UV63y4ATKKPwr9C3vUeNxiVJUgtFGSzn95Rf7Rdl6boxl+dfQvkiv0dmnjaX59bKYb6vYWlSIuJ0yuBOL8zMo+e5Ois1W2IlSWq3zqA4/+uXf7WU17BaLyIeRQlg76QMMKdZZBArSdIKLiKOiohnRsS9Gvu2joiPUW41g3LbrrRC8hrWyiAiDomIw+oggKvWfetFGbH+pJrsy1mmdtMsGqqflCRJmld7UQbdISJuovzSv6hx/G1ZRk+WVlRew1oZbEnpf/o24I6IuJ7SJ7rTMPhL4JXzUrMFxiBWkqQV32spg8E8jDK9wzqU6T5+AnwsM0+dx7pJw/Aa1srgfyiDNz0euB+wMWVQ0vMogz19PDPHmS5SI3JgJ0mSJElSa9gnVpIkSZLUGgaxkiRJkqTWMIiVJEmSJLWGQawkaaUTEUsiIiPi6PmuiyRJmixHJ5YkzZuI2B34fo9Dd1JGfLweuBQ4kzKK6fGO/LjyiIjFwEUTKGrrzFwygXIkSS1gS6wkaUW0CmXuva2A3Sjz7h0D/Dki3hERa89HpSLi8NrC69D+kiTNE1tiJUkriv8CPtbYXpcSyO5ImZPvKXX79cB+EbFvZvZsxcvMxbNZUU3MpcCDBxw/GdiCMp/ok6YpR5K0QBjESpJWFFdm5q977D8ZeG9EbA18GtgD2B44KSIelZlL57KSmpzMvA3o9TcHICJuqw9v63NtSJIWIG8nliS1Qm113Qv4dt21PfDm+auRJEmaDwaxkqTWyMw7gL8Hbq67XhIR9+pON93oxBGxZkS8IiJOjYgrI+K2iLg2In4bEd+NiDdGxHaN9AfVfrBvbuzLHsvixvFVIuIJEfGeiPhRRPylnue6iPhl3b/loOcbEafVck+r21vUfL+NiGW1zqdGxLOGef0iYp2I+KeIOCUi/hwRt0TEFRFxZkR8KCIeExExIP8eEfHZiPhDRNwcETdExHk17wOGqcMkRMRTG6/53w6R/rWN9Ds39u/e2L97FC+OiNPr3+vmiDg3It4aEYuGrNvOEfHxiDi/vj43R8TvI+JTEfGQafKOdF1K0kLl7cSSpFbJzCsj4hjgHyj9ZvcGvjhs/ojYDPgOpa9t04Z1+X/AnsBDgGkDpAH+nd4txRvUsh8CvDQinpeZx01XWETsBhwPbNrYvRbl9uo9IuK9mXnogPyPA74EbNZ16N512ZkygNbWwJKuvGsDnwV6Bcvb1eUlEfHSzPzMdM9lAr5B6Se7BfBi4H+mSf/Cuv5lZp7VJ80atdwnd+3fvi4viIg9M/MPvTJHxKrA+4FXAN0/BDywLi+KiDdn5n/0yD9X16UktZ5BrCSpjU6hBLEAj2WEIBb4MFOBwheBr1IGBroNuA8lmNsXaI5AfDxwBvAy4KV1X68BiZoDDK0GXAYcR5ke6EJgOXB/yojLLwPWA46JiJ0z8zcD6rw58PX6+F+B/wWWAQ+nBMubA/8SEd/KzO91Z46IRwPfBVanTF/0P8DXKMHq6sBfUX4M2L9H3lWAE4An1l2nAP9NmRpnOeX1ejWwLfCpiLgyM08a8FxmLDPviIijKK/FnhGxVWZe3CttRDyKEmRD6VPdz39SXs9TKQOMXQTcF3gR5XXZCjglInbKzJt65P8kU8Hyz4BPAX+gTBW1PfBy4JHAWyPimsz8aFf+ca5LSVqYMtPFxcXFxWVeFmB3ypfyBA4fId8DG/m+2+P4knrs6K79awG31mPvneYc9+qx7/DOeYeo42Jg9QHH7wf8qZb3+T5pTms8z0uA+/dI81eUYDKB43ocX7PmzZpu70HPGVi7a99rat7bgf375Fu7UdeLgNUmdH10/o5LehzbmhKQJ/DmAWV8svHcNxpw/SXw6T5lvL2R5m09jj+9cfyVfcpYlTJNVFIC240ax2Z0Xbq4uLgstMU+sZKkNrq68XjjEfJtTGl5BPjBoISZefWg49PJzCVZRt/td/xPwLvr5lMH9UWtXpmZf+xRzm8pLcUAj+uR7/mU1l8owd4pA+p0dWYu62xHxOpA5xblT2Tm8X3yLaO0LEMJ3vfo+ywmJMtAX51W54N6vX4RsQ7wnLp5XGZeO6DIK4F/6nPs34Hf1ceH1Nel6bC6/mZmfrhPfe+gtMbeAiwCntk4PGfXpSStDAxiJUltdGPj8VAD7lRXU1q8AJ4fEXPWrSYi1o+IrSNih4jYMSJ2ZGqAqvUpLYv9XA+cOOD4GXW9cURs2HVs37q+hTIX7ygeQel3CnDsoISZeR5TPy48asTzjOuTdb2Y0l+027OYuj4G3UoM8OXsfZswmXk78Lm6uQnwsM6xiNgC2LVuTvcaXcvUlELN12jerktJaiODWElSGzUD16Hnic3MW5jqP/tM4A91tN99I2KjSVYQICK2iogPR8QSSiB6ISWI+b+6HNlIvsmAon6bmXcOOH5N43F3UN8ZjfecHH1O3V0bj78fvUdkvmuh3I4M9xw8arYcD1xVH7+ox/HOviVMtdr28/MRju/UePzwxuOjhniNdqlp73qN5vq6lKS2M4iVJLVRM+C7pm+q3l5JGWwJYEvgXyitnFdHmfrm3yJi0765hxQRTwbOo4xWu9UQWdYecOzmAceg9A3tWLXrWOe5XDZEHbrde4w8AOuMmW8kmXkrUy2kT2+2QkfEAymDfkHpGz3dgEhXTnP8isbj5rROk3qN5uS6lKSVgberSJLaaOfG4wtGyZiZNwAHRMQuwLMpg/vsTPlM7Ex9c2hEHJhjjrIbZe7aYyiByo3Ae4CTKaPVXl+DLyLiCUy1EE7XJ3amxhnVthkQ7wVcPmS+QX1PJ+1TlIBvLeDvKCMLQ2mFDUqAf9QQ5Uz3+vT7+zRfo78H+k3h0+1uty7PxXUpSSsLg1hJUhvt3Xh8+jgFZOaZwJkAEbEupdXuQEogtD7wpYh4YGYOG7g1PYsytyfA0zPzu33SjTIo1bj+QhkJeYvpEvbJ23FbZv66b8p5kpnnR8QPgcdQ5oz9WJ0W6AU1yXcz85IhirrPNMebLa7NwZWar1HM9DWa5etSklYK3k4sSWqViLg38Ny6eSPwnZmWmZk3Zea3M/P5wJvq7nWYGhTprqRDFrlDXV8zIICFu/c5nS1n1vVDI2L9EfOe3Xj8NxOqz2zoDPC0c0Q8BHgSJXAH+MyQZTximuPNvq//13g8a6/RCNelJC0oBrGSpNaIiFWBzzLVf/QTmTlqn9jpNAcA6h5saXmjLmsOKKNzp9NatVXwHur0L88fq4aj6YxqvAZT0+AM64dMtTQeHBFz0XI8jmOB6+rjFzE1oNM1TE0/NJ1n1b/JPdTrrvO3uppG4JqZf2BqxOFnRMSDhq71aAZdl5K0oBjESpJaISIWU1pdO61d5wFvHbGMB0TE7tMka96qfFHXsebgSA8cUEZnTtF1KP0bu+uxKqUv5zi3+I7qC8Cf6uM3R8Te/RJGxL0i4q4Bpuqoue+qm/cCvhIRGwzIv2ZEvDwi1ppAvYdW56n977r5fOCp9fEX6nMYxn2AD/Q5djiwTX38yU6f5obOdbg6cFyddqeniFg1Ig6MiPs19s30upSkBcU+sZKkFcW969ypHesAG1Fuzd0deApTg+icB+w7xpQxW1Kmijmf0kL3C0qAdycloNwfOKim/SPQPYDOjxuP3x8Rb6MEtp3bjJfUOUW/DLwdWJMy7cpDKQH49fX5vJIy1cqPgEeP+BxGkpm3RMSBlJa8tYBvRcQXga8CF1MCrwdRBm56JrAjZUqajvcCewBPruvfRMTHKa201wDrAv+P0if1AMrf7LOz+Zz6+CTw8nr+jmFvJYZyLRwcEVtTBoe6GNic0qp7QE2zBHhbd8bMPDYijgQOobx+59btUymjGq9Nmcv2UZTXeHPgwUz9uDDT61KSFpSYfsR5SZJmR219+v4IWa6jzK16eG1961fuEsq0Np/NzIPGON8fgf0y85weZX+JHq2r1daZuaSmeyGltbXfXU9fogRenT6ze2TmaV3nOg14PPCDzNy9X2Uj4iCmRuC9qw5dafYE/ofpb0W9R/566/SHgX9g+lGUbwI2HfT3GVbj73hxZi4eIv0vmOpnfGZmDuxz3HU9PAn457ru5Y/Anpn5u14H623jhwNvZPpGgluBHTLz9z3qMUjf61KSFhJbYiVJK6I7gRuApZQWqTMpraDHzzA4Op3SGvZESnC4FeU20nUo08L8H6UP6Scz86Y+ZTwPOIPSorYNsIgegWpmHhURFwCvpbS2bkjpX3oOcFRmfnmIW0gnJjO/FxEPAP6RMjDQ9sAGlD6el1Jem//pFQDXW3IPiYiPUALZx1NaDxdRgtZLKP1ETwG+PokAdkyfZyqI/fSIeW+ltPYfTBnZeFvKdXERpdX63YNa/jPzTuDfI+Io4CXAnsDWlNd4OeU1/hXlR4uvZWZzVONJXJeStGDYEitJklYKEfFJSpC9DNgiM6+bJv3uTLWA3qMlXJK0YnJgJ0mS1HoRsR7wnLr51ekCWElSexnESpKklcFLKbc3A/zXfFZEkjS77BMrSZJaJyJWo4z4uybwOMqgSlAGwfpxn2ySpJWAQawkSWqj+zE1H2/HzcAr5qEukqQ55O3EkiSp7a6izJ366Mz89XxXRpI0uxydWJIkSZLUGrbESpIkSZJawyBWkiRJktQaBrGSJEmSpNYwiJUkSZIktYZBrCRJkiSpNQxiJUmSJEmt8f8BV1ryYCHa/KAAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    myvars = ['FBDist'] + allcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    r1 = results1.rsquared\n",
+    "    myvars = ['FBDist'] + diffcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$ (Individual)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2 by measure controlling for all measures of all other types\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    for m1 in mcols:\n",
+    "        myvars = ['FBDist'] + diffcols + [m1]\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        r1 = results1.rsquared\n",
+    "        myvars = ['FBDist'] + diffcols\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/8-Country-Distance-Robustness-Gender-Above.ipynb b/8-Country-Distance-Robustness-Gender-Above.ipynb
new file mode 100644
index 0000000..5fb4477
--- /dev/null
+++ b/8-Country-Distance-Robustness-Gender-Above.ipynb
@@ -0,0 +1,1359 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Robustness Analysis\n",
+    "## Robustness to Gender Above Median"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mytype = 'gender'\n",
+    "cut = 'above'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathregs = pathfb + 'Regs/'\n",
+    "pathsamples = pathfb + '/DemographicData/'  \n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathfbor) == False:\n",
+    "    os.mkdir(pathfbor)\n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/' + mytype + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathout = pathout + cut + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Import Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n",
+      "  warn(msg)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Type of distance measure\n",
+    "m = 'Cos'\n",
+    "\n",
+    "# Import all data\n",
+    "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n",
+    "\n",
+    "# Import all distances\n",
+    "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n",
+    "\n",
+    "# Import samples\n",
+    "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n",
+    "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n",
+    "sample_repr = pd.read_stata(pathsamples + 'representative_all.dta')\n",
+    "\n",
+    "# Generate cutoffs\n",
+    "if cut=='above':\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]>sample_repr['diff' + mytype].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]>sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n",
+    "else:\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]<sample_repr['diff' + mytype].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]<sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n",
+    "mysample_all = sample_all.countrycode2.unique()\n",
+    "mysample_wvs = sample_wvs.countrycode2.unique()\n",
+    "mysample_repr = sample_repr.countrynameFB.unique()\n",
+    "mysample_repr = sample_repr.loc[sample_repr['diff' + mytype +'_median_wvs']==1].countrynameFB.unique()\n",
+    "\n",
+    "# Drop countries not in sample\n",
+    "mysample = mysample_repr\n",
+    "mypairs = mypairs.loc[np.logical_and(mypairs.ISO_CODE_1.apply(lambda x: x in mysample), mypairs.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n",
+    "df = df.loc[np.logical_and(df.ISO_CODE_1.apply(lambda x: x in mysample), df.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We need to construct some stats and prepare the data for plotting\n",
+    "\n",
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'FB'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlations with Facebook Distances (Mantel Tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "#######################################\n",
+    "# Figure with all measures\n",
+    "#######################################\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Top 4 Correlations by Type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "corrs3m_copy = corrs3m.copy()\n",
+    "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n",
+    "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n",
+    "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n",
+    "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n",
+    "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "textstr = 'A'\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(y=\"Dist2\", x=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2,  ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Pearson Correlation', fontsize=36)\n",
+    "ax.set_ylabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n",
+    "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Full Sample -  Figure B7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B7-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Common Sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# List of measures by Type Common sample\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "# List by Type FB Only Common Sample\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B7-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Regression Analysis and Partial Mantel Tests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Figure-B7-C\n",
+    "## Partial Correlation (Residuals on Residuals)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Some functions required for the analyses\n",
+    "# Regressions\n",
+    "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n",
+    "             cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n",
+    "    '''\n",
+    "    Create sample dataframe based on variables\n",
+    "    First variable is dependent variable\n",
+    "    It adds dummies for FE\n",
+    "    Adds cluster variables\n",
+    "    '''\n",
+    "    if len(myvars)<2:\n",
+    "        print('A regression needs at least one dependent and one independent variable!')\n",
+    "        pass\n",
+    "    else:\n",
+    "        k = 0\n",
+    "        for v in myvars:\n",
+    "            if k==0:\n",
+    "                mydf = (df[v].isnull()==False).astype(int)\n",
+    "                k += 1\n",
+    "            else:\n",
+    "                mydf *= (df[v].isnull()==False).astype(int)\n",
+    "        mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n",
+    "        if zscores:\n",
+    "            mydf[myvars] = mydf[myvars].apply(zscore)\n",
+    "        myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n",
+    "        if FE:\n",
+    "            dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n",
+    "            dummies = dummies.T.groupby(level=0).sum().T\n",
+    "            dummy_columns = \" + \".join(dummies.columns)\n",
+    "            myeq += ' + ' + dummy_columns\n",
+    "            mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n",
+    "        clustercols = []\n",
+    "        for v in cluster_cols:\n",
+    "            mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n",
+    "            clustercols.append('cluster_'+v)\n",
+    "        return [mydf, myeq, clustercols]\n",
+    "\n",
+    "# Partial Mantel Test\n",
+    "def mymantelreg(Dist1, Dist2,  ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n",
+    "    mydist = df[codes + measures].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    myvars = [Dist1, Dist2]\n",
+    "    for y in myvars:\n",
+    "        [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        #print(results1.summary())\n",
+    "        mydist[y + '_res'] = results1.resid\n",
+    "    results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    r1 = results1.rsquared\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n",
+    "    mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    mydistor = mydistor.values\n",
+    "    np.fill_diagonal(mydistor, 0)\n",
+    "    mydistor = (mydistor + mydistor.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n",
+    "    return mymantel, r1, mymantel_semi\n",
+    "\n",
+    "# NO FE\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n",
+    "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n",
+    "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n",
+    "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B7-C.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B7-E.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Semi-Partial Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B7-D.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness -  By Type of Distance (Figure B2 - robustness)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Semi-Partial $R^2$ (Joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    myvars = ['FBDist'] + allcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    r1 = results1.rsquared\n",
+    "    myvars = ['FBDist'] + diffcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$ (Individual)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2 by measure controlling for all measures of all other types\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    for m1 in mcols:\n",
+    "        myvars = ['FBDist'] + diffcols + [m1]\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        r1 = results1.rsquared\n",
+    "        myvars = ['FBDist'] + diffcols\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/9-Country-Distance-Robustness-Gender-Below.ipynb b/9-Country-Distance-Robustness-Gender-Below.ipynb
new file mode 100644
index 0000000..35bfaf0
--- /dev/null
+++ b/9-Country-Distance-Robustness-Gender-Below.ipynb
@@ -0,0 +1,1358 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Expanding the measurement of culture with a sample of two billion humans"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Replication Data and Code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness Analysis\n",
+    "## Robustness to Gender Below Median"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Setup and Pre-requisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "Let's start by importing the required packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#%pylab --no-import-all\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import sys, os, time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "pd.set_option('display.width', 160)\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.patches as mpatches\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from statsmodels.iolib.summary2 import summary_col\n",
+    "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n",
+    "from scipy.stats import zscore\n",
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from scipy import spatial, stats\n",
+    "from scipy.stats import zscore\n",
+    "import MantelTest.MantelTest as MantelTest\n",
+    "import re\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "Let's setup our paths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mytype = 'gender'\n",
+    "cut = 'below'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pathfb = './data/'\n",
+    "pathfbor = './data/OriginalData/'\n",
+    "pathregs = pathfb + 'Regs/'\n",
+    "pathsamples = pathfb + '/DemographicData/'  \n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout\n",
+    "if os.path.exists(pathfbor) == False:\n",
+    "    os.mkdir(pathfbor)\n",
+    "\n",
+    "pathout = pathregs + 'Representativeness/' + mytype + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathout = pathout + cut + '/'\n",
+    "if os.path.exists(pathout) == False:\n",
+    "    os.mkdir(pathout)\n",
+    "pathshare = pathout"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Import Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n",
+      "  warn(msg)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Type of distance measure\n",
+    "m = 'Cos'\n",
+    "\n",
+    "# Import all data\n",
+    "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n",
+    "\n",
+    "# Import all distances\n",
+    "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n",
+    "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n",
+    "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n",
+    "\n",
+    "# Import samples\n",
+    "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n",
+    "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n",
+    "sample_repr = pd.read_stata(pathsamples + 'representative_all.dta')\n",
+    "\n",
+    "# Generate cutoffs\n",
+    "if cut=='above':\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]>sample_repr['diff' + mytype].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]>sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n",
+    "else:\n",
+    "    sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]<sample_repr['diff' + mytype].median()).astype(int)\n",
+    "    sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]<sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n",
+    "mysample_all = sample_all.countrycode2.unique()\n",
+    "mysample_wvs = sample_wvs.countrycode2.unique()\n",
+    "mysample_repr = sample_repr.countrynameFB.unique()\n",
+    "mysample_repr = sample_repr.loc[sample_repr['diff' + mytype +'_median_wvs']==1].countrynameFB.unique()\n",
+    "\n",
+    "# Drop countries not in sample\n",
+    "mysample = mysample_repr\n",
+    "mypairs = mypairs.loc[np.logical_and(mypairs.ISO_CODE_1.apply(lambda x: x in mysample), mypairs.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n",
+    "df = df.loc[np.logical_and(df.ISO_CODE_1.apply(lambda x: x in mysample), df.ISO_CODE_2.apply(lambda x: x in mysample))].copy()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Correlations Between Facebook Distances and Other Distances\n",
+    "## Graphical Analysis\n",
+    "\n",
+    "Let's plot the correlation between all measures and our FB measure"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "### Pairwise correlations full sample\n",
+    "\n",
+    "#### Pearson Correlations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SMALL_SIZE = 24\n",
+    "MEDIUM_SIZE = 28\n",
+    "BIGGER_SIZE = 32\n",
+    "\n",
+    "plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
+    "plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
+    "plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
+    "plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
+    "plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
+    "plt.rc('figure', titlesize=BIGGER_SIZE)  # fontsize of the figure title"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4IAAAPBCAYAAACrxRSjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd7wcVfnH8e8DARJa6L0EUEFAREARRQFRbCAq+rOggL2LBf0p9o7yA+wFG6JiF2woRQQsoFJEAUFaRKmBQEJIAiT3+f3xnGEnc2dnZ3dn773JfN6v17z23pkzZ87OTnvmnDlj7i4AAAAAQHusNNkFAAAAAABMLAJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQDApDOzk8zMzeyDk7Dsc9Oyj5joZU8F6bu7mc2ajPnbbDK3ewAgEARaInfBURzmm9nfzOxYM9tissvZdma2upm9zsx+YWY3mtlCM7vXzG4wsx+b2UvMbMZkl3N5YGazzOyDZvaWyS7L8sjMdk3r74hJLEPZMatsWCc3z6yKdIvM7Foz+5aZPbrhci00s1vM7FIz+7qZHTaR+6qZ7Zt+r2dP1DIBLN8IBIH2eUDSbWm4XdKakh4p6ShJ/zCzvSexbK1mZgdJuk7SFyUdKGlLSWOSlkqaJekQSd+WdK2ZPWmSirk8mSXpA5Le0iPdjZKuljRvxOWZqq5OwwOF8bsq1t8RE1yeMvPVOW6VDWNd5rtLyx7vpknaTtJhkv5sZm9qsFwLJW2oWG8vl/QtSTeb2ZvMzLrMf4ti3d8xZDkkaV/F7/XsBvIC0AIEgkD7/MndN0nDxopA8DBJd0taR9KPqHGaeKnW5TRJmyguDF8qaQN3X9Pd11b8Ns+TdK6kzSQ9cTLKuSJy98PcfQd3P3WyyzIZ0nffwd1vmuyyVDgyd9wqG+Z3me+5hePdapIeI+nPkkzS8Wa2bUPl2sDdp0l6qKTXSLpCsd9+VtI3ymZ293endf/5IcoAAAMhEARazt0Xuvu3Jb05jdpE3FGeUGa2i6QvK47Jp0t6lLt/x93vzNK4+zx3/4m77yfpBZLumZzSAssvdx9z979Kem4aNU3S0xpexrXufqKkR0n6ahp9hJm9rsnlAMCwCAQBZH6oTvOq3fMTzGwlM3upmZ1lZnPM7H4zu9nMfmBme5ZlZmYrm9l+ZvYZM7vYzG7LzXdqVdPGfOcdZraOmX3SzK5Kz+DcnUu3qpkdaWZ/MrO7zeyBtJzLzOwLZrZXl/w3NrPjcnnOM7O/mNnbzWy1LvM82KlD+m5vSctZaGZzzeyXZrZHj3XczccUNRU3SXqxuy+qSuzuP5R0fEkZVzOzt5nZn9N3WmRmV5vZ8Wa2SZfvdUT6Xuem/w81s/PM7M40/tlp/Oz0/75mtrmZfdHMrjez+8zsb4U81zSzo83sr6kci83sGjP7rJlt2e/KMbNt02/zW4tnJRen3/vCNH5cDbaZzZb0u/Tv1iXPcx2RS1vZWYyZrZ1+98vMbEEa/m5mHzKzmV3m+WDK86T0/+Hpd7nH4rnc35nZUwZYF79N+b6+ZNpRue/3PyXTj8mXKTd+XGcvZuaSvpn+3adk/e3bpXxbmdlXzey/adu4wcz+z8zW7ve7jpK73ywpu9GyxoiW8YCk10m6MI16b/H4YhWdxZjZRhbPbl9u8ZzwYjP7j8Xx7sNmtnVKNyv9Xh9Isx5e8nvNyuXb9/6U5iseKw5K2/HdaZ+40MxeVLVOLLzAzH5lZrembeQmMzvfzN5qZut3mW9vM/t+bru608zONrMXmXVtdgugF3dnYGBowSDpJEku6dyKNLelNCfmxq0l6aw03hXB4rzc/0slvbEkr51zaVzSYkkLCuOO7lKOc9P0dyiemcvmny/p7pRmWi5dVq67JC3Jjft+Sd6PUVwAZmnmS1qU+/9vkjaqWH8flfTr9Pf9ipq5bN5Fkvbq83fZPJXdJb1ziN93Q0mXFNb3/Nz/cyU9tmS+I7LtQtGELftN56bPZ6d0s9O0V0uak/6+N/2mf8vl9/BcWlc8d5b/3edKenzF+v1gybSLSn7nsdy4v0paqzDPX9Oysu9za2F4Qcn2dkTJsh9S+D73piH7/9+SHloy3wfT9JMkfS39vUTj951D+vyd35/m/UHJtJ/n8v5CyfQ/pWkvK4zP5pmVG3drrqz3l6y/x5XMf7A6+9b89Nvnf6NVBtius/nH/TYV88zKzbdvlzSb5tI8Z5TlSuslS//UOtu9pK0l3Zybb0nanvPb/WtT2i3Tb5LtZ4tKfq8th9mfSo4V78ttw3fn5nVJb+myHmZq/LnkrpRH1/Up6ZOF/OcX5vmepJX6/Q0ZGBicQJCBoS2DegSCkmbkLgY+lRt/ahp3maRnSJqRxq8j6d2S7ksn5ccX8nuYopbxQEkbS7I0fiNJ700XNmOS9iwpy7lpmfcoOvJ4Wnail/SQ9HmYOhfmL5E0PY1fWdJWkt4g6d2FfNfNXVz9XdKjc/M8T53A4ayK9XeX4mL3fyStmqbtIukfafpf+vxdDs1d0OwwxO+bBadzJT1f0spp/B7pu7rignCDwnxH5Nb1mCLQWCdNW1spKFYnGLon5ZcPBLLfZKakG1K6UxVN46alabMknZwrxzpd1u8HS77bVyUdqejkI1vnq0k6SPE8ZbfAZ980bXaPdZdtb0cUxq+q2O49bYdPUTxXZpL2VwSBLulySasV5v1gbntZJOm1klZP07aRdF6afnO2jmr+ztl3urUwfqW0rAWK/fHywvTVFQGdS9q2MC3b/mZ12TZKjxkl898l6beSds79Ri9X3JRwSa8fYLuuHXDl5pmVm2/fkvW0uzpB8b804gA1rfssKP5one1e8UyhS7pG0hPUOf6tprjJ9hGlmzQl29xJPcoz6P6UbQ93KY7f71XnWLGxpB+pE4iuVzL/L9P0hYpHEbJ5V03f6UOSDi7Mc2Sa53ZF7Wo2z3TFcS47nr+76jszMDCUD5NeAAYGhokZ1DsQfGPu4uaQNO7J6f8byk7sKc07U5pf9lme7I7yN0umnatOTcTOXeb/YkrzpQGWeZekTUqmH5BbB0/qsv5c0t4l8+6em751H2X6aJpnsVKwPMBv+4Tcsp9WMn1jdYLcDxemHZGb9+MVy5idW3cb9/gup3X7LpJ+ldIc1WX9frDP776t4iL7XqVAKzdtXw0XCL40jX+gbDuUtJM6wdXLC9M+mFuvh5bMu6niJopLemIf33e6OoHV9rnxu6Zxp0u6VBHUb5ibnu3L/ynJs6lAcFxAnKZ/Lk0/Z4BtO8t7nsbXcmXD0wrzzMrNN7eQNvu95it69Rx3HOizXEfUTJ8FWN+ts91LujKNf0EfZcq2uZMG+U419qcjct/7PV22zdvT9MMK056hTi3guGNUl7Kso7jx9ICkx3RJ89iU51yloJaBgaH+wDOCQIul5zVmmdlRkj6VRv9b0i/S34enz5PcfW6XbE5Jn/uZ2cp9LD5bxuMr0vza3S/vMi3rJXDTPpb5vPT5NXe/tTjR3c+UdEH6d9wzVsnv3f0PJfNeLOm/6d+d+ihT9kzMXe7ufcyXl32vi9z9NyVlu03RGY3U/XstVclzhyVOTvmVybaXEyq+y/fSZ9/Px5Vx9+sVvTOurgiGmpSt19PKtkN3v0LSj9O/3dbrjersI/l5b5H0l/TvznUL5O6LFU33JGmf3KTs73Mlna+otXxCyfTz6i5rAMe7+30l409Ln7W/Z4m1FTc0yobpFfOtW0i7Sho/I+W57hBl6sdd6XO9mukHOb4Nreb+tFjSp0vmXSzpjPRv8bc+LH2eUXaM6uIQRa/Wf3D3v5QlcPcLJV2v+B13L0sDoDsCQaB9Huz4QXEn9QZJxyoujG5RNDe6P6V9XPp8a3qwf9ygeN5EiguHZR70N7MZqQOAc83sdovOXLJlX5qSbVZR1gsqpv06fR5sZj83s+d262gglSVrfiR1OhEpc0763K3L9L92GS9FZy/SxF1cZrKy1vleDzOzss4xrnX3Ou8yK/1NLDqB2SL9+6OK7eWzKU1fncaY2VPM7Htmdp1FBz2e25YemZJVbUuD6Ge9dtteLqoIigfdXrJgriwQPK/G9FHptm80sV+8zN2ty3BaxXz75dOmMuylOH48W9IfzOyRFfM3re7NntPT5yctOr7ar1snLoMYcn+60t3v7TKt22/92PR5uurLzj97djuepGPKVild3x1RAW03bbILAGDCPaBoRiN1nrG7XvEQ/9fc/a5c2uxu9Mw09LJ69oeZbaqonXhYbvq96nRMsLKkDVTdY9+cbhPc/Twze7/imbaD0iAzu0rR/PAr7n5Nbpb11Ln5VfW+tKxWb8Mu06te27A4fa5SkaYo67lwXTOzAWsFs7LW+V6mWO/FC7mu67pmunzNRbd1l7d67yTBzD4rKf/i72wbzl6Avp5inTfd+2M/63X9Lr9f09uLFDV+71EK7lKviU9UPB94sTodLGXTpys6SZJGGwh2+67Z95z0aw53v1vShWZ2sKQ/KIKN4xRNZ0cpC4zuqkzV8UlFDdezJL0+DUvM7K+K52+/mr5L3xrYnwbZpjdOnzfWL+mDx5QZaeil9jEFQKBGEGif/AvlN3X3h7j7Ae5+bCEIlDrHiIMr7sbnh9m5eT+tCAKvVzTxWc/j5egbufsm6twhrrK0aqK7fyQt492KJknzJe0g6e2SrjSzw7rMWvqKiEnyz/S5mqTth8xrmO9Vua5rpMufT2bW2FZm1VmYmT1dcdG6VPEM1EMUz6Gtn23HipeDSxHkjsJU2l4k6Y+Kzjo2N7PtFE2R15f0R3dfkmp2r5S0i5mtq9jXVpN0m7v/a7IKPZWkgP3k9O/+Zla3yWbfzGx1xbN3UhwPe3L3+9z9YEXt5acUr6Dw3P//GqQmc4rsT3Vlx5QTap5/TprMwgLLIwJBAFWyZ8F27Gem1Azz4PTvoe7+05Igc2M1wN1vcPdj3P1pijvZ+ylqTKZJ+qKZbZSSZl2vS9E1ezdZ88a6NWTDynqPlOLu/yCystb5Xi6pThPQfuWfG+xre+nh+enza+7+IXe/rqTWrZFtqUQ/6/XOIZ7x7Etqlndx+ncfLft8YOY8dZ4TnIhmocujfO3Utl1TDe8p6tSG/r6fGd39Qnf/X3ffS1Gr+CJFuTdUvJakX5O1P2XHh6p9qds8TR5PAOQQCAKokj0Pdkif822gTi3KpV3SNN4Uy92Xuvu5ildWPKBo2rRHmna/oldDKYLFbrIX3V/SdPnKuPt/1Xlu5k1W88XbhZcoZ2Xdp+Llytn3+lfF8z0Dc/cb1Llwe26DWWeBVul2ZPFS7Yd0mTcL/Aet2cjW65TZXnLOT5/5QPC8PqbXMez6m+o2z/39QNdUQ0gdaL0r/XuTlg3W++Lu97r79xXv8pSk3QvP+9b5vYbZn4ZxYfp8Rh/zZOeffaqe/wYwOAJBAFVOSp97VDSzlCSlJmiZ7EXmkvSIkrSbatlnVPqWah27uV+dJoz5Zn1ZD49HpDIU8zxA0fRKincgTpT3Kl4lsIWkU9IzXV2Z2f9IeltuVPa9dlKnJjaffmPFe+yk0X6vk9Ln683s4d0Spd5q6zxzKsVrA6SS7Sj5uLpf+GY9L9ZdVlG2Xp9uZo8qTjSzndTpWXQitxepE9Ttq3g+8F51Om7KTz9AnWbY/QaC2fpbp//iLRey2rGFitc7NMrMpilec5Ot/w/nOuLqNW/V8W1RlkzxDr5Mnd9rmP1pGFkz3APM7Gk15/mRYruerujQrKvC+QdATQSCALpK3Xz/NP37DTP7UD6AMrN1zexgM/uZcq8ecPcF6twB/oaZ7ZrSr2Rm+6vTbG0YJ5vZN83sqWa2Vq5MsxTvB5uuuGDKN8X6vKJn1BmSfmNme6R5VjazQyR9P6U7293P0QRx979JeoMieH6mpEvN7CX555bMbGbqGfV3kn4gaa3c/L+XlHXJ/g0ze16qiZCZ7S7pTEWzstskfWaEX+UYxTNQa0g6z8wON7M1c99hSzN7laJZ43Nq5nlW+nyNmb08u0A2s63M7FuKpnLdOuC4RlHTMzP9vv36gaS/p79PM7MnZzWuaTs+XdEpxhWSvjtA/sP4g6IGaCtFU74/ufuDtVoer0f5l6Kn3BmK5sBX9rmMK9Lnjma259AlngLSTYitzeyriiBZio5XFlfN1+cytk3b+aXq1N593d1P7COby83s42b26Nw2b2b2GMV7GSXpr4Um99nvtbeZPbRLvsPsT8P4dRpM0k/M7E1mtk5a9qpm9ggzO87Mnp3N4O53Kp7/lqSXmdkPzezB11KY2XQz29vMvqB4bhZAv3wKvMyQgYFh9IN6vFC+Yr41FL3UeW64W3FnOT/um4X59lTcac+mL8j9f6ei5sqV+m0ozHuuerysWfFusizvMcXFy725cUskvbRkvseo83L17MXSi3L/XyZpo4r198GKMvUsd491/WxFsJZfr/eoU8OaDbNVeAm54pmhS3NpFhXmmytpr5JlHlFnu1DnhfL79kj3EHVehu2Kmtk7C9uCSzq8zvpV1HhcUPhd78r9/76q9a64KZDfbmen4Xl1frf0fWbn8ri3sJ39W9LDSub7oHq83LvONtVjXV+SK8fRJdNPzE3/SUU+WZpZJdPOy02/M7f+Hltn/jR9VpZmgO+Y5V17n1L1C+WL2+GvJU0folz5F93fobjxkM//Lklv6HcbSNtqfpu/U9HSIRs3R9IuhXlWkXStOsfE23O/1xbD7k+qcayo2u4VNZXn5pa1NP0+S6t+Z0WLibFcmntL5rthkH2IgaHtAzWCACp5PJfyHMVzdz9VPOcyQ3FBca3iZdnPU3Rvnp/vz4pmlqcpLjRWUVyYfEXxouLLhizauyS9U1ETdn0qz8qKrvO/KWk3d/92yff5i6LzgRMUNSarKC6GLpL0Dkl7uvvtQ5ZtIB7vQ9tWUTt4uuLVBNPSMFvRVPHFkrZ39/ML885RrO+3K77LA4p1co2iB9ed3L3qvYxNfYdrJT1KsT38TnHBtrZiHf9dUZuxj6Rxv02X/O5XPE+a1TaOpbzOknSQR8+xVV4r6ROKpn+rKTqr2Frxouq63+eRkj6szjOmSn9/RHExPlk9cZ7X5e+yceeXTK/juYrmjTco1lm2/iqbL08hxRfKT1MEbb9S1H49w4erDcy/6H4NxfZ+meIY9FJJm7n7FwbI92DFdvtHSTcr1v39in3oGMX+/Pf8DB41wvsr9q2bFN89+72mpTTD7k8D83jdxZMkHS7pbMW6WlPRSuM8SW+R9POS+T6q2AdPVBzPTLGub1EE8q9T3HgE0Cdz98kuAwAAAABgAlEjCAAAAAAtQyAIAAAAAC1DIAgAAAAALUMgCAAAAAAtM22yC9C0DTbYwGfNmjXZxQAAAACASXHxxRff4e4bVqVZ4QLBWbNm6aKLLprsYgAAAADApDCzf/dKQ9NQAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABomWmTXQAAAAAAQAmz3mncB8qaGkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGiZaZNdAAAAAABYIZjVS+c+2nLUQI0gAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALRM34GgmW1iZp8xs+vMbLGZ3WZmvzCz/QcpgJkdYWbeY1gwSN4AAAAAgPGm9ZPYzHaRdI6k9dOo+ZI2kHSgpGea2dHufsyAZXlA0twu0+4dME8AAAAAQEHtGkEzmyHp54og8FJJO7v7TEnrSjpOkkn6hJkdMGBZ/uTum3QZthswTwAAAABAQT9NQ18jaWtJCyQd5O5XSJK7z3f3oySdltJ9otESAgAAAAAa1U8geGj6PMXdbyqZfmz63M3MdhiuWAAAAACAUakVCJrZWpJ2T/+e0SXZhZLmpb+fNGS5AAAAAAAjUrdG8OGKZwAl6YqyBO4+Junq9O+OA5RlJzO7wswWmdk9Zna5mZ1gZtsMkBcAAAAAoIu6geCmub9vrkiXTdu0Ik03GygCzoWSpkvaSdJbJF1hZi+umtHMXm1mF5nZRXPmzBlg0QAAAADQHnUDwTVyfy+qSLcwfa7ZRxlulvQBSTtLmu7u66f5nynpSkkzJJ1sZk/sloG7n+jue7j7HhtuuGEfiwYAAACA9qn7HkHrnWQw7n6mpDML4+6TdLqZ/VHSRZIeIukYSY8bVTkAAAAAoC3q1gguyP09oyLd6iXpB+bu8yR9PP37WDOjug8AAAAAhlQ3EMw/F7hZRbps2i2DFafUn9OnSZrVYL4AAAAA0Ep1A8GrJHn6e6eyBGa2kqTt079XDlmuZbLO/e1dUwEAAAAAaqkVCLr7PYpn9STpKV2S7SlpZvr7t0OWK+8xub//3WC+AAAAANBKdWsEJemU9HmomZW9HuKo9Hmxu19dMn0cM6vshMbM1pb0rvTvX9ydd0MAAAAAwJD6CQS/oqiRW0vSL81sR0kys7XM7FOSnpvSHZ2fycxmmZmn4YhCnlub2YVm9goz2yo3z6pm9jRJf5T0MEljkt7dzxcDAAAAAJSr+/oIufsiMztY0exzN8WL3ucr3vm3kuL5vaPT6yD6sWcaZGaLJd0raW1Jq6TpCyW91t3P6TNfAAAAAECJ2oGgJLn7ZWa2s6J27kBJm0u6U9JfJJ3g7v0+G3ibpDdL2lvSIyVtqHjO8F5J1yiCzi+5O88GAgAAAEBDzH3F6ohzjz328Isuuqh3QgAAAABoUnUXKB11Y7A6+ZXkZWYXu/seVbP184wgAAAAAGAFQCAIAAAAAC1DIAgAAAAALUMgCAAAAAAtQyAIAAAAAC1DIAgAAAAALUMgCAAAAAAtQyAIAAAAAC1DIAgAAAAALUMgCAAAAAAtQyAIAAAAAC1DIAgAAAAALUMgCAAAAAAtQyAIAAAAAC1DIAgAAAAALUMgCAAAAAAtQyAIAAAAAC1DIAgAAAAALUMgCAAAAAAtM22yCwAAAAAAk8KsXjr30ZZjElAjCAAAAAAtQyAIAAAAAC1DIAgAAAAALUMgCAAAAAAtQyAIAAAAAC1Dr6EAAAAAlg8t7uWzadQIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAy0yb7AIAAAAAmCLM6qVzn5z80BhqBAEAAACgZQgEAQAAAKBlCAQBAAAAoGUIBAEAAACgZQgEAQAAAKBlCAQBAAAAoGUIBAEAAACgZQgEAQAAAKBleKE8AAAAsLzihe0YEDWCAAAAANAy1AgCAAAAE4UaPEwR1AgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDL9B0ImtkmZvYZM7vOzBab2W1m9gsz27+pQpnZmmb2HzPzNBzRVN4AAAAA0HZ9BYJmtoukyyW9WdK2ku6TtIGkAyWdZWbvaqhcH5W0RUN5AQAAAIMxqzcAy5nagaCZzZD0c0nrS7pU0s7uPlPSupKOk2SSPmFmBwxTIDPbTdIbJf15mHwAAAAAAOX6qRF8jaStJS2QdJC7XyFJ7j7f3Y+SdFpK94lBC2NmK0n6Svr3dYPmAwAAAADorp9A8ND0eYq731Qy/dj0uZuZ7TBged4kaQ9JX3L3SwfMAwAAAABQoVYgaGZrSdo9/XtGl2QXSpqX/n5SvwUxs80lfUTSbZLe2+/8AAAAAIB66tYIPlzxDKAkXVGWwN3HJF2d/t1xgLJ8TtJako5y93m9EgMAAAAABlM3ENw09/fNFemyaZtWpBnHzA6S9BxJ57r7d/qZFwAAAADQn7qB4Bq5vxdVpFuYPtesWwAzW0PS5yU9IOkNdecr5PFqM7vIzC6aM2fOIFkAAAAAQGvUDQRH+XKUD0vaStIJ7n7lIBm4+4nuvoe777Hhhhs2WzoAAAAAWMHUDQQX5P6eUZFu9ZL0XZnZrpKOlPQfRUAIAAAAABixaTXT5Z8L3EydTmGKNkuft9TM9zOSVpb0HklmZt2alK6Wpo25+8IuaQAAANB2VrMhm/toywFMcXVrBK+SlO0tO5UlSC+D3z79W7eJ59bp82RJ95QMmS+n/wdqOgoAAAAA6KgVCLr7PZIuSv8+pUuyPSXNTH//dshyAQAAAABGpG6NoCSdkj4PNbOy10MclT4vdvduTUeX4e6z3N26DbmkL0vjZvVRXgAAAABAiX4Cwa9I+rfipe+/NLMdJcnM1jKzT0l6bkp3dH4mM5tlZp6GIxooMwAAAABgCHU7i5G7LzKzgxXNPneTdIWZzVe8M3AlxTOER7v7mSMpKQAAAACgEf3UCMrdL5O0s6TPSrpe0mqS7pT0K0lPcfdjGi8hAAAAAKBRtWsEM+5+q+Ldf0fWTD9bA76QvvCcIAAAAACgAX3VCAIAAAAAln8EggAAAADQMn03DQUAAECLWc0nd9wnJz8AtVAjCAAAAAAtQ40gAADAsOrUak1WDRk1bgBKUCMIAAAAAC1DjSAAAJj6qCUDgEZRIwgAAAAALUMgCAAAAAAtQ9NQAADQPJpeAsCURo0gAAAAALQMgSAAAAAAtAxNQwEAWB7RiyYAYAjUCAIAAABAyxAIAgAAAEDLEAgCAAAAQMvwjCAAABOBZ/AAAFMINYIAAAAA0DLUCAIAUIYaPADACowaQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaJlpk10AAAAaYVYvnftoywEAwHKAGkEAAAAAaBkCQQAAAABoGZqGAgAmB005AQCYNNQIAgAAAEDLEAgCAAAAQMsQCAIAAABAyxAIAgAAAEDLEAgCAAAAQMvQaygAoB56+QQAYIVBjSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALTMtMkuAABgRMzqpXMfbTkAAMCUQyAIAINqOtAicAMAABOEQBBAu9QJtgi0AADACo5AEBi1qV5r1Lb8AAAAQGcxAAAAANA2BIIAAAAA0DIEggAAAADQMjwjCBTxTBoAAABWcNQIAgAAAEDLEAgCAAAAQMsQCAIAAABAy/CMIJZ/PNMHAAAA9IUaQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaJlpk10AtJBZvXTuoy0HAAAA0FLUCAIAAABAyxAIAgAAAEDLEAgCAAAAQMv0HQia2SZm9hkzu87MFpvZbWb2CzPbf5ACmNkeZvYRM/uNmV1rZvPM7D4zu8nMfmZmzx4kXwAAAABAub4CQTPbRdLlkt4saVtJ90naQNKBks4ys3cNUIZXSnqvpKdK2i6VaUzSZpKeJelUM/uxma0yQN4AAAAAgILagaCZzZD0c0nrS7pU0s7uPlPSupKOk2SSPmFmB/RZhgskvVXS7pLWcve13H2GpK0kHZvSHCJpkCATAAAAAFDQT43gayRtLWmBpIPc/QpJcvf57n6UpNNSuk/0UwB3/5a7f9rdL3H3Bbnx/3H3d0r6Thp1RD/5AgAAAADK9RMIHpo+T3H3m0qmZ7V3u5nZDsMVaxl/TZ+bNZgnAAAAALRWrUDQzNZSNN2UpDO6JLtQ0rz095OGLFfe49LnDQ3mCQAAAACtVbdG8OGKZwAl6YqyBO4+Junq9O+OwxTKzNY0s13M7AuSXpBGf36YPAEAAAAAYVrNdJvm/r65Il02bdOKNKXMbAtJ/ymZtFjSx939i/3mCQAAAAAYr26N4Bq5vxdVpFuYPtccoCxLJd2WhvvTuCWKzmcqawPN7NVmdpGZXTRnzpwBFg0AAAAA7VE3ELTeSYbj7re4+ybuvomkGZK2l3SypA9J+puZ7VQx74nuvoe777HhhhuOuqgAAAAAsFyrGwguyP09oyLd6iXp++buY+7+L3d/haTjFe8U/I6Z9dPLKQAAAACgRN3AKv9cYNVrHLJptwxWnFKfS5+7SnpUg/kCAAAAQCvVDQSvkuTp79Immqm2bvv075VDlisv/87C7RrMFwAAAABaqVYg6O73SLoo/fuULsn2lDQz/f3bIcuVt03u76GanAIAAAAA6tcIStIp6fNQMyt7PcRR6fNid7+6ZPo4ZraymfXqiOYd6XOJpAvq5AsAAAAA6K6fQPArkv4taS1JvzSzHSXJzNYys09Jem5Kd3R+JjObZWaehiMKeW4p6SIze3l6j2A2z0pmtquZfVfSK9Poz7n7XX2UFwAAAABQou4L5eXui8zsYEWzz90kXWFm8xXvDFxJ8Qzh0e5+Zp9l2E3S1yXJzBYrmn+uJWm1XJqTJL2zz3wBAAAAACVqB4KS5O6XmdnOkt4t6UBJm0u6U9JfJJ3g7v0+G3izpBdI2l/SYyRtKml9SYslXadoCvpNd/9jn/kCAAAAALroKxCUJHe/VdKRaaiTfra6vJDe3e+X9MM0AAAAAAAmAC9oBwAAAICWIRAEAAAAgJYhEAQAAACAliEQBAAAAICWIRAEAAAAgJYhEAQAAACAliEQBAAAAICW6fs9gmghK30N5Hjuoy0HAAAAgEYQCK6ICNwAAAAAVKBpKAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyvj5gKeN0DAAAAgAlEjSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtMy0yS7AcsmsXjr30ZYDAAAAAAZAjSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALQMgSAAAAAAtAyBIAAAAAC0DIEgAAAAALRM34GgmW1iZp8xs+vMbLGZ3WZmvzCz/QcpgJltZWZvSXncaGb3mdk9ZnaZmR1jZpsOkm9hIfUGAAAAAGiBaf0kNrNdJJ0jaf00ar6kDSQdKOmZZna0ux/TR35bSpotKR+FzZe0hqRd0vBqMzvE3X/XT1kBAAAAAOVq1wia2QxJP1cEgZdK2tndZ0paV9JximDuE2Z2QB/LXzl9/krS8yWtl/JcXdIzJN2Q8j/NzDbpI18AAAAAQBf9NA19jaStJS2QdJC7XyFJ7j7f3Y+SdFpK94k+8rxL0qPc/UB3/7G735XyvN/df60IBhdLWjstHwAAAAAwpH4CwUPT5ynuflPJ9GPT525mtkOdDN19nrtfVjH9KkkXpn93r11SAAAAAEBXtQJBM1tLnUDsjC7JLpQ0L/39pCHLlXdn+ly5MhUAAAAAoJa6NYIPV6dDlyvKErj7mKSr0787DlkuSZKZTZP0+PTv5U3kCQAAAABtVzcQzL/C4eaKdNm04V/5EN4gaRNJY5JO7pbIzF5tZheZ2UVz5sxpaNEAAAAAsGKqGwiukft7UUW6helzzcGK05FeVfHx9O/ns85pyrj7ie6+h7vvseGGGw67aAAAAABYodUNBCf0bevpJfKnKV4jcbGk/53I5QMAAADAiqxuILgg9/eMinSrl6Tvi5mtJ+lMSdtIukbSM9198aD5AQAAAACWVTcQzD8XuFlFumzaLYMUxsxmKnol3VnSjZKe7O63DZIXAAAAAKBc3UDwKkme/t6pLIGZrSRp+/Tvlf0WxMzWkHS6pD0k3aoIAm/sNx8AAAAAQLVagaC73yPpovTvU7ok21PSzPT3b/sphJnNkPQLSY9TvDfwye5+TT95AAAAAADqqVsjKEmnpM9DU2cuRUelz4vd/eqS6aXMbFVJP5W0n6S7JR1Q1UMoAAAAAGA4/QSCX5H0b0lrSfqlme0oSWa2lpl9StJzU7qj8zOZ2Swz8zQcUZi2siLAfJqkeyQ93d0vGeibAAAAAABqmVY3obsvMrODFc0+d5N0hZnNV7wzcCXFM4RHu/uZfSz/8ZIOSX+vIuk0s65vqviPuz+6j7wBAAAAACVqB4KS5O6XmdnOkt4t6UBJmyue6fuLpBPcva9nA7VsjeT0NHTDKyQAAAAAoAF9BYKS5O63SjoyDXXSz1aXF9K7+7ndpgEAAAAARqOfZwQBAAAAACsAAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABomb4DQTPbxMw+Y2bXmdliM7vNzH5hZvsPUgAzW8vMnmVmHzGzX5vZHWbmadhhkDwBAAAAAN1N6yexme0i6RxJ66dR8yVtIOlASc80s6Pd/Zg+y7C/pFP7nAcAAAAAMKDaNYJmNkPSzxVB4KWSdnb3mZLWlXScJJP0CTM7YIBy3C7pdEkfkvTqAeYHAAAAANTUT43gayRtLWmBpIPc/SZJcvf5ko4ys+0kPVvSJySd2Ue+v3D307J/zGxWH/MCAAAAAPrUzzOCh6bPU7IgsODY9LlbP8/2ufvSPsoAAAAAABhSrUDQzNaStHv694wuyS6UNC/9/aQhywUAAAAAGJG6NYIPVzwDKElXlCVw9zFJV6d/dxyyXAAAAACAEakbCG6a+/vminTZtE0r0jTOzF5tZheZ2UVz5syZyEUDAAAAwHKnbiC4Ru7vRRXpFqbPNQcrzmDc/UR338Pd99hwww0nctEAAAAAsNypGwha7yQAAAAAgOVB3UBwQe7vGRXpVi9JDwAAAACYQuoGgvnnAjerSJdNu2Ww4gAAAAAARq1uIHiVJE9/71SWwMxWkrR9+vfKIcsFAAAAABiRWoGgu98j6aL071O6JNtT0sz092+HLBcAAAAAYETq1ghK0inp81AzK3s9xFHp82J3v7pkOgAAAABgCugnEPyKpH9LWkvSL81sR0kys7XM7FOSnpvSHZ2fycxmmZmn4YiyjM1sg2yQtG5u0jr5aan5KQAAAABgCNPqJnT3RWZ2sKLZ526SrjCz+Yp3Bq6keIbwaHc/c4BydHsL/AWF/7eRNHuA/AEAAAAASV81bO5+maSdJX1W0vWSVpN0p6RfSXqKux/TeAkBAAAAAI2qXSOYcfdbJR2ZhjrpZ6vHC+ndnRfWAwAAAMAE4Zk7AAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaBkCQQAAAABoGQJBAAAAAGgZAkEAAAAAaJm+A0Ez28TMPmNm15nZYjO7zcx+YWb7D1OQUeULAAAAAFhWX4Ggme0i6XJJb5a0raT7JG0g6UBJZ5nZuwYpxKjyBQAAAACMVzsQNLMZkn4uaX1Jl0ra2d1nSlpX0nGSTNInzOyAfgowqnwBAAAAAOX6qRF8jaStJS2QdJC7XyFJ7j7f3Y+SdFpK94k+yzCqfAEAAAAAJfoJBA9Nn6e4+00l049Nn7uZ2Q5TIF8AAAAAQIlagaCZrSVp9/TvGV2SXShpXvr7SZOZLwAAAACgu7o1gg9XPKsnSVeUJXD3MUlXp393nOR8AQAAAABd1A0EN839fXNFumzaphVpJiJfAAAAAEAX02qmWyP396KKdAvT55oTma+ZvVrSq9O/C8zs6rJ0BRtIuqOQUY3ZyI/8yG8Fy28ql438yI/8lt/8pnLZyI/8yG/5za9uXlv3yqhuIDjUNx91vu5+oqQT+1qw2UXuvkcTyyc/8iO/5Te/qVw28iM/8lt+85vKZSM/8iO/5Te/JvOq2zR0Qe7vGRXpVi9JPxn5AgAAAAC6qBsI5p/f26wiXTbtlknOFwAAAADQRd1A8CpJnv7eqSyBma0kafv075WTnG8dfTUlJT/yI78VNr+pXDbyIz/yW37zm8plIz/yI7/lN7/G8jJ3751Kkpn9RdKjJX3Z3V9XMn0vSX9K/+7g7nU6bBlZvgAAAACAcnVrBCXplPR5qJmVvcbhqPR5cZ/B2qjyBQAAAACU6CcQ/Iqkf0taS9IvzWxHSTKztczsU5Kem9IdnZ/JzGaZmafhiKbyBQAAAAAMpu7rI+Tui8zsYEm/lbSbpCvMbL7i3X4rKZ71O9rdz+ynAKPKFwAAAABQrp8aQbn7ZZJ2lvRZSddLWk3SnZJ+Jekp7n7MIIUYVb5ThZmNmdlNhXGHmdnzJ6tMAAAAANqrdmcxGJyZjUm61d03K4y7xd03n7ySdWdma7n7PZNdDgCoYmbXS7rd3R9bM/3vJW3m7tuNtmQAgLZYXq+bazcNXR6Z2b6SviHpHHd/ZY+035H0OEmHufsfGi7KfYqmruMW2/BymnSLmf1E0jfd/dx+ZjSzJzZVCHc/v6m8UF96bcve0tT4DcxsDXX2oQXufu9klgdTyixJ0/tIv4WkrUZTFGDqSefk+939wprpHyNperdjv5kdJuk8d/93g8XEEMxsN0lPkbSlpBnu/orctFUlbSLJ3f0/k1TENhj4unkyrdA1gmb2NUkvk/Qcd/95j7QvVPRgeqK7v7Zm/lsq3n+4rqRVKpJ+QrETPtfdf5bmHVdL2AQze6i7X9NAPmPqvOPxBknflPQtd/9vn/MOw929r5sVZvYwSc+UtG0qw2xJp7v7VYMWwswelc/P3S8ZNK+KZcyQ9A7Fd/5IYZopblJsJukGd7+oMH1XxXa+naQFkn6vOBAtHKI8a0i6R9JY3d/AzNaRtLK731kz/WMlrVp2sWFmO0t6saQnSXq4xt9IWSDpn4pni7/n7pfXWeYwzOylki5x9ytGkPcuktaQdKW7zytMe6qkgxUBzz2S/izpJHef2yPPDSTtpzhGbabokGtM0t2SrpF0gbv/udEvMgQzmynplZKerLiYcUVHYr9SbM+Lu8zX17HUzP4raWN3rzpmDyTVTjbBV9Qay0GOLcuTdF3wHEWfBxum0XMkXSLpp3XOoSMoU18tkMzsBklbdvt9cuf4/0g6Lxvc/boByzddcXNmsbvfWJi2uqQPSNpH8djQbyR9zN0X1Mx76AApnZ+fJ+nximPpGup+I9/dff8eZVpVsf0vKYw3Sa/Vst/1q+4+VpHXhpJOlnRANiqVYeVcmumSrpO0saQd3f1fXfJaWdJ67j6nZNoMSU9T7jpjFOfCUZmIY/Mw181NMLNpimvFvm7gr+iB4BWSdpC0Ua+LUzNbX3GwvtLdd+6Rdk9Jn1G8/7BWUdKnK559XKC4qFuqOJDW1fPiwMyWSvqDoib0R4MGA6k29RWKE9rqirKPSTor5f0zd3+gy7yz1T0Q3DDlJ0lLJN2hWD/rq1NDfW8aL3ffJpfvcxUnitNLljlN0ucVF5LFA7RLOknS6/JlNrP1FAfju7t8jxdK+qSiBiHvFknvcvfvdPmOfcttf8UD+I6SfiLpYbnkf5Z0sLvPMbMjJR2n+M6mznq/UdIBg94UyF2sLVOeLmlfq3jNS/Zb3aY4AB5T1UzCzG6RtGH+YiOd9L8i6UW571TF03CK4ve9N+XTeK107iB/iWJ7+l6vYKwXM9td0vcUJ1cpWg98yN0/mS4KviPphVlydX7feZKe7+6/LcnzEZI+rjhp93oO/DpJn3T3r/co5waKHpyfJGlHSZsqV0Or2CeuVATmp7r7HSV5PEvSGxU3Zj5dmPZ4ST+WtJHK99/Zim1+XMDfTyBoZmsrji13u/tGvdL3K5WliqviAjI3red+l1vmFopn7HvdkJS7n1wnz1Hq59hSkccm6n1BPqGtGdKx63jFeXOlQrmy/XZM0tckvT07N5vZ+5sqg7t/uEvZ+r1ZcoOkrbr9PmZ2oSLQzY7d2fe7RdL56gSGtW7ApvPY8Yqg57W58SsrzneP0rLXUX+VtHcxkCrk2UiAZGZPUpxfNtSyx+Cy33fcMkrye7WkLynOHy8pTPulpKfn85L0K3d/Vpe8Vpd0gaRHSLpZ0q8V54vVi2Uws/dK+rCk97r7xwvT1pR0guLm63RJCxXXU+9196Vm9gTFear4irefSjq87Doz3cx9q6TdJa0s6XJJ33D3s7qsmmy+cdcFTahxbK6r6+87zHVzE3LXkX3dZFvRA8H5ih9tZh/pl7r7uhVpdlcc6KYrdtT/SrpJUund6mw2xR34wzVcc9w6F+XZxu6KC7QfKna+CwZZoJmtpbgof5mkPXN5z5X0XcWd+stq5vUmSf+nOEl8XNKf3P3+NG0VxZ2Md0vaV9JR7v75ku9WelfTzH6guGNnkhYpDjqmqA2Zkcr8I3d/Yc383i7pU6q+aPtfd/+/Ot+9l7JAMF20Xqk4+BZPOudIepukS9P/f1Bsh9tIemxKf7WkR+bW8Tl9FGllSU9IeZ+XX3b+bqeZHS/pSI1fT1ltzou9S3OkdMDfKPd9V1HUZj465fcvSWemdXCz4uQkxQF2M0VA8hRJ26fl/UXSE9x9yShqpQsnEpf0gKRfKi42fuXuS/vJ2Mw2Uny3dTX+932ZpA0U+0sWfF4vaWt1LsDmS3pE/k62mb1YccJZReXb7v2KdbyVpIfmlvcbSYcUa91SE+EPKU7oM7LRXb5Str4XKS7qPpi/k21mp0h6gXItI9L4rSRdJmmm4qR5tmLbleJG3v6KC+ubJO0qafP0mTlJERgf2aVcWZnXUQSze0v6jbs/syJ9Z0azpymOLXWCrdUUF1NF2ylu2EyX9APFPnVTKtemihqAFyjOI2+XdL27n1eST75ceyku3urekFSdwMvMHq2olcjXflRk6dP6DGZWVbwOyhXbVj6z0kAmlWslxXb4esWN1F4e3HerpIvcujU9ryibkGp4fqfOsfe/iv0s/xs/QZ2a7gsk7efuDzR0rKoMQAYIBO+QtIa7z6hIs7rinL1PGh6j+G2lzveZo05geL67/6NLXr9WBGxPdPc/5sYfKunbimPKZ9Ln2yStLemN7v6lirI1ESA9RHGOXUNxXPqVYp+bp9hPN1a0YNhPcYPpQ4pHF75VVq6U56mSniXp6Z7rDd/MDpL0M8W6+0H6rocqjjeHuft3S/J6p6RjJF2Y8ptXPK/m0u6ouC76o7s/ITfeFL/P4zX+PPQFxbXa5ZLWU9yovFMRFK+S0vza3Q8sLOuFkr6lOE/lA3il7/jKbjdRu5W/JF1ftbSK37gRNY7NjV0396NbhUJP7r7CDooLpXv7SH+vYieuSvMLxcXKZZJ267M8aytO2vukPO5Q5yBaa6ixjG0kfURxET6mqHVcqrjgPErRJGrQ9bmDpGMVB9Z83hdJep2kmRXzPiOl/WaN5XwzpX1aYfyYpJu75J2V55OKg302bXXFgTKb/uQa+e2suMgfU5zM91VcBM9QHPDPT9Pul7RDQ9vq+lkZc+OOTuP+q6iJWUtRy3Nb+i5nSbpd0q6FvJ6gaP63VNLLCt93afocdMiXb5/c+LMlHaZolnusYt8bU5zMntPlO99SyO+oNM8cSc/qY90dlOZZqrjTLkUN0g1dhgW5ct+ftudb0t/Z+Huy9IX1N0/SaYoTYn4fuE0R/OzaR7k/kfK4Ia3LNdO2NlvS3xV3qucogtv8fLsp9u+lko7Njd8lV64zJD1VEThul9bRH9K0U1P6jST9b25bOa2kjD/LbTN3Sfq5Yn96s6L2/ZXp72PStLty6+W0Ql7/SuPXKYz/fJrnn5J2LinDIyRdleb9qKKZ2NLcMFb4v2oYUwRbe9f4faan75Sft/b+kctn87R9/EvSdhXL21YRAN+i6Mymqmx7K/atrGxXK45Lv6saanzndylaatQ+JhSOLf38DuPmqSjXSopzbzbv3PS5RNH6YWEuz3H7bpc8d1bsZ3XKVvrb5vJ6b0qzQHHD17qke2lKs1TxWiwpbmR8s4mhonyl57ouaR+T0l9b91iW21/2lfTBtL1lv0m2DpdUzHtdSrNmYfwv0/i35cYdkvI9ryK/d6Y0f1K6LlHhfJNLu2NK+/uSaV9J006uWpeKIHa+4lpotR7rqdtx8Idp/Edz416VlndGl7wuSvM8Ojeu2/c0xfnh9sL4w9Iy7lMESwcpjudL0rhPK86Nb1A8yiFF0PWe3G/7tFx+2+V++1sVNyaPVdyozbaH6yQ9pMt3Ki1/Ic2TUt7F4/8yx2LV2HdHPWiI6+YBljXuOrLWfJO1ciboB/hHWuE9AzZF9fWYpH/2SHdnynPcBUufZat9YB4wf1PUlnxPyx6Q71dcyB6keJ5rkLxXVtzR+mk6UGQb9kLF3Y59S+b5bTqwbFgj/41SfmfXWWeKJmVjkr5WkedXU5rv1MgvO/j/XtIqJdOnKS66lkr6dG78x4cYTijuwIo7mksVTQDzy39l7vd8dZfve2RK84vC912qOCD3uqj4di596cWGpO+nNN8vWf7mks5VJ9g6rCRNMRC8JC3vGQNsk9nNgIt7pHtT2mbPVFy0rJqbtooiIPuNIlh4Y7ftT1Fbd6SkizX+xPM3SW9R3NWsKsulKf1TCuOfmsvvVV3mPTiluSw37uQ07jMVy/xeyvfw3LiHKE5SS5ULwNW5CFmoCPam1/gdVkvr+N6U3yty0+6RNK9knmtS2sdW5LtXKss/FBfa+QAnC+6qgqDfSjpVEUhuX3Obym4g3a9ozvcixQXIPlVDST4npu/3+BrLfHxa5ld6pDsvpfuDoglfX/tLlzz3S3k+oAhsdk3/36YIUveS9D7FzafbFeeQrXP7xlLFPn1Dj2F2Lv0y0yrK9oo0z03ZetSy++NKkp6oOC4vVMnxppDfpul7jSlqO7Lj73zFxfBX0nY5lr7rRyR9oCK/f6bvU7nclPbwlO+VTfxuFcs4Jzdk+8g5FcPvFMek7Jz+uSGWP1MRsP1Z9QLp+ZLuKoxbKY1fqtyxVHH+XSLpzor8hg6Q0rTs2PSw3Lhu1w0vT9Pe02Pd3C1pfsn4O9Kyts6Nm5HG3Vax3hYpd+Oh2/dM0+YoOg3Kj/tNWsZRhfEfVmc//VSX/D6T0nw7N+5zadzFkjYopD9YEcCNpXI+oiTPykBQcb66J+VxpjrXOnel3+DdiuN9tu++Qbnz3WQNqnndrLipMOjwvF77WmnZJnvljHjFH5dWylmqCHrSD3R2+lG6XkSltPeq5GJmgLIdLul/Gsjn+ep90puZdoaLtOxF6y2KGrS+a7UUF83/o2iSUHYn5hJF05cs/Z2qOHCX5D8uvbofgP+jwsG6JM3DVLjLWZHf1Sm/rrUGijvyY5L+Vsivn7viZXei84HR3DR+tcKyN88ta50u5dswpbkxN+7Tiou8+xRNDteo+H5r9DqgqFMrtU3FfvUlde7cv74wvRgIzlePGvke28wClZxgc9OHqpWu2F52VhxrbinsA/cratQOUfkNhfkpzUol6+2BlMeWXcq3Wlqn83Pj/pPmW7fie22fyle8yfLSNP6nuXF/SmV46QC/RXaX+Y+5cXeX/b6KC5mex1RFbWzZ/CO5qaaoaVqqXK36EPnUPmek7eLGHmmyWqXS7WPAcv5UuZqqbutWEURdrbjI2jyNy84t10s6sMdy1ux1bCmZ53epbC/uUbaVFc0A71f1jYXs2uD0bN/skt+rU16/Updavtw2vEjStBrfZZoiKFvY9DabW8YHtOw5ud/h3KrjSMny1lNc5B+vCACy41eW39WKjvi6zT9ufUh6ZJr38pL0d0i6r8c+NFSAlMYvlLSoMG6JpLklaaenbeWybuVK6e6TdE9hXHZcvqYk/Z3dvqtKWrF1+55p31is8QF3VrO2fmF8ds20VNIWXZafpbk6N+7KNM9eXebZXPGM51j6HR9Tp/y56Y3X0k7UoHrXzY1eR9Yq12SvmBGv9C3UuTN9jqQ9StI8Rp2ai4XK3Y3pkudlaWfqecCfoO94iyqaXJSk31lxsM7uhmYbzx8VwWmvZg2PkvRZde5eZXcaf6hog/9VdZoFLpF0UJrvHsXJYe0aZZyZ0hYPlt0uxBerIgDIpbtHuYNmRX4LVDiJlKRZKS337ty4bF1eoh5NtEqGrNlePjC6TyXBs+KAPqaSk1Eh3d0af3LdXZ2LthslPa/LvHUCwbrr/eO5be0dhW03/33v6rXee/wei1Q4yRXSDFUr3W17KZThGWlfWFTYv+5Q3CnN36G+P7/9FPKal+ZbvWJ59yh3gZB+jzt6fK9pqVzXF8avntbNf0f1eyhqSpcqOmXIp71dhX29S54LytaXGrqpVpLvQtW8uO+RzyLVfERBUTtxrwoXnyXp5lRt6wOW86b0+2yQGzemeLasmHb/NO0Lud/7LerU4JymLjWVdY4tJfNk55sZhbKNqylRNMUak/TjivyuSPk9qpBf2fngHSntGyvyu6Wf3yPtW7c0vc3m8n9k2i8Ol3SEOjUmh1cML1UEc6VN9gr5b6i4wfVZxTXREi17YXu5pC8qnnvdpEZ+N6T5t8uNe0/K60sl6ReV/Va56UMHSLnf6e6ScUuVa01SmFZ5TlTnxvXmuXFvSd/1m12+y7jayjQtazK/RW5ct++Z7bN/LYy/r6zMisB2rLgeu5Tvntz/da6f1lCn1m6e4tnQyvLnpjdeS5v7vo9VPEf+UsXNzNJhgP2xn+tmL+xLgwwEgoUf4BDFBVd2QTZHccfqYnWeKxpLaXpeTOR22EMm+7ul8vRsT11Iv7Gi/fxVGr+xLVU0ETu8MM/6iur3v+XW45jizs/bNL76f21JX88fdNRp5nhMjTJmTbL+VBjfbWefqy4X1IV0dygXGFXkt0A9LqhTutu17IV47eZBJXmVPSN4q6KX1LL0PWtB0vctq0Gx9HtmwcZvVDj5q14geI9q3tVW56S+VNL7y7ZddWqgXjLA+nuJCjVQJWmGqpWus85zaWcq2v9fUNi/luTSZM0xi/vPhrn0425epTRbqHCRrri584CktSrKtW2a74ou33dx7v97VCNAq1jWMjW0kj6Wlv3dQrqsJmq/iryelOb9y6DlGaD8V6vGjY4a+Vyfvt8za6R9pkoC9ZJ0Z6jmjbU+yjnuglBxXiy7SMwC1uINhc0VTXDH0u//bhUC6TrHlpLlLVbhxpciUC89/ihuglUFCgvSd8vXGC0tOz4ons1+oGrbUzSTH3eTo0vandL3/96ott2SZTZaa547Pi1VBIF/UzQTfG7xeFYzv5PVuYGwgeJ556ym6lmFtA9Ny7+oIr+hA6Q0LXu8aK3cuKzZ6eMKaTdJ+VQeMxWPsixVNBm39H2vTeNeVEi7lQotjwrTP5fm+1jV91Q0Mb04pf1QYdqd6hLs1dluFNdB+fNG3RYeqymeAc2OFU+p+p1y8zVaS6s4Hn1Ocb6rVetWc5se9LrZ01Dat0KPZW4gAsGuK2cvRVv1btHzhcWduiKvlRRNT+aoS9X3BH+3Og/WTlN0Z/tzdYLiMcWB9lOKuyDvUVywZAf4VyguSn6sOAln8yxQNJurfN5FUQX+YKCg6P0qy/vrkh5aMs9DFHdGsp2meFAcU1zsbqk4QGZD9hxC14uiVJ4HtGyNR7dAMDtgjrvjV0i3SMteiH87zffZAX7HskDwMpUECmna2Sp5Nq/wmz+gigtKxUXbT9NyFyl6PFstTasTCGbl69okt5D+rblt4JjitqtohjWmuMB88MH0HnmuquhFMGsqV/pMXUo7VK10t+2lRl4PUwRBNxa+b9b5xXGF9MenZd2jkg5cUpoTU5pf58ZlHSt8tKIs2bOypxTGr6w4md6SG3dpyu/pA3znp6flXJIbt6E6z1h/Uam2U3G39D5FU+NxzbEVz35lzTTf0m9ZBh3Sb9a1iVMf+fyfOseuJ1ak21udjqCO7ZHn/indRxr8vrdqfAuCrDwzS9Lfoy41l4pnYbLf7EpJT8pNGyQQ/LcKzajVaZq+WSHtSml7Kr2JltKUPZM2L+3z4x4jSdvt3RX57ZzWxwVl6yqXbu2UZoFS0Kg47zYxXDfqfSL3PbLj+N1pP9lDhSbufea3i5Z9biq73ri8mK86z4R9oSK/oQOkNP07adqeuXGfTMv/jdJz04rz0A/S+PN7fNd9cusva8I6lvaX4mMgWX8A3+iS19aKwOh+xXPcq+W/Z9oXnqY4V48pbpoXA5AsaB53A1GpM6Ye32eRpP/k/s+C2spn5FPaVRSvxxpL3+Ogst+pMM9daqiWVhEoZteP9yvOeVlt3fnqPCY0prix/jtVdLqV1vew180PKALBrufxivnpLKbGStpe0QTinYre8g5XzY4Dcnm8X/EQ7dz0I5+r6BHo/VXDCL9TVbv3Rygegr89t0EuUQSyz9X4O7VZV/FjGt/G/yJFl+JdaxtKlj87XzZ1egfMDvS3pHwvUqd2JFvmuGCqMG/Z8OSKsmSdAV1YyO8BjT+hZneGHlWR30PS/H/PjXtzGnfBAL9jWSCYBZZPHSC/R6X8zqmR9iB1LqquVTRvrBMIZkH72/oo12sLv3PxxPyr3O88V3GH+GOKwPDliu6Y35DGnaZOYDGmXMc4XZY9VK20hryrrrj7u3/u/+fkvuvZipsyZ6lzUnqxOhccT1c0eTtAnc6RlmrZTl/yveeeomj2vrbilQeP17I9YD65ULasOV3+mb6s5705qlGbVShH1triHSXTshPkHYpnSF+S1ndWtksUndqcok4HQmOKE3bps96KQPa1aT3eqvEXlcWhZ3P6tO7+oQhkSp+Drbk+1lan45Glimb4H1e8U/GN6e8/5L7n1ap3s+L16Xt+VRW9kfZRzqymY8PcuN+lcQcX0j4ylbVrywlFc+Pj1TmXnKKoNRkkEMw658rX8Jyaxr2hkPZZKf9/V+SXtd7I9zCd3dh6VCHtzJRf19YPihuSL1Jq8qk47++jOE88RHEz432K89xcRXOw7EZmtxvU/Q4D94yY9p8d0u/aM6BT3HSam9umlyoC6V8qjhuPUZ+d0SmODdepc53y27L9ThEcjqmixkQNBEgp3fPT9E/nxm2uThPoOYr9ObvGGrevdCnfq9VpCpjt87uXpPtTmv7iiryeq87xLqvpXqrYn7NWP2OKgG3ctYQ6PUPv2avcJfNmLUz+nBuX9X56aB/b3ndTPvdl36UifWO1tIqauTHF8WBWGrfMeV6xj343bZO9OgLKmtcPc918lyIQPHOA34NAcFSDch2yqHPgW+YAXDEMdYCuUbZircq66nQMky/DvxUPkPfsXEBxl8/TBvkF9dElfiGfQzS+memh6lwUlQ3/6nbQq5gnG0rvmqV5P6rxB/Re+XUNGBQXcGNathfNPdO6u0l9PleluDg6qZBfFlh+fIB1n33fWjchFBdtx6lz0fbrXtuu4gQ0prijWPv7Km7APFCWv6Im85Pq3CWt2r+y6YsUgUTls1waslZaQwaCXcr0ncJ3zL7Tu9L0X6p8HYwpeo60Qn5fqLHOvlhSjqzpbv4O+irqPE+a1ex8WtGb6DMVzTX3S3+/Kk27Irecv5T9JorXm1xb8b3KfuOfqMvJVNF078+F9D2Hmr/PBurc3f224gbiYVVDl3w2UfRw122bzsafoRrPVOXyfW8uv3s1RI2RomnfUuVqgNWpxb9G8eqjVRSvL/lbSvuTGmV8lDpdx9+tzmtx+gkE35eWl38dTtZD3j2K5/ieoriwuyul/XxFflnzvEfmxmU3KotNlz+bxlc1Ray6BuhnWKI+Xymlih5rc+XbSXHD4RUl0/ZXvKIoK8N/VNLzd8l8puhZ9khFUD6nsH3PV5xH3qVodVQrMFS0HCjtoVhxfnhkGnq12BkqQEp5rKG4nnphYfw+aT3ljykLJL2pj216hmKf2l4lwbdiXzs4DWv2yOvR6vQzUDb8SSWBZpo3O/a/s27Zc/O+Ma3H43PjspY9PW9CF7alr+W3n4q0jdXSqnNz+Jm5caXnecV7EZc5PpakGdPw181Zb621H2PJzbuOogKm8tGCcfMNUtC2Dcp1yKIB3/kz4rLlA8Hs3VLZ3ZUfK+589XOhPjvNP7KelhQnkJcrLqz+N/296wiX90PF3e38ewR7nVgfWZFfdlfylSMs80xFcNnz4f3CfCsrmnz+Tv2/63JXdS7aeh2QV1PUYP1OfTafU9wkuL7bAUvxLOvrJf1IEVzMVedu4dy0/n+oeA6v9rsxNUStdNov/tzP96xRHpP0GkXLgn8q1dbnpq+pCEyzwHlMcaf7y+rS66viBsLtGn8xcLu6NK1UNG3bR4XmPIog6we5PHpdyGbpvq/qZxVXU9wQOEMRHBTL+oDiBsMXVNH7Y8rrWHUu6D6rCFC3V9QKdB1q/j6PU+exgloX8z3y21sRMJ+ffu9/pr8/rRqvlyisv9MK67zX0Kts+2a/XW7cdEVtRVmAvkAl3b9XbOdvUuedlf0GgjspapB/XBj/0y5l+5ek9SryO1zjb3xsr07g8A9FLcBluXzHBVG5eWvfgOg1NHl8yZXvU+k7FGvoN1GnK/78cE/dfaTkOPJGxXE7e01Atv6Gft52gPIMHCDVyHua4qbWixS1mTMn+vuVlGlbRQuLdyiuq45Qj1ZvikcX/ld9tPpI862c9rMxLRtIbaDODeWe72st5HlCr2ODGqylVQRtS5Tr1TvlPack7ZZp2q8ryvZSDXndrAhgH6mK68+mB0sLRgUzu0VxgbTyZJelqFg2M8tOgl+XdJK7zxkgzz0VF1dzFO+WuaHBIg/FzJ6v6Dnu5Mkuy4rKzExxobS1JLn7hya3RM0ys0MVLz3erkuSayV90N1PmbBC9WBma6nTScJV7r64R/qVFc/tbK2o3f+34nm9JQMuf1dFU9X9FE3I1igkuVcR1PxO0QnG3/rMf2PF3cyVFAHGbe5+f815r1d8z1e4+0n9LLdHvo9V9Da9Whp1jToXF125+35NlaEbM/uQopZsiaKjjbNrlu28ijxXkvRwRTf61+TGb6KoLXyWYl244rn6t7r7X/os96aK2vutUnmGWldpO3+1onZwC0VNz1mS/s/d76qYb11FzeR/3f0zufEvVDx/u2YuuUs6wd2PGqaso2ZmD3P3f3WZ9ldFTe7D3P263PhsO/q7olv7xYqb3fso3iP4lgHLMktxrHitIhiTJK97DZWOB1sqmu6eP0gZCvltq7ips6niGHOb4hGOq4fNu+byp/R1y1Qqn5ltqagh/XeX6WsoAtw73f37ufH7KGoLN88lXyjp3e7+uS55LVI0+V4/N+5eRe319JL0cyU94O4bd8nvVMU5ekpdN/dCIFjDchYIPsHdf99AvvcrNvjiBd+kSt93Q3efNtllwfItBTe7KZoiSXHj45J+g5g2MrO1FcGgKXqcmz+JZVmcyrGmuz/QYL5nSnqyotbgRe7+n6byHpaZXSdplqJzpG9M0DJXUdztn+/u907EMieDmW2geCY3CyzP7hZgTTYzW0fxvOHhilfTlJ4XzewmxStxprv70tz4SxS1Dwe5++lp3E6KGtF/uvtONcvxEC3bmmaLbFL6HFP03Lh7j3xeoGiqmC3X898pfd8fpXyf4+731CnfZOt23ZKCnp0Uj/SsUpXHKIO0FeW6ysymKTqHzPbdP7r7vIr01ytuSk3PbpKa2bWStlG0xLohl3YVRWC5tCxITGmm5HVzL8v1j45SZmaPdfcLayZ+jGInKN51u1XRycFUZL2TDJCp2fsVF7XH10z/ZsUL3T88ivJgtFLA97dB5296e5nq+eWlwG+o4K/B8s1RNENtLAhMHq2oDXpxU0FgqunYV53ajkGPHZsqml9N2B38tH5vqZN2eT6WuvsdiudBp6RUc/t0RfB3kKIpmSm21W42UHTpnw8C11T01rlI8fyqJMndr0g3V2ZVlGEHLRv4bZJNSp9LFD0wnqdo+vz7qgvylOcxiiaNpmiiu4oK53p3v9vMblW0TniWovnu8uLB75JaXX1GndrSOka9r5u0fJ2HilIw109FSNaaZEvFuyyleNn9Noo+BT6aS/sSRXPY2RX5NX7dPBHrjxrBGpazGsExRRfwm1fP+eD8Nyg6kCneqfqWYsPf2d3/2XCxBzbob5HuFD1Okro1NUnr7lZ336xmnjcoXpo89HZRp3zkN3H51Vxmo9vLVM+vaU2Vz8y+qnjGuNFjlZndqWiitG4DeU1XPP/ycuVuwOa/S6rtuF5xIbFNVfCZ7lpv5O5T8mbdVN/2lkdmtosi+HuxonYvCyxuUzwv+hN3P7vLvPMVnZOs5u5jadzTJJ2u6A5//0L6OxU3iEtrNtLv67ky3K+4gD5fEfz9sZ9aYzM7QNHRxzxFx1OnKjqwGXeuN7MnKwLXn7r78+ouYzLlr1vMbHfFepquWH//VXQwV9ncf5RNzgvla815yMzerngM6s3u/vk0Ltu+liiez/+bogf+1yiO3ce4+3u65Nf4dfNErD9qBCuYWXb3bKxkXD+Wad4wAfqtMStLf4yiQ4/Pm9kz3P2+4Ys1qWYqOuQY09Tc7psuH/l1kZo1vlLRy+CWimcjtitMf7Ziv52yNQMTzcwepuiIZUdFjVT2HNUCRU3RlZJ+67nnyybIhxWv4viMmT2zwZrBSyXtY2ZrD9P0Nd2kOF1Rc7JQcRH4eHWePZT0YG3HiYru9w9RdCDTzU8lvd3M9nL3CwYo01b9ztONu9/YVF6SZGaHNZXXKJvTlTGzGYrnFR8vaTN1mk+X8WIAVpLfRoqaicMVF6NSp/bvC4qOnP7ove/o/0vRe2sWcEkRULpie8wvc7rieFr6jFayWNHjYhb4Xeg9nlvu4Y2pLO9w9x+ncnRLe0FKu1tKd/0Qy83z/HlghD6oCMr/oegF95IJWCbK/VTRtDrbt+TuZ5vZ5xXb5GtzaU2x7X1U3S2X181T8YJ4Kik7Eg3SLHEkTRkbynstxd28onsVO8EXJV2edowL1Hk/WKmmLwpGoMnfYgPFhV2Tmt5WyC8/0WwvxasINs6lXeYiyt3nm9mRknY1sxvc/Q8Nla3p7WVC8kt3SD+hdOGVjS4k81z6iyQd7e6/bbBsXcuXyvJyRScXF5nZ8YpeYCufH6pxrDpW0n6SjlK8F25Qr1A0B71K0fX4v7M78CVpf6gIBA9UdSD4EUWzwK+n4Lffjgma6sjA1cx1RP63PUnVzRz7cbKZndNQXpWBm5k9SfGuxA21bFPN/L6SH1f6Hc1sVUWzx8MlPVXRHM0U2/OpiteUSPFOs7o3KH6m2H9PMrPjFDdyDk3TflhI+2hFhypV28jMhpti75k+e3bQ5e73mtk8dZqjzmqoDBPVPO5xaVmHuvvlE7TMURrZeWjUQX46bo5rnuvubzaz0xU9lOY7oTqpx3Y/Fa6b+/49CASrbZM+/6JYuflxU8UeihNF39LzgespmiMV5U8C2ypeDNxLUxcFU5qZzVS82HwNRffiWA6Y2RaK9/Ktq6ih+Z7idQPrlCT/sqSvKO7uDRUINr29TGR+Zva/ivePZRez8xSvE7hZnZPN6oraj+0VNQmPlnSmmb3L3Y8dZfmS/LFqpqQ6naf0PFa5+xlm9kZJx5vZZoomQdfWK/UyXpqW9ybv0hNeTva6gl6ddDxHsX1+QNJVZvYjRQ1D5TN8uRqypm7ADJVPl9/2fDV7Ub5vQ/l0LZNFZyk/U3yPsyX9StEUeJ6ktytuPD1ZcWPhDkkfUtSk5/PYUxH8vUBxTDLFc6C/VDwL93N3XzxgjekJipqPhytqLZTy/0pJE7bnpe96bkV+e5nZ/T58XwSZdRSdENW9gM1f84y8l96GTVc887VcB4ETdB6aNWy+Sd/HE3f/jTq153VN2nXzML/HCn/RPozspJ3a6C4zbgrZX9LhhWYU6/W4C2qKA++Oio3w113S9GuUNZ/ZcwSr5v7ux7hnaczsAxp/p3/jPpr/unIPqw9Qpryy8pHfEPmVeIciCDzZ3Y9Iy/y/LmmzfWLfXPma3l6men5PUicIPE1RQ3Zht2ZoFgehPRXr+TmSPmFmf3X3c0dRvvyia87f1zy5u9FLFSfYl1l0onFbxWxld553Snmc22uZ7r7UzO5W3KCrcpKWfUbrRWno5eS0nJVqpK2tyd/W3fdtsGhS/Haj9g7FBdh33P0wSTKzEyQt8k6vrp9Ix7gfpzI9PpvZzK5SvB4mqyn8o2J9/Mjd5w5bOHdfkFpDvEWxj86XdHqx6btFz4i7Kl4ncXpFlucqbjrU6otA0YR1S3W/5pwraSMzW71XMGhm2yhaMs2Wql+JMkVdK2l7M5vmA77Op0lp390k/Z3tr1PlPDTSID81kV/q7jfVTL+ZpGkVNXhDn4tGeJ7sikBwAoy4enuWxt/xXLVkXDfnq6TZU9MXCg35jTo7TVnwOohis526O/LNkr4m6bjcuN+o2TvZ5Nesp6f8ezbzc/f/WrxjqNgCoMntZarn95b0+X/u/s5eGaQA8UJJh5jZpxRNKt+qZQOgpr/vKI9Vs0rGzegyPlO2/U6XtNhzPTb2sIZ6dByh5mvNmtD4b9sEd//WKPIteJLiO1c9PyR3P9PM3qL4vkdJ+lia9LA0/1clfbSqo6BBpWaklT0JpmZv+9TMsom+CDJ/UTSHPlDjm6oWvT19Dv2arEnyTUVN0cGKxxSmkuxGxJQ4D01AkD9b/d3Q+KMqbmg0eC6a0GMpvYbWYEP2GpqvURySl/Sg9UjFHTwpNpZvKJqjvKUinzHFHcErBmzqNCnSeix9rqsPD67DVJW+Tpa9oonsHEmPqZh/TNGEZV6X8vWz0/YqH/kNkV9RCuwe8FxPi1X7tpndoXgtwWrp/6a3l6me362S1pe0rrsvGDdnBYuu6e+WdIe7Z3ebGy3fqFm8oLhvxYsX67zwfmOPVxN03e5SE7oLJV3u7rsMVPBJsLz9tk0zs4WK66kZuXFLFN9vvULa6Yrz7z/d/ZFpXHaN4Ir3Vma1gXeWLCs7Tq47TCdGw7D+ezK8Q9Ia+fVTmH6Qomnt9ZL2zz9Hmzs/rCzp3Ypg1iXtPUhHSZPBlu2VcyVF0+E9JD1rsr9D2nevURzrt9MUOw+N0gDb8ch7NJ2M9UeNYD0mKesRbPUuB+cXS/ofRbvgByRdIumL7n6pRli97e6XKdce2My+oWiOMhF3QSfaLYpnkcb63REtXhJ8e35c2mnm5dKcr7hwHbT57y2KJhaHuPupw5aP/IbOr+g+STPMbCVPXahX5LeG4mD84L7e9PYy1fNTPG+3oN8gMJVlgZktUK7J7gjKN1IN3o0+V/Hs18slfapbonSB+HHFRe5ZVRlavCtKkn7s7jc3U8zBLW+/7Qjcp/E3sO6RNNPMVnX3BztkS8/53atlWxvsqmgu+iJFk9HHKXrBPVPRgcrP+nh+bkqx6r4IJEnu/gszO0XRk+klZnaaomZcFs/p7qjoHCm7YP9S3QAqBd67qncvrhPVy+x7Fa/a2FPSH8zs9+n/Xp1bjeQdm+4+L2t26O6zp+B5aCpZXfFaiZGZjPVHjWANZvZ4xQPWeykOIvMkneDuH0lt6n+h6IpeWrbGakzSa3LPCGAI6eRwsKLWp68qeDNbX3FXpWuN0bBS+Q6S9Al3f2+f844rH/kNl19Jmr9I2l3SbukGSlXNzGGK57DOcfcn91OWFYXFu+q2kbSTu1/V57wPl3SFpOvc/aGjKN+omdldimP4o9194Ob9ZraT4mbdQkkvcfefl9R2PFzRoccBiqBie6/oSS5duC2VtGY+yBhGuonYL3f3VzSx/CoDPl7h3uV1AGb2xEHK4d3fQfsPRbCyjrvfk8ZdpHhlwxPc/U+5tJsomnDd6+5rFfJZWdIzFDcODlQ85uGKbednig6ufqGKGsHc73iLp/edDfvbmtnhqUyZfRW9jf+pZL4Hi6JOXwTTFDfG39Q1cbxm5VhJb1L0Wiot2/LHFPvjCZL+t+bNvGMkHaG4gO9phNcGxff0FVu+VF2Im0Z43VIs36iW0RQb8PUyZUF+PzWCFh1CXS3pv+6+9SBlmKqoEezB4iW/P1B0t5ztuOtI+qDFS1o3UJy8H5B0saQbFe2Nd1c8G/JFM7vQ3a+c2JI3wxp+L9KQ/qoIBEfaKU03ZrazpL0V7/86q+Q3/aui2++qKvx+kF+zTlM0x3mfYpsuZWbbKy5IXNKPBl1Yje1lquf3K8VF2bfN7CB3v7VmvhtL+rZi/f1yhOUrpm/6WLWqoinxUM94u/sVFs+FfVbSqWY2W9Fpkczsx4oL5e2z5JJeWxUEJncoOi1oJAhMjlDvptnFC3NXvB6jLwNsy7P6XYaqL67P7TG9W37drpkuU/yOO0r6cxr3W8UrG95vZs9ONYGrSvpMmn7puAXEc6S/kPQLM1tXUUN4uKIn3hdr2Q6BHm9mZ5QEREekz6skvSc3rt9m9/nfdpZG0BfBMguLjlPeamZfUHznvRTXXSspOmi6QNK36tyUSrWA5yiO90sVnd88UhG8/kXRi+tDFOtjrqLH3VHKr/eTNbWf761OOPnntZM02Po72cwOVlxD5s3scaMku6Gxd/r/d70WNJHXzU38HitMIDjgHcMyxbuIb1b8kAsVD3b/XdIuko5WvC9kHcWLVw909yty5dlWceG5k6TXK15O2SjrvBT4AXe/pTCuL2UXHtbQe5Ea9Ne0jEHaQS9VBOld7yKa2VMV3bH/wQudY5jZuxTv7nrwTqWZvcfdP1konxQ3AZooH/kNl1/RZyS9WtJzzOwnive0rSQ9ePd4J0nPVeyvaypekN71BNHA9jLV8/u44l1ju0m62sy+K+lMRU3fzZIWpXQzFMfInRQtIw5VNAm9Q/H+wZF/3xEdq25UPNs3NHf/vJn9R7EN5psEPrewvDe5+y9qZHmJpKeY2YbuPqeJMipeaVBlpiIgebzi4vlL6tJMqultWb0fr8jK9kpJqyjO21U9Ad6o6m0g/5zOvYptucrP1AnUskDws5Jep9gn/mNm/1L0DLp+WnZlhw7ufpfifWRfNLMdFMHcoYobzaa4yXKnmf1c0enI2R6dvWS/Y77MvX7bXk5T6qUzLXtkfRGktO8bpJA5r1dsD1cr3t05O9X+zHX3J0oPXit9QvG6jrPd/WNdcxveg6/58tRj9RTzYPmm4HmoqFdHWTMVr0lZTfGc+mW5abuqc6MkM6NkXDfXqce22fS5aATrbzx3XyEGxUGniWFpId+/KC4yDyuMf2mWXtILu5Rpv5Tmih5lny7psYqLgpcqXhhbOhTmy5oHXVEyrp9hSUmZHqJosz6muPg7Mv19l+JZl3cr7niOKZ7NeoOkw0f8G6+quKv3yBHl//W0Pl5aGL9rGj+muIC4LvfbP35U5SO/kfzGD1e86yf7/cqGMUUX39uOcntZHvJT3PSa3WN9la2/GyTtMhHrTyM6Vkn6ZFrmUxrc/lZS9DD5XklfUARTH1S8OHxaH/k8PX2fz45qX6lY9hMUQcbpSo+XjHpb7qNs6ytq2q5XNJ0cJq/tFD3wLVLh3FuSdo20Xb2wMH4fSf/RstcYCxQB/yBlMkVg+V1FgJrfL++awG1gTNLNE73t9VG+C9I6eWavMkv6Vkr79Mku91QYmt53J+NYoGgK/F5FS7335sbvowiqsiG7WfGBiuF9inPKk3sdozWCc9FErL9J3+ga3Hj3aWoo5Ht3WrHTC+On51b65l3KtIrijuk9XaavIelzacOpdZFVmD87sfyzZFxfQ0nZvpKmnVzI++ZCugPSjnSRpNXSuOsbGq6b4G3o8rSeNy6M/2L67j+WtFIa99k07ruTve0z9P07r63o5j2rQcwPtyjuEs+c6O1lquanONa9RZ2bYl1voilqQ45U4Xg54vINfKzqUb6ZipPrbEkPn+zttqR8b1M0dfu2RnjzpMuyn59+u7dOxLbcZ9kem/I7oaH8PpvW80AXp4qWV09Q1BY+o86xpWa+aymabp6nkuuD5WlQ1Mo8UfE8bq+0j05pux5jFBfeSyStkhs3JmlOSdot07SFmsLXLQ2VrWf5mt53J/lY8J607IO6TG/0hoZGcC6aiPVHZzE9pIfy73L3DUqm3aG469j1AVuLLtg3LKZJbdjPU6cN+xWq0Ybd3UfWA2mhfNcoekB9uLv/K40bU8mDtWb2csWd0/e5+8dshK/LGCUzu13xuoAZhfHXK5qIPcbdL07jNpJ0q6Qb3X3WRJURzTKzLZR7DsXdZ/cxb6Pby1TPL6VbU1Gruqk6zz0sUDQVvcr76GG0qfINc6zqUb7DJG2keLZpVcW7Sy9QdEq0tNt8XuiUIOWzyN1rPW9qZs9VdALTtQfD3KMQmyiaQElRc3VnRdncu3Se0q/UsccCSVd7egVCYfqkHkvN7B5FT3vb9EzcO68NFeX7tbsfOHThRsDiJeuHufuHBn08pIz3fla1W3lWVjSDXU3SP7x3xy6vkvRlSZ9297f3SHuiIgB+pbt/s0uaRZIWuvv6uXH3SlrZ3aeXpJ+reG63iQvi2tctZravorf53RRNCaU4vlwi6Yfufm4u7YRcVy0P56G6zGxtxfXz78uunc1sa8UNlP8Ou6yUX+PnoolYfwSCPXT7EdO0nj0tdUtjZm+T9H8a34b9wWUV2rB/oNeFS5NsiPci2YDv3yrjFV24m9n7Fd3bH18nL4su19fxLt0wm9n9Kb/1cuM2VTxrcoe7b1RIP0/SqsUddITlI78h8mvaCLaXKZ1f05oq3zDHqh7lG9OyHWzUOlmWHOvHFD041nppscW7qrZ0967P8A94UdjojTWLztJWdvc1SqZN2raXgpAFim1i3EX/gHnOVbScGXdDeBSGOfalm9dN8G7boEVPuIcqape+Xpi2v6K55aZp1M2KZm3ndluQmZ2haHr3aHe/pKpQ1nnX5m/c/Rld0lwvaStFreGSNC7rBfkh7n5DLu0qitrAMUVNzdCqrlvSMjdQNO/NeqQudiSSHWvOUvQ0fMcEXletUOehtO+au6/bRH49ltX4uWhC1p+PoAp7RRpUUXWsaEZW2RyjWxpN8TbsiqYVd5eMW5o2srL086fKb9Ml/Q1Vv5fiuZelihffZuMOTcv5aUn6u4vraMTlI7/h8jtH8ZLmuvl9T9JvJ3B7mdL5NT00Vb5RHasUPUv+rt9h1NtxSrPPIEODv93O6XvdOdW2PcUraMYk/aeh/Gam/O6tSPMwRQcq766R3/tS2u0q0gy8zWjAx0PKhorlfSr9vu8ojN9EnWek8sM9krauyG+2oilnnSbb09Oyr69Ic3ZKs01u3PfSuPcW0r4slfGaJraXGuVfVfEca9bM/o+KDj9ek4aPpHFjKc0lKjmOjbB8K8x5SFHLOqYuj2cV0u6raG55oeKRgOvS31+UtG/N5TV+LpqI9TchG9ZUGDR4hyyjCgTvUv9t2H89gevrH2njWys37qI07nGFtJvU3dkaLuMoAoWlSg/yK+7SnZcfl0u7rgrPZ05A+chvauXX9PYypfNremiqfFP9WDXAdneXKoKOyR4U78a7LK3f06bCtqe4uN5W0lvVaR77pYa+76dT+S6pSPPxtMxX1cjvrSnthxvcZurcPHhO2rYuV/SSuE1ab6sqXg9xuKJX9LmSnt0jr7+m77BdYfyHUtn/pgiOt8ptC5+uyG+xutxU6JL+TkXTz27T357K8cbcuCencfcrOmp6leKZqvtS+T7WxPZSo+xvS+W4QxUdUSlqJ7NtufRZ3BGVb4U4D6Xt+gcpvz9WpNtA0hlatrOz/JCN/42kDXoss/Fz0USsvxXm9RHd2AAvFVW85yVvQyt/PcUGaRll0x6ct8v46ZLmeXT3nFmkeAB8Ge7+HzO7W9GO/EGp+UgjfHxzukbeizTFbKBoAtLNyYq7Qseb2dMUzwftnub5fiHtE9PnPyewfOQ3sfmtrOrmgE1vL1M9v2VYvOfs7YoamG0V62q2olv749z9zh5ZNFW+FeZYlZ4PnKl4B9xEL/ucHkmmS9pCndcXLFT0eFqm0W2vz+aOpugUo+v50Xq/lDr7rs+S9AjFtv2VivRPTZ+/qVG+HyteHfH0qjL2qfLYZ2aPVaz3syU9x8e/f3K2pNlmdoriVRE/MLMnuvufVW4zxQXn7ML4gxTr6mjvPCP1JsUF8lMqyj9f0rpmNsPdF1Wkk8U72tZO83TzU0kvVPx2kiR3P9vMPq94lddr81kqWmh9tGq5DXqBYh292t3P6pbI3c80s1cr3mX7QkknTFD5pvR5qMZ1b7bvHqC4/nZ1WXfpnHCWonfsbDs4R1L2zOAWil6e91Jsv2ea2WNL9p/MKM5Fo78unai7DJMxKDaIPysi5/vTCh9T3H06X/F8XnYH4A6VNO1RM00symoEr1fUCE7LjbtWheYMafwqim5wF5eUrVZvoxVDt/I9P037dG7c5oqD71LFA81/VHSBm+V1cB+/S9+1syX51LprqriwektKf2lFOlO028//doslHVGS9kdp+hsmsHzkNwH5pbSrpd9+7gRuL1MqP0k/l3RSl7x3UZwsu91BvVk9erJs6vtqhMeqQQZFr6nX54YxxfH7+orhBkVNTFa+j/a5TJO0g6J3yiekv0tf7dBj/6g7XKjopGCituW65bpeceN3nRrftfb5UXFjoyq/OYoOger+VosV/QFUla/JY9/P0/fYukaes1J+P6tIc5/i+aT8uDUV1zQLVOhmX3HRWtW0NmvKeWiN8r0kle+8frbv3PxPU3TJf4akHypqBlepMV9T1y13K1790XP/VHRitlBRaTBR5ZtS56Eu+0ad/XYsreeur2pRw7WzGsG5qOn1Vzas6DWCTbxUdNgXsXZzvaLHny0VFwFSNLfYRtH+N3936iWK2onZhTxO1uhe4n66pDcpNn5JkrvfZGYHSfqOYuPeK01aqHg24mdVGQ5bO2tmH9D4O6gb93G32BU7VPnE2JMONbMvKw6o8xXbxHX5dOnh8tmKOzo/H1X5yG/o/LZSXNTkrWpmT9D4h/MfnE3xIukXKZqW/KnrwobcXpaD/A5U9ECmQvq1UrrNFDfYvq+44WaSHqO4e72JpFPN7BHufu+Iv2/jx6qS77ytpOepvHe/H7v79bnk62jZ7c4Vx+/8uG4eUDzL9JGa5XqI4n1Zz1X04pp3r5n9RNHkrc4LvV/WY/oSxUXsP7xHb5JNb8uK82LPsnXb1kr0ein1g99V8fte2SO/NRUXZz25u1v0ajkzGzfqc5viN7jb3f9do3yzUwukvSqS3Sdpppmt5J0eQfdWBC5/9tRBS84iRaDSzQ8VNS/Hm9nf3P2KskRmtrOk4xXf94e9vksZd/+N6tXcZstsolVZ3iqSHkj7SCV3HzOzB6Tu1+pNl28KnofKyl533/2Fu99Vkbbp2tnGz0UjWH+lC1lhB03hDlk0hduw1yh73+9FUjO1sx/Q+JqHuneK/6toxtTXXfI+10uj5SO/RvIru7tftyZgTNKzJnt/m8T9vNux8h1p2p2Sdi2Z/kh17p6+cdTl7PEdhnqHm+L9ZicqLi661X4uUXR9PyPNs7U6HbTsq84xbZ+K4Qlpva3eR9mepc47aLvtF0tTmgMne3takQelZ/QUvb32Srtl+m1uzI0b6blNcdF5n+q933O64hxdVYOXPff0tNy4k9O4D5Tkt0QV769L+2l2TbBQ0uclPVPRtPMRiptSX1Snd8/LVKMWr4HfdejrlpI8/5nm2a3G8ndPeZc+8zWK8rVp0IhqZ7vMP5L3iTayHia7ACP+ke/SFO2QRXGH86+SvlIYn70QsnhR+kelC43lcVCnCv6fkmblfoubc2m2UtzVXCLpPSV5zFRcZG2tTvOV23LjyoYtJ2qHa7p85Dd0fkcqLtCyYUxR43JDxXCd4mT6HUn7TfZ+M8n7bLdA8A/q0TGG4ibWmKSzJvt7DPH9V5J0pjrH4P8oXt7+iTR8O43LjtdnqOSCQnGX9s8Nl207dS6Kr0nreztFk+ZV09+vlvQvdS6uu/ZSyTD075EFQZ+rkfZz6Tc5JTdupOc2Rectlc3acmnfmpZ/aUWa96U0typuDB2vzvXKwwtpn5DSnt1juZtJuljjr3+K10KXSNqiR16NvKBeDVy3lOR5XLZ+Fe+Y7pZu49zv9n9d0jRevjYNiiDw7j7Sz9MU7shr4PUw2QUY8Y+8SIWeqNIPv7hL+rmKl0pX5fl+SW/rowxvlvT+Pss9UBv2qTxoBLWziu7dfzzZ322iykd+Q+dXur0x9Le+FLV9SyStXTHv2mkf7voc1FQfFC+tzoKoV6k8yDNFwLUofd+XT1DZvpLK9ltV3CBUXBD/LpXty5O9TlfUQdEkOgtgPqKS1yAogvSP5dI9viK/po99b1LnRtj7lOvVMJdmTUnvUdQsLVX1c1prSrpCywZtYyrpqVXRVG2pCq9t6JLvqopHei5I5chqPe9P416nGq9SSPvrUvV4tjOlPTGlfVnJtFFct2ykzisB7lQ063yaouZzD0mHKGpEF6hTk7dRl7ymbKu35WFQg7Wzy/OwQr9QfsCXii71ipfQWsUL5rukv0HSVt7gi3wnQ+qpax1F+/auvMuzI2Z2l6JH1BmeekpN6/JOd9+wkHZLSf+WdIa7P3340peW5/r057XufkBhXD/c3bdrrmQYlfQczgJ3P26AeRvdXqZ6fmn+0mOdmd2n6PK68uXaZnaH4oJztYnc34Y9VuXyOU/x3NNr3P1rPdK+ShGc/d7d96lK24S07raWtL33eP7PzB6m6IV0trtvWyPvdRXN8nZWdEdetR5d0n7p74n4bZ+meFazVtnqHJvNbJqkh9TIT+5+fkU+n1TUjrmiNdLvJGXb2NaKZsLrKm4enODub+9VtqaYmUk6VdGc2BXNRP+m6NRJitq4XRXBqil6Dj3EKy4QzWxtRUc1eyqeWzrd3b9dSLOKoiOYtSW9wnu8LL4w7zRJ66Xy3OnjnzusmreRF9SP6rolLfM0xbPU3daxKV4/9mx3/2uXfIYq3/JwHqpiZluo3rFA7j7uuUgzO05RA36ZpAPcfU6X5WysqJh5hGLfParnN1D/56LJui5d0QPBsxUnqQeDPjP7nqT/UbRj/2gu7csUtXDXuftDK/JsJBBMHVksdfebauazmaInrsqLl1z6Ryu6SH684iBf7Eggz9193MPIZjZT0rsVJ95eD+t3zSfltUjx3p/1c+PulbRyWeBtZnMVD1RvXGO5pdKD5XsrTm5nee6B//Q7StJV7r5jYVw/fNAgv6p85Dfx+fVYVqPby1TPLzd/WSA4W9ImVTfMUrp5Kb91Rr2/NXmsyuU5V9H5wlq+7Gt+ytKuqngW7153X69LmpUkPU71L1yKr/TJ57VI0Utl6bJK0s9VXCzO6JHu7ZI+rE7HHt06VXqwmLk0IzuWmtl0ReuYZ9YsV2V+Kc/tFDV0z1IcQ+rk12ubeYfieb+s047sAisr7yJJH3L3T9VYXtVy+j72mdnKkt6lCFbX7pJsvuJl8Z9097od1Uw56Ri1heIl3Pf1SDtd0VLs38UbJaO8bjGzdRQ1tYcojgkrpUljinc9/ljS59397oo8hirf8nAeKmNmeyk6bHl0HxmWnTc2knSl4nh8t6SvKmrjb1LsW1srYogjFPv0XEk7uvvtFWUb+Fw0WdelK3qvob9W9ET1TEVVuxTB3gsU7/TYVHFX7BGSXqMheqKq0O39PrMVd3s2r5nPHxXPBPT8zczsXYpeR1fqlTabpSSPTdIyZ5VNr5tPzi2StjKzabk7e7dI2sbMtvHxtbNrKarsuy/M7KmKk+4f3P2dhWnvUjTRydaBm9l73P2T6f/sLnb+t9lPDRqyfOTXcH5Danp7mer5Zda08e9tul/SKma2ebcbWalWaS1F78ijLN8ojlWZGYqLrMogUJLc/f50AVYaaJnZcxTPhm1as2yuCMi6WShpDTNbpWaQuobiYrcq3SslHZv+vVZRo3WbehyHFRdOWZkyjR5LFZ2hHKhoknyyoklsnbKVMrOdFJ1prCM9+DqHrLnewNz9WDP7uqIb+ccqnvMyxbN0F0r6kbvPrVG+xo99KbD7mJmdoOgOv6wH3DO8x3v8RsHivY7neY1eTWvaRNGpR2UQKEke73W7O81T1Ph1S265dyt+x4+kebObOnPrHHMaKt/ych56kJntrXj336pp1LUa8Fjg7reb2TPUqZ19RxrGLVad2tmqIHDYc9HI118pnwLtU0c1aAQdsqjmc0bq8X6fuvnk0t+gkvf9laTbT51nAd6raO6RPXi+raLr2vcp3mNyu+IFsFuX5HNimm+u4oHkbVXy3EMf5c/eE7RNbtz3VPLsgKIb8zFJ1/TI8+tp/pcWxu+a+01vVHQA0vO5jBFsf42Wj/ya+X0Vz2N8TXFhdrWq3+/Wtae7FX3Qsj0YFo+VSxVdbneb96CU7lcTUM5Gj1W5fK9L3/MhNdI+LJVh3PaiaKK2RMv25vc9Sd+sGnos79xUtlfWKFvWcc+5PdL9I+X5BWl0vSsP+FvcqC7PcQ2Y3y/V6WRj7yn4faf0uW0E3zf7DrMVz7K9XEN0bqS4tnlANTrYU9y8eUCF/iTStMavWxpeb1O6fCP6zuel7/EHRWu7JvJcR3Fd/LfcsXos/f03xbX0OjXyGcm5aOTrdLILMIkbU60OWTRcF/TZcFRJvv0GgrdJuq9Gup+mZR5dtSzFnemr0wFz85J8spdFN9LtuEbwugxF84mlkjYujP9iyvfHklZK47Lg/7sTuI01Wj7yGzq/VXL7R7Yv9xp63nxZUQf1CFRU8WoIxTF1TLnj0AjL2eixKpdvvkOWrt3uK5pRnqMuHbKkaWOKGrZNGipbviObV6okkEnlerM6HdlUBlEp3RJJa072tldStoWpfNMaym9eWic7NpTfEyU9to/0j5H0xIrpU+bcJukbafhYybh+hq9XLONCLds5THaM/q+kUxQttnboo8yNvKBeU/w1X1O9fCP6zgvS9+j5qpYB819FUZO/sfrspFEjOheNfJ1OdgGm+qARvd9HfQSCigfZlyrasPdKe1NKu0FhWeN675O0f5r2hZJpixUn35UaWo+jqJ29XfGcTHH89Smf3XPjNkr5zq5Z3pUVzWY2ULS3H+Q7N1o+8hs6v/fmtrWfK+46P1XV73fbZ6K2l+UpvxrLe4mkw1Xzju0w5Wv6WJXLd9uU71LFaxheK2kHRfOqDRS9yB2leIXEUkXTy21L8smCjq0bLJspbmJm2/NNkr6v6Jr+85J+kfaf7Hj6G/Wo9UrfY+4ItoUmjqVXS5rfYJnuUh/dxtfIb0zSTX2kv0HSkorpIzu3DfjdxiRdWRjXz7VQz5tqimewnqxoLnl+2q+LgeGtiptMb5D0iIq8Xq1OS6idKtLtnNtPxvWSqiGvWxQ3CJ4oaY+ScX0NXco/0teQNbHvNp2fohnzXQ1t29dLurCP9L9X9fswR3IuGtXvkQ0remcxW2nIDlnSg5/rZP8qNpw5ijt63YwpTlrzcvkcLOngXJojFHc4f1BVpLTsvRXtx7/t7kf0+A73KWoO186Nu1/xyoy1C2lNcXflNh//kPT1infcrFW1vCZY9AT3fMXD3fMU7b9P8t7Pvtyv6AVyvdy4TRUXRXe4+0aF9PMUXU93e47nmZJerHjvUfHZzf8qDgLfdfdf1/xeTZeP/IbL75+KJnzv9iE7a0j5Nb29TOn8mtZU+UZ5rDKzAxVNrdZQde9+90p6kbv/siSP+Yrz0LoNl22GosOEVyr3vFiuTFKci06U9Hbv8eyXmX1LEcBv60M+qzWCbfljio5O9nb3C4YpW8rv94reLmf2Wi8188tutjbSm3jTx75hWPS2rLTcLxTG9cXdP9THcqcrnrPcV3FTbk9FLXe2jbt375xumiJAeqTi4vwbij4j8r24PkNxHTZd0Sx6j17XHIVl9LxuSduFS7ral+38o98L767fdZjydZlvSp+HLHqEfZKk9d19fp15KvJqer9t/Fw0IefxUUStU2VQw3fpUppzNcD7fTS+ZrHf4RrVqApX3DFbWBiXPUg7syT9PSq/83h8mucxk/07VnzX7OH+NXLjDk3r66cl6e9WyV1gRTPZP6l3k8Fs+u9Vo4lXU+Ujv8byW6Saz430+F0b3V6men5NDyP4viM9VilqBr+uqEUqlnGu4nnTcTWBufn/rGim1bV56ZDl20rxPPrJiovdX6e/36I+nqFRtDyZq+g4YaA72qPa9hS9XP5D0cPfNoOUrZDf81VoUjdkfmPq71GPO1Ry3i1Mb+zYt7wPij4XDkn70oOP6PSYp7EX1A9R7tmK68qzS8b1NUzAOl4uzkOKlmxLJX2kge/c7377X0Wvq92mN3YuGtX6KxtW9F5Dpfo999RK7+77DliOcwv/f0BRG3dcxTxjiu6cr1A86F/nPTr/lfQoM9vQO+9EuVLRvGBfST/LEprZIxV3uueW5PMRSc+V9EUze7JXdGFcRxO1syX+rrhT+HJJn0s1nK9W3G37XSG/dRUXE1cXxm+gOLlsrvjtb1M80/MPxYWfFF0LP0JxANpI0QX8BWa2u1f3ADd0+civ0fzuVjy4PXANQNPby1TPr2kjKl+jx6oid79e8UzeK8xsW+V6WkzTevmi4pnKlyq6J+9L6lFxkbv/qEv5bpT06X7zLcnn2tSD3vckXWlmxyqeVbulx3zZO7BGtu25+3wz20/SlyX908x+VLNs494dlsb/yMx2l3RcavVzgruX9e7dOIt3yK2nTo+6ZZo+9i1XzGw9RQ3IPmnYRVHrnV2fXaPoNKQrd7/Z4jUDr1Tse7ur0+v6EkWQeLLi2cX7u5RjqOsWd59VUq5x4wbV1HXV8nQecvffmtmbJJ2Qeuk8xt2vq/P9h2Hx3syN1Cl/mUbORRN+Hh82ap3Kg/qP9mt1yNIjj50Vz5IcqYoH0fstWx/L/4zi7sDTc+Peqk6t4qMVD8PupugNaamkn5Tk80TFHci5ipfOfkDxGo4nVg09vm/TtbNHpHwfkPQrRVOQMUWAvWEh7cEquZuqTqcWCyW9XhUPB6f19gZFM7Clkk4ZdfnIr9H8vq8hHzJvenuZ6vkNsZ7WUEkHEaMonxo4VqnkWRH12QFIj/Xx1fQ9XjjAvOOOnYqLgh819Xvl8l1f0pdUXYuSH5bk5h3ptqe40PlzH2Wr08v2u1PaRYoeRM+pGH6bm+/wwrQxRRPEqvl/J+lSdTrt+FxFuY5Qg8e+IbeJrZoaKpaxoaLG77OKl3sv0bK1IJcrbqi8QAPWeiiCwI0UnYDU6nRII7huafi3aaR8Te+7TefXZb78M//3qkbv34obCoflhjFFYHVYxXC44nr+vLSsrj1hq6Hr5olYf8vkMVEb7GQM6iPYUs0OWRSdS/xJ0qdKpr1LceB+8CQp6X+75LO1RtAcQVHrNybp+7lx0xV3C4sn0OzEMu6h60Lavi8KhvktUvob1Lvph0n6rpatJl8s6YiStD9K09+QGzcrlfsBSQf0Ubanpt92iSo6gBi2fOTXeH47Kw6WAwU8TW8vUz2/YQZFQDGW34dHVT41cKxSyfFJfV5kpXm+UTHMTcu+IW2vVWm/nstzqaRbepW3gd9sc8U7uaqaIY0bJmLbUzwrlnXcs1TSVYoORX5XNVTkZ4qbpvmu4nsN+W35A/2so5LhXEnr9ihfY8e+IbeLWkF3jaHX9UH+uulv6fd5rnId30300O9+pnrXLU9UQz3MNlG+pvfdpvMrSbeaovl6P8eppWneDxS2ybrniyztYsVzynW240HPRSNdf2XDCtU0tKRDFkmaaWbfqJpNnQ5ZpEKzixL/o3ho+UuFZe8q6WMpv/8qfsRtJH3czP7g7n/Mp/fmXpxadL6iuvjBpg4eL0zdR3FgfZZiR3JJF0h6q7v/oySfG9X/A81NWl2xQXflsfUfamZfVlwozFe0xV+mmYDFi1RnK77/z3OTXqT4vX7k7mfWLZi7n5GaJv1PyuOYEZWP/JrN73Ize7akH5jZryV9UtJf3b3yRds5TW8vUz2/po2qfE0cqx5Q+cvg+3204IhUlqr5tk5DFVc0R5Viu1/fzFbzGi/IHsLHFM9D3irpnYou+G9397Ea84562/uw4obmnxSd8vyn7jK6OFLSm9Lf5yh9V8UFWB2nKY45Unzvbyg65HhLxTxjSo96uPu1VZk3fewbUr/7wDD53KN45cGpki6pue31XxCzDSXd77kO/RrS87pFcRPgFo3v+KObH0jaUmrker2sfMvbeehoxXXsEkXT3n723dmKa+TMPopjf1UHVA/ut4oOG6uaYDdxLpr483g/UeNUHzQBHbJoBO/3UdTifVHxLp3r0nBhGrdvw+toFcVDqGs0mW+N5da+c6U+XpcxZJlOTcupfdclN+8B6TudOpHrkaH279P4Xeymt5epnt+Q67+sRnDKlK8k/6wm7NG5cX3XuqVzUCNDLs/fprKdoujp8ImpbHconqN6Yt2hR9lvTsvp+8Xko/5tFc23lqq5F0hfmfJr5D2Xg2wry/sg6Tnpd7lccQNkG0mrpmGWoknd3xU14c/ukdcvU7p8Lcq8NP6dilqxyu7yFc9Jrl0xfbqiT4Y7csu4XtKRTfyuqt+qrLFaxibK1/S+OwHHgutS/i9vYBuecvvtqNdf2bBCvT4i1Xrtmxv1ATXcIYuZ3S5pLS9005y6jd1a0VvQxWncRoq7qzd6yQPC6YHQ7yrenSONv2OW/ThnSXqJu99RVbaU57PSn3+qk35USmpnj9AIXpcxDDO7RnEHfF3vsxvi9ODw3Yq25w8dQfEwhNQtdCPcfaWUZ6Pby3KQ3yn95FGwqqJZl3vqansq729mdryiNud+xcXrAsW55H5FLVRd7u77N1y2AySdrmXPD6aGu6A3swWKpp5rD1DGkf62Znan4gZrI6/gMLOFihqWtd19cRN5tomZPVbxzNTZkp7j3TtbWUVRe/pkxY2IP1fkaYrXPWTXcXsrbihJsa3fq3gP3nmKWrW/uvvSNO8TFa25blU0i1tSyHuaoub38Sq/zvqCu795Iq5brP9XFtyhuHE/YxTlm+rnoZI0CxUdB63Z63q9xvIOV3TE9cNh8mnSZJwnV6hAsKjfHa5mno2838fMVlU8+L6LYke9QHGg+m9KsoXiXSl7KQ5UlynalZcecHP5jimqzNdz9wWDfs9hWbxn6ANDZHGdpCf58E2AukoH2BnuvsaA8y9QvJ9xg2ZLhmGZWa+md7V5asbd9PayHOQ3pt7NHHvJB4JTdn8zszUVd2KHDeIe/L5NMrMnKJoy7qRowjpLcdf4vxWzlRVum4plXCppB8WNzr4usEb925rZ2YoAYeh3h6X8blR8z0bf7VixvJUlPVTxWMY/fERNHieKmf1c0QlGz3dOmtksRc3bL9y9+OhOr+XsrM57BJ+g6Owlu2i9N7tpYWbvl/RBRd8N7yrJ5w2SPpfmvVJxA/5eReczj0vj95L0dI34uqWf61KLHmYvlHS9uz9kFNdVU/08VDL9WkkbDXLDankwGefJFeoZwRLbqH6b/7rmS1rXzNbwzrNFT0qffyhJ74peworeqLj7NVfxzMNZJWnel+4Gfy+lfYPiBcJV5krSZAaBybmF/4eqnU01rpJ0rbsfUBjXD3f37dLfa0u6c4A8Mvco3bFsunzkN1x+vS5OBtTY9rKc5LdUcef1DMWd9n6sJumFhXFNl68x6Xj5FDPbURFsra545UOv574mhLv/XvGeKEkPXkzOqQrsBvA1xcXy8xQ97PZj1L/tsZL2k3SUpPcPsZzM6ZJeZWY7ufsVw2ZmZjspegu8zt2/Xpi2v6RvKR7JkKSbzeyl7n5umj6Kc9uoPVbx3sKex1l3n21mdysCrb64++WSLjezXyp+/9cqej6XomfizN6Ka61uz0m+Ln1eoWj+fZ8kmdnnFS2u9pP0Mo3f7oduVZZqnQ4vzLOemZ1TkWdWi7ej4ntlLws/t+nyaeqfh4p+KuntZraXu1c927e8mvDz5ApdIzgKaefdR9Jb3D17v8+5igPRW9z9c7m06yp+0Kvd/eGFfP4saQ9Jz3f3n/ZY5iGKnsH+6u579kh7nuIOV+07p7kD0r/d/WWFcf3o2ixq2NrZXFO/q9x9x8K4fsuY1VAMW6ZbFHemVm66fOQ3/O/btCa3l+Ukv8sUPa2+xt2/1mde60uao+b3t00UTcBGdqzKLa+RFiWp2Vo/7lOneU9pzdwoWrukfL+neA7xDe7+nT7ma3Tb65LmdYoXNn9X8e6wyg5XeixvE8WLxK+T9Ax3v2fQvFJ+n5L0dknvcvdjC8u5RssGLVLURu3s7v9eHo59Ral53sqSZnqPprVmNl0RiDxQt5bDzB6izjsE91G0kJI6rRPGJF3m7run9FcrmtOt6YUOlcxsC3U68XiRF5oBmtm+itZYf3f3XQvTht7PGqjFO1/R/PaukrybKN+UPg+VTF9L0l8Uv+cz3f2GQZYzrFFdN0/EsbRoRa8RfFDa2f9H8f68B18IrDgZ/DC7O1fDyYqmCseb2dMUTRV2V3RtXbyblF0A/LMkn+0VXdGeWmOZp6a0O9RIe6KiCcWbFL3A1bFv+ryqZFw/qu4qDFs7u1/6XFgybipounzkN7V+3zb6qyIQfLSitmiq2FejPVZlPqS42z6sc2sur+j+dGPvuGKLEU/PrQ7LzH4iaR1339+id+1Fiovsb5nZxxTN6Kpe2u7u/oqK6Y3I1ZAtVdTcvMzMFive/VtVtm41ZA9T9D54gqQbLHrn/Id6v6D+/C6TsmNV8abu6xRB4N8V1x+LJZ2kCG7eqqhtXh6Pff9S9E7+OvVupfQ6xbVm15pXM9tBywZ+m2ST0ucSxTsYz1MERr/3ZXv83ETSvGIQmDw2fS6V9JuS6Vmt0qySaU20KjtNo+thdhSt3qa650j6iiK4vsqip8w6++7JDZdj3/Q5EeeikVrhawSt4Q5ZUg3gdxTds2bul/Radz+pkPZHipekvsndv1CYdq/iDtk6Nb/HPMVLUHveUTOzzyiakX5C0gnuPrdH+qzZwjx3P60wri/u/q1B5psM6c5Lv51B5D1e8ZtMyF1YDMeqXyNTJquZ+aei58b/qMHtpentbwT5vUbxmpxLszvvdVXUCA5bvlUUgcByc6wysyWK2pN7FU1OpeiyPGv+s77ie0kRDNyhaB60TlZUSR9192FqFbqVrdiqod9nQvM1+iM7ljZdQ5b7rpJqd7zj3qWzHTO7SXFTeLqnDkzS+EsUj3Uc5O6np3E7KS5c/+nuO9X9MlOJmb1J8cqKpYpXe3y6WKtq8dztkYoL9pUlvbl4HZRLW9z27lfciDpfEfz90Ste85NuCrgX+mJI0z6laFJ8ubvv0mX+OxXPjK7a9Us3ZFS1+YOa6uehopJtpVYQ0/R12qiumyfjunSFDgRtRB2ypLyfoN7v9/m44k7Y8V54eNjM/qm4K/lod7+kx7J2VxwUxzUxLUmbVU3vobgTuVTRNfocdb9z1LOZVJMarJ0dthxNPLA/Yc1xMJzc750/6HW7MZRNy/4fU+zLwx4wi4HRsEaZ3yMkfVsRED/W+zhZmNkMRbfvcvcPjaJ8y4sUbG2sCP7OUry/8kJ3fyBNX0Xxbtr/lfQUSW9z9y+a2bZp3KsU292T3P28EZQtCwQ/qAG2b3f/0Kh/W4sewQfJsHR9mdlsDfZdS5/JNLP7JN3juQ4aUiB0t6IWcB1f9pn3hZHdYB1CTLZ0Q/xUxfvcsn4Q/qZ4BYkkbSZpV8WzwqaoFTuk2zEkrY8L1An8LuzV5LQw/42K9/LNKrnW+oPiGu+b7v7KLvMvUrxXcGbFMvbVFLhu6WbQ8k3181CRmZ2rwfbdqV7LLmlyzpMreiD4Nkn/p+oOWWSdDlnWkXSUu/dq6tBE2Y5TNA25TPG+kDld0m2s6KzhEYravaN65Dtlny1ouna2kPfKiq6RXdJd+buyFfN8s27+VbL24T2W1Xf5yK/Z/NKzGqspOhxYR9GT3R/UuXjZVPGs73aK92N9WVGDs3saL8Wx5FeKwHAg3nmeoNHtbyK350FM9fKNipnNlbSupK+6+6t7pD1R0ssVz62dmcZ9UbHN/sjdX9Bw2fp+nqRLPq38bTNmNl/Rm+tqnnoETY+OnC7pd8Ubrf/P3nmH21FV7/+zEghphIQepITee6+BHwgIiBRRAb8UAcEGioIiIDaKSlGxowgoIoKAjSolFKkiIFKU3glJSEgPyX1/f6w9nLmT08/MOefeu9/nmecme/asWTNnZs9ee631ruCBGlpnhE+uY2leCHp9BTgJ92CXwzvAd4HvVNPbzBZNFkaa1CUxSs+U9LVU+yr4Qvgg4HCVyXs1s5Xx0M0nJG1QZn9h85Y80Kp+A+071O3oxP3r74ZgIYQsOem2LJ5/MQZfNbwIzyV5FZ+sroLnCRyBT0anAOtJmlhDbleGSRXhnTWzvYFD8JzI92V2v4Kz7F0u6Ybsse1A3vpFeS3LWwwnGlkfOFrSVRX6HYjncTwC7CbpXTPbFvgL/r5+QdIP6zlnRETwFg0Blqk1SQyTujeB2yS9P7SNwxctXpW0Us66pT2C1+Bj75fUIQKGSjCzt/HFly0lNcOomZW3b/hnLvV2zewhYFOcvOLG0HYZziT6zcQrHtqH4rmnL6pCDmO3f9vSMLPheCHrcp6omyTNrkPGTrhH7r46z7kVbkjfGf5/AHA1HlJ3Cr5Y9z6cbXYznEnxfSrDph7mTL8Gfi/pkMy+IqPKBuPlKz5MBS8evvhTzYAuTL9uhZkdH/55taTXqnaOqA9qsHJ9X9pwA2smweCt0XcQnp8xrY36bYV7I3rwsM1yWw9uHG7ZoXs4GP8gXYOvms0M2wuh7WPA4DrknBiuZRLw/ir9dsdzZxbgE+5yfcbi8dPpe1RuS/bfBSzfxnuWq35RXj6/L15nagHwsTr6fiyc49RU22Gh7a5OvIv9ZQP+CNxakOwVgT3xHO7Dqm1tvN4ePOqi3v6TgcmZtml4bai8dXsdWBD+PQ+vzdbxZ6SMnjPxcgV5/ibzcJbJPOSdHmS+gXvIzk+NT+tm+u4Y+v69jJyu/rYV+Pv24Asd9fZ/Hpifabs+c2/S25eryLo59DmuzL7c5i2Z/mvjBEK1fuNHgbWryClEv27ewjXMw+tzd1yfCjrmMm9u19bfPYItEbJYG+r7mNlonOHzQJyhL2GD6wEex1e5fiRpahPnbQlmtjbuJV2fhcMNEgjX8yOSnq4iKxfvbFgxfxhf7TPC6jmefJ/QK4/BQ2l3pVSA9iVgc9UgzmkVeesX5eX3+4a83HH45K9qeFVYrZ2BF/JdP7SNwCfk0yQ1VKcnooS8whEzMrfF2Qu3rNU3QZ7nr4YQrm/AKNUoU2BOjT4FN/oWT7VPx79lS+asW9oj+FLQcXSe58gD4d1dRdLwmp3rkzcJQA0UXa4hbyTumVmX3iQ0P5f0qUzfH+B1hM+Q9O1Ue1d/24qENUigYmbPAyun3+GQl/x9vGZfQvoyG/iepK9XkLMxzkbagz9fr2b25x5VZl5S5FHcAzgPn+NNwBf8DV8MGI97ChfDn4NNJS1Uy7Wbo96Kgpm9ic/Tu/IbnOe8uW3otCVa5Iaz/S0ANquj7+b4YPBkqi1ZmXmiTFsj24I69V0UJxVYDli0w/dueXwA6sGT3X+LkxbsBewNHI0TSSR0469T3cszlRy8s3i4RE/Y/+lq9yncz8+E8y4AflfjvENxAp+Vy+wbTiB5wD8cZ1NmNTlv/aK8XH/fWXiOTb3vwNtkPCT4yuucvJ6XvJ+/IuXltRG8UHnph+dvzqa0+v80Tjpxe7WtHdca9JuHf/i/VUffb4bn/75U25Jkvk15/xbh35dSxoPVpNy8n+XvBN0qej0a1G8CTt4zKsd7OQovdv83nHPg/8r0WTSc+19k5iUUOPZ1+xau+7UG+k8CZlfYtzhuHG0BDKshZyl8wl7W60YBUWV46YMePHdxrSr91sRrUC4AftpG/br6OwTcgJcTWabTz20Z3XKdNxdx/8qeo9M3ruAf5bxws/9V7aHBDa9Hwgt3bqp9fNi2LNPW0FbmnM+R+tjXcS134QWGa/WrGg5VaSsjJ7fBKvRrKLQH97xkJ+HjwnnexQl26pW1Rxg45uOrfpX6nRDk/yzTPhh4iN5hHAvCy7dIUfpFebn/vm9S50QXWC/8zhNTbYOCbq/l8bzk/fwVLS+vjZIhmIt++MS6Byf+Wehj2ekNn6wpXMNPgdXK9FkV+DElY/bw1L4Dw/XlPtmntyG4Lu4FvxUnPWlFbt7P8hJ48fcX6nl/69DvUDKh3x1+RsZR4NjX7RsNGIJ4Sk0PHqlVtF4tz1vK9Hk5/NY71iEvCSN+uY36dfV3CPhA6PvDTj2vVXTLdd5cxP0re45O37iCf5Rl8ZWjBXh89Dl4/siG+GrRgcCPwscvibNetk26NboC9jx1eBZTD0NDWxk5uQ1WoU9L3tnQfgpNTojwFdoFwFeq9Lkh9Nk+055MGmbiJUFOx71FC4BPFaVflJf773tlkP8PqngC8BXle4K8K1Ptq4XjH8jjecn7+StaXl4bJUMwF/3w8XsBsFLRurdwvekP9QI8DOyhsL2aau8Bfpk5/mJ8PP5oUb9F+PfKwMdxpsf/4ROQrXAjdeVKW5ue5cPwWnDv4Cvt1+LlSY6kyTxQvA7efOBbwJIdfkYKHfu6bcPDN29LbYkH5bYq2+34ov7ccL0XVpH/NbwMS736HA98rUx7y/OWMv1mA+80oNs7VPZ+FqFf13+H8NzIebh3beNOP88pvXKdNxd1/xY6R6dvXBt+mK4kZKFxQ/AVPEekVr87qB4S9TAlt/QUKoRJ5TlYhf0teWfDvmtDe90rpqljdw/nv7ZKn2eD/JGZ9r+G9hNTbckq/YSi9Ivycv9918VDYxbgE+Cv43XbNgjb+4FvpMaLWThTb3J8Mln7Xh7PS97PX9Hy8tooGYK56Iez7L1dtN45XO+ReCRIT4XteeATndAt/LvhBUQyhB0FPsvJ9ztrUDe0wJmSlxgX74S+83AW7wlUNkQKITgK+hQ69nXbhheZr/Qe1LPdAYyp8by0vNBODvOWCu/GjAZ0m0mFaLAC9eva7xA+hj5H6Vu+gMDCm9qX3WpG0+X0XOc6by7i/pXb+jVZTIKiCFlaqe/TSHK0mY3CvZVTJS3biI4V5A3HV1TOAL6hVMJ6qs+zwHKSRtYpcyZ+PZVIcVoul2Fm/8O9MmMkvVOPXqljR4XzPitpzQp93sE/BmNSbYPCcSOAsYk+ZrYIvoL5HnFI3vpFea3Jq9BvN3wFfSkqF6U1/Pk7RKGWWzj2GNwLcoWkJ1p9Xsro1tXy8kJCUELIb2pVPzO7CadIX6rR56YdyJLjmNlmeKmBpfFn7S3gX5Ie7qRu1mQhY0mDsm0FPMt3kGMR6SavVeE+XRz+/7qkU4O8i6scV03eUeH4wse+bkIgadkk+S/u9Z4GfL7KYT34xPk/kp6pIb/u+VXo/zwZ8pnQnnuZLzO7APdA7qMa5T/M7AN4zukFkr5YZn8R+nX1d6iVd7eJ4xpC3vPm0Kfw7/iAMATTMLNFceMNYIoaLGLabH0fM9uI0sAHcAk+8J1Q7XR44esDcEKEGyXt3Yi+1WBmp+LkBPtJ+ktmX26DVarfVsB1eEJttUn460GnBzPHT8KTv2sW4a1w/hk40UdZpjgzmwP0KMVMl2IVW6jYbNBncUmLFaFflNeavCr9lsKf7f3xXMD0wtAT+Or8hapd862l56WvycsLKUPw3Tz0M7NdcQr4sySdXqTuzcDM3sBX69vCUtoIzGsHjqlkMLUgtyufvdT5Dm/mOEmXpiaiT0laL8jrwb9plVgCK4h7b3GgLWNft6JRwy1veeasvCjF1Jva19K8pYy80XhI+AjgQEn/qNBvG/xbNB2PVptWoV/e+nX1d8jMxlfTvxIkTWjmuEZQ0Ly58LF0kXo79kWYl3qYKGmbpC0Yfm9W6H8XsEI569zMxuL1rxLa3XID/kp4/aqDzewfOKVvQvm7Px63nsYovJBpzUvBQ1fOrqNvI7gQD4U7ES+WncY3gA8CF5tZrcHqYjw59pvVTibpATNbj+a9s6PwXM9mMR33BFXC68DKZra6pGdD2z7h711l+o/I6JO3flFea/LKQtJk3Bt+hnlB3jEEL6AaK7Tb6vPS1+TljVz0k3SrmX0OuMCcmv2clLxuwP6U6Oxzh7UQmSLpgILU6upnT9KlLRyeFIefVKatWbRl7OtWlPMqtwNmtgQesj0CL+mwEHKYt2SxL/ATPKfrzjDvvAP34gGsQIlo8B3gu8CHzBaeckq6rAD9uvo71A6DrgXkPm+mDWNpvzYEcSauoQ30XxEP/eoF8/o+99NYfZ/tgHvNLKnv8wJOaZ5gPL4ifm8Vfd4LhQB+o5zrjUh6J7idtzKzw8p0aXiwAi6rcc6peHL+t5rwzi5CE+FBGVRblb8LT8A9z8yOxq/xc+GcWQ/vmnjoxWsF6hfltSavJoLhV3ZhqA60+rz0NXl5Izf9JP3EzJbEP6qfCKuo1X5XVQvHyZx3R5ww5T1jC887uUs1QtTCiaqN8U2hWmSKmVWMTGkjuv3ZaxqSFjL6yrU1iLaPfX0JYbEjeU7+Lakns/8MFl5oX87M6l0UEXB5xZ2tzVuyuITe3uPxwE6ZPsm+0cC5VWRdVoB+A+071BQqzJkh/3lz8fdPbUig7NRGToQsFFDfp1HdCro/ywQ9RHUinUoJ+gu1VznXc7RYLqPVe0aKGKHC/o0oMZKlr/FxYFCm7wlh34+L0i/Ky/f3zXtr9Xnpa/JyvG8JeUou+uEfvuvKjFfVtqrPCc4u/QALj3nZ7V5Ste0okRPcXKatka0SOcRYnPW23Phcbqy+ixp1qqrcg62A4/BJzenh31t14t3I9F8NZwz9PV7q4tbw75MpU5qjgesdhkf1rESN+nMFvBN9auwr4PrXx5kPjyqzb1d8bpY8Ry8DO2f6nFHm+a93LHgFJw5bqBYfBZT5ojahXyNbEfr1qe8QbjSvgy+K7Rj+XbOuYg7PbLk5ca7z5nbcP0n93iNYN8wTrpel5OFL2sfh7vYFeHz1zQsfXYJ89eXHZvYMHv/7ETM7RdKLma5H4gxDHUEIiftR+O87OJtokRhHDt5ZYEkzu61JHZastlPSY2a2Px4yuyoldrKjlVmBxIuEAvy9YP2ivCbkmVmywjpL0kOZtoYg6c4K7Xk8L31GXt7IUb+v4uFW8/GV1b8DE/Exu2GY2dfwiSWUVubn4sn54Kv0Sf7F1sANZna6pLPxcQ48YT/BOBrHQt6hnCJTasLMDgG+jRNNlNv/PHCapN9XVL6AZ8/MhuElHz6BX382Vu4g4Cwz+yXwBUk1v6/Bi3w88BG8aHMiU2b2X7zkzA8lvZ06ptx3qSlIein138K+bX0AhwNfBL6Sbgyh3tfh4W4J3gf8xcw2SM2rvo972sB/w+dwEqatqpyzB2d4LJt7FzCOfOYt70HSzg3Iq4qQC5m3fn3iO2RmawCn4Rwa2dzamWb2R+BM1RG10STupHUvfk204zver8hirABCFjM7BTgT+L2kQxrU5wr8A3OqpHMaObZZhElMNQzFB4PdcY8geH2qqwvWq4fGkrdfwdmXFs3IaBVSHaQNZrYMMF3SnDL7FsFXMMFr8swrQr8or3l5ViJveFoLEzo0Kq/mglkzz0tfltcKrAxBSSv6mTO1jQOOkXRxi7odhE/+wSnlfwDcIOl/mX5rAnvh35Zx+HN1EKXcjFkKpAyWE7mBmf0B+DBuZH4JuEgVwr5CeNgn8dCjoXg9zJrfLzM7E5+MJwbRq7jHBPy7kYShCjhb0ml1yGz52TNnybsRN3At6HVHRredg37CJ0J7qsoEx0okG8tRmeRFwBvA/pIeCMc1tcBQTnYytrTz29aNMLMHgc3wItzPptq/gXujH8PnUnPwed14nNDr8xXk3QFMkvThFvVqed5SJIrWr1u/Q2a2Lx7KO5zq7+4s4GBJf62lW19AUd/x/mYIZuPEjfonfgkhy26S7k7JvBZfbf5ALW9gGX12xz9ef5K0fyPHNos6J7vJizMbL0J7YYH6HISH3FxCi+UyzOzXeegk6cg85GSRt35RXvPyzOwF/D14VtJuQX7S1qi8VfPQq6/DypBv1ehfkXwrZ71m4eQIIyXNb0HOIsBLuGHwF+BQSTNrHDMCL0eyD26crFJmlbZlhMiUZ/HV4L3r/RaZ2R54ZArA6mUiU9J9d8HDLMGv6RuS/pvpsyZOiPAx/F3aVdId9V9JczCzo3Bq/Dm48f3LrJFnZoaviP8AJ+epuDBgZstRot1/G/gZ7l1NG5a7AseGPpOBDSS9mZPRBpRIUrr921Y0zOxV3IM9VCmyIzN7GNgY+KCk60Pb+rgX/ElJ65eTl6NedRtaleYtRaLb9SsCZrY6/vsPxcfE71J6d4WHdu+KL5atgY8ZG6q7CMSqIpk3S6rKuZHb+fqZIXg4Xi8lwXjcuGuakMX6WH0fM7uE6pPd+UGnfwN/SYe85KxH4p39IbA4bnx2tFxGMwjhSAkl96R6wo0iBi7yfl66SV4Tq8/PU6Y2V976mYfhLytpVL3nqSBnf5wZ+gV80j+rzuNG4OPpKsABkv7Uih4VzlF4ZErw1H6IKp6WVN8fAp8FrlOdzKMtPnsT8G/CsZJ+WaPvMcDPcTKfst5YMzsP+ALuadpdFeqqBYPxZpyJ8QJJX6py3v1xJsBXcYKPCSxMEvFF3Mj8hKTrql3HQIKZzcU9HUun2kbic5U5wOj0Ik9Y/JGaL7exAf48LQbcIumJ0J57VFmF82+De7DXpcT2OgVfnJigCgRT7dKvzHm76Tv0c3zB53a8TEPZY8M5rseJeC6SdFwrOrcT5iWWlqkUjZT7vFQFJ1R2ciMHQhZ8BWVmC8fPCD9Ux+9Hm+/9GXiOjsJWLbG2XDLtHGCHDum+JJ48/gRuOCd6zQ9tZ+ALAx2/z3Hr/Jb389Kt8hodT6lAvpW3fviK8AJg2xZ/xx8HOSc0ceznqTNJH/c4bgHs1ID8a4Nuuzeh2+5Bt2tr9Hs93PN6noUlQ9832vTsTQnfhIpEbam+Q/CczilV+jwV9NisDnmbh/v3VJU+24Rz/g0YUqXfoqHPXGDrVp7X/rThi/HvkiK/wAmbeoBby/SfTJV5GbAHTqr03TL7vhLOlX4Wvxz2ncHCc5Hc5i3hmh6pQ9ajwF5lji9Uv8y5uvU79Fw4bo06+q4Vrvu5Tj/jDb4PC5E/5f17pLd+5RHMIngIZ0v6Qwsy5gGTJY1t8vjXgaUkFVZHqhuR8s5uh3+YRYve2Xag2byRiIGJvJ+XbpZXRBhSHvqZ2eI4w6fwsMnna+lXQZf7gC1xb+CTDR67Dv4xfkAVQmfN7KPAqZTyOKTUiq95oemr8Puwv6TpqX2FR6YEr8wMSXXVozOzycAISWXJKnJ+9mbj3/K6SFHMbAoeWjWswv5ZwDxJo+uUNw03QodX2P9nYG+ctbRi+G3oOw6fzP5F0ofqOX9/h5k9BGyKv783hrbLcNr8bypVnsPMhuIL7C+qQti5mf0Kn38cIek3qfZNgH/iz+MruEG4Kv4c7oSHEh6REtVyVFnq3N8GTkn+G457Hh8nDfcMrkqpBqCA70j6akpG7lFvFXTt5u9QrmNBNyLYDcuqxJ9Q6Ly0XxuCeaDRcKgyx/f6QQcakuvHH96m72MF2UNxBqw56s2+hpkNx1dIxuPhHzfiDFIzqshrOm+kTfpFeS3Iyxy/GfB+SlTxR6X2DQGWxyfqL1eRkffz0lXyig5Dyut6zes5LYk/D8NxY+rf+KpqRSiTf2EtEj2Y2bt4DuX7yuw7BzgJvz9zcc+QZb8LZvYbvD7gYZIuT7VPwp/TZkPhZuDv0dJV+ryOE4gtqxoMo+ZsmxOBt8otkhbwLCeEQGurBgugma2Fe/yer2IoTMUXKEeoxiTInKhmBlUMRzObCAxuwIieAsyvtEhS5NjXjTCz0/Hc04nAeXiZlGSc6bUwY2Y74mG3tynkf5eR9zgedrlC+pkys5/gZVCuAT4iqScV5nyFpEMzclqa/6XknEipHuCjeBTDn5XJQQ5h5h/Cx4qN8cn9yZLOqyA3F/0yMrvqO1RG3mScJXRx1aiRGL7l03HvcZ9h1k3bDXnfv7Joxo04kDa6uL4P/qHIZSvw/iU1ww7HB948ZZ8QZP8s0z4YeIiFa7bcByxSRd55oe8j4SWs1G85fDBfAJzbRv2ivBbkhWOXwYuw9gqtyfQZiuf2zMdZ7Nr1vHSVPIoPk8rlelN69TSiYxk502khjB9f2Z9Rpj0JzXwbZ/0cTIXvArBb6Ht1pn0e8HoLur2OGzLV+lwT7s3365D3w6DnNW16ln8e5N2KE4pU6jcUnyQtNG5k+t0X+hxQx7UeGM59f5U+s3ADv6JuGR3nUT20Mfexr5s3YCTusUq/vz3AT8v0/UHYf1oVeRNxr1G2PQkr3DzVtmw41wtl+rc8b8En6rPCeX+ILxjUOmYwXi6gJxy7UoV+Rcyruuo7VKbfHaHP0XVcyzHh3Hd04rlu4Td47/uQ9/0re2ynL7jbN0oTmtua3OZS5oOfk271TspqbfMLvH9FGsLJhH77TPuh4XebiRepPR2fhC0APlVFXt55I3nrF+W1Jm84PlD24KtpF+GT/3IT8tNCv6+28XnpKnn4JOP21JaMhbdX2W7F89m+jXtvqp0zl+ulyQLNZeQUsugH/JnMxKVK3xGh73Pt0C3TZxdKE/HfAuuW6bMFJYNxAZnC3gU+y6tRmkz/F/fqrIMTkS0dZHwJLza+AB8bKhaXB04M55wEvL9Kv33xFfYFwOer9Hsk9PlCHdf7hXDuf1Xpk+vY1xc2YBTO+v43nLX2/8r0WRT3Bv6r2rOFG9pTMm1jw72bWKb/NMoYjjld17fCea9v4tjkOfhWG3+HrvoOlelzFCUD+WhYuHg8vthyPM6MvwA4sl33L6ffIG0I5nr/yh7X6Qvu9o3SqlsrW1GGUB669QA9Bd6/Ig3BZ8MLMjLT/tfQfmKqLVnVnVBF3iw8p6ne80/D64W1S78orzV5J4c+/wCWqPZ8AuuFvne18XnpdnktGSNF65eDPkUZgm+G53V4rb5h35TsdRalW5l+36a3V+YNPKfqcTzPKO2t+WY7f1u8RMf0jH7lPNHTcTbBarKGAA+nZN0PnAN8DjcoL8QZRROZ/6Q6CcznQr93ceNs8TJ9RuI5ovOC3M9UkZfr2DfQNtzAX4CH/iZtiRG9kBcbz6Gt+3ltUJcHgi7bNXHs9kHnB9t477r9O2TATal391Xg97jn7Ed46Z+JqXf3RsoYi9280dsQLPw7GXMEa8AGeH2fVlFkjqSZvYO/LGNSbYPwQX0EMFaBFty8RtgcYJoq5HEUkDeSt35RXmvyEkKCbVQq9l32+TQzS8mrlMczlXyfl26Xdzgtkm8VqV8O+vTgRtj+VE7Ir4ZrcZr77LM0F/8wp5/jiuNiOWKSoNs8fBGjGWyPhw7WHIfN7GO4F6NS/cdn8LC8is9BUb+tma2GG1MHAEtkdk/FvZVnSXqumpwga2ngNzjDJCxcdil5Bm7EczYnVZFl+O+/b5AzF/cSvha6rIDn2y4W5F4HHFjp3uQ99g00mNlteA7l5yVdGH6fO/C85c8rVTvZzJK8qqclrVuALhPxhcfFmjg2ySmeJmmZvHWrcM6pdPF3KPQbBlyAewTT5DpQem97gF8AX1QfK/uVyRGcSsHfybI1KiJKGKgGXB/BEPxlT2NDfOX1CaVqQ0maH16oxavIewpnDdwfn1BUw/54+MG/26hflNeavLXwyfRDVfok8hQmY6OrdMv7eelqeZIurSGjUeR9vXlgDD5hbAZG+RquU4BlzWy4atQmNLNV8Wf4hTK7h+C1x5pFXau+kn4P/N6cYXEzPK8W4C3gYUmP1CGmkN82GHhHAUcFo/A93eox/jKyJgEfMLMd8NzNha4Vz9W8uw5ZMrMD8dIEJ+FhjuXYY9/BiUK+U2NSl/fYN9BwGf6unG9me+J5gJvj3pXfZ/ruFP42xBTcAEbhk/OGEZ6r6bT3t+3q7xBAMOyOM7Oz8EWhcu/uNcoQLfVRFP6djIZgRF/G68DKZra6pGdD2z7h711l+o/AV/4q4Q/AVsAvzGy6pFvKdTKzffGVJuG5DO3SL8prTd5gfJW95oTYzAbjH9+ZVbrl/bx0tbwCmAzzvt7EY1RtUl/LWGjGE1gLD+DP7T74NVfDF8Pf7POdqxFuZhfj4UYnVuoTDL5HmjxF07+tmT2H53Ftk+q3E77KfV9Kv+dw8o+qKHdsGsHQq2ns1YKkBcCZZnYBThBU7hm8qU7vRN5jX9cgPHvg5EenZtoagZRie87gUpwV+mDgA6FtHvBZSW9l+n48/L21CR3qwSRgeTMb1qhnKni+RuMh2u1C13yHzBmhZ0u6qtwx4Tv0/Xouqg8j9+/kQlAXxMPGrbgNH0R2Bg4K2854+FK7zl9kjuBleBz4dThhwEb4gLkA2DfTd018hfWhKvLyzhvJW78orzV5SdL1irWeT5yOuWpuRgHPS7fLOyH0zYsVNjf9gGH4R3B+Ro+0PvNx6u1hFWSsksdWRu4Hgw7PJPuzz124hwlB0QJg23rHwWY2yuQchrZXc5Lf9G+bt27ljgUuBs4v8h63eP9yHfu6aUu9k09k2sq9t9W2enJed8Q9tMcCq5fZvyjwPTzMsCwzZw7Xe3O4tgObOPbD4VpvbuPv0zXfoQrv7m3AVZ1+jgv+DdI5grn+HmXP1+kL7msb7nZdizIlF3BWwu/gE6B/AWeTSfZuo57bhQEomRilt/n4in2hk42gxxv1DNhNyt6IwMqa2npwYoNBmb4nhH0/riFzaZypKz2BzMrvAa4Hlm6nflFey/IuDDLOTLUtZAjiRsU/Q99vtOt56XZ5FMBkmId+eI7Izan+L+O5X2eH7TehLZF/E20mD8BZOHtwr82vKBGvfBb4CSW2yx7gR23QZz4Z9kTyJwNq6rfF3/m389Kt3LF5X2sBv0/u37Zu2fDIgTNIkeWk2hraOn0tdV7v58Lv8xQp8po6jhsJPB1++8+1Weeu+A6Ffa9nZHX1u5vT/e81b87791jofJ2+4L620Qfq++DU2OmV8XcJxX/DvxP95lMH3XWLuqxImVXyHOXvhTOsJddzK7BqmX6Phz771yl3Bzzk4E48d+DJ8O/vU6U2WtH6RXnNy8M9NrPwEKHj8RDG9MrbIGBPSiUmptQ7qOb1vHSzPApkMmxFP3rTiR9DeTpxAz5JiU78E43ew1Y2PA3jgvAMl/uYJ8/398hM9AvSJ6nvumyqrZAJVqO/Le45XQBsmYduuNE9J31fi7rWnO9bId+2uLX9dxyGM1suAO4hFZFS5ZiVQt+ecGzZKIY26N7R7xC+oDgPWCzV1vXvbg73vey8Oe/fI9kia2iDMLMb8Pj/nSTdk2o/FF95no0XPJ2NG2Sj8Lj0n7ZJvz3wlQPwellnA3dLmhP2L4Y/TKcA/w+PJ95TFeKO+wrMbBlgenKdmX2LAOuH/z4paV5blSN//aK85uSZ2QF4/Pwi+Ds6BF/E+RceYjUSNxrmAvtJuqmWbgMF3cpkaGYT8DHtWEm/rNH3GLw4+V2SxpfZvwKwBtCjOkhCwjE74IsI/5VUNZfHzNbA6zNui9c1G4SXl7gXuFTSU1WOPR7YD/ifpGPr1O3n+HN9paSfp9p/D3wE9zj8BSez+Hr4e249shNI+mYj/WvBzM4HPo9PAB8LOu1M46ypkrSrmf0D2Bo4H/h1kPcCvjC6BQ3khaoD5BPd/m2LqA0z2w2vj7gIHjnxW+BP+KLj5NBtKWBj/B0/FP8WvQvsLenvbVa5K2Bmt+Lv/pX4PZuBk3lNoUF2Z0l35q9hdaRyPBet1q8T40oa0RBsEGb2LDAOpwOekWr/K56UfJKk80PbgcBVVJh0FKTf33ED77eSDqvR9zI8UXoO+SQjS1IlyvGuhJntjLOGTZd0QZ3HnIgP0rfVO1mM6B6Y2Za4d2a7Cl3uw0Nx/lnm2J3J8XnpdnmZfnNwAyld1mBj3Ih+QtIGmf6T8Hpqi6XactfPzKbgYfmLS3q3hqwheJ25mZKWLLP/ftw4OFvSaXXqdybOFnl3UeO8mS0LPI9PKDaXVBcrnJlthIc5z8K9SVNC+xo4Qcqy9KZdb2RCYPiYPzjI3JkcflszG4mXYti1AV3KQXL69YOBy+l9bY1eayIvEuy1CDNbOS9Zkl4K5EIAz0jaPZzjuSqHVRFX3PzFzPbBSWzGUPvZM3yB7QhJfy5Kp/dO1qXfITPbHQ93TBt8Xf3umtkSuKPlw8CqdRyykG7tnpdGQ7BBdOuqeEqXqfjD8D5Jb9bouxxe52gQjb9Y5fDepKBTCCswS4f/TlIVlq7AgvgMvjL/UUlX13mOg/AVqueBdWpNPpvVL8orVl5gmNyOjGdG0tMV+uf6vHS7vDL9nsdZQ9dSYDI0s1PxmnM/l/SpTP/ZeK7XCkXqF84zu5xhV0HeFDzUalimfVfglqDjOpJ66pQ3GM//WQ3YpYiVZzP7Ih42erGkoxs89mLcC/kFST9MtY/BWRXXx8PXjsC95A3ViZR0ZBG/rZmtF3QbjnvypuGewkZ0uzTIOiQcm1yraMCbkJI3qHavYpD3WNopmNmCnERJ0iLmNTYBnpK0XjhHXe9uGXmFzl/M7H3AV4HD8PliOczEDcZzJL1SpD5Bp67+DpnZjnieZfLujsPDbBu6N5LqMcpagpktj4f0jqMxb+V740on5qUdj4Xtaxtu2M3KtG1MSOQu038SMLeN+k0DJjfQfzK+Qj4+j61Dv8mSeFjTE/Qmx5kf2s4AxpQ5LiG5uLWJc94ezvGRovSL8oqR18Jzluvz0u3yyvRpicmwKP0o5S6uUYectYIOz5bZd1GQc2wT+h0X5P60zL6L8YnfuBaevZuCbjs1cexOQbcba/RrJQ+v6GcvbyKbPpFn1C1jX87X1JPXFuQl8490TmlXz19wz/52eEH0k4Evh39vDyza5t+jr32HuvbdxZmrE36BE/HFwcUalNGWeWmv4zp94/rahlvbC0hREQOnUnkSMLudDy0e1vYuHiZVq++o0PfeTt/XFq53K9yrmSbpyW4L8ITrrTLHXhX2NZxkjxcx7cFzbwrRL8rLVx4tfmDzfl66XV6ZPhvRApNhUfrhOX89OJnG0CoyhuLU4wuRfYX9/w773teEfu8LOjxWZl/yjC4AXsQN6qOow3BNyXgNn/w3TDyGTzoXUKP8Ap57c3Wj8tv07J0BfLEZ3TJytqFkGHflZDKla65jabdveM7X22E8OQIPqxsStnG4V/sxfJK9X6f17S9bH/wOde27i3spFwD7dMvvUddxnb5xfW2jy+v7hMGyhxRFfpW+Z4a+/9fp+9rktS6HezR7wt8z8byStcO2K05nn/R5C1gudfxz4XeraTSXOfcoKngW8tIvystd3izcEPg6sAtVjIYKx+f6vHS7vAr9mmYyLEo/fNV1VpD9X9w7tw6wOD5Gb47XW0pKNMwEVisjZyqZaI8GdZyFF2nPtp+DhwvNpfcEfgE+0b8i6LxuFdlz8HDAZnWbjIfPNnV8HfLf+21xRtL5eT97Oen5enhuV6EO9sY65F0A/KoAPXMd+7p9ww30uTihSrWadIuGPnOBrTutd5PX+jVSDMt19D8e+FqB+vS571BO1/1HmvC61ZA5J3wHmmZ+7sT9K/RG98eNPlDfB2dHW4AXT16lzP6VgZ+GPud1+p62cJ3nhfv7CCka9DL9lsPZuRYA56baZ1Bm4tbA+acBM4rSL8rLXV52Ej4HuAv4Ns4EXLXGU97PS7fLq9F3GSoY0jgz3sZhG9IO/YB98BD39O+b3XpCn7Krtfi4XndYfZnjJwNzquwfhk/gvwlMwKNFss/km/iK8Gczx06lBUMunGtas8fXIf+935YytTnzfPZa1LNh3dopLyU317Gv2zfgz+EaVqmj77hwb/5Up+zBYbxaGhjcBdfakEeLEIVWoD599jvU4nXn/u7iRtz0bvo96tkiWUwTMLO98OLUq+Iv9QTgaEnPZ/o9DqwHHCjp2jbpdlv456b46gDAS3j4CMAK+GooeH2lf1UQJUm7BplDgU3CsSOokgQr6bJmdW8UZvYU7nXdUtLDNfpuDjyIU7yvE9pm4gPBqGrHVpH5Dv5hKZv03ap+UV7u8tbGw8LGh+19YVcyCC4AHsbf5wk4C+Q7qeNzfV66XV7eaMP7thoepn8AsERm91TgGuAsSc9VOP41fGI9XNLcBnVbDF8JnihpbAPHbEPpedwGNxbB858WSfV9Gi9rsbqkFxrUbRw+QXlG0lqNHNvAOd77bc3sddx4qZt4o+hnL3WehnVrp7yU3FzHvm6HmU3Ef/+6SPUC4dN8SctW2L83cAiwI6VxPsEr+ALg5ZJuyB5bNAKRzRsKJFp19H8eWDnvZywlf0B9h1Lnyf3dNS99cwKwraQHmpTR/vuXpzU80DaaWBVvg06Vcgka3RbgRt+F+Cp6pVX2Xlub73/ZUKwq/aeRCv3C83UW0ESyPU4B3QO8WJR+UV6+8sr0Xw04ErgEX3XNemfepTfZSa7PS7fLy3trp37ht906bAuFgVY45s6g365N6Ldb0O+uBo9bAvdmfg/Pf3rvGcz0uyTo9qUmdDs5yLy0Hb8tDa60t+PZS52rr3gECx37um0L1zuXOsL18VzfeXgJmOy+sXityXQUQKX5zQLcIFy+zdfaqEdwOi16mWrIH1DfodS5ivAIjsFrlD4EjO6G36OeLdbEaQGS3qqybz4estFuHJmTnEXxfKot8IfyMdyonQc8gK+cr4F7B6fgRAvtxjxgiJmZwltQCaHEx6LhmASPAisCe+J5Oo1gr/D3sQL1i/LyldcLcs/Qczg1fVLfamfgM8CWeEjRpqlD8n5eulaeme0U/j9L0kOZtoagUjmFot+39DmT37YR/B0vTP9FPPexEXwR9yzfUq2TmS2FeykSL+BG+BiaRFn8l5JHOo1rcebRr5jZlZJerkcpM1sFNwSFe0SLQvq3bRQN/bYDBIWOfV2I/wIbAp/C8y6r4VP4Qvt/0o1mtjRwP+4BNDzM+jZ8bvJ26DYmnGdXvIbmdsC9Zra5Qo3NboF5Pboj8QX5IueSXfsd6oPYEI9KuRB4wsx+jhuF06sdpN4lh9p//4q2ugfChofzrBS2YZ3WJ6drOhFfWXiSQHtOZiULzzW8HE++P7UDOt6HG6kH1NH3wKD//am2T4W2/9AAxS+wGE7dvQA4rij9orx85VU5diO8TtHVwER6ryRPT/XL9XnpZnmUVs2fSPWrln9XaZtf1PXmveGh7wnpTN3jGSXW6FnACmX2fxifGDxGqQRAci//DfwI+Ag1yD7wsOUefNK8WR16bQ78L5zn4aLuW5nftu6V9nb9tqnz9RWPYFvGvm7Zwvjbg0dhnE4Zogy8PvKpuMG7APhMZv8fUu/hp6nCEo0bzp/BiaMWAL8r8NrOyIyJzYyjDUcCNKBf136HCn7mivAIpn/ben/n+RkZbb9/hd7o/rzRD+v7ZK5vMr6KvHeqrWxIA178dAHwgTbrmBirk4D3V+m3b7ieBcDnU+3DKNFz/7ncx6eMrJGhb08YSCoa/q3qF+XlKy/0NWAz4As4829yXGL4vQPcAHwF2JYUXX/ez0s3y8PDW54H/p7qm7Q1tOWs3254nmfLW4XzJUbdgvB8bF5Fty1Cn2TsP71Cv0Teu7gx932cKn+pWtefkbNW6nl9F/gr8Ek8/HXNsG0d2v4a+vSEY9Zq5FyNbpnfdg51TLCqPcsF6tlXDMHcx75u3vBx+brUuzILD/G8Omz/oLRI04N7ty11/LjUe7F7A+fdA5+zzacOopomr+0MFg5LrSc9pwfPZ/x6+loL0K9rv0MFP3NFGIIv0MI3slP3r9Ab3V83BkB9n3ANIrWqFtreKtN3pbDvhjbrOITSKvkCPCzkHHx18UuUVuGT3+mfZPI1gQ9SMuRfwkO8Fpo04ZOwL1GK355PplxIEfpFebnK+ytOGpJ+b6fgA+gX8Yl9VdrnvJ+XbpdXwDvbkn6pZ6HVrWJ5A+BXmfO8hi8OXB62GyiN/8mzdHEVeelFhr+G69qy1rNWQdbGuJevnvvQAzwDbFL075r5bRW2rnr2wrn7iiGY69jXFzY8FP9UfIyuNK+aCnyVDPsncErY37BnDw+/WwB8paDrWgIn6FuFEuPpm6m2cttKwBJtvPcD6jsUzl3Iu9uNv0fN83X6gvvaxgCp70P4mGfaZlKBHh2fUL/ZAT2XxidmaQM8OxnqAa4Hlq4g4whKVO7JcbNwQ/5VSiuRibzZwCfapV+Ul4+81PFT8ZIRG9PESmvez0u3yyvgnW1aP6qvuM5IPQ/zcGPt9fDvpH06ZVZhy+h4LF4fttZz9yY1wnDwj/if8DEyLWtaeG5Pxj15dVHbA8ODzKdTemS3p0OfqiVRCvptE0OwG5+9PmEIBtm5jqV9ZQvP9354mZWfhu2boa2spwPPoV1AA97A1LG7h/t4bZuu7w7g6k7f5zJ6HcHA+g51rSHY7vsXy0c0CDM7Dw8rewwfdCZW6LcccDOwAXCBpC+1T8vWYWbz8RW6ReXEN5jZM3jJjDWUKpVhZosSHkpJQzuk7w54Ls5mOJsruBH+MD7o3l3j+A1xA34vKpfHEP7RPU1SQ8nbreoX5bUuL9B2JxCe/3pH2O6s9C5XkJXr89Lt8vJGAdf7OeBcnGTlLOAfkuaFfYvipBCn4GRAX5L0ozp0XAwvRbELsC6QUNtPxp+d2/HJ45xasoI8w/NRxwc9dkzJFL7Q9g/8eZwg6d46ZK5QTjdJr9WjUxEws7dwI6aHLnv2+kr5iMw5ch1L+yPM7H84U/AYpUr+1HnsKHxx8FlJaxagXp/BQPoOtePdbRXtun/REGwQA6W+j5nNxcNTVkuMPjO7Aic1OEPSt1N9j8TDqfr8QBomVjtTfuI3QdKrFQ6N6HIExsadKDE2bggMolRH8GnckLgD/63fqENmrs9Lt8vLG3noF+q6/gW4TFJV1mQz+zXOvrm3pBtbUD0XmNn6lJ7HnXAmQ/BojD7J6p1MsPDwtp3pomevLxqCEbVhZpNwb2FTtefMbAYe7bR0vpo1pcsGOHvxYsAtkp7ogA79/jtU9LtrZiNxA67cAs71kmY0IKvQ+xcNwQZhZrOAeZJG19l/Gu5VG16oYjkjFKVcHPhcsnpuZrvhXs75wEXAI/hk+liczvkcSacWrNfO+IRpuqQL6jzmRDyZ9raiV0/z1i/Ka01ejeNG416ZnfGJ+Ma4FzwZFP8H3CHpuHpl9heY2W05iZKkXXOSVRZmdiv++41VlZI+oe+yeEjQ7ZJ2K1KvemBmq1IyBHfBjSfD79vgVL8DcK/1pI4o2gDM7A1gmW40jvLWLc/JZLd/27oZZjYPmCxpbJPHv46TNw3JV7Oy59oDJ5C5W9LJmX1fAb6FL1CCf4tOlfSdovUaaCjKEAyRH6cAX8bfzXKYAZwNfEfdYIQ1G786UDc8hGAWdeQW4S9zQ4Vhu2XDafQF/DzT/kMWzlfoAe6hYKYnvJDsK+GcH27guIOCjs9ShVK62/SL8tr7++ILHwfgxAzv5eUU+Ux360bl3LN0vlK1fQvadf/wldHJrfbHw/1/iIfhLVuQrmsCRwO/wUkAsuPofJz44/wyv8cC4HHgJ8BHccO3489KmWv8Ih41kqfMw4CDGuh/AHBYmfZtgfE56vUgNfJN65TT1d+2bt/CPai7SHuZ49uWL4ZHTy0A/i/TvklqHHgp/KbJe799p+9xf9tw5tnbC5B7aep3nAXchRMSXRH+PSv1u17a6fsgRbKYZn7kAVHfp9rAiBe6/BVwE16755h2fISAQ8P9vLWJY28Pv9tH+op+UV7xvy9O1fz/gG/gIaGz6W3kDFRD8PAK2xfw4sw94X59Ay9XcCxOc578DlOAzwOHt0HX6Tht/Kg6+i4R+k4vsy+7wPUk8DPgEOB9Leh3XJgEZJlGE1Kbe4Hv4GFEZa+B8ob2Arym4EXAx4GVO/3cFPgb9wCvNtD/eaoww3bb1omxrz9t9C1D8PHwey2Xaf9JuI6rCYzClBbeL+/0PY5bXb/tAakx+sxy4zkwCs/7S8bw/Tutd5/MQegw/oCXj/iFmU2XdEu5Tma2L/AL3Kt2RRv1Kxzy3JpO5Nfsh9/PmkQPZXAhHn51IP4bFoH9yFe/KK81eQvBzEYA21MKx9sCLy4MpWTst/CVuwlhG3CQdGm2zcyWwD0gc/E6fGVD0cxsO+CPuAG0VZF6BjwezvNVvP5jNZyCh//+u8y+H+Ohwhvg0Rxr4/TcxwCY2fPAnYTnQtILder3k9S/5+L3cEKQdY+kWXXIWCbotlPYkjDmNYDVgU8EHV9KyZ4g6dk6dXwPZrYePqHZABhD6f0oB6ng0N8UKpElVO1vZjvlpYCkO/OSlcF+dPe3rS9gyRZC2pfMVZPqWBZPL3oz074n/gycLSkhNvs28Fn8mzXgYGaH5SVL0mV5yaqCT1IK5z2ngh7vAF8NeanfDsdc2wbdKiLmCDYIMxuCewU3wX/wh/AVuVfx5N5V8EF5ffxD9C9gWwUGu74CM3sTp6SuK346JLMuIumlAnV6Dr+/oyVNb/DYhBnseUmrF6Be7vpFea3JK9PnPjxxO3mmk4nla5Qm+HdKerKRcw8UBMbkz+N1iv5Wo+/eOIHLeZJOKlivQ/FQSwGX4LnK/8v0WQPP2fhEaPq4pLILdMHg3ZGS4bUZJWMo/cF8ldJiwZ2S/ltB3q0EZlrgPklzG7vCsjJH4pPDxDDcAv/+ZHV8nTqfbTMbBPwA+BT+btRjeKneb0QrCIy/b0haoc7+b+N19UaEY/OY6EgFEfh0+7et25FhhG4W7XqW5wEzJC2ZahuLjyeTJC2b6T8Nf5aHFa1btyHHd5c2/bZv4VEno2st8IVF6al46tgy1foWjWgINgEzWxqfeOwRmrI3MfmA3ojnKXR9gn8WZiYASXWtwobV8pWK+lCGc8zAw31GN3n8NLxWV6UE3paQt35RXmvyyuxPJgsv0qLXZCDCzJ7Fw5lqvj8hYX4G8LqkNdqg24+AT1MaiyfiEyuAFfD6r+Bj848kHd+A7GF4+YnEMNwaDylOkD7nBEkfa+Ya6tDjIDwPe6GVbfNSF1tTMgy3BRIGxUS/qoaMmX0ZJzAAuA24Fa+TuKCaXuW8x3mjEUMwEOtcDTwlaT0ze4HKk8ll8Lp14PmZk/BnZCl4L2JqZmhH0qrNXkMNnbv629btCGzALUM1WIfzQGA4HYOHDc4Mbcli1nWSDsj0nxp0G120bt0GM7uDyu/uJrjRBfAyPt4bMBZYObRPw0kNkbRLQWq+BzObA8yUtFTNzt5/Ml7rtSNl1xLE0NAmEAy7D1is75NFo6E7zcgfVLNX9eOL1DFv/aK81uRlcRg+UX+5hXMMZKyA59fVhCSZ2YJwTOGQ9FkzuxfPU1wdN/yWy3R7Bvi6pN81KHs2bhTdCmBel3BLSobhdviEZDmcvKMQQxDPF1oGWMgQDF7GO8OGmQ0OOh6Pl/yp5706Gp90nSbp7Fqdi4SZnQCckGleJnjOKh6G/w5L4NdxDYCkcRXOkdSe/Du1a0+epzpqT7aAbv+2dTXaYcDliMfwqLFPABeGRbMkpPD2dEczG4PnlD3dbiW7AZJ2LtduZufi9/BXwFlK1bUO+8fh7+4xwENFR6WkMBF4n5mtoBq1XM3sfcBoPCKpo4iGYAsIhl5/NvYaCWcdjq+oFolJwIpmNkbS240cGAbUkfjKUVHIW78orzV5vSDpt43IrHKuP+KhH+3KjeoWTAbGmtn2ku6p1tHMtsd/j7Z95CRdDlxuZptQZnFO0iM5neddM7sfN4rn4xO4PSiFHBeJipN9M1sEz5XcCTdSt8MnkckxVT17wIqhzwWtq9kyRgPjUv8Xfn/Hlembxbt4Xv63KnUwrz35fSrUnpT0LiHsN3ibfmBmz6i42pPd/m2LyA+X4YsL55vZnnjO4OY4m+TvM32T/NaYrhBgZh/HScu+I+mUcn3k+dvHBo/bl83sX40uADaJO4GD8d/2YFUPuTw//L2jcK1qIBqCdcD6UH2fsGI6UdI2dfa/C1ihTG6B8IlfPTLWAJbG6a+LxKP4ZGVPGifg2Sv8fSxXjXojb/2ivNbkFYXtKBX+Hki4Hvca/drM9pL0TLlOZrY68Gt8DKmaS1gEgsH3SKPHNRF6mYQUGr5o9iBOMtQWpEJWE8Nva7wMQWL4zcYnJnfhC5b/qCHyDWCMpDmFKNwYLqE0QTI8VHUKTohSCT3AO8D/auXn4CUuBJxcox94bulhwJcojiStr4x9Ea3jUuD9uMHwgdA2D/isFq6D+vHw99Y26dYX8Bn8Xa8nauEc4KRwTDsMwXPxiJCD8EXTs/Hc7FkAZrYUXi/2y/hiZQ9wXhv0qoqYI1gDZjYUDykaC3xU0tV1HncQcCVOY71OWGEsHE0k1T+Px1MfAHwotesIfCJxZbXD8ZXbHXDWrd9IOqJhpeuEmX0KZ/Z7EtisXtKFMIn7F84C+BlJP+sL+kV53fX7ps5XSCHabkcgNHgUz5+ah4feTaDk9VsBN0oOwA2SicAmkt5ov7aNI/yuy0hapAIZyxBKRtY7OGlYYmTdX7QBZaEYOj5x2BGfSCyS0mkyXs81iVR5SFLdURpmdiGeZ7mxpMdzVL1lhDy/NyVtnZO8yQAN5vLU3b8JffrE2NdXEOZtKwNzlCGwM7PheEH38TjB0o3AmZJmtFnHHYFt8LHk79lc9RCefBb+jp8fUxocIR92foPv7uB25Via2SdxpuhkXBaeq7gYpdxyw43AT0v6RTv0qgp1Qe2Nbt7oY/V9aLCeDu7FexcfGGsVka62/Q8niyny2oZRqsX1Z2DxOo4ZGfr24Ax6hRW9z1u/KK+7ft/UOdtWc6rbNmBd4D8sXM8uWxj9cWDdTuvb4LVNCbo/FMbEdL2/V/FFsc/hJAWD2qzbI/iEQimdnsPDzD6Zx70GlsfDC++u593ryxs51Z7MUZ8+Mfb1lQ3PL10A/CzTPji8371qxeKLOot0Wu+41fXbTsVD8peto++y4fed2mYdt8O9uOnnLP28/R2vJtDx+ykpegRrwcyuwle4PyypoVofKfayqyR9tAj9ypyzEXa1UXhuwlTclb1zavcZOOtfNbd1EorzH+AONbD63CzM7IN4zRXDJ2c/AP6iDHW7ma0F7ItP3FbEJ1AHSPpzX9Ivyuuu3zece0B6BBOEXLSPUZko6yrgynaMB3nCAlMy/iw9jRtEdwF3S6pGUlI4wrierDCfDPxW0usFnGdNnL1wDeCnuEFf9TwqrrZeYQjEQlsB35NUtfakmZ2D3/P7JG1XoE5dP/b1FZjZDcDueL3Te1LtCTvnbPz+zgZOxHNpPyvppx1QN6IBmNeKHE8dEWhmdgke1n2bpN2K126h848BNqX3N/JfajAPuGhEQ7AGrMvr+5jZRvgKdYJLcDd0lnGt12F4SOcBeFjnjZL2zshtKMS0nTCzI/BJymKUqIXnAsnLNYZSTS0L+z4j6eK+qF+U15q8vDHQDcH+ipQh+DqeD3kXcFenjUBYyBDswUug3EXJUH0qp/OsAXwH2J/66ndJBZYMysK81uF21FfsHknfrCAn19qTeaHbx76+AvNSN+OAJZQK+TSzv+J5eSdJOj+0HYgvXt0laXwH1I1oAIFg53r8/bgNH6/ukbM7J2HBO+CLNwmh2wck3dwBdfsEoiFYA9bl9X3M7Azga+km6i/AmZAc7KYMoY2ZrYKHvxVNANMUzGxDPH5+L6jIpCd8wDhN0qPt0g3y1y/Ka01enoiGYP+Emc3ECWASoysZR9/ADa478cnivzug27K4l3IJPE9zQ7zcQKLjJEoezLvwVeeGimyb2Trh2CXx658T5NaqI1hIbb0szGx/4EI8X79md2oUCLcCa0+2gm4e+/oKzOwdfP4yJtU2CF+YHwGMlTQxtC+CP+vTlHMOqJXKnTwjafdMWyNQUc6EvggzOwkngknQgztAwMfIQZTG8C9LOre9GvYtREOwBsLkYIGkUU0e/w5uCI6o2bk5+YfjxC4JxuPG3b1VDkuHdP5GUp+tUWNmK+AhreviJBbgpAlP4jXjXq1waFuQt35RXmvy8kA0BPsnkt8VD+PZMWzjgY1xwobkYzkNJ2VJjMOGSFla1U/S4BBtsgOlWoab42Q2iY4z8G9AYhjerxoEJGZ2DbAfbnAeg6+yd8UEwcx2w0k9BuHftwdwo60qQY9q1JcLnsGv47Uny6Gp2pN5oBvHvr4C88LePZKGp9o2xol1npC0Qab/JDwvczFyRPDkAzwlab1MWyOouqgxEGFex/sb+DuSXTBJvIVfV41SR0UhLDCsQX2RCx0Nr4+GYA2Y2Yt4HP7Sjcb1hvjgycDLklYpQr8y58w9pNO8fMZHKJ8P9AdJd+R1roiIbsdANwTNbDSwD/WF50nSUe3Qq1VU+l3NbAQejpgYXVvhrKjgE445wP2UQkn/3k79wr6hOANhYrxujXs+Eh3fBR6UtGMV+RNxg2MjSf/JWf2WEPKCdsZZag9Wzky0VnDtyYj2wkps6GspsHGa2al4bcmfS/pUpv9s4O28U2HMLAk1nSXpwUxbQ5A0ITfF+hG6LQ/PzFbFS1vsSymMuxraGl5fDtEQrAEz+zOwN03kB6TyEP4m6YNF6FfmnIcDsyX9IQdZSwOXA0mSbblVF4Bb8PszqdVzRkR0OwayIWhmx+MfucQQqljgPKDPrGTX+7ua07pvjXvkdsKNxMXD7sI+6o08d2Y2GDdYP4cv4g2idqjktNBndD4a54eg20hgNUkvdlqfiO6GmV2GM77/Ba99ugJwM24s7K8UsU4gSHoaN/y36IC6Ef0EIa/4Xkrh9cJDzmtFLrQlvL4SYkH52rgBX/0+zcyuqRVek8C8vs+ptLmosqRL85BjZkNwA28j/IG+F3e1JzmDKwL/Dy+s/H7gZjPbRtK8PM4fERHRXTCzjwHfD/99C7iJOsLz+hskvWtm/8CJOt7FQ+33xI2tIlHV6A6hSFtSqn24Hc6GWC/+A2xuZkPVHUXl0zDgnWgERtSJc4GPAh8E3gxtBjwB/DXTd6/w9/72qBbRj/EtPKriFeDzwJ/bkTbQKqIhWBuXAKcD6wBXmdmhqsEeal6M+HfhmDeBXIyzemD5FVL9LJ4bMwUPxbmlTJ/TzWx34IrQ9zPABXldS0RERFchYSK+Cjis3kWx/oCwMLY1JSNrW0qhl1Ay0qYUqMYWeB20RKehQY9Ep63pXbA4wSQ8bLVWaNmFeATI0cCP8lE5NzwJbJq3kRpyLY/GFzNXwmvxrZ7Zvx/uKf1NXueNKBaSHkuRC62KL9bcARxdhkTpmPC3kJDuagie+yVxh8HbkqoSM0WUEEIwv0Dp3R2ajsYIKQzH4/f2rDbd2/8Xzndwp3ITm0EMDa0D1ofq+5jZCcD5wEWSjku1D8ZXvDalNEkQ8CCwQ3bVwszuxyceB0m6psY5E/rlByVtnde1RER0IwKpxhhJu3Ral3bCzKbjrJrLS3qr0/rkjQwZy3Bge0pG1pb0pu1P8CYlI+vOaoyirRodZrY4pXDUhCAmyc9M6/RaRqcn6rn+cI5z8JXsbwMXSJpZ77FFIqQ8/Bo4VtJFOcncFvgjzg763jexTI7oP/ESTeOVYdeO6H6Y2TLA9HILCMGLvn7475PtiGgys72BQ/B83vdldr+Cv7uXS7qhaF36KoKRfxn+Par27t6Oj5V7SbqpDXrNwkmKCqkSUBSiIVgnrI/U97GcCqma2VR8kjGyFnNcoGWeAbwraYn8riYiIj8E2u6Jkraps/9dwAqKtN0AmNnb+Md2yU7rUgTC9S2BL45tSsn7ljayXsGZQhMjqy7G5VaNDjN7CI+6SMJP0zq9mNHpmXp0KqPjbeGfm+LfhXnAC1QvKC9Ju1bZnxvM7CJ8An2UpN+3KGtFvAzHGLwMwxXAD/F6wdnf5Bjg58APJH2hlfNGDFyY2Vh8DEgWy6uVBgH4B74QnysxUl+HeZmbh/E89Z/i0XfXAkuVeXcPxqMcfinpk23Q7Sk8Im9ErXlzNyEagg3A+kB9H8upkKp52Yx36yUOCMn8i6igMhkREa2iUUbdhHmur5CdFI2wuroD/sF9p9P65I3wfIjeY/tzBAMLN7Keb0Juy0ZHhnL+fymdJkh6uVGdKujZtbT2ZpYsqO6HG+svAQ8B1dI0pAqMtWb2Azxy5zJJR4S2SqyxK4bzPSpp0xYuI6KDMLNhwNLhv5MUCpC36dxL48bL+/Dx5U2cc+Hf9HYmbIgXQV8WH4teAjaXVGTIeZ+Cmf0KOBI4V9LJoa3Su7sMfq+flLT+QsLy1+3reCrZHiqIPboIREOwCVgX1/exnAqpmtmTwFrAlpIernHOzfFV9KclrZvj5URE5IYmDMFXgOUkVa0BNFAQQuT/BJwq6exO65NFDqGXPcBT9DayXstBr5aNDvPi54lOb1IAQvhlw8iLoKwaKhjptVDRSDWz/+K1A1dNcumrsbI2ujAa0R0wsyXxPLGP4POZdFrMf4ErgR+q4FIDZvYH4MP4fOtLeOrOuxX6Lgp8Evgu7vW6UtIhRerXl2BmL+Dj+3spCjXe3XcA1GQt8AZ1G4p7cpcAdmtm4bATiIZgP4PlVEjVzM7DE3EfBXavlBNkZsvh7IEb4jklX8rzeiIi8kIjhmAwGiYBUyUtW7hyfQRmdhrwtbD9oJ2r6tWQR76XmS1TRO6jmb2EewK6zugwsz/insm2hHc2CzM7o5njJH2jgrzZ+D0elWqr9psUUnA8ojiY2VbAdfQeE7IQ8AZeUuKBgvQYBzyLE9bsLenmOo/bgxLj/OqKjLnAe3PcOenxsca7OxkP1Rya3VeAbofhRuA3gCHA1biTpCrBpKTLitatGqIh2M9gORVSNbNlcarlMbg38SKcdetVPBdyFWAX4Ag8YXcKsF7ibYyI6DTMbCN80p/gEmAaJfbLsocBo4ED8DDIGyXtXYyGfQupHLJN8I/dHHyMqBWeV6iR0e35XmYmAEmWausKo6OaHv0ZIQd+GO417gltlby0I/BxY7Kk5dqta0TjCAvUyfzlbeBnLFz+alfg2NBnMrBBEd52MzsFOBP4faOePTO7AvdmnirpnLx164sIht0o/N2dH9oqvbtj8AXdN+uNBGpRt2zkQl0GVqfH31g+ov/hLryQ6nlmlhRS/Rz+QPZioTIvpLoYzjLXC5Immtle+Ira8sBJYcvCcDKB/aIRGNFl2B/3XKUxCmcfrAXDyTK6LgSyg9g58/9hOHNlNbRjpfEkfDKXDr08t0LfZAzcuXi13oMAM7NBWpi6vheC0TEan5h2HJ3MqyoY/8Wf3Q3xRYRqOBAn6anICBvRdTgZHxMewyOasnOTp4FbQ9j2zcAG+DhSRETTVvgYcEkTx/4ar4cY2dhL+A/O6LwVHoZZDf+Hf8v/WbRSAXfSnm9eroiGYP9DboVUJT1gZuvhhuSB+GCZsNb1AI/jru8fSZqak/4REXnhBXxgTjAeLwB+b5VjeoB38I/Nb1QnK+QAwZGdVqACPoB/fLNG/0KQ9EqIgli1cK1KmI8zMPcJo6NaXlXIrWtLXlXBuA4vj3Q6nrtVFma2NvA9/Pm6qi2aReSBvfHf7BPVFqglvWlmn8DD9/ahGEMwSce5r4ljk2M2qNprYOEPeLTOt81sd1Uo2G5m43FyR+HMoYVD0s7tOE/eiKGh/RDBk5cupDoBL6T6fKbf48B6wIGSrq1D7qJ48VOAKZWSnSMiuhGNksVE9A10e75XICtYHPijpA9X0i8YHXfiHrhPS/p5G3TrpUe35FXVgpktj0e7jKAKgYykO8u1B8/rf3DSieuA7+OLmkvjUQPr4+HhnwZG4gupm8ZvXt+AeT23efXm2QbW80XT3Ao56jIJD2NsilHdzGbgOXFL1+w8ABDmoQ/iC2sPAD8BLsA9wBtRencPxEsA3Y3nhPcZY8fMDsKfmbbkDkZDsB/DWiikarHmWkQ/Q2BFnC3pD53WJSI/dHu+l5m9gRtWPXSZ0ZG+T92UV1VB10E4gdmn8RJJtSBJFaOezGxdPKd0FSqHcxleQmR3Sc81pHBExxDGhCHUUc/NSnWQ6zYcG9RlHj7ejG3y+Nfxkj1D8tWs7yIsBP0Z9+pXe3fvA/aVNKlduuWB8JsvU238yhMxNLQfoxoDXnCnVwtTGodTF9eLFXGSmoiIroTaQHM/kBAMh5WA4ZU8L21Ct+d7CTcCX8LzVvdL7UvXY0yMjn075HnqpryqXgiT9T9RquE7Fc+l7MFz3Jem9L2aiRNEVIWkJwOj9snAYfg3LI038byucyRNa/UaItqKp4At8fftmhp998efnaLGhEVoPW9sQJE51YKkN8xsO5ys8HD8t04M5QV4jdFLgF9VCh3tA2ikVE5LGFS7S0REXVgU/yhHRHQlzGyoma1lZgstWJjZcDP7jpndZ2b/MrOzzWxkJ/TsdpjZR83sMXwCfj/uNUrvH21mt5jZ381s8TaodB3+0Ty9WqcuyPfaGM9ZeRXXN71NBL6DF4/ulOep7rwq4BO43vu0Sbcjcf3eAHaUlKQoTJS0Mu5J3RkPAxsMnCGpZh6opHcknRZkrIyTcmwLrCZprKRTohHYJ/EH/Pn8hZm9v1InM9sX+AX+3F/RJt0icoCk+ZJ+KWlHPER8OWAsHhmyraSf92EjsK2IoaF9GGa2U/jnLEkPZdoaQnZFP9Zci+hvMLMTgPPxYr7HpdoH4wbNpvSmfX4Q2CF+TEows3NwL5ABc/EFICsTgvkb4BDgMEmFJup3e75XhXzAFfFJyyCc2vyFduhSTbduyqsqc67bgZ2A/5P0u9C20DcqvMt/xUNYd5LUDEFHRB+HmQ3BwwI3wcfyh4Db6V3+ajw+NhheZ3nbbIpMTrr04AzUtRguK2F7YJFOlxiIaB/aXdYnGoJ9GKmaJU9LWi/T1ggEbEasuRbRj2FmNwC74xPEe1LthwK/AWYDPwh/T8SNiM9K+mkH1O06mNnuwI34uHAMcC2eP1YuF283PHzwmoQgpWDdujbfq5tr9WUMwal0SV5VmfNNwsNWRyYlLMK37q1srqeZrYMb+xWfPfOamJMlHVTn+a/A71OhNTEj8oOZLY2P63uEpuwznSz63YgvWBWSRxae01ahbhw/OoGBwF/R7m9GzBHs23gJH9xeK9PWKGLNtYj+jrXC32we2cH4O3O6pPMBzOwJPHzwY0A0BB2fxe/TSZKuBjCrmMZwL6UFpsIR871yQTflVWUxEpim3nUM5+BsrL0g6anA1LpdFXk742Gm9WIbYg58n0Iw7D5gZjvgJUI2A5YJu98CHgaulnR3warE3PR8MY7IX5ErokcwAniPUfGIVNN43LiLNdci+gXC5HCBpDGptkE48cQIYGySGxVYdefgk8+lOqBu18HM3sTDLReXNCu0VSvTMAUY2o7QwTLn7orQy6DLZLzszq8kHV2j729xA+awNkxQsx7BE/E6tFOAgyXdUuGYffEFwtHAFyV9vw16voj/nkNTzLAv4pO8lSS9luo7CPfqS1LZCWOjpWTM7CXcqxAXzyMiOogm3t1XgOUkLVqsZvkhegQjOoLAqPjeylV42aZI2qVzWkVE5IohLExotCEhbyxNkCFpfgiVawfZSV/BaOCdxAisAx0LZZL0CqWyB53GsPD3z3X0/SueW/lxnPikaNyLh1wC/CicdxPgRjOrJ6/qJ23QESAx+lag9Ls+HNr2B36c6rsPnrv6ch4nNrPFgGXpzfAa0WUws53xPNLpki6o85gT8fH/tnYsvES0F4G/Ylm8HE5EBURDMKISjsRXVSMi+gteB1Y2s9UlPRvaEtbDu8r0H4HXSotwTAGWNbPhtYxBM1sVN6JfaIdiRcDMDsPrTtbFMGpmB+A5bNkiwG/gRtQ9Cx+1EBIv3A51K9oCJB2Q+ve8kAea5FVtidfpSiObV5U7uUYF3IKTZryfUrrC5cCHgHPMbDjwCL6wczoelvyX5ODAFDwuI3OIme1IZZr2JAf+YHwRqVmyj4iCYWZDgd/iXuOPNnDoy8CVwOFmtk6HyrZEVIGZbURv/gqAYWF8rngYJf6KwTjxW0QFxNDQiIiIAQEzuww4FJ8gHo17F27G80b2l/TnVN818bppD0vKToYHJMzsT7jhfLCkP4S2SoXbf4SzdP5G0uEF67UzcDG+qp9b6GWIinhd0vvq1ON5PExxkUz7O3iY4hJ1yukVwlxjwtMQyhiplXTodF5VVp/1gQnAHWkCGDO7Bq/LmJ7IGPAMsI2kKaHfGfTOgTfqz6VPDMX90mNERPcgRfh1e6OEPilG2vfGtSIRjNaVgTmSXsrsGw6cgXveF8MXXM6UNKNovboVOby784Dd+pLHN4aGRtSNwHyWBxTZ0CIGAM7FV4s/iJOHgH8onsBD8tLYK/y9vz2q9Qn8Er93Z5nZ/ZJezHYI9P2n4EaggJ+1Qa+P4x63IkIvGy3qW6l/I9/awfSu8XsJrRekTlCXIRgmTV0zcZL0Hzw/NYuDgE/iRuuKOKPtLcC5ktLhYFNxIrUEq+Bh4tXCh9M58L+SdHuz+kcUjv3wd+RHTRx7IW54HYjXHywaxxLKGAHZMkZ30ruM0UbALmY2kMsYvYDflwTjgXeJ/BW5IXoE+zDqoCUWlScmyQ9vRGriiAECM9sL//Cvin8sJgBHS3o+0+9xYD3gQEnXtl3RLkXwqB2C51xch0/ER+BlZtbDDcUV8HHlJ5I+2wad/gOsg6+gVg3lNbOlcM/WE5I2qNG3UVKCt4EhkkZk2v+N35stJT1cQ8bmeBjT05LWDW13UNkQ3ARIPI0vUypWP5YSU940PGySmPPtaPS3jehuhJICqwCjJU1v8NhR+ELB8+0oMRDLGLWGgfDumtkbwDLRIxhRD46s0L4k7kpfAl9JmUDvCcJ4PBRiGvBNYiJtxACBpOuB681sGZxUYE62T2AMPTT898l26tcHcARuSH2O0vgjfOICPsb04CveX26TTisBM2oZgQCSJpvZDKCucM96EfIDl8BLMGRxM06w8h0z21PSggoyBgPfwe/nzSmdd67Q/1x8LP8VcFaZxYxxuHf2GOAhSSc1dlX9Gt/A6yBG9A8si4/nDRmBAJLeMbPpwHI1O+eDWMaoNQwE/ootaCPZWvQI9jOY2RL4ivIo4MOV4qLNbDvgj7gxuJWkyIgWERFRF8xsDeBwYFtSZRrwcJ1LJZUziIrS5R1gcNYTV6X/TDwKYmSm/QTcs5lgHLCA6uyThhuAiVfubEmnZeSuiOebDsUX5U6W9FCmz1bAd/EFujnAuuVCb1P9P46zPH9X0ilV9MPMzsKN8v+T9LvQdnG1YxqAJB2Vk6yIiKYQ3ukFkkY1eXxDY0griGWMIroN0RDsZzCz84DPA/tK+luNvnvjxBnnxdXiiIiIvohWQy9T+87AiRoSVAutz+Jd4ArgWElzy5z3wLA/WeWdQilnbWU8isOA+cDHa5FWmNm9+KrxUrUW8ULo22TgAUnbh7YeKl9flnil2r62phWY2WicsGgDvOxFtdpg0UgdIEjVlFw6kxtaz7Fj8PfjZUmrFKFf5nxzgB6l6qua2cZ4OZaFQtbNbBJeu3WxonWLqB8hHDkPqB0hydUQQ0P7H/bDKc+rGoEB1+Mu9v2BaAhG9BuY2U7hn7MS70uqrSFIurN2r4gOoqXQyxQuAe5IugO34QbbgVXOnZAS/K9aSQ1JfzSz8cD38bIMS4UtjQeAEyXVU6ZgPbymY81IjhD69g5+jxJ8o0L3ITjRzxJ47b476Z1WsBPuKZ2KEwEtZPQWBTM7Hjgb96xCbSNdQFVD0Mz2xIlm6jUsOzphi6iIR3FDcE98waURJMRgj+WqUWXEMkYtIozlx9D73a1mzyjL5pwDxuUkp+PeuOgR7Gcws9nAu/WGSIQJwiLp1amIiL6OlMfjaUnrZdoaQREfkIgcUUToZTjmBeBNSVvnrO/awDZ4TpLhdQbva4TZzsym4oWwV0jCyKr0XRaffE6XNLpKvyF4AfmNgOMkXV6h38HAL3ACml3VhlqCZvYx4Hfhv28BN+EG6kI5vmlIKmvwmtmieP24DyVNdagRSdW6FGb2KeDHeE73ZuW88hWOWwz3xK0NfEZS4SzHsYxRazCzxYG/4xERdbM6SxpUu1dDeozPS5akCXnJagZxgtP/MBkYa2bbpxmpysHMtscnE6+1RbOIiPbhJdzoe61MW0QTaCKvbC7uOXoSuFXSq7krBUh6JdTauwInT7nfzKqFXh5RywgMcscVpO/T+OSuFTyMX+t3cQKfavgufu0P1ej3FdxAPbySEQgg6YqwIn8ZcDLw7Tp1bgVJ7uZVeA3IVj2RX6ZUcuBvOANuTcMyomtxCXA6zh58lZkdWos4xsxG4osL6+D5zZcWrWRALGPUGr6GR1XMxUtwXEcH3t1OG295InoE+xnM7Bf4KtMzwF6SnqnQb3XgBmB14JeSjm2flhEREX0NqXI1DeWQhX/34B6Y4xWKfBeg37aUQi/LoZHQy65GCGm8Hr+/t+Ehr/dImh32DwV2wA21pEbsBySVC4lNZD6JhzuNrBRem+q7CDAdp9xfr7WrqY3A6jgcWF7SWznIexJnbzxF0ndblRfReZjZB4Fr8XHnVZzJ+C+S/pvptxawL858vCL+Dh2Q9sS1QddYxqhJpEqFHCXpkg6r0y8QDcF+BjMbi8fLLwXMA67BB5nEM7ICHh51AB5KNRHYRNIb7dc2IiKiryCQqSyGF0EeDTyHFx1PxpaxuPGxOl6S5mf45H3z0C48DGv7HDw61fRsOfQyI28QsB315ZEh6Zs15A3D718tOS9V229mJwHnpJp6cBZo8By/QZSM8S9LOreGvFnA3DSbYY3+ZesmFoFwLklaMid5s/GIqFGJ8RzR92FmR+BlFhajtAg1l1KJrDFhH/i7MRcPCc2LRbch1FHGKMnrfbIdIdh9AYFsx/AFq3c7rU9/QDQE+yHMbF3gamBdKofCJaEIB0mKtdIiIiKqIuTT3I5PTo6WdFWFfgcCF+M5ZLtJejd46/6CT8S+IOmH7dG6NZjZ/vjK/dh6ulMhjyyU9TkFJzdYtQ5ZdeWmmtkOOPHLzpT3zt4GfL1WmkCQ9SawNLCxpMdr9N0QX3CcKGn5WrJbhZndji8m1GRJrVPe68BieRmWEd2D8GyehYdVVsohE+5RP01Stp5fRBfDzF7GWVRHd1qXaghRGZvgzpcRVMlnlHRZm9Qqi2gI9lOE1aSP4ROPzfBEZPBE+4fxXIsrJc3vjIYRERF9CWb2dTwP51BJv6/RNyH3OF3SmaHtMDyX5x5JOxarbesws92AG3HP2jw8tLQegpIjM3KWB+7Bwy4LITcIFPib0nuc/1cjVPpmdgWeu/QQsEelY0MJh5txT++Vkg6p9xzNIoT9/Qk4VdLZOcj7PXAQME5StTqREX0UZrYCvkCyLiWG3sl4zvKEonKWm0GIElg6/HdS9FJXhpldBHwC2KAbnRhmNgKP1DgCj4ipiU6TUEVDMCIiot/BzG7LSZQk7Vq7W/9Hgzlkg4EZwHOS1g9tI/DQxUKLI+cYenkbPpGcABzcbPh8Km97Kk6sch3wapHhsc0g5E49DAzDJ8y/wMtHZNMKjsENzlnAppL+1yb9TsOJIr4G/KCVybKZbYATcPypHYZsREQWZrYkcDzwETxfNVkkEvBfPKf6h40s5gwEmNlKeIrBw8De3RQeGryAE3BG0wXAf4CNKS0kLgesgf/WU4B/A0japRP6JoiGYERERL9DitikEqoVC08GxbYXzO5m5JFDFoojj5Q0tPKRTemWe+ilmU3DWZVXq4dltIqcV/DQ0g9JyrICdhVCrc2rcEOvWlrBROAjalONzdTCziZ4/uMcPLWhGjNk1UUcM3s/Ptm+HyfbeVDSzFwUjoioglDO5jpKeczlIDy/eX9JD7RJta6Cma1cYdcmeHTJy8D5eBRDVZbYWgt/ecDMTsRZYZ/GybleCHORNyStEPqsjNdD/ShwRhIx00lEQzAiIqLfwcwOr7BrSdyjsATu7ZhA74LZ43GvxzTgm8DbktpFK97VSOWQ1QzJMbP1gMfxMKdlQ9sgnJzhreSjmJNehYRehhqrC+o1fKvImYMTuYyUVGuBolHZqwJfAN4PrAQMTRu4IYzzeHxSeVYtT27qmM8BB+L5oMlCSLLCfRXwY0lT87qOOnRq5r5J0mAzq3nNDciLJbciWoKZLYcvYoyhRKp1G/BK6LIizvR7bOgzGR9z31xYWv9GX3t3zexeYCtgX0l/C229DMFU30uBjwP7SLqhaN2qIRqC/RThY74P9THdSdJR7dArIqJTCF6jB4FRwIcl3V2h33bAH3FjcKs8yCn6A8zsSjyv6j5gz0r3JRT8vRFn7rxa0kdD+2p4WZuHJG2Vo16FhF6a2f143t2ocqx+Dch5DlhG0uKt6FNG7v54Lb/hpMLKsh7sQLSyE15O6KYGz7EovngCMKVTYVhVFnaqQtKlTRqRleTlWpQ6YuDBzM7DF28eA3aXNLFCv+XwXNwNgAskfal9WnYH+tq7G6JgFgeGJWNluIbJkpbJ9F0JeBG4SdIHitatGqIh2A9hZsfjruck/KrWKnkMf4vo9wgf4M+TWq2r0ndvnOXyPEkntUG9rkdgI/4nTr8+Efg57ol7PXRJykccAyyPh+9tIemJcPwpwJnkfE+LCr0MxsevgWMlXdSCnPPxgujb5hXiZWbr4DkyQ3G6/N/hNdSWKmMIHgxcjteL/WQe56+h2x+B0d2SW2tmq+Qlq5UQ4YgIADN7ClgT2FLSwzX6bo4vXv5X0jrt0C+ieYSyNLPSOfBmNhMYXC4dwsymAO9KWq6Nai6EaAj2M6TY+sCZ426iPqa7bxSsWkRER2FmzwLLSRpZR1/DyU5el7RG4cr1EQQmzStwFr5qOWRTgEOUKmBuZscAKwNXJMZhTjoVGXp5EXAIXry4KlNqFRljcHKDSXg5jak56PUr4EjgXEknh7bXgWXLGILLAG/itcjWX0hYzqikR0RExHu51vNUZ/mDkKu8qKS6GCgjOocQ/bEyHqI/P7Q9g+etryHp+VTfRXHCrQV558w3ihjv3v9wQvh7FXBYtzHTRUR0ECsAdYW2SVLIT8gtl60/QNLfgzfqeGB/YD28vAK4MfYE7pm6UNKkzLFNe9Vq4DU89DJvIzApMj0XuNzMzqY2KUG5MPsNgVPxeoRPmNnP65BDDSKWXXFD/HvVZAQ5b5nZDDyHMCIiorOYBwwxM1MNT0zIq140HBPR/XgOWAUfaxOj70HcEDwUT11I8HE8//qFNupXFtEj2M9gZtPxnJHlJb3VaX0iIroFqRDCnVSjwLaZbQ/cBbwmacV26NcXYWZD8Bxkw3PI2j5hKSL0MsjtoTq7bDmUy9FL5BBk1fPRrUpuELygc9JehWqeODObDIxox8pzqx7BwFwKHmL1UKatIbSL1TQiol6Y2X3AlsBBkq6p0fdAfFH/QUlbt0O/iOZhZl/EF+eOl/Sj0LYbnus5H7gIeARfHDwWd8adI+nUjigcED2C/Q/z8Tpd0QiMiOiN63FSkV+b2V6SninXycxWx3PDBFTNJRzoCIZfQ2x2BeSQfQs4APiJmeUSehmQV7j8S9Rn/DWCmcAoM1skCUGqhBCaOpoGf6cO4g78fj2Ne5zTbY1AVJjjpLy99WIuTkb0JHCruqgYeUSfwx9wZslfmNl0SbeU62Rm++K1PIWH40fQq5RMvUi/u7dIujd3pUq4BvgYbugB70XR/Aj4LHBcqq8B99LbS9gRRI9gP0NgiNsBJw2IbIcREQFmNhZ4FM9vm4cP2hNYuGD2ATgJx0RgEzVZSDyiPPLOIQveopXw0Ms5OIlNq6GXXQ0zuxPYHthR0j9CW6UcweOB7wN/k/TBNujWqkfwBXzy+6yk3TJtDUFS2ZqSKTbCtMys5ze7L/l/D15/8HhJUxrVKWJgI0RR3IfXwhM+Vt2OczkshocWjsdLtxieX7xtJ6ItuhEZJtFa9YAt839w4+v/0vl67YCZ7Ymzbq+IM5LfAlzSKSbmNKIh2M9gZh8E/gScKunsTusTEdFNCMyXVwPrUp3s5Ak8dKdqvbyIxlGAIZh76GW3w8w+C/wQ95TtLml+uftqZuNxr/Yw4NBmCW8a1K3ryWLM7Ax80n0c7i19Drib0qJQwoC7OqVab8OBzUO78An69jEPP6JRmNnSwG+APUJTdsxKDJgbca6HSUQA77E5LwmcjtcDvoOQxhG6jAV2BHbBPYHfwu/vFvgi7zA8f2/T6CxxREOwH8LMTsOLZn8N+IGk2R1WKSKia2Bmi+DhGx8GNgOS+j5v4ZT8VwFX1gq5i2gOBRiCL5Cjt6gvIDDOPYiHID0A/AS4AM/X3Aj3JhyAF4UfjBs542uRU+SkW18wBBfDvTDrA0dLuqpCvwOBi/G8nt0kvWtm2+KlZcYAX5D0w/ZoHdHfYGY7UPk7dLUq1LodyAg1sh/EF2b2r5QXbmZb4sRl7wBbS5oeatneijN7niEp17BMM1sZZwGtK3TczFYAFpH0Up56NIpoCPYzpOKnN8FXS+bg3o1aTHddUfMpIiKif6MvGArlYGbL4+HDI6hCINOukNOgz5/xle5q3u378NqZbfEq9IXf18y+jnsUanpJUyWZTpd0Zmg7DLgEuEfSjsVqGxERkSBFDraXpJtq9N0DuIHeZXY+hBuI/5S0Zc669eAlp95XZ//ngZU6HZ0SDcF+hkz8dL1YiOkuIiIiogj0BUMhQaBv/wLwaWBcHYdUDDk1sxXx2n/bU9uglKTV69BvEeAI4HCciXBI2LUAzz26BPhVO73bfeH3NbMn8d9zpKQFNfoOxmuKPpfUYTSzEXiezzSlikdHRJSDme2M559Pl3RBncecCIwEbouewRIaqQcc+s8kVQ845GjOAGZKGpOzbj3AG5LqKjsVDMGVOz1W9tkciYiKOLLTCkRERET0dQQj8E/AXrjBNhXPJ+vB81GWxkmFwFk8K3rczOxQnAFwKPWRG9S1QhsMvF8CvwwGy5J4XcfJ/TG0ORAufBjYAA/NXLRK92rG9Cp4+Y2qRmAQsiCU6xiXaptpZlPxiXpEREWY2VDgt3ju2kcbOPRlnJTocDNbpxtIRboEK9BYXcVe9YAlzTOzd/CFuE5jOM7031FEQ7CfQdKlndYhIqKbEXIM9qH+yWS2QHjEwMCRwN7A68BHJN0TVnwnSlo5GIo74PTfW+A5J5dlhZjZZng5kkXwfLO/4KFJU4CPAMsBuwGH4CH8n8cZBBtCMGr6ZdmgMJn+A/57QH21HasZ09OBpc1s3VqEUGa2Hp5mMSnVNii09cv7HZErDsQNkdslXV3vQZKuMrNP457E/fHnPwImA2PNbBtJ91XraGbb4Is1r6faFsEX9F6vcFhbYGZr4IuJr3RSD4iGYERExABCoNI/m5Inp9aEUkA0BPsACgi9/Dj++58k6Z4yAnqAO81sF+CvuFfuv2UmJyfi39oLJH0x6AowT1KS032FmX0fLzz8bZw8otq1PocbpNvUuIak/13ACvWEm+aAe/EFljzxdXzxZj5wGU748Ca+2t8M7sCp3H9lZntWYg80s8XxItDCyWUSjMNJeDo+iYvoeuyHPz8/auLYC/FSEgcSDcEEN+Hj/K/Du/tiuU6BuCWpB3xDatdaeNRE2eMaQcg3/FCmeYkadUoNN0R3CP+/vXLX9iAagv0cZrYcXmNreF+umxUR0SoC6cP3w3/fwj8or+KEShF9GAWFXiZFga/NtPfK5wihg1/ASbm+hIcuppGUG8jmBvXSU9K/zewzeHmTr4StEsZRWsyoByviTHkVkZdxKemABvSqF4fg9/BYSb/OQd7XgQ8CWwNPm9nPgXsoeQmS8hHHAMvjY8Q3UscnIX4TctAlon9j8/D3700cmxyzRU669Ad8DTe+1gKeMLOrcVbk7Lt7IB56+Tb+vic4NPxttDB9OWyC52inMaxMWyU8i5NWdRSRLKafwsw+CpyK02NDhsQghMddhU9G9pdUtfhyRERfh5ndi0/8rsJrM8X6Xx1AAeUjNsOZMRsKvZRUdRIf8sJmSVoy1TYLQNLwMv2nhv4rZNpnAz2SRqTa3sXJCkZn+i6CExm8IGmdKro1SkrwCk6wUDEMupuJDsJ9N2DxvHIfzWw34ApgKaqzrk4BDpF0c+rYY3DD+gpJT+ShT0T/hJnNAOZn3/UGjp8GDK6XHGUgwMw2wr/ja1L93X0Grwf8aOrYffFSHX+v5E1sQI/xwM6ppjPw8fu8Kof14CUt/gPc0Q253NEQ7Icws3OAk/AXYS6eA2XZD7aZ/QafHB0m6fK2KxoR0UaY2XR8hXB5STG3p0MowBD8LT6OpUMvFzJqzGxDPPRyNrCZpKk15L6Iry4PDWGgSduKOOX3a6m+g4JcSRqakfNWkLF4qm0SHj65uKRZmf7T8NpSFckMGjHazGwUnt82VdKyecgM/Wsal3nBzJ4GxkoalbPcpYDj8Rys9fCQMfDJ2hP4gsKF7Sq9EdH/EFgrFzT77AZik8HVxoOBiMD+eQheL3VTPN8OfKz7F/7u/q6dC76NjqHdghga2s9gZrsDJ+PU1sfgL8MrQLkJwKW4m3x/IBqCEf0d83G692gEdhZ555AVEXoJnkOyIp5vmOSCPRza9gd+nOq7D77g9nIZOa8CG5rZGElvh7angW2A7UiFjJnZ6sDi+IoxqfaN8DCkNIaFenaVkOSiHICHsz5YpW9DCMblsnjYVTtwNfAVM9tW0r15CZU0GV/FPyNMLMcQvICSGmEmjIiohEnAipn3vy6Y2Ric7KTcuDKgEd7PS8LWLViV5vOWO4ZoCPY/fJYSwcHV8B4xQTncG/pWJSaIiOgneATYwcxGVSKHiKiMYHRMaDWcpoAcsuXwUgBp4o4FeK5GFn/Gqcf3o7YheAtOPPN+nHQAfMHsQ8A5ZjYcf6Y2xPM8hIelZvFg6LMRpZyyG4FtgbPM7HFJb5jZ0pSISbKEM/vjuTFpjErpVQ2GX/PZvRq7zLisge8A++LkLntLej7vE4SJ5Zt5y40Y8HgUXzzaEw9FbgR7hb+P5apRRCFoALf68gAATM1JREFU9dvYKcTQ0H4GM3sTd5G/F3JULRTLzKbgYUsL5bxERPQnmNkH8bpwp0o6u1b/iN4IYS/CV6cnJJukZzusV+6hl6Hf+vg13iHpw6n2aygxAb7XjOejbCNpSkbO3riBeLGko0PbGOBJPFclKfuwHB6auAD4f5LuSsk4nN4EBONx466adyydi/IbSU9n9DqD3salUR+JTtJ3HrCb2lTsOhjKP8O9r1cBj1ODAr5cOY+IiHbCzD6FRw88iYek1xWqaGaL4SGOawOfkfSz4rSMyBtmtjOeo74ZPs6Dj/MPA3+QdEdHFCuDaAj2M5jZXJywYEyqrZohOA1YNBqCEQMBZnYaPvn9GvADSbM7rFKfgZndh3/UkkiS5OPxOnAnJcPwqTbr9QjucVs6Cb0ys3vw0Ms9JGVDL/8HvNMCecNg4JM4O+iKeBj+LcC55UK/zGxRYHdgRpqgJtSn+zWwZar7K8Dxkq6roUPLuShFGJdFwsy2w8N/t6ROg1XSYDPbKfx3lqSHgqydqhxWTV5k3o5oCGY2DGeHXA74G3BoLXI+MxsJ/A5f9HgTWG0gfqtS0QnTJP0p09YQ2rUoFBasLscJymBhFutk7LoF+Hg35B9HQ7CfITH6qMMjaGar4gPUC5JWa7uyERFthJkldNGb4MWg5+CEENU+ypK0a8Gq9RmEcMjtcKNhPLAVMCTsTj4mb1EyDO+U9O+CdboI+ATuRZsQ2k7H6f4fAvZNhV7+Ieh9i6Q9i9SrXpjZSpQMyidVx0c5GHGzJeVWW6ybiQ7MC0PfBiwWmv4HTKRGPo6kXVKe7KclrRfkJW2NoBfzdkREvQjRKNfiRsGrwA+Av0j6b6bfWngI9OfwMUHAAZL+3F6NuwM5vru0id14CHA/ngZg+KLabZRyzFcE/h+eFiA8bHibTucjR0Own8HM/oSvIh2cTBKqGII/Aj6Nr+we3nZlIyLaiPABaRRqxwekr8LMhuKet51xA2trvL5d8mEpfPKcR+hlRDHGZV4ws5vxFfZ/4N+2uskzzOwF/Hl8VtJumbaGIGnVRo+JiAAwsyOAn+KLGcmzN5cS4dIYSgsdCeP7ZyRVK07er2Fmd+D36qVkjppqawiSdslVuTIwsxOBc/GSMwdLuqVCv93xfNHRwJckZYnO2opoCPYzpPKgngN2lfRi1hAMoU2nAN/EX6gd8mRii4joRoSJbsOQdGneuvRHmNkS+GT9ZLwAstEGQ7qI0Muc9bsYL91wYp39vwssJemoYjXrOzCzt3FynFUlvdRpfSIimkEoYXMWTgJTicVPwPXAaUrVv4vofpjZ/fi37yBJ19ToeyCe6/ygpK3boV9FXaIh2P+Qqqv1NnAdcBAwAjgBr5X0QZwS3YCfSPpsZzSNiIjoqzCzJYEdKYWJboR73JIJzv/wnMFPdkZDRzOhl5njR+NRFhvgq/bV6uYpa8A1UZ+vrkLtYUHvGDxXMdGtmve1qnc2eHdXxhlYX8rsG46XWRiPey1uBM6UNKP2FbUOM5sMDErnvkdE9FWY2Qp4FMW6wFKheTIexTBB0qsdUi2iBZjZVPz7MLLWd8a89uwM4F1JS7RBvcq6REOw/8HMFgG+h8eZJwVyswx3PXji/ZcViiVHREREVIKZLQPsRMnwWx8fSxLD7wl6k8a80Qk984SZHY+XXUiKxFesxROwkAe0CUPwBWDFGkbb4nj9wcTzWhckDaq0z8xOAM4HLpJ0XKp9MJ73smnqXMJLR+wgaX69528WZvZ3/JlbSrH0S0RERBfCzGbiht3oOvvXxWBdNGLicz9E+DB/wcx+DByOJ6aOxY3CN/EE1kvbze4XEdFNMLPlgJWA4ZENsC68SSr3D6fvT8pI3Nkp9rOiQi/N7GPA98N/3wJuwoke5jSvbU3dBuFkXzNrdP0aHvI6F689eF0OuiXkOb/JtH8MZ4udjZNczAZODOc/Bs97KhrfA3YBvsTC9RRbgplthteKXAkYln4uAvnD8riBH4t6R0R0CczM8Pqq6Xd319T+EcDm+Lvbrnzwl4C1zGwzSQ9X62hmmwOLA21jXq6oS/QIRkREDCSY2UeBU3GPFmRC5kIo4FW492P/WlTfAwUptrbpeF2sa4GHOx1RUGDo5b04+c1VwGGqv/7XKJwEIMELuCFZzXuXFGo/DPgCcL+kbauc4zlgFeAoSZfUo1ctmNmzwDhgiXTIp5n9FfgAcJKk80Nbkt9yl6TxeZy/Dv0+hXssLwfOkfRMi/KWAS7D80uhTE5rCJdNqP/Xy7I8RkREtB9mtiZwDZ7q9F6UQubdHYyH2q4ObFnLMMtJr/Pw8ftRYHdJb1Xotxy+sLghcIGkLxWtWzVEQzAiImLAwMzOAU6ixMq2KD4OZsP5foPn2R4m6fK2K9qFCAbBdrjBknw4ZgB34SGhdwD/lFSV0r8AvXIPvQz9pgPDgeUrfdArHNdKofak/9HV2ALNbE7oN1LSuw3IrnxSs3eABepdg3YQMBXPMR8raWJoXwT3Pk6TtFQZcbkiGL7g3tJh4d9zcC91JUjS6hXkDccjYzYEXgNuwD2fw8uMBafhxGqnSTqr6YuIiIhoGYER+hHcC/gocDX+TV+8zLv7eXzx6GxJp7ZBt2XxFIkx+Lh5Ef5dfBXPrV4Fj2w4Av+2TMEXmCYWrVs1REMwIiJiQCBQNt+Ik4Ycg3u0XqF8aZXdgJuBayR9uN26ditCOM7GeL7WzsAOlMgOhIc03oOHi96BM6IVahg2Ygg2kqAfmColackG9fk6vQ1BUUduIaVC7b+s5eUzs5fxic/oRnSrIXMO0CNpeKptY+BfwBOSNsj0nxR0WIyCkXfpFzM7GTgHuA/4gKRpVcosrYeHQd8jaccm9IiIiMgJZvZt4Kv44s2HJM2v8u6ujpOWtY2Z08y2wkP1l6fyAqABrwP7SXqwHXpVQ8wR7GcI+TKNYC6+cvEkcGtkq4rox/gsPjCfJOlqALdryuLe0Hez9qjWNxCY0B4J2w8AzGwDSnUEdwT2oBRuNxOn/c8NZUIvAQYHdtB6Qi+H4ivJtfAIsIOZjWqEoETS14Gvp/QtolD7jcAnzGxdSU/mJPN1YGUzW13Ss6Ftn/C3XI7NCJzpsB3IuwbYR/D3+wRJ02r0fRJ4F1g7Zx0iIiIax4fwd/dLtYiqJD1rZnOBNdqimZ/zgbB49DngQJzROSHp6sEXla4GfiRparv0qoboEexnSK2cZllC08juS/7fA1yJ19maUoyGERGdgZm9CSyNezFmhbayK4lh3xRgaNpDElEZZjYOn7AfR6l2X0WvTAvnKTz0Mpwnqcl6qqSzG1a0JOcSnMzm883KKCNzJdxT9zCwdx7hoWZ2GXAo8BfgaLzE0M3AMniu7J9TfdfESQ4elrRFq+duN0IY7KJ4KKhCW7Wx4C08d3JIezWNiIhIw8xmAEgamWrr2nfXvM5tElUyJa9Q/jwRPYL9D9/AY5GPw1fAnwPuxvMgwNlDd8ATaN8GfobHKm8e2g8G1jGz7eslR4iI6CMYDbyTGIF1oNBC6H0dZrYGpVIS4/FafVBaeOqhPs9bw6em9+JW7qGXAJL+YmZfA75hZgJ+IGl2o8pKOqLRY9Iws5Ur7PoEcAnwkJmdDzyEE/lU06VaMfZzgY/idWaT3DvDc17+mum7V/h7f7XzdTEG4/mQNRcQAunE4tRmco2IiCgeok7bJbD+LoGP/YUj5DJPlLRN0hYMv7K5zGZ2F7BCpVzmdiF6BPsZzGwx4HacEfFoSVdV6HcgcDEe/rSbpHfNbFt8NXgM8AVJP2yP1hERxSNZNaQOj6CZrYqzBb4gabW2K9uFMLN16G34LZ/sCn/n416qCTh5zF11hN3loVcRoZeY2W3hn5vgk4k5uFFUzdiSUhTmdZ7nA5QKtd8k6cbM/rxyLHux41bQZS/gQmBV3JCfgH9Hns/0exxn7DtQ0rU56Vc3Qq7q2ri3EpyV9el6DLtw/FPAmsAqkl4JbZXGgl2BW3AipC0XEhYREdE2mNlj+Px2HUn/C22V3t39cHbRtuT3FsVgXTSiR7D/4RSc8vzQSkYggKQ/Bpf174CTgTMl3WtmJ+KrzAcB0RCM6E94AM952gf4Q42+Xwx/21V/qC/gCXp73+bhRcWTIvL3SOqE1+QyPM85b+yc+f8wPHKiGhYyRMzsI3g9wr9JOiaz72c4cVGC483s55I+ne5Wr8I1UFOOpOuB60NphemSFqpLGBhDDw3/zSs/sS4EL/RpwAF4jmIaM83sj/i3rFZpiVtwQ/BTeCmZSucbBnwX/12vb1bviIiI3PA3PO/ui3jkW1mEMexc/N39U3tUaxiL4gtuHUX0CPYzmNmTeC2okbXY+kLIywzgOUnrh7YROKtiW2jBIyLahVTO13PArpJezK4khnfiFJwuXsAOku7tlM7dBDObhZPoJIbffeUMhf4CMzu8meMkXZqR8zs85PLDae+Zme2EM6uCs1fOpmR87ivpb82cv7/CzPbFawgOp7JRK2AWcLCkbDhrWtYquBG7CF6k/ud4vcdlJQ0O7LK7A9/BS0xMBdaSNCmXi4mIiGgKZrY0np88GicsuwBf5E3e3WXxhaLT8DznV3HvYeGLlA0yWI8CJuH548sWrVtVXaIh2L8QJmtzlaoFVaP/28AQSSNSbZNwQ3JoQWpGRHQEZvZbvD7g2zjF80G4Z+EEPNTtg/jHw4CfSPpsZzTtPpjZot2Y6F4LtUIv23D+JAxxubQhEUhkDgN+Iem40PZV4NvAdZIOaKee3YxAA/9vnPH1WdxLdxte/kV4TbFdcaNuDTyMd8MU+2k5mQcAV+DG4GxgCJ47+C/89xoJ79Ub3U/STUVcW0RERGMwsx3wNKYsI/XbeGoT+Ls7BdhD0j8L0mMjPHUgwSW4I+WEaofhRuwBOC/HjZL2LkK/ehENwX6GFDPiBrVoxVP1kSYlKxJhJXQu8FbeOTcREZ1GCGv7Hk7tnFA6Z1l0e/BVxi9L6njYRkR1NBh6CZANvSwUZjYZZ58dkWl/DVgOWF/SU6FtCXwy85qkFRcSlp9OO4V/zpL0UKatIUi6MzfFKsDMfo7/jrcD+1Qi7QmhnNcDOwEXJQZ2Fblb4u/6dhW63Ad8rqiJZERERHMIJFpnAR/GF3HSmA/8EfiKpBcL1KEVBmvD0yt2k3R33ro1gmgI9jOY2ZW4l+M+YE9VqH9lZovjtai2Aa6W9NHQvhrwDPCQpK3ao3VERHsRco0OB7bFmXQH4cxe9wKXJhPziPIws82A9+OemGGSjkrtG0Iopivp5Tbo0tWhl2Y2Dze4RqfaxuEhyq9KWinTfwowQgUWag8hTMIJVtbLtDWCmgQ0eSCw8a0CrF0r/8/M1gKeogGip/Dd247MWCDp6ZYUj4iIKBRmNhTYgt7v7kOSZrTh3IcDR6SaxuPGXbV0kh5KDNa/6YYxJhqC/Qxmti7wTzwMaiKe+3APXiwYSuUjjsEna3OALSQ9EY4/BTgTOE/SSe3VPiIiopsREvAvo1Qw3sjUCgwf5mdxb9d6kv5bsE4th14W6SEzszdwdstlFOqzmtkx+Nh8paSDM/2nA/Oq5WinGE3rxVw8z+1JnCjlCtzoe1bSbkHmCzRuCCJp1UaPaRRmNhuYLWnJmp15z5geJmlYsZpFREREOIpisC4a0RDshzCz3fAP/VJU/rAn8dOHSLo5dewxwMrAFYlxGBEREWFmw/GVzg3xuqQ3AB/Di3JnabtPwwl3TpN0VsF6tRx6WaSHzMyuB/YAzpJ0eghfTO7jJyX9KtV3efzePiFpgyrXnA5ZrlZHMbsvuZ57gf/LloXoVoTfeARe+qVqnmrwSE8HZlYyHPtqvmtExECHma2s6vVQO4bgIZwtqRYreVchGoL9FGa2FHA8sD9OgpHkQ/XgNPDXAhdGFrSIiIh6YGYnA+fgYZYfkDStSv2mJP+48PpNeYReprxhuXvIzOxD+HgrPGRxCZyQ6G1gnKTpqb4H48yYv5d0SJVrPhxYEjg9yLsDL3XyWugyFtgR2AX3BH4rnH8LnKRgGPA8sGml9IFugpndgV/PsZJ+WaNv4m29U9LOFfrMwp/jhAH33v7MgBsR0V9gXlf1RUrv7gRJz3VWq76NaAgOAIQV0jEEL6CkeR1WKSKi7TCzixs8JB1Od6ukV3NXqg/BzB4CNgW2kfRgaKtkCBoedj6taGrsIkIvC9DxTODLlBbkpuAeuRsy/W7Ew26PllTxeTWz0XgNx+HA/pIeqNBvS9wIfQfYWtL0kA93Kx75cYakb7dybe2AmR0FXIQ/U8cDv1Jm8hJCkj+Jl3wYgt/DX1eQl3hUExnv4vdzAj7B7FRNzIiIiCows3dxdl8ovb+vUXp3J3RD3l1fQjQEI8rCvDDvaEm7dlqXiIg8UGbyBwuH1GX3Jf/vAa4Ejk+MjYEGM3sHL4A7PJmEVzIEw763gCUkZRnd8tYr99DLgvRcBdgKN8rulzQ1s39RvMC5AZdXi9Yws/NxivK9VKOsgZntgYfxnivp5NCWeCn/KWnLpi+qTQgLCzfiBEUC3sA9oK/i+fCrAFvj6RAG3Ix7rctOcMxsbZxZdHzY3hd2Jf0XAA8TPA7A3X3BcxoR0d9hXut6O0rv7paUWEOT93civT2G/2m3nn0J0RCMKItqE7yIiL6IQPW8GHAcXsfnOeBueofT7QCsjoft/Qz3uGwe2oXXGNte0tx26t4NMLOZeA7cyFRbJY/gYGAmni9RV03TFvTKPfSy22Fmz+LkOCNrdua93+51SWuE/9+OT6IW4AZVs1C7FguDgX8BcDQLl35JFnR6gF8AX1SFEhMVZK9GaWI5Hjcs0/J7gEclbdH0BUREROSOEAmwLf7e7owvtiU1sJP3d3LRkSl9GdEQjCiLaAhG9DeY2WJ4HbL18bCxqyr0OxC4GHgEr/HzrpltixewHQN8QdIP26N19yDFzrmKpFdCWyVDcFecnbItHqe8Qy+7HYFFc56kJers/w6wiKTh4f89lIyncpOAWgQ0UIYxth0wrx92ALAZHhIM8BbuwbsmDyKJcI6dgc/gHgfowLVGREQ0hpAKtQdwGvHdrQuF1/+JiIiI6BKcgoePHVrJCASQ9McQpvc74GTgTEn3mtmJwCV4nc4BZwjiht2aePjiqZU6Bc/Nd3GD4fp2KCbpVDP7BbVDL6/HwyT/XK9sM9sTL1q8Ab4QsGh1VbR6Y9o3hcnAWDPbRtJ91Tqa2TbASEolhACOAn6J58CemGpfEi+QvASl0KpXcaNvLL7qvhMwDWeFfTuHa2kIwdD7fhGyzWwjSl7BnfBQ0wSzijhnREREazCzMTiZVPLubkxpURC8NnZEBUSPYERZRI9gRH+DmT0JjANGSlpQo+9gYAbwnKT1Q9sIfAI8rZ1EI92CkOP2JL6A+CWcjOUFwjhhZoNwb9t38Py8qcBafZWZOIQc/QHYO2mq5zA8jPCp1HNT9VmrgIXKUGR0+xVwJPA0sKekFyv0Wxm4CVgL+LWko0N7wur6D0k7hLYlcMKUUcCHJd1dQeZ2wB/xd2Grvpo7F/ION6U0edwRDxlPfucZeA3eJE/wQUnz269pREREGma2NL1zfDfA39vk3X2K0ns7QdLr5eREOKJHMCIiYqBgFWBOLSMQQNICM5uDG45J20wzm4p7VwYcJL1oZh/Ha5ReAJxFSNIPjKJr4vfGcMbVg/uqERjwdWAfYD5wGc60+SaeV1cJt9N7QgL1GZBZ1Drma8CHcAPvCTO7Gs93TSY8Sb7rgXie69v49SQ4NPxNF6b/Gp4fu28lIxBA0j/M7Gg8VPp04KQ6rqerYGZ/xe/P4pTu9VTgb5QmkA9L6ikrICIioiMws8eBdZP/4pEnj1N6b++U9FaH1OuTiB7BiLKIHsGI/gYzexNYGthA0pM1+iYek0lJknnweM0F3pK0QtH6ditCSYILcOa2crgP+Jykf7ZPq/xhZi/hbJIVyxCUOSYhGXlX0muZtoZQycuXOtdGwFW4AV7pQ254WNRBkh5NHbsvnl/39+Q8jRDQBG/aDFIENHnBzG6r3asuVCSyCTmSwgvP/wi/j49VYhmNiIjoDmTe3QuBH/TxBceOIxqCEWURDcGI/gYzuxLP77sPD6crG9JmZovjVPXbAFdL+mhoXw2fVD8kaav2aN29CPdjO9z7NAj3lt1bZA2nVJhloaGXQe4s3JBavFtDAgMxwiE4ecqm+EIHwCSc4fZa4Hf1sNwGApp3JY2q89y9CGjyQqrMSyW0TGSTOYfwkOc7wnanpIn16hsREdE+hKicZIxKDMK7Ce8u/n2OnvwGEA3BiLKIhmBEf4OZrQv8Ey8hMRHPcbuHhcPpjgGWx4tXbyHpiXD8KcCZwHmS+lw4XH9AagL/lKT1Mm0NQdKgavvN7GlgbL2GUV+Hmb2CvwM7SbqnRt/t8bITr0laMWc9Dq+wq2EiG0mXVjjHUvTOMdoQX8xIJkRPB/l34DlGb7R6XREREa0jRCNsQu/c3iXDbuFli+4hvLt4bm8zi4UDBtEQjCiLaAhG9EeY2W54jttSVA+nmwIcIunm1LHHACsDVyTG4UBGYAcdTXUWzYTlMa9ztjP08kzgK8AOku5t5hx9CYF19Wjc672XpLJMe2a2Os68ujrwS0nHtkG3QolszGw0PqHcmRLr4GBKY8T/gDskHdf8VURERBQBM9uQUh3BnfDIiOTdnQXcI2nPzmjX/YiGYERZREMwor8ieAOOB/YH1qNEM90DPIGH010Y8w4WRpiQn4KXU1i1jkNqhmB2K8xsFL6yPBjYW9LzdRzztbzOL+mbecmqB2Y2FngUXySZB1yDr6i/FrqsgE+yDsALNk8ENmmHt8zMzgM+jxPZ/K1G371xIpumPfchPPz9eG3KWIssIqIPIYwBXyO+u3UhGoIRZRENwYiBgJBjNYbgBZQ0r8MqdS3MbHncMBpHA0yYtUIwuxmBpvxnOHvoVTiBUDUq8kuo7Gmu+7SkJi5mdlhonybpT5m2hiDpsqon9vDpq3FWvmoe8ydwApqqpEt5oR1ENsHDvS2lkLOtcVbc5FmPk8mIiC5EiFIYn9pWSnaFvwskVY1cGciIhmBEWZjZNcAYSbt0WpeIiG6Cmf0RGF2JkbC/IhU6OBX4NnAd8Go9RCR9FSHU8AJ8Zbmej6UB5fLSDC/3sAQeqvRPeue3bYGXeZiKF7uXpCODDglL3tOZvMiGP971GDJmtgjwMdzruxnOLgrwFvAwbhBf2U4CnSKIbEJd0O0pTR63oBTmnEwg38JzIZN6ZI81dwURERF5wczWprfhNzbZFf4uwMmyklziuyRNbbOafQZ9MmQnojLCSvGEWvkvtSDpgJxUiojob9gOWLbTSnQAe+HGx2GS/toJBdoZemlm2wB/x8mFhOeJTaR6HUESAy4lx/DC9COB03C685mZPsOBE3CSkxGSDkrtvjOc/6UybbkjGHi/DVu3YDIw1sy2r5PIZiSlkNZyfe7DjdzEME4mkK9Rmjze2S6PZ0RERH0wszcoLU4l7+27wEOUagneI2lGB9Trk4gewX6G1Erxy5ReigmSnu2oYhER/QQDNWzazObgeZQjO0XP3awnLCuGOsL8zOxmYDfgH8DBkl5u6mRmx+NexS9K+n6Nvp8HzgNOkPSjZs7XH5E3kU2KafZFgtFH/E5GRHQ9wrs7B7if0rt7r6TZHVWsDyMagv0MqZXOxNub/MCvU1rpnCDpqQ6oFxHR5zGADcHngGUkLd5BHS6hvCHYdOhllXO9jbNUrtoK86mZ/QsnJVpC0pwafYcC7wD/kbRps+fsb8ibyMbMPo5/B5sy7iMiIjoDM9sBeCDm8+eHaAj2Q4Qwo+0oxU9vhSe9Q2kS9Ra9Q2D+3W49IyL6IgawIXg+Hr64raQHOq1PglTo5X7AGdQOvbwuE3pZSe5kYJCkMS3qNx2YJ2mpOvtPARZtt8HdRNjtXNywfhKfmFU1cltFNxLZDNR84YiIvg4zewBYStLqndal04iG4ABAWGXehlKNpK3xVdPkx++zFO8REe3GADYEx+AJ+JOA3bol+b6o0Esz+zs+Xi5Vbz26CnIm4/UWV6ujduE44Dm8GHpNwzEYwfvjpQ5WAoaljZJAiLI5PsbfVUNWK2G37wA/Br5Z5Ep9txHZDNSxICKiryO+uyVEQ3CAIdQB2w04GQ+XqitfJiIiwjFQPyBmthNubFyI52j8HE/Qn17tOEl3FqxXIaGXZrYHcD1wpqSmSWrM7C840c5NwH6VDCUzWxT4E7AH8DdJ+9aQuyYeIrkeFUocmNlg3GO3OrClpIeryLsENwQ/hBuuM/EQ2yT8cixuVI4E3sZr9S2BG2QrhWNvwXP4OpJD2m4M1LEgIqKvI767JURDsJ/DzJYEdqQUJroRXkA7mTj8D8+V+GRnNIyI6FsYqB+QjMfIqM97VHi0QZGhl2b2KeB84HLgnEokJTVkbA3cjY+7Twd5d7Jwftvn8bDHBcD2kh6sInMM8AhugD2Kh0yeBCyefS6DF/R84GxJp1aRaUHOB4GvAj/OEjAEQ/ozwFnAtZI+FtoPBn6JR5p8QlK5EhodR97hYAN1LIiI6OuI724J0RDsZzCzZfBJRWL4rY9P2hLD7wl6k8aUTaaPiIgoj4H6ATGzF2iudt2q+WtTQlGhl4EcB7xUyLDw7znAm1UOUzkjw8w+BlxM75D8hboF+UdKurKGbt/GjbUbgA9Jml/puQxMmv8DHpS0dRWZJ+AG4/GSflzj/J8BfpjuG46/ALhN0m7Vju8U8n53B+pYEBHR1xHf3RKiIdjPkFm1F/A4pTISd0qa1CndIiL6A+IHpLtQYOhlM+GNFcPszWw14FQ8p290ZvdU4I+41+45asDM/o2HhG6QkKJUey5DQfZZ1YxfM3sE90iOkjS3xvkXoxRiu1loG43X+5ssqSvrbEZDMCIiAuK7m0Y0BPsZUobgdDx5/1rg4YGSsxERUTTiB6S7UEToZZA7vhl9JE2oQ+fVSBGd1GP8ZY6fEc41MtVWzRB8C8+hHJLdl5E5t4EQ28nAkHSIbWgbKWmxui+mjYiGYEREBMR3N41oCPYzmNlf8dIRoyl5BmcAd+GTozuAf0pa0An9IiL6OuIHpPuQd+hlN8LMLsC9dUeFvMhFJA1L7a8UGjoE/wa8I2npKvKTENtxqlFfz8xWBl4ApkpaMrQZMBuYJmm5Ji6xcERDMCIiAuK7m8agTisQkS8k7YMX3d0MOBEvnjwPD506B7gXeNvMbjCzr5jZNoFZLiIioj7ciy+qRHQJJP0e2AD4NTCNUl50sk0DfoWHUvY5IzDgY8AR4d/PA0MCc2gt7AUsgrOHVsN94e+PQ5mGsgjfiwtxg/ve1K734fVqX69Dp4iIiIiILkCsHdcPIXfzPhK2HwCY2QaU6gjuiOfJ7B4OmQmMarOaERFthZkdhhMkVSUUqQVJB+SkUkSOCOGVRwFHtRp6WQ7B47U2vWvXPa3OhNX8DTd8vwgcV6lTIA87Fzfa/lRD5ln4d2Fv4CEz+z5wDyXDbiywA3ACsGGQeWbq+P3C37vrv4yIiIiIiE4ihoYOMATWvF3wycOWoTnWEYzo90jlz75MiUBpgqRnO6pYRFcgHXqZaV8DOA04ABiROWwmTvJyZjOlJRrU771QJjNbGs+HHI0v9l0APJDav2zQ9zQ8R/JVYB1JM2uc4zDgF7hnr1qI7TzgOEmXpI49BSew+bGk+yoc21HE0NCIiAiI724a0RDs5wiTmPGpbcVkV/jbAzwqafMOqBcR0TaY2X14yHQSCZEMfq/Tu6TKUx1QL6LDKDcxMLN98RqCwymNmVkImAUcLOmv7dLPzHbAi7pnozneBsYkhwFTgD0k/bPO86yNl6b4UBnZ7+CexbP74nsSDcGIiAiI724a0RDsZzCzdeht+C2f7Ap/5wP/IpSTAO6SNK3dekZEdAJmNhwnU0rej61w7weUDMO3KBmGd0r6d7v1jGg/yhhaqwP/xglongW+C9wGvII/KysBuwJfAtbAiWg2LMrDXMFQXRkP6fwwpec4wXzcW/mVZsKhQyjsasDS+PfjLeC5DoXC5oICDMFrgDGSdslDXkRERHtgZj/AI0CO7LQunUY0BPsZUuFvieE3D3iQ0sT2nlrhQRERAwVmNhTYhlL+7Nb0Zp6UpJhLPQBQxhD8OXAMcDuwj6TZFY4bBlyPl6i4SFLFnL089cvsGwpsgefxDcKL3j8kaUYRuvRVJPcQeBGYKGmbOo+7C1hB0upF6hcREVEdYY77uqT31dn/eWCl+B2vjHhj+h/mUGI1nADcJ2lOZ1WKiOhOhHfjDuAOM1sC2A04GZ9UVwoFjBgYeD++IHBsJSMQQNJsMzsWeIoSAVdbEZ7jSNJSP8bhCz71YkVg5WJUiYiIaBCNfpvjt7wKoiHY/7CEpHc7rURERLfDzJbEGXSTMNGNcG9K8tH4H76YEjEwMRaviVeTBEbSf81sajimcJjZypJeKlD+SsD6eK7hotX6SrqsKD0KwB/wvMfDGzxuUTyfPiIiom9hMSDWza6CGBoaERExIBCo9HeiZPitT6nOHMAT9CaNeaMTekZ0BmVCQyfjLKGL11pcC0XbpwMzkwLrRepnZgvw8Mb085pHiYytcRbSLWv1TdAOsoW8w8GCvDckrVCHrFHAJGCqpGUbUDsiIiJnNPjuLo/ndE+sp/9ARfQI9mOY2WZ4eNNKwLA0LXqYuCyP50C93CEVIyLaiTdJ5f4Bj1MqI3GnpEmdUiyiK/Fv3GN8OPDLGn0Px71GjxWtVEAPHt44Dvg/ADN7jRIJ2ARJTzci0Mw2x8lwhuKLI6/gZSe6JbWg6XAwM9sI2CSzf1gol1Ht+NF4GY7BeK59REREG2FmO+E5/GmMNLOvVTsMf3f3DP++pxDl+gmiR7AfIng+LqOUr2JkagUGcoFngeWA9ST9t+2KRkS0ESkipenAj4FrgYclxZCviHIewaOAi3BD6HjgV1nGzDCOfhL4Ds7aebSkXxetn5mNoDf77ZYszH47kd4ew//UkP8XvJj8v4EjJT2c/1U0h0a8AKH/a8DSkoaE/58BpCeORuU6iQuJw0nXdpMU8zAjItqI8O6eQel9rffdTRaCpgA7S3q8APX6BaIh2M8Q6PHvBTYEXgNuAD4GDM+G8JjZacA3gdMkndVuXSMi2gkz+ys+eR5N6UMyA7gLnzDfAfxTUswnGIAoYwgacCMl0pg38GflVTzvZBWcZXYpfNJxM/CBosormNmDuHGzapl9Q4FtcaNwZ7wsSkKGkugzuVpoYwiFHQ1s3G2TplbDwczscOCIVLfxuHF3bxVRPXjdxP8Av2nUwxoREdE6zOxDwH6ppsOB2Xi+byWk391rJU0uTMF+gGgI9jOY2cnAOcB9+KRkWiXacTNbDw+Pu0fSju3XNiKivQiT+40pTZh3wCfy4BPmmXgYyQTcMHwwGoYDAxXq9A0DLgCOxomEoPfKNPik4xfAF8uxi5rZbbgRdlCdelwR9Ni1qQvhvdD/PYDTKOX7KfsNyBwzE5gvaYlmz5sXyoSDfR1ftDm32mGUwsHWAq6pdM8b9TBGRER0B+K7mz+iIdjPYGYPAZsC20h6MLRVMgQND3uaFpPgIwYqzGwDSnUEd8TrjCUD40xJozqkWkQbUaNO38p4rthmwDKh+S3gYdzgqMjg2URY4/PAyo2SsJjZGHqz4G5MhgVX0tpVjn8UWBsYKWl+I+fOG0WHgwUP4WxJ1bwKERERXQYzGw/Mk1TNmx/RAKIh2M9gZu/gpAXDkxClGhOct/CSE0Oy+yIiBhLMbBywC3AcdXpRIvoPqoVetii3UUPwJbx4eVUyNzNbmt4suBvQmwX3KUpkSBMkvV5D3ueB84GDJP2xHl2LQgwHi4iIiGgPoiHYzxDCeyRpZKqtkkdwMB4KN1vSmPZqGhHRWZjZGpQm0ePxotHQO+TvUUmbd0C9iDrRidDLRtBgfttiwDRgVrUyFGb2OLBu8l/Ks+C+1aCeg4C/AVsA+3bTinve4WAhp3JlYE7Wmxvy7M/Ax4TF8DzRMyXNyOPcERERzSPU/90Cj2S7P7NvBTyUP/3uflHSa21XtA8hlo/of3gZWNPMVpT0So2+O+NMc/8uXKuIiA7DzNaht+G3fLIr/J0P/IsSBf9dkqa1W8+IhrEzTuRSL7bBjYBCEMJIx2Wah5jZjlQugZDktx2Mj8n/qHGa9Sgx4F4I/CCH8ien4SUStgbuNrO7wv+nVztI0jdbPG892AUnd8kLx+Lez4vwCADgvcXRO/H0iuS32gjYxcx26HTIbEREBJ8EzgS+D7xnCIbFnTuBVSm9ux8BNjezTSXNbLOefQbREOx/uAVYE/gUcGqlToEE4bv4ZOL69qgWEdFRPIE/78lHYh4+0U0o9u+JH4sBgcFk8s2CVzEPCH+esjWuxuDkQ7WQPJvfr9HvHWBU2L4KfM7M7g7nuBN4qImyKF+n9/uxE55zWE1X4czThULShJxF7hn+/ibT/jE8D3Q28IPw90Q8VPwY4Kc56xEREdEY9gh/L8+0HwGsBkzG576zcYNxdeCzeImfiDKIoaH9DGa2CvAkbuR/Cfg58AKl+lOD8PqC38FLTEwF1orFtCP6O8xsFk4Xnxh+90nqlmLZEU0ij9DLIKMa0gZSuX1QMoxOBD6f2r8KsAAvaVAJ6fy2X0m6vZoygehrE0re7R2B5HrS7Ld34M96TfZbM7uE+mvrvQdJRzZ6TKPIOxzMzJ7FvbZLpEM+Q4mZDwAnSTo/tB0IXIVHCIzP87oiIiIag5m9AKwEjEh/v83sVjw65FhJvwxtu+LOkQckbdN+bfsGoiHYD2FmBwBX4MbgbDzUaDAe9rYmMBKftMwF9pN0U4dUjYhoG8xsUUnvdlqPiNZQJvTyDpwlcn/qC738CHCHpP+Xknl4heOWxL17S1BaQHg1yBuLGx874cblN4G3JV2a0bctdOdmtiGlsig7AUtTMuxm4R7vPcsf3d0ws68QwsEkfTHVPhTPjUyHgwl4FqgYDhZI1Rakc+PDIulUYAQwVtLE0L4IJXbtpcqIi4iIaBMCD8ac9LsY3tGEKHHpJKUjLJjNA2ZEHozKiIZgP4WZbYmvkm5Xoct9wOck/bN9WkVERES0hlBaIB16WW9pgaQv+ALYn2ucZwk8dHgU8GFJd1fotx3wR9wY3ErSO2X0nSHpvDp1zAVmtjd+n/o8A66Z3Y4bt1tKejjVfhzwExYOB3sf8FVJZcPBzGwO0CNpeKptY3yx9AlJG2T6TwIWl7RYrhcWERHREEJkzyBJQ1NtW+PRPg9L2iLTfxJeEmcoEWURcwT7KUINwR3MbDXcGByL15R6E7hX0tOd1C8iopMws82A9+MhJsMkHZXaNwQnkpGklzukYkRlTAXSTI+r4KGVuYVeBnwNzy/Zt5IRCCDpH2Z2NPAX4HTgpMz+b9RxrpZhZqvTmwxppUyXRnMGuwlJSY8nMu0H4YsAp6TCwV7Dw8H2p3Je0OvAyma2uqRnQ9s+4e9dZfqPwI3NiIiIzuJlYA0z20jSY6Ftv/C317sbvPyLAxPbp17fQ/QIRkREDBiY2TLAZXieLARvUtpTEsLNngWWA9aT9N+2KxpRN4oKvQx5ZMulS/FU6WvADOB1SWuU2T8E90DNL3PccfTOb7uoHqIXM1ub3obf2GRX+LsA93AlIa13SZpaS243Iu9wMDO7DDgUN96PBlYAbgaWAfZPe4vNbE3gacp4GyIiItoLM/spzvp7L56LPRYnfRoJvF/Sbam+GwCPAfdL2rb92vYNRI9gP0dgBx2NfywrIltLKSKivyHUB/s7TpL0GnADzhI4PN1P0pzwsfkm8GHgrDarGtEYvoEbYXljBaCunFJJMrMF4ZheMLNP4myTVwAfz+z+C05OAm7A7QvsHf5WhJm9gRstyXEEXR+iVEvwnkq174KuAE9JWj/T1ghUq/B9TjDcK5fG5sBQ3EB7r8xL+C2m4RPDSjgX+CjwQTxKJjnHE8BfM333Cn/vJyIiotP4DnAIXgbovtBm+HiXZX/eF48YqFWOZ0BjUKcViMgfZraEmZ1jZs/gE6RXgOerbM91SteIiDbis7gReB+wvqRjqGxAXBP+fqDC/ogugaRvFJR/NxkYYWbb1+oY+ozESWuySJ6hyzLHfJCSkXEl8GvcmNvbzA6tccplcbKvO/EFi92A0ZK2l/RVSTfVKIBuqa1cW71bu+YQLwOLmtlGqbb9wt9K4WBvVRIWQsr2xxm1kxzT24EPlvHGHhP+/r1J3SMiInKCpBfwuqITcBKnifjY+aF0v1AT9Bj8/Y7vbhVEj2A/g5ktj9OGj6Myg95ChxWmUERE9+Aj+ITvhDoKxT+JT8rXLlyriJZRROglXl/1aODXZraXpGcqnHt1fCIi4G9luqwf/j6Qaf+/cMzZkk4Lsu7DS/4cxsJ1stLYCadEb7bIepJz926Ztm7EbTjj9U/N7PN4ONin8fv3l0zf9fAImGo5o0i6Hrg+hItPL1dKJoSfJkb5k61cQERERD4IhFH/r0a3HrzEDngIeUQFxBzBfgYz+wU+eZkKfBu4DnhV0twOqhUR0XEEyvhFgeEKA5+ZvU6osVmm/1t4nbEh7dU0ohGkQy8lfTyzL6kLByXPz98kVQ29DMeOBR4FlsJzzq7BV6GT+nQr4AbZAXiI4kRgE0lvZORMxVnuRmXaJ+GF5leT9GJoG4Z7qSdJWq6e628FZvYAsJSk1Ys+Vysws3H4b5EO90zCwXbM9P0q8C0ypSYiIiIiIhZGNAT7GczsFXy19EOSsrkOEREDFoFwQmnyj0qGYAgrmQnMjvWHuhtmdi2eC/IBSTen2j8I/Ak3/q7ESwscii8GHCapmsctkbEucDWwLpVLVCS5ZQdJWshrZGZzgXmSFk+1rY17mJ6VtGam/2Sc7rzwUgXVFkK6DYHp91xga3yF/3q88PuUVJ/BwDM4k+zekm7ohK4RERERfQUxNLT/YWk8d+T6TisSEdFleBlY08xWlFQ1bAwvyj0E+HfhWkW0iiJCLwGQ9GSoL/cxnDhoM0okLW8BDwNXAVdmw1JTmAisYGbvk/RqaEu8lOXKUgzFaxIWBjM7LPxzmP/3vf83DEmX1e7VOpoNBzOzncL/Z0l6KNPWqA53NnNcRERE40iNS9Mk/SnT1hDaNU71RUSPYD+DmT0HLJNefY6IiAAzuxDPKzpH0qmhbSGPSAjPuxufUH5b0hkdUDeiTnRz6GU459U4McmvcNrzpXDColWBj0u6ItV3ZZzA5DFJmxSoUw9uJCdkL03XGOx2b2LqWp+WtF6mrRG0iyE1IiKCXN/drh+nOok4qPU/XAecYGZbScqukEdEDGScC/z/9u49Wu6yPPT49wkghIRwkTskIUTLAqSggIAXCApULgoitLZH5HoWHmuPrLJoC6eCpWprC6j1YAWtAh7bRRVNFyhaEQrIRS5ZUhEUBGO4B1KSQBogkOf88f42GWbv2dffzJ7Z8/2slbVn/+b9/eaZJLP3PPM+z/ueCpwVEU9RZoZeVa02eBhleeo9KH22X+xwjBq76ZQevldVpZdbUEovfztwPDNXV4njZh2Mb3dKwnUqZWZxA8rCNY+ybnXaAQP7Wy5qc0w3Ud5MvY0y8z2VZ7qWUJ7r40Mck9S9Bn5OLRnimGrijOAUExGbUzYRfgY4pFc3EJbaISKOpezntj6lZ+x1wHqU18wbKYtRBKW8+pjM/OEkhapRiohHKAu3zBkovaxWlrwIuDwzT24avwpYlZlbdyi+J4BtKDORA/2pDwJ/lJl3N429lbI/1ocy8587FFtX9QhaDiZJnWMiOMVUvQ+zKTMZL1BmPe4CnhvuPHsf1C8iYl/gc5TZkKHcDvxJ85t0daduKr2sSvOXZub+DceWUWYgZwJvovSuPdi8hUVEbMC6fQV/PMI+gHXF242JoOVgktQhJoJTTNMvzGB0vzztfVDfiYidKcngdpTSvaeA2zLzV5MamMYkIg6ibAaelJVeG0sv39i4dU5EnAZcClyWmae0IZa1wJOZuX3DsQTIzK7br7VLE8H/oCoHy8wTm46NSWYeXGtwkjTF+OZ/6rH3QRqFzHwYeHiy49DEZOaNEfERSg9oc+ll8/6pA8nfdW0KZw2lZ1HjlJkLRnNMkjRxzghK6kvVCpKbUWaQWsrMJcPdr85pUXp5IGWxmHuY5NLLiPg1pSR1/8y8szrmjOAkiojra7pUZua7a7qWpBFUP+/rkJk5v6ZrTTkmgpL6RkRsCpxN2RNu3ihOsWy6i7QovVwLPJGZO0xeZK/GchFwBiUx/U/KAjED5Yk3jOFSHUk6+iQRHGlrjKS0UbS6j+r+nMp/T1K3qeG1O3Cfr91h+AZHUl+IiG2BW4CdaP3LY9BpbQtI49Gq9LJb/p3OpWw98m5gn6b7FozhOn5CW5+TWxzfgvLvtSllSfobgcco/5e2Aw4CDgRWAOcDz7Y9UkmNWvX4zgcuBDYCrmTo1+4fUBZMPBNbQIbljKCkvhARlwKnUfYH/BRlz83HhugjU5dqUXo5aJZwskXEbpT9AzcGLqsOnzSWa2Tm5fVGNVhEfAGY1bzFxmTqRDlYVRlwJzALOC4zf9Ji3NuAqyjJ4Fszc2VNsUkah4jYgbLP6grg8Mx8qMW4nYFrKa/xvTPz8aHGyURQUp+IiEcpnxYenZnXTHY8GrsWpZcLqu9vHcOlOtbv1Y4ewbGWw0bEb4DZvVDm3IlysIi4kPL/6H2Z+b0R4jkSuBq4MDPPGiE2SW1UfaB7KnBgZt4ywti3AzcDX8nM0zsRXy8yEZTUFyLiBWAtMLN5IRH1hoiYCXyXUno5ER3rGYmI54AZmTmtxmuOaRa0SgTn9EKfTLUdyFDGXA6WmTe2eIyHgG0yc+ZQ9zeNDcoHDk9k5hvG9mwk1SkilgCbZuamoxy/EliemXPaG1nvMhGU1BeqkrOtMnOTyY5FE9NUevl1SpnQGWO5RidKL6E9C7KMIxF8HNgyM19XVwydVHc5WESsBtZk5qxRPv5KYP3M3Hg88UuqR/XaXZuZM0YxduBDnGmZ6bY+LXR9mYgk1WQh8PGIeGtm3jHZwWj8MvM+4D6AiPg6sLpTid04/CslMZkU1SJJWwNLJyuGGpwHbAkc2yoJhLI3aEScQikHOw9oVQ62DNguIt4+yvKymYA9RtLkewKYGxFHjlTWTdkuaDqwuO1R9TATQUn94q+BY4EvRcQhmbl8kuNRPf6K8qlvrerqw8vMj9cQy4EMXnV0ZkScO9xplH0y31PdHjbh6XLvAZ4fKWkDyMxbIuJ54PBhhn2fsnDU1yPiiMz89VCDImI+ZcY5gZHedEpqv+8Afwp8LSKOz8ybhhoUEe8AvkZ57V7Vwfh6jqWhkvpC9WZ6NvBFSh/RJcBdwHPDndfqF42mtm7qw4uI8ygzXK/Z1240p1Zf/wtYkJn31h1bJ9RdDhYR2wH3AK+nLDT0HUrP4cCs3/aUrSOOpfQkLgX2yswnJ/hUJE1ARMwC7qb0DCdwO0O/dg+g/Px7ENjXFX9bMxGU1BeqN/ZjfSPthvJ9qpv68CLiaOCYhkMnAqspZaetrAVWAr8AvpuZy+qOq1Oq/t65jG2Vz8WZufMw43YFvg3sSuufBUEpQT4+M+8fT+yS6lWVu18BHFIdan79DnwA9iPgRD/AGZ6JoKS+EBGLGcdG3Zk5r/5o1O3GkghWb0weBZZ2Yj/Dbtw7sZ0i4gJKOdjTlKRsuHKwqyj9hBeNtN1DRKwPfBA4DngLsFV119OUxWm+BVyZmS/X8Twk1ad6vbd87Y6mlFwmgpIkDdWH90lKieEFw53Guj683wG+k5nHtyfChgctWyy8lJm3tfuxuoHlYJLUHiaCkqS+1+99eN3OcjBJqp+JoCSp7/VSH15EbAHsA6zIzJ823bc98DnKBusbAj8Azmy1p16vsRxMkupjIihJUpNu7sOLiL8APg18PjPPbDi+EXAvMI91M2QJPAS8OTNXdTrWbjTCthtDeRFYDtwP3JGZL9QelKTXGMfrtKXMPL+ua001JoKSJDXp5j68iLiB0hO3b2Yuajj+EeBLlA3T/w9lRvPTwA7AOZn52UkIt+s0rSA8ViuBi4HzM/Ol+qKS1GiCr9NXL0NZ/bv2bX2mChNBSZJ6SLUC7mxgRuPsVET8mLLgzemZ+dXq2LspfXN3ZOb+nY+2+0TEZZQ3mEdTFvtZRVmMZqB8djtgb2Am8CxlO4pNKeWos6tzfwQckZlrOxi61DcaXqcTlpkn13GdqchEUJKkJt3chxcRq4AXMvP1DcfWp8xWbUDZz3BFdTwom6Y/n5mbdyK+iehEOVj1d/Jt4L3AOcDFmbm6acxGwB8Dn6H0f36wOv6HwFcpG82fkpmX1xWvJHWaiaAkSU26uQ8vIv4bmJaZGzUc2w+4DViUmfs0jX8GmNk4vlt1ohwsIj4OXAT878y8eIR4/hj4h8ax1fmfA67PzEOGO1+Sutn6kx2AJEld6Peqr99sOn4SsDOD+/DmAx8DOtGH9wjwhoj43cz8z+rYMdXXmxsHRsQ0YBNgaQfiqsMV1FQONoyTgZcpM3sj+SolaTyV0hsIcHl17HfbEp0kdYiJoCRJg82rvt7XdPx4SqJydkMf3uOUnrH305lE8HrgjcA/RsQZlJ62j1ZxXd00djdKueijHYhrwjLzpA48zBsopbIvjjQwM1+MiOcpf98Dx5ZHxHJK36CkDouIWcBpwKGUvt3pmTm/6f5jKJUB35iUIHuEpaGSJDXp5j68iNgJuIeymMmrh4FbMvOdTWPPAf6aphLXfhYRyyiLxOyUmY+MMHYOsBhYnplbVMeCMhO8IjO3aW+0khpFxAHAVcA2NJTnN5eCR8TdwF7AQZn5k44G2UOmTXYAkiR1oQBmNB3bm7JIyD0DSSCUdyDACmB6JwLLzMXAwcCNwAuUss+vU1bBfFVErAf8T8pzua4TsfWI26uvF1fJ/ZCqv78vUmZaG7cR2QF4HfBE2yKUNEhE7AhcA2wLXAucQFnZdyhfpvzs+0BnoutNloZKkjRYV/fhVfsHvmuEYWspn4hDmcnsaTWWg32G0gN6JHBXRHweuIV1id12wDuAjwN7UBLBTzecf0z11VkGqbPOAjYHrhgoI4+IC1qMvbb6uqD9YfUuE0FJkgbr+T68hpnKnteqHKxxTGaurFb03CsiftOqHCwzb4mIU4BLKQu+/FOrh6WU/H4kM29tOL4JZRGh/zfe5yNpXA6nvO5H3GYmMx+NiNWs6/fWECwNlSRpsM8CzwH7U0oJv0tJAG7NzOubxr6P8ubkVlS7dpSDZeYVwJ7ANyj/ztH057nqvr0y87Kmc/8mM0/IzNuR1EmzgVWZuWSU41fToZL9XuWMoCRJTTJzcUQcDFwA7Ecprfw+pTTpVe3uw4uID1c3V2TmvzUdG5Mq+elFbSkHy8xfASdWi7/sDGxJ+Xd8Gng4XU1P6jYvAtMjYlpmrh1uYETMoCwKtawTgfUqVw2VJGmcqiRiVvXtyrqTh4YN1n+Vmbs1HRuTVhusd7uIeICyT+O8gZmAiHgC2Hqo51St+LomMzfraKCS2ioi7qAs2vWWzLynOjbkz4LqA7PLgOsz85BOx9ornBGUJGmcOtCHdxMl6VsyxLF+MZ5ysE3aGI+kybEQ2Af4BHBcq0ERsQvw95Sfk9/qSGQ9yhlBSZLUtarN26dTVgldWx1rNQswg5KYLxvNHn8RMRvYnVJ6usFwY3u4tFaaEqrX9y8oHw4tBD4PfJtS1j2L8lo+lrKw10zgPuDNmblmEsLtCc4ISpL6mn14Xe8BSjnYHsA9I4z9AGUhvJ8PNygi9gO+AOw7hjj8t5UmUWauiojDKf3a72fdVi7w2i1yAngYeJ9J4PCcEZQk9TX78LpbRJwDfAr4TmYeVx0bNCNYlYPdRJkd+GhmXtLientX4zaivGF8FHgMeGG4ODLz4Ik/G0kTVe0Z+mfAh4Edm+5+itIb+LeZOSW2z2knE0FJUl+LiP+g6sPLzBObjo2JyUL96i4Hi4irKZvJ/xw4OTMXtfcZSKpDRCyi/Fw+PjMfro7tSNnndRrwVGYunrwIe4+JoCRJXSoiHq7pUpmZ82u6VsdFxK6UcrC5tE7QB8rBDht4k9jiWssoy8rvmZn31hyqpDaJiBeAlzJz1oiDNSomgpIkdamqRHU4SUmARrove71sta5ysGp7iZczc9N2xCmpPSLiIUpJuKsC18REUJKkLhURB7W4az5wIaXP7UrgRkqfW1DKpA4C/oDS93YmZYP0G9secBvUXQ4WEfcAuwAzM/Pl+iOW1A4R8SXgdOBtmfnTyY5nKjARlCSph0TEDsAiyjYJh2fmQy3G7QxcS+mj2zszH+9clPWpuxwsIs4ALqIkllfVcU1J7RcR2wM/o3zodWhmPjO5EfU+E0FJUl/rtT68iLgUOBU4MDNvGWHs24Gbga9k5untjq0d6i4Hi4hpwPcoG1O/LzNvq+O6ktorIg6kzOZfCKyhbOlyG/A08Eqr8zLzpo4E2INMBCVJfa3X+vAiYgmw6Wh73CJiJbA8M+e0N7L2qLscLCLOpeyj/DFgU0qifCfw3HDnZeb5E31sSePXtK1PMLqVnTMz3Te9BRNBSVJf67U+vIhYDazNzBmjGBvA88C0zJze7tjaoe5ysIY3k43J/XBvhoIpsNiO1OsiYjHj29ZnXv3RTA0mgpIkNenmPryqlHUupazxeyOMPRK4GlicmTu3O7Z2qLscLCIuY3xvJk8e6zmS1M1MBCVJatLNfXgRcQHwp5RE6PhhEp53AFdRNl6/KDPPands7WA5mCS1h4mgJElNurkPr9pP725K6WoCt1PKVgdmI7cHDgQOoCRODwL7ZubKdsfWDpaDSVJ7mAhKktSk2/vwImJbSonkIdWh5l/mA/1vPwJOzMwnOxGXJKl3WDYhSdJgTwBzI+LIkfrwgCOA6cDitkdVqRK7w6ryz+OAtwBbVXc/Telv/NZIZa2SpP7ljKAkSU36rQ9vqoqIgcVkfpmZuzcdGwt7DiVNOSaCkiQ16bc+vKmqYY/IX2bmbk3HxiQzp9UWmCR1ARNBSZKGYB9e74uIudXNNQNbezQcG5PM/G1tgUlSFzARlCRpGJPZhxcR59Z1rcw8v65rSZJ6n4mgJEldqmkPvXFfhtLjtl4NIUmSpggbnyVJ6l5XMPFEsG9FxIfrulZmXlHXtSSpGzgjKEmSpqSaZlQBcEZV0lTjjKAkqa/Zhzel3YQzqpI0JGcEJUl9zT48SVI/ckZQktTverIPr9rr8DTgUGA2MD0z5zfdfwwlQf3GpAQpSepazghKktRjIuIA4CpgG9btZzhoRjIi7gb2Ag7KzJ90NEhJUlebNtkBSJKk0YuIHYFrgG2Ba4ETgGdbDP8yJVH8QGeikyT1ChNBSZJ6y1nA5sAVmXlUZn4TeKnF2Gurrws6EZgkqXdYGipJUgvd2IcXEQ8A84F5mbmkOvYEsPVQi9VExCpgTWZu1on4JEm9wURQkqQhdGsfXkSspiR2sxqODZcIPgNskpkbtjs2SVLvsDRUkqQmXd6H9yKwYUSM+Ds8ImYAmwHL2xyTJKnHmAhKkjRYN/fhPUDZ/mmPUYz9AOV3/c/bGpEkqeeYCEqSNNjhlL0Fzx1pYGY+CqwG5rU7qMpCygzkJ4YbFBG7AH9PeR7fan9YkqReYiIoSdJgs4FVA4uxjMJqYHob42n0BWAJ8P6IuCoi3kn1+zwiZkTEWyPib4E7ga2A+4GvdSg2SVKPcLEYSZKaRMRySmI3PTPXVseGXJCl6sNbASzLzG06FN+uwPeBuZQZvyGHAQ8Dh2Xmw52IS5LUO5wRlCRpsK7uw8vM+4E9gc8Aj1GSvsY/S4HPAnubBEqShmIiKEnSYAvp0j68iFhUbVmxZWb+ZWbOAeYA+wEHADtn5naZeXZmruhETJKk3mNpqCRJTapyz19QegUXAp8Hvg1sCcwCdgeOBT4KzATuA96cmWs6ENsLwEuN+whKkjRWJoKSJA2hW/vwIuIhSq/iJp14PEnS1GRpqCRJQ+jiPrwfAhtHxH4dfExJ0hTjjKAkSU0iYhFlFvD4gSQvInYEtqN8iPpUZi6epNi2B35GSU4PzcxnJiMOSVJvMxGUJKlJN/fhRcSBwC7AhcAa4ArgNuBp4JVW52XmTR0JUJLUE0wEJUlq0s19eBGxlnU9i0Hr/sVGmZnrty8qSVKv8ZeCJEmD/RA4PSL2y8yfTnYwTZYwuuRPkqSWnBGUJKmJfXiSpKnORFCSpCb24UmSpjoTQUmSmtiHJ0ma6vyFJUnSYPbhSZKmNGcEJUmSJKnPTJvsACRJkiRJnWUiKEmSJEl9xkRQkqRhRMTiiMiIuGyyY5EkqS4uFiNJmjIiYgFwwxB3rQVWAisoewPeTdkOYmFmru5UfOMVERsA7wIOBfanbG2xGfDfwG+BG4FLMvPeyYpRktRbXCxGkjRlDJMItrIcuAT4q1YJYUQsBuYCl2fmSRMK8LXX/SRwHkBmxjDjtgLuB14/wiXXAp/NzHPqilGSNHU5IyhJmqr+EfhSw/czKLNobwIOAo6ovv9z4L0RcVRm/qb5Ipm5U7sDHcGGrEsC7wX+jTKb+STlOb0LOAPYFDg7Il7JzE9MQpySpB5iIihJmqqWtiiV/CFwYUTMA/4JOBjYDbgmIg7IzJWdDHIUErgOOC8zbx3i/psi4pvArcCWwF9ExNeGSmolSRrgYjGSpL5UJUqHAj+oDu1GVarZTTLzscw8tEUSODDmQeD86tv1gWM6EZskqXeZCEqS+lZmvgKcSFl0BeD0iHhNL95Iq4ZGxIYR8bGIuD4ilkbEmoh4NiIeiIjrIuLsiNi1YfxJEZE0JJ3V9Zv/7DTGp9PYG/mGMZ4rSeozloZKkvpaZi6NiH8GTqP03B0G/Mtozo2IbYEfUfoOG21W/Xkj8G5gT+CD9UTc0usabr/S5seSJPU4E0FJkuDfKYkgwDsZZSIIfJF1SeC/AFdRtqdYA2wDvAU4itLnN2AhcBfwUeB/Vcf2GOLaj40yhgEHNdy+f4znSpL6jImgJEmwqOH274zmhIjYCDi6+vaizDxziGHfBz7VWG6amcuB5RGxtOHYhPb/i4gZlJVDAV6krCwqSVJL9ghKkgTLGm5vMcpztgA2qG7fONzAzFw23P01uACYU93+v5n5eJsfT5LU40wEJUmC5xtubzLKc5YBL1W3T4iISamyiYhTgI9U3/4CcA9BSdKITAQlSXpt8jeqfQQz80XW9RIeBzwUERdExFERsXndAQ4lIg4Hvlx9+wxwbGau7sRjS5J6m4mgJEllI/YB/zWG8/4E+G51ew5wJnA1sCwifhYRn4iIrWqK8TUi4kDK4jQbUJLX38vMB9rxWJKkqcdEUJKksrrngF+N9qTMfC4zjwX2Af4OuAN4GQjKlhHnA7+OiKNqjJWIeCtwDTCdsgfiEZm5aPizJElax1VDJUkqewcOuHmsJ2fm3cDd8OoKnu8E/gfwR8As4MqImJ+ZT0400IjYE/gBpZz1ReDozLxloteVJPUXZwQlSX0tIrYG/rD69nnKBvHjlpmrMvMHmXkC8JfV4Y0p+wm+ZuhYrx0Ru1bxbU7Zq/D4zLxuIvFKkvqTiaAkqW9FxHrA5ZQSS4BLMnMsPYIj+XHD7S2b7nuhIY4NR7pQRMwHrgO2Al4BPpSZV9cRpCSp/5gISpL6UkTsRJlde0916D5KT99oz985IhaMMKyx5PQ3Tfc90XB7/giPNZuSVG5PmUk8LTP/dXSRSpI0mD2CkqSpauuIeFPD9xtTSip3BxYARwDrVffdBxyVmaPaOqIyB7ghIn4JLATuBB4F1lIStmOAk6qxj1AWd2l0a8Ptz0XEpynJ4UDJ6OLMfDkiXk+ZCZxbHb8YuKvpuTVblZnNiackSa+KzDG3KEiS1JWqGbobxnDKcuBS4JOt9t+LiMWUJOzyzDxpHI/1CPDezLxniGtfCfx+i/PmZebicTwngBszc8EYz5Ek9RFnBCVJ/WAt8Bxlv71HKSt83gosnMAG7DcDBwCHAAdRksVtKDOPzwI/p+wp+JXMXNXiGh8C7qJsSL8LZSVQ2zYkSW3njKAkSZIk9Rk/dZQkSZKkPmMiKEmSJEl9xkRQkiRJkvqMiaAkSZIk9RkTQUmSJEnqMyaCkiRJktRnTAQlSZIkqc+YCEqSJElSnzERlCRJkqQ+YyIoSZIkSX3GRFCSJEmS+sz/B7KhYSAbw2eNAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# All correlations\n",
+    "cols = ['Dist1', 'Dist2']\n",
+    "corrs = mypairs.corr().copy()\n",
+    "spear_corrs = mypairs.corr(method='spearman').copy()\n",
+    "corrs = corrs.stack()\n",
+    "spear_corrs = spear_corrs.stack()\n",
+    "corrs = corrs.reset_index()\n",
+    "spear_corrs = spear_corrs.reset_index()\n",
+    "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n",
+    "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr.sort_values('Corr', inplace=True)\n",
+    "FBspcorr.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr.reset_index(inplace=True, drop=True)\n",
+    "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n",
+    "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Pairwise Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n",
+    "mypairs_com = mypairs.dropna(subset=measures).copy()\n",
+    "mypairs_com.reset_index(inplace=True, drop=True)\n",
+    "corrs_com = mypairs_com.corr().copy()\n",
+    "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n",
+    "corrs_com = corrs_com.stack()\n",
+    "spear_corrs_com = spear_corrs_com.stack()\n",
+    "corrs_com = corrs_com.reset_index()\n",
+    "spear_corrs_com = spear_corrs_com.reset_index()\n",
+    "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n",
+    "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n",
+    "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com.sort_values('Corr', inplace=True)\n",
+    "FBspcorr_com.sort_values('SpCorr', inplace=True)\n",
+    "FBcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBspcorr_com.reset_index(inplace=True, drop=True)\n",
+    "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n",
+    "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n",
+    "ax.set_title('Pearson Correlation with FB Distance')\n",
+    "ax.legend_.remove()\n",
+    "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "# Prepare data for plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We need to construct some stats and prepare the data for plotting\n",
+    "\n",
+    "# Remove if Dist1==Dist2\n",
+    "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n",
+    "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n",
+    "\n",
+    "mean_corrs = corrs2.groupby('Dist1').mean()\n",
+    "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n",
+    "mean_corrs = mean_corrs.reset_index()\n",
+    "mean_spcorrs = mean_spcorrs.reset_index()\n",
+    "mean_corrs['Dist2'] = 'Average'\n",
+    "mean_spcorrs['Dist2'] = 'Average'\n",
+    "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n",
+    "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n",
+    "\n",
+    "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n",
+    "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n",
+    "mean_corrs_com = mean_corrs_com.reset_index()\n",
+    "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n",
+    "mean_corrs_com['Dist2'] = 'Average'\n",
+    "mean_spcorrs_com['Dist2'] = 'Average'\n",
+    "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n",
+    "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n",
+    "\n",
+    "# Remove FB from average\n",
+    "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n",
+    "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n",
+    "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n",
+    "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n",
+    "\n",
+    "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n",
+    "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n",
+    "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n",
+    "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n",
+    "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n",
+    "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n",
+    "\n",
+    "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n",
+    "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n",
+    "def assign_type(x):\n",
+    "    '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n",
+    "    '''\n",
+    "    if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n",
+    "        y = 'Linguistic'\n",
+    "    elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n",
+    "        y = 'Cultural'\n",
+    "    elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n",
+    "        y = 'Genetic'\n",
+    "    elif x.find('reldist')!=-1:\n",
+    "        y = 'Religious'\n",
+    "    elif x in geocols:\n",
+    "        y = 'Geographical'\n",
+    "    elif x=='FBDist':\n",
+    "        y = 'FB'\n",
+    "    elif x=='FBDist_old':\n",
+    "        y = 'FB_old'\n",
+    "    return y\n",
+    "\n",
+    "NoFBcorrs3 = NoFBcorrs2.copy()\n",
+    "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n",
+    "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr3 = FBcorr.copy()\n",
+    "FBspcorr3 = FBspcorr.copy()\n",
+    "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n",
+    "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n",
+    "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n",
+    "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n",
+    "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n",
+    "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n",
+    "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n",
+    "meancorrs_types.reset_index(inplace=True)\n",
+    "meanspcorrs_types.reset_index(inplace=True)\n",
+    "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n",
+    "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n",
+    "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n",
+    "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n",
+    "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "FBcorr_com3 = FBcorr_com.copy()\n",
+    "FBspcorr_com3 = FBspcorr_com.copy()\n",
+    "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n",
+    "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n",
+    "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n",
+    "\n",
+    "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n",
+    "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n",
+    "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n",
+    "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n",
+    "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n",
+    "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n",
+    "meancorrs_com_types.reset_index(inplace=True)\n",
+    "meanspcorrs_com_types.reset_index(inplace=True)\n",
+    "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n",
+    "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n",
+    "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n",
+    "\n",
+    "# Merge Correlations\n",
+    "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "\n",
+    "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n",
+    "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n",
+    "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "## Correlations with Facebook Distances (Mantel Tests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Set seed for replication\n",
+    "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    if common==False:\n",
+    "        mydist = df[codes + [Dist1, Dist2]].copy()\n",
+    "    else:\n",
+    "        mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    return mymantel\n",
+    "\n",
+    "#######################################\n",
+    "# Figure with all measures\n",
+    "#######################################\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Common Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n",
+    "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n",
+    "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(x=\"Dist2\", y=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2,  ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n",
+    "plt.xticks(rotation=90)\n",
+    "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Top 4 Correlations by Type"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Common Sample\n",
+    "corrs3m_copy = corrs3m.copy()\n",
+    "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n",
+    "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n",
+    "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n",
+    "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n",
+    "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "No handles with labels found to put in legend.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAB6QAAASZCAYAAAB8JaCiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdebRlVXkv7N9LJwJKKwgKIojdJ3olpZJIlGAUmyiKoMYoIbnGYBLAXiNGyiaKMSLGFpNcKxoEP3tDFxEtNIoCegGbDwQVRUX6vi2o+f2xVlm7Tp2uqs4+u2rX84yxxp57rrnWevc+h6QcvzPnrNZaC6mqtNZq1HUAAAAAAAAAjIsNRl0AAAAAAAAAAONJIA0AAAAAAADAUAikAQAAAAAAABgKgTQAAAAAAAAAQyGQBgAAAAAAAGAoBNIAAAAAAAAADMVGoy4AGA/bbbdd23XXXUddBgAAAAAAAPPse9/73jWttftNdk4gDcyJXXfdNeedd96oywAAAAAAAGCeVdUvpjpnyW4AAAAAAAAAhkIgDQAAAAAAAMBQCKQBAAAAAAAAGAp7SANz4vKrluaVH7hl1GUAAAAAwFrhuMO3GHUJALBWMEMaAAAAAAAAgKEQSAMAAAAAAAAwFAJpAAAAAAAAAIZCIA0AAAAAAADAUAikAQAAAAAAABgKgTQAAAAAAAAAQyGQBgAAAAAAAGAoBNIAAAAAAAAADMXQA+mbbropm222WapqpWOTTTbJNddcM+wSAAAAAAAAABiBoQfSn/70p3P77bdPem7JkiU54YQThl3CWKiqfauq9ceiUdeztqiqRQPfy76jrmeZqlo4UNeho64HAAAAAAAARmHogfSiRYvW6Pw4qKrL1sbQlNnrA+aFVfXKUdeyJqpqy/6PG15bVSdW1U+qaqnwHAAAAAAAgGHYaJg3v+SSS/Ltb3972jHnn39+LrjggjzmMY8ZZimwpo7uX3+R5LgR1rHaquoZSU5JUqOuBQAAAAAAgPXDUGdIz3b28/owSxrWAvfKymH07f0BAAAAAAAAc25ogfTSpUvzyU9+clZjTzjhhCxZsmRYpYyF1tri1lr1x6Gjrmdt0Vo7dOB7WTzqepZprS0cqGvRqOvp3ZHkO0k+mOQvkjw6yX2SnDPKogAAAAAAABhfQwukzzzzzFx++eUr9T/0oQ9dqe/qq6/OqaeeOqxSgCSttdNba7/fWju8tbaotfaD1to9o64LAAAAAACA8TW0QHqyZbg32GCDnHjiidloo5W3rrZs9/Sqat+qav2xaIoxCwfGHNr37VBVR1fV+VV1Q1XdWlUXVdVxVbXTKjz/kVX1kaq6tKpur6qrq+q7VfXqqrpPP2bRwPP3neQeuw6cXzyLZx46MH7hFGOmfebAuJ2q6i1V9c2+9ruq6sb+83y7qt5fVc+qqs0nq3fgVg8aeF6b6vNM9rOY4bNu3X+Xp1XV5f13fEdV/bKqTq2q11XVzjPdBwAAAAAAANYmKyfDc+Cmm27KF77whZX699tvv+y1117Zf//9c8opp6xw7pRTTsk111yT7bbbbhglrZeqar8kJybZfsKph/XHX1TVM1tr35rhPkckeU+STQa6N02yXZLHJzmsqg6Ys8LnWFW9MMm/JdliwqmNk9w3ye5Jfj/JEUkOT7ek9XzW9zdJ3tXXMtHO/fGMJMck2XAeSwMAAAAAAIA1MpRA+tOf/nRuv/32lfpf+tKXJkkOOeSQlQLpJUuW5IQTTsiRRx45jJLWR49OF6xunuS7Sc5KcmOSXZMcnGSrdAHo56rqEa216ye7SVW9LMn7B7p+meTLSa5Icv8kz06yR9934RA+xxqpqr2SnJDlQe5Pknwtya+SLE2ydZJHJHli3x50XZLX9e339K/XJ3nnJI9aeX362dV3bJJXDXRdleS/k/wsyZIkOyZ5XH8MbUUDAAAAAAAAGIahBNKTLb+9+eab58ADD0ySPOc5z8mWW26ZG2+8caXrBNJz5lVJbknynNbafw2eqKqjkyxO8tAkOyQ5LN0M3UwYt0uS9w10HZ/kyNbanQNjXpPkvelmFu8+tx9hTrwyy8PotyR5R2utTRxUVRsm2S/JHcv6Wms3Jfnn/vyyQPqm1to/z0VhVXVIlofRLck7kryztXbHJGN3SvK3c/FcAAAAAAAAmC9zPuPykksuybe//e2V+p/3vOdliy26FZM33XTTHHzwwSuNOf/883PhhWvdJNt12V9MDKOTpLV2RZLB5P/AKa4/MsuXuf56klcMhtH9vZa01o5IcnqSWvOS59xj+9cb04W9K4XRSdJau6e1dkZr7ZvzUVRV3Ssr/hHAUa21t0wWRvf1/aa1dtR81AYAAAAAAABzZc5nSH/84x+ftH/Zct2D7//t3/5tpXGLFi3KscceO9dlrY8uaK19dprzX0lyc5L7JNmzqjZsrd0zYcyfDbSPnirMXXY+ydNXr9ShWjY7epO+PfEzjspzk+zUty9J8u7RlQIAAMDa7rP/8oxRlwDAKjr/cxvOPAiAtcbixYtHXcLYmtMZ0kuXLs0nP/nJlfp33HHH/PEf//EKfX/4h3+YXXfddaWxJ5xwQu6+++65LGt9ddp0J1trS5Nc2r+9V5ItB89X1W7plvNOur2U/2eG+52Tbl/ptc0F/eu9k/x7VU3cJ3pUnjLQ/kT/81jnVNXLq+q8qjrv9luuGXU5AAAAAAAArGXmdIb0V7/61fzqV79aqf/P/uzPssEGK2bfVZWXvOQlecc73rFC/1VXXZVTTz01z3nOc+aytPXRL2Yx5uaB9hbpgudlHjrQ/uEMs6N/Ny7JjrMYN5+OTXJQut/1lyQ5qKq+luSsJN9Jcm5r7fYR1PXIgfY5I3j+nGitfSzJx5Jkh132ms3vCAAAAKvhoCOm/btzANZCxx2+xcyDAGA9MKczpBctWjRp/8Tlupc55JBDVuk+rJJJ9yKeYDBAnPi7sNVA+9pZPnO24+ZNa+3cJM9L8tu+a9Mkz0y3RPZZSa6vqtOr6oVVNed7qk9j24H2VfP4XAAAAAAAAJg3cxbA3XTTTfniF7+4Uv9jHvOYPPrRj570mj322CN77733Sv0nn3xyrrnG8r8jVvN0zdC11k5OsluSQ5J8OsmvB07fK8n+SU5K8p2qGsUMbzOLAQAAAAAAGEtzFkifdNJJuf32lVc+nmp29HTnlyxZkk996lNzVRqr5/qB9rZTjlrRNjOcHwxeZxNebzbL586otXZ7a+2TrbUXtdYemC6g/sskX05yTz/scUk+M1fPnMHgbPIdphwFAAAAAAAA67A5C6QnW2Z7ww03zItf/OJpr3vRi16UTTbZZFb3Y15dMtB+VFXNJkB+1Aznbxloz2YDlV1mMWa1tNZ+3lr7eGvtgCRPTnJnf+qJVfWYYT13wI8G2o+fh+cBAAAAAADAvJuTQPonP/lJzj777JX6//iP/zg77jj9CsjbbLNNnvnMZ67U/3//7//NhRdeOBflsRpaaz9NcmX/dpsk+0w3vqoen2Sm5a5vyPLg9yGz2LP5aTOcnxOttW8l+fpA18MnGXZ3/7rhHD32zIH2IfO8fzUAAAAAAADMizkJwaaazTzTct3LHHLIIat0X+bN4LrpC2eYJf3WmW7WWrsnybK/MrhvkqdMNbaqDkzy2NkUOQQrrz2f3Ni/bj1Hz/hikt/07T2SvH6O7gsAAAAAAABrjTUOpJcuXZpPfvKTK/VvscUWed7znjerezzrWc/KNtusvP3wCSeckLvvvnuSK5gn709ya9/eL8mHq2qF9dWrauOqen+Sp2fFPaKn8vmB9r9U1fYTB1TVs5IsWq2KV77XhVX1sqqaMkiuqucneWr/9u4kK0/3Ty7uXzfvZ4OvkdbaXUn+fqDrnVW1sKo2naLGB1TVO9b0uQAAAAAAADCfNlrTG3z1q1/Nr371q5X6n//852ezzTab1T022WSTvPCFL8xHPvKRFfqvuuqqnHbaaXn2s5+9pmWuTd5aVVfPcuzXW2sfGmo102it/aKqXpPko33XYUmeWVVfSvLbJDskeXaSByf5aZILkhy47PIpbvvRJEcmuX+6pbEvqqrPJLksyZbp9nPeO10Q/r4kr1rDj7Fnkn9NF6af29f42yRL+/r3zYp7X7+3tTbZz+eUJH/Qt/+rqk5I8osk9/R9v26tfWFVCmutfaKqfi/JEUkqydFJXlFVpyf5WbpwfMckC9LtM11J3rwqz5ioqj6cZOIfAfw/A+2/rao/mXB+pL+HAAAAAAAArLvWOJD++Mc/Pmn/VMtwT+WQQw5ZKZBOumW7xyyQftIqjL1laFXMUmvt+KraLMm7k2ycZJckh08YdmmSA7LijN/Jlr1Oa+2GfjnuU5NslW4J7JdPGHZNkhcl2XlN60+yJF3dG6cLlP9ginH3JDk2yZumOP+BJC9NF6Jvn5WD8rOSrFIgnSSttSOr6rIkb0+yeX/vqf7jmYvlAp6Z5EHTnF/QH4NG/nsIAAAAAADAummNluy+8cYb88UvfnGl/gc+8IHZd999V+lee++9d/bYY4+V+k8++eRce+21q1khc6G19r50+zl/LN3M3TuTXJfk3CRvSLKgtfbjdDOcl7lx4n0G7nd2kkemC4AvSnJbkpuT/DDJPyZ5dGvtzDkq/35JXpDkQ+mW4v5tkrvShbvXJvlOurD9Ua2117fWlk5R881JnpBuhvLZ6T7/nKwn33+/D04Xhp/V17gkyR3pZmGfki4An4uAHgAAAAAAAOZNtdZms+/vpI4//vgcdthhK/W/4Q1vyDHHHLPK93v729+et7zlLSv1/8u//EsOP3zipNy5VVVprdVQHzLmquqSJA9JN9t4y9barTNcwhjZYZe92p++7hujLgMAAAAA1grHHb7FqEsAgHlTVd9rrU1chTfJGs6QXrRo0aT9q7pc9zIveclLUrVyJjzVc1h7VNXD0oXRSXKRMBoAAAAAAABY7UD64osvzne+852V+vfaa6888pGPXK17PvjBD84+++yzUv/3v//9/OAHP1itezJv3jHQ/uKoigAAAAAAAADWHhut7oVTzVq+4447cuihh67ubXPTTTdN+bz3vve9q31fVk9V7ZnkoCQfaq1dNcn5LZL8Uz8mSW5Pt9c0AAAAAAAAsJ5brT2kly5dml122SW//vWvh1HTpHbYYYf86le/ykYbrXaGPi17SE+uqvZOcnaSu5N8K8n3k1ydZNMkeyR5epKtBy75u9bah+a7TkbPHtIAAAAAsJw9pAFYn0y3h/RqpbtnnHHGvIbRSXLllVfmtNNOy7Of/ex5fS6/s1GSJ/fHZO5I8lphNAAAAAAAALDMau0hPdVy3cM2queu585Lsm+SdyX5nyQ/TXJTkiVJruz73ppkN2E0AAAAAAAAMGiVZ0jfeOON+eIXvziEUmZ28skn59prr8222247kuevj1prdyc5qz8AAAAAAAAAZm2VZ0ifdNJJueOOO1bqf/Ob35zW2pwdH/jAB1Z6xl133ZUTTzxx9T4pAAAAAAAAAPNqlQPpj3/845P2/+mf/ukaFzPoBS94QTbccMOV+i3bDQAAAAAAALBuqNZam+3giy++OA9/+MNX6n/0ox+dCy64YE4LS5KnPe1pOeOMM1bq/8EPfpBHPepRc/qsqkprreb0prAeWbBgQTvvvPNGXQYAAAAAAADzrKq+11pbMNm5VZohPdXs6Be96EWrUdbMprqvWdIAAAAAAAAAa79ZB9JLly7Nf/7nf056bliB9IEHHphNNtlkpf7//M//zN133z2UZwIAAAAAAAAwN2YdSH/lK1/Jr3/965X699577zz4wQ+e06KW2WqrrfKMZzxjpf4rr7wyp59++lCeCQAAAAAAAMDcmHUgPdUy2cOaHT3T/S3bDQAAAAAAALB2q9Zam2nQDTfckB133DF33HHHCv0bbLBBfvWrX2XHHXccWoG33XZbtt9++9x6660r9G+yySa54oorss0228zJc6oqrbWak5vBemjBggXtvPPOG3UZAAAAAAAAzLOq+l5rbcFk52Y1Q/qkk05aKYxOkn333XeoYXSSbLbZZnnOc56zUv9dd92VT33qU0N9NgAAAAAAAACrb1aB9KiW657pOZbtBgAAAAAAAFh7zRhIX3TRRfnud7+7Uv/GG2+c5z//+UMpaqKnP/3p2XrrrVfq/973vpcf/vCH81IDAAAAAAAAAKtmo5kG3HDDDTn66KNX6n/AAx4wZ/s3z2STTTbJhz70oVx88cUrnbvpppvmpQYAAAAAAAAAVk211tqoi1gbVFVaazXqOmBdtcMue7U/fd03Rl0GAAAAsJqOO3yLUZcAAMA6qqq+11pbMNm5We0hDQAAAAAAAACrSiANAAAAAAAAwFAIpAEAAAAAAAAYCoE0AAAAAAAAAEMhkAYAAAAAAABgKATSAAAAAAAAAAyFQBoAAAAAAACAoRBIAwAAAAAAADAUAmkAAAAAAAAAhkIgDQAAAAAAAMBQCKTXEVW1b1W1/lg06nrWFlW1aOB72XfU9SxTVQsH6jp01PUAAAAAAADAKGw06gLWB1V1WZIH9W//qLW2eHTVsDqqamHfvKG1dtwIS1kjVfWYJE9Nsk+S/yfJjkk2SXJ9kp8k+UaS/9Na++nIigQAAAAAAGBsCKRhdo7uX3+R5LgR1rFaquoJSU5IsvsUQ7bvj32SvKGqjk1yVGttyTyVCAAAAAAAwBgSSMP64cFZMYz+dZJvJvl5kpuTPDDJM5PsmmTDJK9L8uCqekFrrc1vqQAAAAAAAIwLgfQ6ol/mu0Zdx9qmtXZokkNHXMZKWmsLkywccRkT3ZnkE+mW5P7OxJNVtWGSo5K8te86KN13+/H5KhAAAAAAAIDxIpCG9cN5SR7SWvvVVANaa/ckeVtV7ZjksL777yKQBgAAAAAAYDVtMOoCmJ2q2reqWn8smmLMwoExh/Z9O1TV0VV1flXdUFW3VtVFVXVcVe20Cs9/ZFV9pKourarbq+rqqvpuVb26qu7Tj1k08Px9J7nHrgPnF8/imYcOjF84xZhpnzkwbqeqektVfbOv/a6qurH/PN+uqvdX1bOqavPJ6h241YMGntem+jyT/Sxm+Kxb99/laVV1ef8d31FVv6yqU6vqdVW180z3mUpr7dLpwugJ3j/Q3quq7rW6zwUAAAAAAGD9Zob0GKuq/ZKcmGT7Cace1h9/UVXPbK19a4b7HJHkPUk2GejeNMl2SR6f5LCqOmDOCp9jVfXCJP+WZIsJpzZOct90eyv/fpIjkhye5IPzXN/fJHlXX8tEO/fHM5Ick25/52H7+YT32yS5Yh6eCwAAAAAAwJgRSI+vR6cLVjdP8t0kZyW5McmuSQ5OslW6APRzVfWI1tr1k92kql6WFWfM/jLJl9MFlPdP8uwke/R9Fw7hc6yRqtoryQlZHuT+JMnXkvwqydIkWyd5RJIn9u1B1yV5Xd9+T/96fZJ3TvKoy1ezvmOTvGqg66ok/53kZ0mWJNkxyeP6Y75WNHjAQLsluXaengsAAAAAAMCYEUiPr1cluSXJc1pr/zV4oqqOTrI4yUOT7JBuv+B3TbxBVe2S5H0DXccnObK1dufAmNckeW+6mcW7z+1HmBOvzPIw+i1J3tFaaxMHVdWGSfZLcseyvtbaTUn+uT+/LJC+qbX2z3NRWFUdkuVhdEvyjiTvbK3dMcnYnZL87Vw8dxZeMND+bmvtrnl6LgAAAAAAAGNGID3e/mJiGJ0krbUrqurIJKf1XQdmkkA6yZFZvsz115O8YmKY21pbkuSIqtojydPnrPK589j+9cZ0Ye9KYXSStNbuSXLGfBXV78s8+J0f1Vqb7GeQJGmt/SbJUfNQ1w5JXj/QdfywnwkAADBfPvsvzxh1CbBWO/9z87FTGKybFi9ePOoSAGCdNV9LADP/LmitfXaa819JcnPf3rOfITzRnw20j54qzF12flULnCfLPtcmmZ/9l2fruUl26tuXJHn36Erp9L8Di7J86fLvJfnEDNe8vKrOq6rzbr/lmiFXCAAAAAAAwLrGDOnxddp0J1trS6vq0nQziO+VZMt0eyYnSapqt3TLeafv/58Z7ndOVV2Rbs/jtckF6faIvneSf6+qI6baL3uePWWg/YnW2tKRVbLcsVk+y/3mJC+aqa7W2seSfCxJdthlr+n+YAEAAGDkDjpi2v+pDOu94w7fYuZBAACwisyQHl+/mMWYmwfaE/8Xx0MH2j+cYXb078bNYsx8OzbJ3X37JUl+U1WnVNXrq+pJVXXvEdX1yIH2OSOq4Xeq6s1JjujfLkkXRl86wpIAAAAAAAAYAwLp8XXHLMYMhswTfxe2GmhfO8tnznbcvGmtnZvkeUl+23dtmuSZ6ZbIPivJ9VV1elW9sKrm87+HbQfaV83jc1dSVa9P8vb+7d1JXthaO3WEJQEAAAAAADAmBNJMpebpmqFrrZ2cZLckhyT5dJJfD5y+V5L9k5yU5DtVNYolx0e21HVVvTbL96++O93M6C+Mqh4AAAAAAADGi0CaqQzus7ztlKNWtM0M5weD19mE15vN8rkzaq3d3lr7ZGvtRa21B6YLqP8yyZeT3NMPe1ySz8zVM2cwOJt8hylHDVEfRr+nf3tPkhe31j43iloAAAAAAAAYTxtUVRyVTTfd9MpR/zDWMpcMtB9VVbMJkB81w/lbBtoT96yezC6zGLNaWms/b619vLV2QJInJ7mzP/XEqnrMsJ474EcD7cfPw/NWUFWvy4ph9Etaa/MVxgMAAAAAALCe2KC1Vo5Wt99++/1H/cNYm7TWfppkWUi/TZJ9phtfVY9PMtNy1zdkefD7kFns2fy0Gc7Pidbat5J8faDr4ZMMu7t/3XCOHnvmQPuQ+dy/ut8z+p/6t/ckeWlr7aT5ej4AAAAAAADrD0t2M51PDbQXzjBL+q0z3ay1dk+SC/u3903ylKnGVtWBSR47myKH4PZJ+m7sX7eeo2d8Mclv+vYeSV4/R/edVh9GL9szelkYfeJ8PBsAAAAAAID1j0Ca6bw/ya19e78kH66qTQYHVNXGVfX+JE/PintET+XzA+1/qartJw6oqmclWbRaFa98rwur6mVVNWWQXFXPT/LU/u3dSc6eZNjF/evm/WzwNdJauyvJ3w90vbOqFlbVplPU+ICqeseaPLNfpnswjD5EGA0AAAAAAMAwbTTqAtZDb62qq2c59uuttQ8NtZpptNZ+UVWvSfLRvuuwJM+sqi8l+W2SHZI8O8mDk/w0yQVJDlx2+RS3/WiSI5PcP93S2BdV1WeSXJZky3T7Oe+dLgh/X5JXreHH2DPJv6YL08/ta/xtkqV9/ftmxb2v39tam+znc0qSP+jb/1VVJyT5RbpgN0l+3Vr7wqoU1lr7RFX9XpIjklSSo5O8oqpOT/KzdOH4jkkWpNtnupK8eVWesUxVvTjLl+lOutB9p6p67SwuP6219qOZhwEAAAAAAMCKBNLz70mrMPaWoVUxS62146tqs3QzazdOskuSwycMuzTJAVlxxu9ky16ntXZDvxz3qUm2SrcE9ssnDLsmyYuS7Lym9SdZkq7ujdMFyn8wxbh7khyb5E1TnP9AkpemC9G3z8pB+VlJVimQTpLW2pFVdVmStyfZvL/3IVMMv3uK/tl46IT3+2SGfcEHXJNEIA0AAAAAAMAqs2Q3M2qtvS/dfs4fSzdz984k1yU5N8kbkixorf043QznZW6ceJ+B+52d5JHpAuCLktyW5OYkP0zyj0ke3Vo7c47Kv1+SFyT5ULpZwb9Ncle6cPfaJN9JF7Y/qrX2+tba0ilqvjnJE9LNUD473edfk4B48N7vSzfL/E3pgu3fpgvS70g3C/uUdAH4XAT0AAAAAAAAMG+qtdls+wszq6pLkjwk3WzjLVtrt85wCWNkh132an/6um+MugwAAABgNR13+BajLgEAgHVUVX2vtbZgsnNmSDMnquph6cLoJLlIGA0AAAAAAAAIpJkr7xhof3FURQAAAAAAAABrD4E006qqPavqrVW1/RTnt6iqDyc5qO+6Pd1e0wAAAAAAAMB6bqNRF8Bab/Mkb0nypqr6VpLvJ7k6yaZJ9kjy9CRbD4x/XWvtl/NeJQAAAAAAALDWEUgzWxsleXJ/TOaOJK9trX1o/koCAAAAAAAA1mYCaWZyXpJ9k+yf5A+T7JjkfknuneS6JJckOTPJ8a21K0ZUIwAAAAAAALAWEkgzrdba3UnO6g8AAAAAAACAWdtg1AUAAAAAAAAAMJ7MkAbmxM7bb5DjDt9i1GUAAAAAAACwFjFDGgAAAAAAAIChEEgDAAAAAAAAMBQCaQAAAAAAAACGQiANAAAAAAAAwFAIpAEAAAAAAAAYCoE0AAAAAAAAAEMhkAYAAAAAAABgKATSAAAAAAAAAAyFQBoAAAAAAACAoRBIAwAAAAAAADAUG426AGA8XH7V0rzyA7eMugwAAABgNRx3+BajLgEAgDFlhjQAAAAAAAAAQyGQBgAAAAAAAGAoBNIAAAAAAAAADIVAGgAAAAAAAIChEEgDAAAAAAAAMBQCaQAAAAAAAACGQiANAAAAAAAAwFAIpAEAAAAAAAAYCoE0AAAAAAAAAEMhkF5HVNW+VdX6Y9Go61lbVNWige9l31HXs0xVLRyo69BR1wMAAAAAAACjsNGoC1gfVNVlSR7Uv/2j1tri0VXD6qiqhX3zhtbacSMsZbVV1QOT7J1kQZLfS7JTku2SbJ3kjiRXJvm/Sb6U5HOttTtGVCoAAAAAAABjQiANs3N0//qLJMeNsI41sSjJU6Y4t3GS+yR5SJKDk7y9qv7SH08AAAAAAACwJgTSsP65Ot1M6F+nmxV9Y5Itkzw6XWB9ryQPTnJ6VT1dKA0AAAAAAMDqEkivI/pQsEZdx9qmtXZokkNHXMZKWmsLkywccRkT/XOSv22tXTzVgKraKcmJSZ6ULpj+t6rao7XW5qlGAAAAAAAAxsgGoy4AmB+ttdOnC6P7Mb9JcmC6PaWTZPckjxt2bQAAAAAAAIwngfQ6oqr2rarWH4umGLNwYMyhfd8OVXV0VZ1fVTdU1a1VdVFVHdfPhp3t8x9ZVR+pqkur6vaqurqqvltVr66q+/RjFg08f99J7rHrwPnFs3jmoQPjF04xZtpnDozbqareUlXf7Gu/q6pu7D/Pt6vq/VX1rKrafLJ6B271oIHntak+z2Q/ixk+69b9d3laVV3ef8d3VNUvq+rUqnpdVe08033mQmvt2iQXDnQ9eD6eCwAAAAAAwPixZPcYq6r90i2/vP2EUw/rj7+oqme21r41w32OSPKeJJsMdG+aZLskj09yWFUdMGeFz7GqemGSf0uyxYRTGye5b7pZwL+f5Igkhyf54DzX9zdJ3tXXMtHO/fGMJMck2XCeytp6oH3bPD0TAAAAAACAMSOQHl+PThesbp7ku0nOSnJjkl2THJxkq3QB6Oeq6hGttesnu0lVvSzJ+we6fpnky0muSHL/JM9Oskffd+FKNxixqtoryQlZHuT+JMnXkvwqydJ0wesjkjwxK4awSXJdktf17ff0r9cneeckj7p8Nes7NsmrBrquSvLfSX6WZEmSHdMtmf24zNOKBlX1vHQ/0yS5M8nZ8/FcAAAAAAAAxo9Aeny9KsktSZ7TWvuvwRNVdXSSxUkemmSHJIelm6GbCeN2SfK+ga7jkxzZWrtzYMxrkrw33czi3ef2I8yJV2Z5GP2WJO9orbWJg6pqwyT7ZfneyWmt3ZTkn/vzywLpm1pr/zwXhVXVIVkeRrck70jyztbaHZOM3SnJ387Fcye5d6X744RHJnlhkr8ZOP3PrbVrhvFcAAAAAAAAxp9Aerz9xcQwOklaa1dU1ZFJTuu7DswkgXSSI7N8meuvJ3nFxDC3tbYkyRFVtUeSp89Z5XPnsf3rjenC3pXC6CRprd2T5Iz5Kqqq7pUVv/OjWmuT/QySJK213yQ5ag6ff1iSj0wz5J4k/zBdTQAAAPPps//yjFGXAGPt/M/N1y5hsH5avHjxqEsAgJGZlyWAGYkLWmufneb8V5Lc3Lf37GcIT/RnA+2jpwpzl51f1QLnybLPtUnmb//l2Xhukp369iVJ3j26UlZyZpKHzCaMrqqXV9V5VXXe7beYSA0AAAAAAMCKzJAeX6dNd7K1trSqLk03g/heSbZMt2dykqSqdku3nHf6/v+Z4X7nVNUV6fY8XptckG6P6Hsn+feqOmKq/bLn2VMG2p9orS2d5+efneX7Y2+YZLskC5I8qa/tO1W1sLX20elu0lr7WJKPJckOu+w13R8sAAAArJGDjpj2f+YCa+i4w7eYeRAAAKwGgfT4+sUsxtw80N4iA4F0uv2ll/nhDLOjfzcua18gfWySg9L9rr8kyUFV9bUkZyX5TpJzW2u3j6CuRw60z5nvh7fWLkgX1q+gqh6a5IR04fRHqmq31trr57s+AAAAAAAAxoMlu8fXHbMYMxgyT/xd2Gqgfe0snznbcfOmtXZukucl+W3ftWmSZ6ZbIvusJNdX1elV9cKqms//HrYdaF81j8+dVmvtJ0n+OMmv+67XVdWTR1gSAAAAAAAA6zCBNFOpebpm6FprJyfZLckhST6d5WFr0i1Xvn+Sk9ItUz2KGd5r1VLXrbUbk3xwoOuvRlULAAAAAAAA6zaBNFMZ3Gd52ylHrWibGc4PBq+zCa83m+VzZ9Rau7219snW2otaaw9MF1D/ZZIvJ7mnH/a4JJ+Zq2fOYHA2+Q5TjhqdCwfajxlZFQAAAAAAAKzTBNJM5ZKB9qOqajYB8qNmOH/LQHuLWdxvl1mMWS2ttZ+31j7eWjsgyZOT3NmfemJVzUcA+6OB9uPn4XmranB/+Q1HVgUAAAAAAADrNIE0k2qt/TTJlf3bbZLsM934qnp8kpmWu74hy4Pfh8xiz+anzXB+TrTWvpXk6wNdD59k2N3961yFs2cOtA+Z5/2rZ+NxA+1fjawKAAAAAAAA1mlrWwjG2uVTA+2FM8ySfutMN2ut3ZPlS0HfN8lTphpbVQcmeexsihyC2yfpu7F/3XqOnvHFJL/p23skef0c3XeNVdX9k7xioOsro6oFAAAAAACAdZtAmum8P8mtfXu/JB+uqk0GB1TVxlX1/iRPz4p7RE/l8wPtf6mq7ScOqKpnJVm0WhWvfK8Lq+plVTVlkFxVz0/y1P7t3UnOnmTYxf3r5v1s8DXSWrsryd8PdL2zqhZW1aZT1PiAqnrH6j6vqv6qqt5bVQ+dYdwTk5yV5fuGX53k/6zucwEAAAAAAFi/bTTzEObYW6vq6lmO/Xpr7UNDrWYarbVfVNVrkny07zosyTOr6ktJfptkhyTPTvLgJD9NckGSA5ddPsVtP5rkyCT3T7c09kVV9ZkklyXZMt1+znunC8Lfl+RVa/gx9kzyr+nC9HP7Gn+bZGlf/75Zce/r97bWJvv5nJLkD/r2f1XVCUl+keSevu/XrbUvrEphrbVPVNXvJTkiSSU5Oskrqur0JD9LF47vmGRBun2mK8mbV+UZAzZP8uokr66qi5J8r6//5iSbJHlgkt/Pit/F7Ule3Fq7bjWfCQAAAAAAwHpOID3/nrQKY28ZWhWz1Fo7vqo2S/LuJBsn2SXJ4ROGXZrkgKw443eyZa/TWruhX4771CRbpVsC++UThl2T5EVJdl7T+pMsSVf3xukC5T+YYtw9SY5N8qYpzn8gyUvThejbZ+Wg/KwkqxRIJ0lr7ciquizJ29OFxtsnOWSK4XdP0T8bSwfaD8/k+2QP+l6Sl7fWvr8GzwQAAAAAAGA9J5BmRq2191XVV9LN5P3jJA9IN4P5p0k+m+T41tqNVbXlwGU3rnyn393v7Kp6ZJLXJnlmupD7nnQzdr+U5EOttSuq6tA5KP9+SZ6Wbub1Xulmc2+Tbrn6G5Ncki5MXtRau2iamm+uqiekC+OfleRh6fbBXuP/hvrv9z+TvCzJ/v29t033nVyZ5IdJvprkpDV4zAfSLUW+X7rZ1g9P93PcIl1of2O6Pyz4XpLPJflma202S7ADAAAAAADAlErmxFypqkuSPCRdkLpla+3WGS5hjOywy17tT1/3jVGXAQAAAKyG4w7fYtQlAACwDquq77XWFkx2boP5LobxVFUPSxdGJ8lFwmgAAAAAAABAIM1cecdA+4ujKgIAAAAAAABYewikmVZV7VlVb62q7ac4v0VVfTjJQX3X7Uk+Nm8FAgAAAAAAAGutjUZdAGu9zZO8JcmbqupbSb6f5OokmybZI8nTk2w9MP51rbVfznuVAAAAAAAAwFpHIM1sbZTkyf0xmTuSvLa19qH5KwkAAAAAAABYmwmkmcl5SfZNsn+SP0yyY5L7Jbl3kuuSXJLkzCTHt9auGFGNAAAAAAAAwFpIIM20Wmt3JzmrPwAAAAAAAABmbYNRFwAAAAAAAADAeDJDGpgTO2+/QY47fItRlwEAAAAAAMBaxAxpAAAAAAAAAIZCIA0AAAAAAADAUAikAQAAAAAAABgKgTQAAAAAAAAAQyGQBgAAAAAAAGAoBNIAAAAAAAAADIVAGgAAAAAAAIChEEgDAAAAAAAAMBQCaQAAAAAAAACGQiANAAAAAAAAwFBsNOoCgPFw+VVL88oP3DLqMgAAAJjCcYdvMeoSAACA9ZAZ0gAAAAAAAAAMhUAaAAAAAAAAgKEQSAMAAAAAAAAwFAJpAAAAAAAAAIZCIA0AAAAAAADAUAikAQAAAAAAABgKgTQAAAAAAAAAQyGQBgAAAAAAAGAoBNIAAAAAAAAADIVAeh1RVftWVeuPRaOuZ21RVYsGvpd9R13PMlW1cKCuQ0ddDwAAAAAAAIyCQHoeVNVla2Noyuz1AfPCqnrlqGsZhqrasaquH/g99bsKAAAAAADAGtto1AXAOuLo/vUXSY4bYR3DcnySrUZdBAAAAAAAAOPFDGlYz1XVS5M8u3+7ZJS1AAAAAAAAMF4E0uuI1tri1lr1x6Gjrmdt0Vo7dOB7WTzqepZprS0cqGvRqOuZSlXdP8tnfH88yW9GVw0AAAAAAADjRiAN67ePJtkmyW+TvGbEtQAAAAAAADBmBNLriKrat6pafyyaYszCgTGH9n07VNXRVXV+Vd1QVbdW1UVVdVxV7bQKz39kVX2kqi6tqtur6uqq+m5Vvbqq7tOPWTTw/H0nuceuA+cXz+KZhw6MXzjFmGmfOTBup6p6S1V9s6/9rqq6sf88366q91fVs6pq88nqHbjVgwae16b6PJP9LGb4rFv33+VpVXV5/x3fUVW/rKpTq+p1VbXzTPdZFVX1Z0kO6N/+XWvt+rm8PwAAAAAAAGw06gIYnqraL8mJSbafcOph/fEXVfXM1tq3ZrjPEUnek2STge5Nk2yX5PFJDquqAya7dm1QVS9M8m9JtphwauMk902ye5LfT3JEksOTfHCe6/ubJO/qa5lo5/54RpJjkmw4R8/cIcn7+7dfaK19bi7uCwAAAAAAAIME0uPr0emC1c2TfDfJWUluTLJrkoOTbJUuAP1cVT1iqtmxVfWyLA8uk+SXSb6c5Iok90/y7CR79H0XDuFzrJGq2ivJCVke5P4kydeS/CrJ0iRbJ3lEkif27UHXJXld335P/3p9kndO8qjLV7O+Y5O8aqDrqiT/neRnSZYk2THJ4/pjLlc0+HCSbZPckORv5/C+AAAAAAAA8DsC6fH1qiS3JHlOa+2/Bk9U1dFJFid5aJIdkhyWboZuJozbJcn7BrqOT3Jka+3OgTGvSfLedDOLd5/bjzAnXpnlYfRbkryjtdYmDqqqDZPsl+SOZX2ttZuS/HN/flkgfVNr7Z/norCqOiTLw+iW5B1J3tlau2OSsTtljoLjqnpRkgP7t69trV0xF/cFAAAAAACAiewhPd7+YmIYnSR9AHnkQNeBE8f0jszyZa6/nuQVg2F0f68lrbUjkpyepNa85Dn32P71xnRh70phdJK01u5prZ3RWvvmfBRVVffKin8EcFRr7S2ThdF9fb9prR01B8/dPskH+rdfa639+5reEwAAAAAAAKZihvT4uqC19tlpzn8lyc1J7pNkz6rasLV2z4QxfzbQPnqqMHfZ+SRPX71Sh2rZ7OhN+vbEzzgqz02yU9++JMm75+m5H0q39/dtSf5qnp4JAMA8+uy/PGPUJQBrqfM/t+HMg4D10uLFi0ddAgAwxsyQHl+nTXeytbY0yaX923sl2XLwfFXtlm4576TbS/l/ZrjfOen2lV7bXNC/3jvJv1fVxH2iR+UpA+1P9D+PoaqqFyQ5qH/7D621n83BPV9eVedV1Xm333LNmt4OAAAAAACAMWOG9Pj6xSzG3DzQ3iJd8LzMQwfaP5xhdvTvxiXZcRbj5tOx6ULYjZK8JMlBVfW1JGcl+U6Sc1trt4+grkcOtM8Z9sOqarskH+zfnpvk/XNx39bax5J8LEl22GWv2fyOAAAwZAcdMe3fpgLrseMO32LmQQAAAHPMDOnxNelexBMMBogTfxe2GmhfO8tnznbcvGmtnZvkeUl+23dtmuSZ6ZbIPivJ9VV1elW9sKrm87+HbQfaV83D8z6U5H5JliT535Mszw4AAAAAAABzTiDNVGqerhm61trJSXZLckiSTyf59cDpeyXZP8lJSb5TVaOY4T3UmcVV9ZQkL+jfHtNa+8EwnwcAAAAAAADLCKSZyvUD7W2nHLWibWY4Pxi8zia83myWz51Ra+321tonW2svaq09MF1A/ZdJvpxk2WzhxyX5zFw9cwaDs8l3mHLU3Nh5oP0PVdWmOpI8aGDs1wfOLRpyjQAAAAAAAIwhgTRTuWSg/aiqmk2A/KgZzt8y0J7NxlW7zGLMammt/by19vHW2gFJnpzkzv7UE6vqMcN67oAfDbQfPw/PAwAAAAAAgHm30agLYO3UWvtpVV2ZbvbuNkn2SfLNqcZX1eOTzLTc9Q3pgt97JXlIVW3QWls6zfinrVLRq6m19q2q+nqSp/ddD09ywYRhd6f772XDOXrsmUle3rcPqap3zvBdrIlLk/zHLMcelGTzvv3fWb739v/MdVEAAAAAAACMP4E00/lUklf17YVV9cettan2O37rTDdrrd1TVRemWxr7vkmekuSMycZW1YFJHrvqJc+J2yfpuzHd0uVbz9EzvpjkN0l2SrJHktcnOWaO7r2C1tr/ZJaBclXtm+WB9DGttcXDqAkAAAAAAID1gyW7mc77k9zat/dL8uGq2mRwQFVtXFXvTze7eKqwetDnB9r/UlXbTxxQVc9Ksmi1Kl75XhdW1cuqasoguaqen+Sp/du7k5w9ybCL+9fN+9nga6S1dleSvx/oemdVLayqTaeo8QFV9Y41fS4AAAAAAADMJzOk599bq+rqWY79emvtQ0OtZhqttV9U1WuSfLTvOizJM6vqS+mWct4hybOTPDjJT9Mtc33gssunuO1HkxyZ5P7plsa+qKo+k+SyJFum289573RB+PuyfIb26tozyb+mC9PP7Wv8bZKlff37ZsW9r9/bWpvs53NKkj/o2/9VVSck+UWSe/q+X7fWvrAqhbXWPlFVv5fkiCSV5Ogkr6iq05P8LF04vmOSBen2ma4kb16VZwAAAAAAAMAoCaTn35NWYewtQ6tillprx1fVZknenWTjJLskOXzCsEuTHJAVZ/xOtux1Wms39Mtxn5pkq3RLYL98wrBrkrwoyc5rWn+SJenq3jhdoPwHU4y7J8mxSd40xfkPJHlpuhB9+6wclJ+VZJUC6SRprR1ZVZcleXu6pbK3T3LIFMPvXtX7AwAAAAAAwChZspsZtdbel24/54+lm7l7Z5Lrkpyb5A1JFrTWfpxuhvMyN05zv7OTPDJdAHxRktuS3Jzkh0n+McmjW2tnzlH590vygiQfSrcU92+T3JUu3L02yXfShe2Paq29vrW2dIqab07yhHQzlM9O9/nnJCDuv98HpwvDz+prXJLkjnSzsE9JF4DPRUAPAAAAAAAA86Zam822vzCzqrokyUPSzTbesrV26wyXMEZ22GWv9qev+8aoywAAAGAKxx2+xahLAAAAxlRVfa+1tmCyc2ZIMyeq6mHpwugkuUgYDQAAAAAAAAikmSvvGGh/cVRFAAAAAAAAAGsPgTTTqqo9q+qtVbX9FOe3qKoPJzmo77o93V7TAAAAAAAAwHpuo1EXwFpv8yRvSfKmqvpWku8nuTrJpkn2SPL0JFsPjH9da+2X814lAAAAAAAAsNYRSDNbGyV5cn9M5o4kr22tfWj+SgIAAAAAAADWZgJpZnJekn2T7J/kD5PsmOR+Se6d5LoklyQ5M8nxrbUrRlQjAAAAAAAAsBYSSDOt1trdSc7qDwAAAAAAAIBZ22DUBQAAAAAAAAAwngTSAAAAAAAAAAyFJbuBObHz9hvkuMO3GHUZAAAAAAAArEXMkAYAAAAAAABgKATSAAAAAAAAAAyFQBoAAAAAAACAoRBIAwAAAAAAADAUAmkAAAAAAAAAhkIgDQAAAAAAAMBQCKQBAAAAAAAAGAqBNAAAAAAAAABDIZAGAAAAAAAAYCg2GnUBwHi4/tbkM99ZOuoyAAAAAOB3Dt7bnCwAGDX/3xgAAAAAAACAoRBIAwAAAAAAADAUAmkAAAAAAAAAhkIgDQAAAAAAAMBQCKQBAAAAAAAAGAqBNAAAAAAAAABDIZAGAAAAAAAAYCgE0gAAAAAAAAAMhUAaAAAAAAAAgKEQSAMAAAAAAAAwFAJp5l1VLayq1h+HjrqetVVV7TrwPS0edT0AAAAAAACwqjYadQEMV1Xtk2T/JE9KskuS7ZJskuT6JJcnOTfJV5Kc2lq7a1R1TlRVz03yv/q3i1prl42smDFSVTsl+b3+WNC/3n9gyIN91wAAAAAAAMwVgfSYqqr9kvxjkr2nGLJDfyxI8ook11XVsUne11q7bX6qnNZzk/x5316c5LJRFTIuquqYJG8YdR0AAAAAAACsPwTSY6aqKslRSd6WpAZO/TTJN5JckeTWdDOld0uyX5L7JNkmyTv619fMY8nMn00n6bsu3c8cAAAAAAAA5pxAevwck+T1A++/luQNrbXzJhtcVRsneU6StyR5dJINh14ho3J9kjOSfG/Z0Vr7eVW10ZYFAAAAAADAuBJIj5Gqen5WDKPfn+TVrbWlU13TWluS5HNV9fkkb4zZsmOrtfbWUdcAAAAAAADA+mWDURfA3OhnOr93oOv0JK+aLowe1DrvSrJSaFlVrT8um0Ud+w6MXzS76le4fnE/Y/fPB7q/PnDPwWPXgesOHehfOIvnLBoYv+8UY1b43NU5qKq+UFU/r6o7Jru+qh5QVYdV1UlV9aOquqmqllTVtVX1/ao6rqoeuYpfDQAAAAAAAKxzzJAeHy9O8qC+vTTJ37XWVnkp5tbaLXNa1Zioqq2SnJRk/xnG/VWS47Pi/t3LbNMfj01yRFW9O8lRs/2jAQAAAAAAAFjXCKTHx/MG2me01n46skrWzEeSnJzkhUkW9H0fTTLZ57lunmqqJCekC6NvTHJKkouTbJKuxnsGxm7bj78jydlJfpTk6iRLkmyfZJ/+mkq3RPqdSRbOw2cAAAAAAACAeSeQHgNVtUGSJw10fW1Utayp1tqnk6SqHpXlgfSnW2uLR1ZUskt//HeSl7TWrplm7MVJXpLkC6212yYbUFX7JflMutnSb66qRa21y+a2ZAAAAAAAABg9gfR4uH+SrQfef39UhYyxS5M8r7V2+3SDWmtfmOlGrbWvVdXLknw+yYZJ/neSf5iTKgEAAMjCv9lv1CUAsJb40H1HXQEAa4PFixePuoT12gajLoA5se2E99PN4GX1vHumMHoVfTnJrX37SdMNXJtV1cur6ryqOu+mG64edTkAAAAAAACsZcyQHg8T/87v5pFUMd5OWdULqmrzJHsm2SPdz2jTdHtHL7Okf33YGlc3Iq21jyX5WJLs/ogFbcTlAAAAJEkWfnid3ckKgDl28N7mZAHAqAmkx8NNE95vMZIqxtdNrbUrZju4qvZI8rYkByS59ywu2Wo16wIAAAAAAIC1mkB6PFw74f3EJbxZMzfOdmBV7Z/kC5ldEL3MvVa5IgAAAAAAAFgHWK9kPPw2yQ0D7/caUR3jaulsBlXV/ZKcmOVh9NlJXpbkMUm2S7Jpa62WHUl+OYxiAQAAAAAAYG0hkB4DrbWlSb4x0PWUIT2qZh6SzYb07JkM7l88qjpfmmTrvv35JPu01v69tXZha+3a1tqdE8ZvOYQaAAAAAAAAYK0hkB4fnx9oP62qdpvDe9/Sv85mb+pd5vC5q+KWgfao6tx7oH1c/4cCk6qqB0QgDQAAAAAAwJgTSI+PT2X5EtAbJPlgVc1mpvAKqmqyMPfK/nWbqtpuhlvsv6rPnMKSgfaGsxh/5UD7odMN7JfWfuzqFDWDrQfa180w9uAhPB8AAAAAAADWKgLpMdFaW5LkNQNdz0hy7GxD6eq8McnRk5z+/kD7edPc43FJnj2b583CjQPtbWYx/oIs3+t5v6raapqx/5Bkk9WsazrXDrR/b6pBVbV9kr8fwvMBAAAAAABgrSKQHiOttc8m+aeBrlcmOaOqFkx1TVVtXFUHJjk/ybuSbDzJsMHlwN9eVXtMcp8nJPlSZjebeTYuHmj/0UyDW2s3Jzmjf7tZkuOraoXPUlUbVtWbkhw+RzVONLiP9zFVtfvEAVX10CRnJtk+K+57DQAAAAAAAGNno1EXwJx7Y5JbkyxMUkmekuTcqrokyTeTXNGf3y7J7unC3vsOXH/3JPf8XJIfJNkzyQ5JLqiqz6QLjTdLt3fyfulmKL8rczP79/T+fhskOaxfKvy8JLcNjPmPPohe5m1Jntpf84Ike1XVF9Mtn71Tkmcm2S3Jj5NclOTAOahz0CeSHNU/a8ckP+6ff1G6n8Vj0y1pvnE/9slJHjTHNUypX6r8IzMM+3BV3Tah74OttcXDqQoAAAAAAIBxJpAeM621luRtVfWtJP+Y5An9qT36YypXJXlPkg9Mcs8lVXVQkq8m2TnJvZMcMmHYbUn+KslvMgeBdGvt8qo6Jsmb0oW5B2flfZdPTnLzwDXfrqrDk3ywv+YhSV474Zrzkzw3yVvXtMZJar6lqg5Ickq6GdCbpAvGJzoxyV+nC6rn0+ZJnj/DmGdM0nfyEGoBAAAAAABgPSCQHlOttTOTnFlV+yR5errZuDunmxm9cZIbkvwyyblJTktyWmttstnRy+73k6raM8mrkxyQbnb1BkkuTzeb+YOttUurat85/AxHVdU5SQ5Ntyfz/ZJsOsM1H66q7yZ5VZInpZvRfXO62dwnJvnX1tqds9xae3VqPq//nl6Z5E/SfU9JcmWSc5J8orV2apIMqwYAAAAAAABYW1Q3oRZgzez+iAXtmI+fM+oyAAAAAOB3Dt57g1GXAADrhar6XmttwWTn/H9jAAAAAAAAAIZCIA0AAAAAAADAUAikAQAAAAAAABgKgTQAAAAAAAAAQyGQBgAAAAAAAGAoBNIAAAAAAAAADIVAGgAAAAAAAIChEEgDAAAAAAAAMBQbjboAYDxsvXly8N7+xgUAAAAAAIDlpEcAAAAAAAAADIVAGgAAAAAAAIChEEgDAAAAAAAAMBQCaQAAAAAAAACGQiANAAAAAAAAwFAIpAEAAAAAAAAYCoE0AAAAAAAAAEMhkAYAAAAAAABgKATSAAAAAAAAAAyFQBoAAAAAAACAodho1AUA4+H6W5PPfGfpqMsAAAAAmNHBe5unAwAwX/zLCwAAAAAAAIChEEgDAAAAAAAAMBQCaQAAAAAAAACGQiANAAAAAAAAwFAIpAEAAAAAAAAYCoE0AAAAAAAAAEMhkAYAAAAAAABgKATSAAAAAAAAAAyFQBoAAAAAAACAoRBIM++qamFVtf44dNT1rK2qateB72nxqOsBAAAAAACAVbXRqAtguKpqnyT7J3lSkl2SbJdkkyTXJ7k8yblJvpLk1NbaXaOqc6Kqem6S/9W/XdRau2xkxYyJqtoo3e/BU5I8Pskj0v0+LE1ybZIL0/0u/Edr7YYRlQkAAAAAAMAYEUiPqaraL8k/Jtl7iiE79MeCJK9Icl1VHZvkfa212+anymk9N8mf9+3FSS4bVSHjoKpenuSdSbadYsgD++OZSRZW1RGttU/OV30AAAAAAACMJ4H0mKmqSnJUkrclqYFTP03yjSRXJLk13czY3ZLsl+Q+SbZJ8o7+9TXzWDLzY68sD6Nbkv8vybeT/DrJPUkemuQ5Se6bZKskn6iqrVprH5j/UgEAAAAAABgXAunxc0yS1w+8/1qSN7TWzptscFVtnC6IfEuSRyfZcOgVMipXJ/lwuiW5fz7xZFVtlWRRkgP6rn+uqq+01i6etwoBAAAAAAAYKxuMugDmTlU9PyuG0e9P8tSpwugkaa0taa19Lt1+zW9KsmSoRTIq/55k19bawsnC6CTp940+ON1e0km31/jL56c8AAAAAAAAxpFAekz0M53fO9B1epJXtdaWzub61nlXkrdOcu/WH5fNoo59B8Yvml31K1y/uKpalu8fnSRfH7jn4LHrwHWHDvQvnMVzFg2M33eKMSt87uocVFVfqKqfV9Udk11fVQ+oqsOq6qSq+lFV3VRVS6rq2qr6flUdV1WPXMWvZo201s6dzd7grbUlST4y0PX7w6sKAAAAAACAcWfJ7vHx4iQP6ttLk/xda62t6k1aa7fMaVVjol/O+qQk+88w7q+SHJ8V9+9eZpv+eGySI6rq3UmOmu0fDcyjwRnU2045CgAAAAAAAGYgkB4fzxton9Fa++nIKlkzH0lycpIXJlnQ9300yWSf57p5qqmSnJAujL4xySlJLk63pPWCJPcMjN22H39HkrOT/Cjd3s1LkmyfZJ/+mkryxiR3Jlk4D59hVTxgoH31yKoAAAAAAABgnSeQHgNVtUGSJw10fW1Utayp1tqnk6SqHpXlgfSnW2uLR1ZUskt//HeSl7TWrplm7MVJXpLkC1MtkV1V+yX5TLrZ0m+uqkWttcvmtuQ18oKB9jdHVgUAAAAAAADrPHtIj4f7J9l64P33R1XIGLs0yfNmCKPTWvtCa+2E6fZrbq19LcnL+rcbJvnfc1fmmqmqp2b5suR3J/k/IywHAAAAAACAdZwZ0uNh4j6/04amrJZ3t9Zun8P7fTnJrUk2z4qz20emqu6fFQPoD7TWLhlVPQAAsK5b+Df7jboEAKbwofuOugIAprN48eJRlwDMIYH0eJj4T+ibR1LFeDtlVS+oqs2T7Jlkj3Q/o03T7R29zJL+9WFrXN0aqqp7J/likgf2Xecn+ftZXPfyJC9Pku3uv8uQqgMAAAAAAGBdJZAeDzdNeL/FSKoYXze11q6Y7eCq2iPJ25IckOTes7hkq9Wsa05U1SZJPpvkCX3Xr9ItT37nTNe21j6W5GNJsvsjFrShFQkAAOughR/+2qhLAGAKB+9tJ0MAgPkikB4P1054P3EJb9bMjbMdWFX7J/lCZhdEL3OvVa5ojlTVxkn+3yTP7LuuSPKU1tplo6oJAAAAAACA8eFPAcfDb5PcMPB+rxHVMa6WzmZQVd0vyYlZHkafneRlSR6TZLskm7bWatmR5JfDKHa2+jD60+lmcifd79EftdZ+MrqqAAAAAAAAGCcC6THQWlua5BsDXU8Z0qNq5iHZbEjPnsngctGjqvOlSbbu259Psk9r7d9baxe21q6dZAnsLYdQw6wMzIx+Xt91ZZL9WmsXj6omAAAAAAAAxo9Aenx8fqD9tKrabQ7vfUv/Opu9qXeZw+euilsG2qOqc++B9nH9HwpMqqoekBEF0gNh9HP7rqvShdH/3yjqAQAAAAAAYHwJpMfHp7J8CegNknywqmYzU3gFVTVZmHtl/7pNVW03wy32X9VnTmHJQHvDWYy/cqD90OkG9ktrP3Z1iprB1gPt62YYe/AQnj+jScLoq9PtGf3jUdQDAAAAAADAeBNIj4nW2pIkrxnoekaSY2cbSlfnjUmOnuT09wfaz5vk/LJ7PC7Js2fzvFm4caC9zSzGX5Dlez3vV1VbTTP2H5Jsspp1TefagfbvTTWoqrZP8vdDeP60+jD6M1kxjN6vtfbD+a4FAAAAAACA9YNAeoy01j6b5J8Gul6Z5IyqWjDVNVW1cVUdmOT8JO9KsvEkwwaXA397Ve0xyX2ekORLmd1s5tkY3Mv4j2Ya3Fq7OckZ/dvNkhzfB7CDNW5YVW9Kcvgc1TjR4D7ex1TV7hMHVNVDk5yZZPusuO/1UA2E0Qf0XcJoAAAAAAAAhm6jURfAnHtjkluTLExSSZ6S5NyquiTJN5Nc0Z/fLsnu6cLe+w5cf/ck9/xckh8k2TPJDkkuqKrPpAuNN0u3d/J+6WYovytzM/v39P5+GyQ5rF8q/Lwktw2M+Y8+iF7mbUme2l/zgiR7VdUX0y2fvVOSZybZLcmPk1yU5MA5qHPQJ5Ic1T9rxyQ/7p9/UbqfxWPTLWm+cT/2yUkeNMc1TOVDWR5GJ8mpSZ5eVU+fxbUfa63dNJyyAAAAAAAAGGcC6THTWmtJ3lZV30ryj0me0J/aoz+mclWS9yT5wCT3XFJVByX5apKdk9w7ySETht2W5K+S/CZzEEi31i6vqmOSvCldmHtwVt53+eQkNw9c8+2qOjzJB/trHpLktROuOT/dktVvXdMaJ6n5lqo6IMkp6WZAb5IuGJ/oxCR/nS6oni8T99X+81W49rNJBNIAAAAAAACsMoH0mGqtnZnkzKraJ8nT083G3TndzOiNk9yQ5JdJzk1yWpLTWmuTzY5edr+fVNWeSV6dbqbt7ulmIl+ebjbzB1trl1bVvnP4GY6qqnOSHJpuT+b7Jdl0hms+XFXfTfKqJE9KN6P75nSzuU9M8q+ttTtnubX26tR8Xv89vTLJn6T7npLkyiTnJPlEa+3UJBlWDQAAAAAAALC2qG5CLcCa2f0RC9oxHz9n1GUAAAAAzOjgvTcYdQkAAGOlqr7XWlsw2Tn/8gIAAAAAAABgKATSAAAAAAAAAAyFQBoAAAAAAACAoRBIAwAAAAAAADAUAmkAAAAAAAAAhkIgDQAAAAAAAMBQCKQBAAAAAAAAGAqBNAAAAAAAAABDsdGoCwDGw9abJwfv7W9cAAAAAAAAWE56BAAAAAAAAMBQCKQBAAAAAAAAGAqBNAAAAAAAAABDIZAGAAAAAAAAYCgE0gAAAAAAAAAMhUAaAAAAAAAAgKEQSAMAAAAAAAAwFAJpAAAAAAAAAIZCIA0AAAAAAADAUAikAQAAAAAAABiKjUZdADAerr81+cx3lo66DAAAAFhvHLy3uSYAAKz9/KsVAAAAAAAAgKEQSAMAAAAAAAAwFAJpAAAAAAAAAIZCIA0AAAAAAADAUAikAQAAAAAAABgKgTQAAAAAAAAAQyGQBgAAAAAAAGAoBNIAAAAAAAAADIVAGgAAAAAAAIChEEgDAAAAAAAAMBQCaeZdVS2sqtYfh466nrVVVe068D0tHnU9AAAAAAAAsKo2GnUBDFdV7ZNk/yRPSrJLku2SbJLk+iSXJzk3yVeSnNpau2tUdU5UVc9N8r/6t4taa5eNrJgxUVWPSvK4JAuSPCbJ9ul+H+6T5OYkv0xyTpJPt9bOHFWdAAAAAAAAjA+B9Jiqqv2S/GOSvacYskN/LEjyiiTXVdWxSd7XWrttfqqc1nOT/HnfXpzkslEVMkbOT7LhFOe27o/HJPmrqjorySGttV/OU20AAAAAAACMIYH0mKmqSnJUkrclqYFTP03yjSRXJLk13czY3ZLsl26G7DZJ3tG/vmYeS2b+/SzJD5L8NsmVSe5IN1v6Cen+gKGSPDnJ/1TVgtbaVaMqFAAAAAAAgHWbQHr8HJPk9QPvv5bkDa218yYbXFUbJ3lOkrckeXSmnkHLuu8lSb42XcBcVY9P8vkkD0iyc7rfp7+cn/IAAAAAAAAYNxuMugDmTlU9PyuG0e9P8tSpwugkaa0taa19Lt1+zW9KsmSoRTIyrbWTZprt3Fo7J8lfD3QdXFX+7wQAAAAAAACrRdA0JvqZzu8d6Do9yataa0tnc33rvCvJWye5d+uPy2ZRx74D4xfNrvoVrl9cVS3L949Okq8P3HPw2HXgukMH+hfO4jmLBsbvO8WYFT53dQ6qqi9U1c+r6o7Jrq+qB1TVYVV1UlX9qKpuqqolVXVtVX2/qo6rqkeu4lczn7420N4iyf1GVQgAAAAAAADrNkt2j48XJ3lQ316a5O9aa21Vb9Jau2VOqxoTVbVVkpOS7D/DuL9KcnxW3L97mW3647FJjqiqdyc5arZ/NDCPtpnw/vaRVAEAAAAAAMA6TyA9Pp430D6jtfbTkVWyZj6S5OQkL0yyoO/7aJLJPs9181RTJTkhXRh9Y5JTklycZJN0Nd4zMHbbfvwdSc5O8qMkV6dbCn37JPv011SSNya5M8nCefgMq2Jw2ffvt9ZuGlklAAAAAAAArNME0mOg3+P3SQNdX5tq7NqutfbpJKmqR2V5IP3p1trikRWV7NIf/53kJa21a6YZe3GSlyT5QmvttskGVNV+ST6Tbibym6tqUWvtsrktefaqasN0QfrvJXlFkmf3p5Ym+ftR1QUAAAAAAMC6TyA9Hu6fZOuB998fVSFj7NIkz2utTbt8dWvtCzPdqLX2tap6WZLPJ9kwyf9O8g9zUuUsVdVJ6WahT+W6JC9urX1lnkoCAGAEFv7NfqMuAYA18KH7jroCAFbX4sWLR10CwLzZYNQFMCe2nfB+uhm8rJ53zxRGr6IvJ7m1bz9puoHzrCX5YJIHtdb+e6bBVfXyqjqvqs676Yarh18dAAAAAAAA6xQzpMfDxL+HvXkkVYy3U1b1gqraPMmeSfZI9zPaNN3e0css6V8ftsbVrbr/THJe375Xkh3TBeN7Jvm7JPtW1d+21r4x3U1aax9L8rEk2f0RC9rwygUAYBgWfnid3e0HgCQH722uCQAAaz+B9Hi4acL7LUZSxfi6qbV2xWwHV9UeSd6W5IAk957FJVutZl2rrbV2cpKTJ/ZX1f5JPpnkUUnOrKqDWmtfmu/6AAAAAAAAGA/+jHI8XDvh/cQlvFkzN852YB/oXpDkRZldGJ10M5TXCv0y3X+SZGm6P1j5eFVtOdqqAAAAAAAAWFcJpMfDb5PcMPB+rxHVMa6WzmZQVd0vyYlZHkSfneRlSR6TZLskm7bWatmR5JfDKHZNtdbOSXJG/3brJAePsBwAAAAAAADWYQLpMdBaW5pkcK/fpwzpUTXzkGw2pGfPZHD/4lHV+dJ0AW6SfD7JPq21f2+tXdhau7a1dueE8WvzzOMLB9qPGVkVAAAAAAAArNME0uPj8wPtp1XVbnN471v619nsTb3LHD53Vdwy0B5VnXsPtI/r/1BgUlX1gKzdgfTg/vIbjqwKAAAAAAAA1mkC6fHxqSxfAnqDJB+sqtnMFF5BVU0W5l7Zv25TVdvNcIv9V/WZU1gy0J5NIHrlQPuh0w3sl9Z+7OoUNYOtB9rXzTB2bV8G+3ED7V+NrAoAAAAAAADWaQLpMdFaW5LkNQNdz0hy7GxD6eq8McnRk5z+/kD7edPc43FJnj2b583CjQPtbWYx/oIs3+t5v6raapqx/5Bkk9WsazrXDrR/b6pBVbV9kr8fwvPnRFU9Nck+A11fGVUtAAAAAAAArNsE0mOktfbZJP800PXKJGdU1YKprqmqjavqwCTnJ3lXko0nGTa4HPjbq2qPSe7zhCRfytwt73zxQPuPZhrcWrs5yRn9282SHF9VK3yWqtqwqt6U5PA5qnGiwX28j6mq3ScOqKqHJjkzyfZZcd/roaqqD1bVkdPNcK+qDarqkKz48z6ztXbe8CsEAAAAAABgHG008xDWMW9McmuShUkqyVOSnFtVlyT5ZpIr+vPbJdk9Xdh734Hr757knp9L8oMkeybZIckFVfWZdKHxZun2Tt4v3Qzld2VuZv+e3t9vgySH9UHqeUluGxjzH30Qvczbkjy1v+YFSfaqqi+mWz57pyTPTLJbkh8nuSjJgXNQ56BPJDmqf9aOSX7cP/+idD+Lx6Zb0nzjfuyTkzxojmuYygOT/G2S91bV99LNKL8i3fe5eZb/Luw4cM1Pk/zFPNUHAAAAAADAGBJIj5nWWkvytqr6VpJ/TPKE/tQe/TGVq5K8J8kHJrnnkqo6KMlXk+yc5N5JDpkw7LYkf5XkN5mDQLq1dnlVHZPkTenC3IOz8r7LJye5eeCab1fV4Uk+2F/zkCSvnXDN+Umem+Sta1rjJDXfUlUHJDkl3QzoTdIF4xOdmOSv0wXV82XZcuYbJnl8f0zn00mObK1dOcM4AAAAAAAAmJJAeky11s5McmZV7ZPk6elm4+6cbmb0xkluSPLLJOcmOS3Jaa21yWZHL7vfT6pqzySvTnJAuhm1GyS5PN1s5g+21i6tqn3n8DMcVVXnJDk03Z7M90uy6QzXfLiqvpvkVUmelG5G983pZnOfmORfW2t3znJr7dWp+bz+e3plkj9J9z0lyZVJzknyidbaqUkyrBqm8OJ0vwNPTvddPiTdd3PvdH9McH26meNnJzmptXbxFPcBAAAAAACAWatuQi3Amtn9EQvaMR8/Z9RlAAAAwHrj4L03GHUJAACQJKmq77XWFkx2zr9aAQAAAAAAABgKgTQAAAAAAAAAQyGQBgAAAAAAAGAoBNIAAAAAAAAADIVAGgAAAAAAAIChEEgDAAAAAAAAMBQCaQAAAAAAAACGQiANAAAAAAAAwFBsNOoCgPGw9ebJwXv7GxcAAAAAAACWkx4BAAAAAAAAMBQCaQAAAAAAAACGQiANAAAAAAAAwFAIpAEAAAAAAAAYCoE0AAAAAAAAAEMhkAYAAAAAAABgKATSAAAAAAAAAAyFQBoAAAAAAACAoRBIAwAAAAAAADAUAmkAAAAAAAAAhmKjURcAjIfrb00+852loy4DAAAAxsrBe5tPAgDAus2/aAEAAAAAAAAYCoE0AAAAAAAAAEMhkAYAAAAAAABgKATSAAAAAAAAAAyFQBoAAAAAAACAoRBIAwAAAAAAADAUAmkAAAAAAAAAhkIgDQAAAAAAAMBQCKQBAAAAAAAAGAqBNPOuqhZWVeuPQ0ddz9qqqnYd+J4Wj7oeAAAAAAAAWFUbjboAhquq9kmyf5InJdklyXZJNklyfZLLk5yb5CtJTm2t3TWqOieqqucm+V/920WttctGVsx6oKqekeTUwb7WWo2oHAAAAAAAAMaEQHpMVdV+Sf4xyd5TDNmhPxYkeUWS66rq2CTva63dNj9VTuu5Sf68by9OctmoChl3VbVlko+Nug4AAAAAAADGj0B6zFRVJTkqyduSDM5w/WmSbyS5Ismt6WZK75ZkvyT3SbJNknf0r6+Zx5IZvWOTPDDJXelmzwMAAAAAAMCcEEiPn2OSvH7g/deSvKG1dt5kg6tq4yTPSfKWJI9OsuHQK2StUVX7J/nL/u0/JnnrCMsBAAAAAABgzGww6gKYO1X1/KwYRr8/yVOnCqOTpLW2pLX2uXT7Nb8pyZKhFslao6rum+Rf+7f/neQTIywHAAAAAACAMSSQHhP9TOf3DnSdnuRVrbWls7m+dd6VSWbIVlXrj8tmUce+A+MXza76Fa5fXFUty/ePTpKvD9xz8Nh14LpDB/oXzuI5iwbG7zvFmBU+d3UOqqovVNXPq+qOya6vqgdU1WFVdVJV/aiqbqqqJVV1bVV9v6qOq6pHruJXMwzvTbJzuiXc/3rEtQAAAAAAADCGLNk9Pl6c5EF9e2mSv2uttVW9SWvtljmtakxU1VZJTkqy/wzj/irJ8Vlx/+5ltumPxyY5oqreneSo2f7RwFyqqj9O8rL+7Ztaa78YDPgBAAAAAABgLgikx8fzBtpntNZ+OrJK1sxHkpyc5IVJFvR9H00y2ee5bp5qqiQnpAujb0xySpKLk2ySrsZ7BsZu24+/I8nZSX6U5Op0S6Fvn2Sf/ppK8sYkdyZZOA+f4Xeq6j5J/q1/e3aSD87n8wEAAAAAAFh/CKTHQFVtkORJA11fG1Uta6q19ukkqapHZXkg/enW2uKRFZXs0h//neQlrbVrphl7cZKXJPlCa+22yQZU1X5JPpNutvSbq2pRa+2yuS15Wu9JN5v+riQvG8UMbQAAAAAAANYPAunxcP8kWw+8//6oChljlyZ5Xmvt9ukGtda+MNONWmtfq6qXJfl8kg2T/O8k/zAnVc6gD8Nf3r99R2vtx/PxXACAcbDwb/YbdQkArIc+dN9RVwDA+mjx4sWjLgEYIxuMugDmxLYT3k83g5fV8+6ZwuhV9OUkt/btJ003cK5U1RZJ/j3dcuE/SHLMHNzz5VV1XlWdd9MNV6/p7QAAAAAAABgzZkiPh4l/K3vzSKoYb6es6gVVtXmSPZPske5ntGm6MHiZJf3rw9a4utn5pyS7JlmabqnuJdMPn1lr7WNJPpYkuz9iQVvT+wEArM0Wfnid3RkHgHXYwXubTwIAwLpNID0ebprwfouRVDG+bmqtXTHbwVW1R5K3JTkgyb1ncclWq1nXrFXVvkkO698e11o7Z9jPBAAAAAAAAIH0eLh2wvuJS3izZm6c7cCq2j/JFzK7IHqZe61yRaugn6m9bKnun2We9qsGAAAAAAAAa/4MqKoHVdUT+hmu65LfJrlh4P1eI6pjXC2dzaCqul+SE7M8jD47ycuSPCbJdkk2ba3VsiPJL4dR7CTemGS3vv3y1tpt8/RcAAAAAAAA1nNjHUhX1cOr6pH9UdOMe0ZVXZRu9ui3k1xUVb+sqpfNW7FroLW2NMk3BrqeMqRHTfkdDthsSM+eyeD+xaOq86VJtu7bn0+yT2vt31trF7bWrm2t3Tlh/JZDqGEyOw+0v1pVbbIjyc8HL5pw/tB5qhUAAAAAAIAxMraBdFU9PMmPkvwgyX+21toU4w5I8uUke6QLMpcdD0xyfFW9c34qXmOfH2g/rap2m3Lkqrulf53N3tS7zOFzV8UtA+1R1bn3QPu4/g8FJlVVD8j8BdIAAAAAAAAwEuO8h/Rz0gXLLcnHJhtQVZslOT7Jhllxhu3vhiR5Q1X9d2vtrGEVOkc+leRt6YLWDZJ8sKqeNVUQP5Wq2qK1dsuE7ivThbzbVNV2rbVrprnF/qvyvGksGWhvOIvxVw60HzrdwH5p7ceuTlEz2Hqgfd0MYw8ewvOn8j+zHLdFkucPvP+Pgfalc1cOAAAAAAAA64txDqSfMNA+eYoxhyTZPl0YvTTJMUk+ly6Ye3uSJ6cLpY9Ost/QKp0DrbUlVfWaJJ/pu56R5NiqevVsQul+SfM3JNk2yesmnP5+kt379vOS/OsU93hckmevRvmTuXGgvc0sxl+Q7me4QZL9qmqr1toNU4z9hySbrFl5k7p2oP176Wbor6Sqtk/y90N4/qRaa/+W5N9mGldVu2YgkG6tHTq8qgAAAAAAAFgfjO2S3emW4E6Sq1trv5pizIsG2u9vrf1Da+381tr/JHlmkl/2557Uh4hrtdbaZ5P800DXK5OcUVULprqmqjauqgOTnJ/kXUk2nmTY4HLgb6+qPSYOqKonJPlSZjebeTYuHmj/0UyDW2s3Jzmjf7tZuuXWV/gsVbVhVb0pyeFzVONEg/t4H1NVu08cUFUPTXJmlv8hBAAAAAAAAIytcZ4h/YB0gd/PJzvZL9f9+wNdHxw831q7var+I91s2kqyIMmpwyl1Tr0xya1JFqar+ylJzq2qS5J8M8kV/fnt0s16/qMk9x24/u5J7vm5dHtx75lkhyQXVNVn0oXGm6XbO3m/dDOU35W5mf17epbPeD6sqrZLcl6S2wbG/EcfRC/ztiRP7a95QZK9quqL6ZbP3indHxnsluTHSS5KcuAc1DnoE0mO6p+1Y5If98+/KN3P4rHpljTfuB/75CQPmuMaAAAAAAAAYK0xzoH0Fv3rzVOcf0K6YLAl+VFr7bJJxnxvoL3rnFU2RP3y3G+rqm8l+ccsX7p8jyyfNT6Zq5K8J8kHJrnnkqo6KMlXk+yc5N7pljsfdFuSv0rym8xBIN1au7yqjknypnRh7sFZed/lkzPw822tfbuqDk/3xwWV5CFJXjvhmvOTPDfJW9e0xklqvqWqDkhySroZ0JukC8YnOjHJX6cLqgEAAAAAAGBsjXMgvcxkS1AnK86O/voUY64ZaN93ijFrpdbamUnOrKp9kjw93WzcndPNjN44yQ3pliQ/N8lpSU5rrU02O3rZ/X5SVXsmeXWSA9LNrt4gyeXpZjN/sLV2aVXtO4ef4aiqOifJoen2ZL5fkk1nuObDVfXdJK9K8qR0M7pvTjeb+8Qk/9pau7PbMnvutdbO67+nVyb5kyzfe/vKJOck+URr7dQkGVYNAAAAAAAAsLaobkLt+Kmqq5Jsm+RnrbXJ9jw+I91y1i3Jn7bW/t9JxvxRuv1+W5I3tdbePdyqYd21+yMWtGM+fs6oywAAAICxcvDeG4y6BAAAmFFVfa+1tmCyc+P8L9pL0i3bvFtVPWDwRFVtm2727DLfmOIe9xto3zCn1QEAAAAAAACMuXEOpP9noP22CefenOX7R1/YWvvtFPd49ED7l3NYGwAAAAAAAMDYG+c9pD+R5LV9+9Cq2iNdSP3YJE8bGPd/prnHHw60fzS35QEAAAAAAACMt7ENpFtrP6qqjyZ5RbqZ0E/sj0E/TXL8ZNdX1f378S3Jb1trZkgDAAAAAAAArIJxXrI7SY5INwO6Jjl+luTZrbW7prj2ZVn+/Xx1yHUCAAAAAAAAjJ2xnSGdJK21e5K8rKo+kORPkuyc5PYk5yb57DRhdJI8KslZffuEoRYKAAAAAAAAMIbGOpBeprV2QZILVvGaFw2pHAAAAAAAAID1wrgv2Q0AAAAAAADAiKwXM6SB4dt68+Tgvf2NCwAAAAAAAMutd4F0VW2a5H8luV+SLZNs0Fr7xEiLAgAAAAAAABhD600gXVXPT3J4kt/Pyp97pUC6qt6TZNv+7atbazcMtUAAAAAAAACAMTP2gXRV7ZTkhCRPWtY1YUib4tI7khzanz8nyUeHUR8AAAAAAADAuBrrDV+ravsk30gXRleWh9E3pAucp/Oxgfbz57w4AAAAAAAAgDE31oF0kk8m2a1v35rkzUl2aa1tk+Ss6S5srV2e5Nx0IfYTq+pewywUAAAAAAAAYNyMbSBdVfsleWq6JbdvSPIHrbV3ttZ+tQq3+Ub/eq8kj5rbCgEAAAAAAADG29gG0kleONB+ZWvtB6txjwsG2g9bw3oAAAAAAAAA1ivjHEj/Yf96c5ITVvMeVw2077dm5QAAAAAAAACsX8Y5kN4x3XLdP2ytLV3Ne9w60N58zUsCAAAAAAAAWH+McyC9af96xxrc474D7VvW4D4AAAAAAAAA652NRl3AEF2TZKck91+Dezx8wv2AKdx555352U9/OuoyAAAAgPXEbrvvPuoSAACYhXGeIf3zJJXk4VW1zWre41kD7QvXvCQAAAAAAACA9cc4B9Jn9K+V5O9W9eKq+oMk+6Xbh/qq1toP57A2AAAAAAAAgLE3zoH0iUnu7tt/X1VPnO2FVfXg/vpl/n0uCwMAAAAAAABYH4xtIN1auzTJx9PNkL5Xkq9U1aurarOprqmqTarqr5Ock+SBffcNSY4dcrkAAAAAAAAAY2dsA+neq5Oc37fvneQ9Sa6sqjOSPGrZoKo6tqpOTnJNkg8n2TZdkH1Pkj9rrV03n0UDAAAAAAAAjIONRl3AMLXWbq2qpyf5XJJlS3Zvnm5v6KTbHzpJjuxfa6DvjiT/u7V2+nzUCgAAAAAAADBuxn2GdFprVyXZN8nfJ7mq766BI5O0v5rk91trg/tIAwAAAAAAALAKxnqG9DKttXuSvLuq3pfkGUmenOTR6Zbm3jzdPtG/TfLtJKe11i4YUakAAAAAAAAAY2O9CKSXaa3dleRL/QHw/7N3p+GWVdXd9u8/VfRIDyqI0igSpVAEjYBIowhqFAIoCjZECQZFHt8gNjEiPPqoYJOg0RjsUMG+AaMRG7BQRBRRlGhUBDGCdCICIkVTjPfDWsdabE6zq87eZ1ftun/Xta4z11xzzTnOPlWfxh5zSpIkSZIkSZIkaYjGfstuzV6Sw5NUe50wxZgTOmMOX17ikiRJkiRJkiRJkjQ6JqSXA0mu7CRWe6+7k/whyaVJPprkgCQrVWW7BifJekn2TPLKJJ9I8ssk98z1lwkkSZIkSZIkSZK0clhpE5tJAqwPrA7cXFW3jzaiKc0DNmiv7YHnAz9JcmhV/XSkkWmFkuSpwJeBjDoWSZIkSZIkSZIkrRxWmoR0klWAZwIHAX8NbNPz/DbgYuA84MNV9Zs5D7LxPuDyzv184AHAnsCj2r4dgHOS7FxVV81teFqBrc59k9ETX8RYc45jkSRJkiRJkiRJ0kpgpUhIJ3kG8G/Agya6Jhm2DvDE9vrnJKcD/1hVf5ibKP/iU1W1cLIHSQ4FPkLzd7s/8Ebg7+YutKlV1QnACXO85mnAaXO55gpuEXAh8AOaL19cDPwMOAfYY4RxSZIkSZIkSZIkaUyN/RnSSU4GzgS2oElET7dd8cSzVWi2xv5xkocPNcClUFUfB07pdB2UZNVRxaMVS1WdXVW7VNXLq+q0qrq0qhaPOi5JkiRJkiRJkiSNr7FOSCc5HnglTaK52u4raKqlXwIcDDwDOAx4PfAl4K7OFJsD30yy6VzF3IcvdNr3o2fr8ckk2SvJ+5L8LMlNSe5IcnWS/0zyoiSzrpRPckKSaq/DZxg7P8lLkixMckOS25NcnuRjSXZtx2zZmW/hFPMc3hlzQh8x7pDkX5Nc2n4Oi5JcleQrSY5KssYM7+/ZWe+0Ptbr6zNJslmS45N8u/087kxyc5JfJbkgySlJnp5k7ZnWlCRJkiRJkiRJkpYnY7tld5JHAK+jSUQH+A3w8qr68gzvbQS8iSZhXTRbY/8LTdJ6eXB9z/2GUw1sE+mnA/tM8niz9vob4FVJDqiqnw8syqljeiDwZWDHnkdbt9dhSd4MfGCAa86n+Ru+lPt+CWPz9toPeE2SQ6rqwkGt3Udsh9D8ruv0PFoVWJfmCwe7AMcAL6f5MoUkSZIkSZIkSZK0QhjbhDTw9zRJvQJ+AexRVb3J3PuoqhuBo5L8Anhn2/2sJMe0z0bt/j33t002KMnmwPnAlm3Xn4Czac4MXgQ8GHg6zVbmDwe+k2Snqrpy8CH/JaZ1gHOB7dquxcBXac4yvgfYiSYx/Dqav92gfIKmGn7CxTTnJt8KPAzYH1iP5jM5J8k+VXXBANefVJLHAGcA89quX9J8PlfRfB4bAH8F7Na2JUmSJEmSJEmSpBXKOCekn9JpH9lPMrqrqv41yTOBPWkShk8CPj248JbZQZ32Ippk+70kWYUmCbtl2/VR4Jiqurln3KrAW4BjaSqtPwbsPviQ/+LNLElG3wA8rap+0BPTjjQV1McNYsEkE1uzA9wNHFFVH+kZsynN33YPYC3gjCTbV9Wkyf4BegVLktHHA2+qquodlGQesDfN31uSJEmSJEmSJElaYYzzGdJb0FRH/7aqvr2Mc3ys037Q7EOanSTPp9m2ecKnqmqyJOVBLEksf76qXtibjAaoqruq6pXA59uuJyQZSkI6ycbAkZ2uZ/cmo9uYfsS9k+6zWXM+TbX1hFf3JqPbNa+nOUv8f9uuLYEXDSKGGUxsW34z8ObJktEAVbW4qr4+i3/HkiRJkiRJkiRJ0kiMc4X04vbnFbOYo/vu4ilHDdYhSXbu3M+n2aZ7b2CHTv/PgVdPMcdLO+3X9LHmO4AD2/YzgWEkPp8FrN62z62qhVMNrKrvJjkbeOos19yb5osJAL8DTplmzVuTvBF4f9v1QuDds1x/JhPV0au17bn6NyZJkiTNiUMPPXTUIUiSxtgaa6456hAkSWNs4cKFow5BGhvjnJC+muZc4LVnMUf33atnF07f/mGG54uBz9FswX1d78MkawK7tre/rqrL+ljzkk5756kGzdIunfZZfYw/i9knpHfrtL9QVTMlfD8DnAoEeHSStYe8bfePac6IXhP4YHtO+U1DXG/gkhxJW/m+2WabjTgaSZIkSZIkSZIkLW/GOSH9TeARwPZJ1qmqPy3DHBMJzcXA+QOLbHbOA46dLBnd2o6m4hZgqySTbgM9jU2WObLpbdtpX9rH+H7GLM2aP5ppcFXdnOQKYBuaiuWtBxTHVN5Jc771fOB5wMFJzqX5G18IXFRVtw9x/VmrqlNpkvgsWLBgaf+tSZIkacx9/OMfH3UIkqQxtvU224w6BEmSJPVhnM+Q/iDNGdJrAK9c2peTbEpT+VnAV6rq2sGGN6W9qipVFZq/zwOAJwP/1T7fG7ggydZTvL/RLNefTUX5dNbvtG/sY3w/Y2ayQaf9+z7f6Y7bcAAxTKmqLgL+Fpj4t7UG8DTgJJqk9E1Jzk5ySJJx/r8qSZIkSZIkSZKkMTW2FdJVdUmSNwOvA16X5Jqq+o9+3k1yf+DLNMnd3wNHDS/SqVVVAde11zlJ3gW8nOZc5E8n2bWq7ux5rfs3/QXwgaVc9uZljXcGGfL4mSxL9e7QK36r6kvtlwsOBp4OPAHYvH28OrBvex2bZP+qumbYMUmSJEmSJEmSJEmDMrYJ6dbxNFXGrwHem+TZwLuBr1XVn3sHJ3k48Fzg/wDr0iR0n1VVv5u7kKd1LLAnsADYCfhH4K09Y7qVxXdW1dvnJrQZdc9G7qeKexDVyX/otDfu853uuN7znLsJ6n4S5mv1s2C7LffH2oskW9H8nQ+gSVLPAx5Lc8b1E/qZU5IkSZIkSZIkSVoejG1Cuj2Ld8IfaJKge7ZXJfk1TfL2TuB+wJY0SWhoko0F3Aq8K5k291hV9aQBhj7dQnclORb4Wtv12iQfrKobOsMuoznzeh7wiCQbVFVvYnUULgP+um0voDnjezoLBrTmhB1nGpxkPZpzo6H5DK/oGdI9h3ydPtZ/cB9j7qOqfg38Gvhwkt2Ac2iqpXdL8qiq+vGyzCtJkiRJkiRJkiTNtbFNSNMmnjv3E+201zYsST5O9PeO3WmGNSYS13Omqr6e5HyaStl1aaq/j+08/2OSH9Akf+cBLwBOmcsYp3AB8Ly2vT/wrhnG7z+ANb/TaR+Q5BVVtXia8Qex5N/BJVV1W8/z6zrtbadbOMlqwF59RzqFqvpOkm8C+7Vd2wEmpCVJkiRJkiRJkrRCWGXUAQxZJrmmej7TezPNNZdO7LSPSvLAnufv7rSPb88o7ktmKAefhc/QVKMD7J1kj2li2IUlCdjZOBf4bdt+EHD0NGuuDby+03Va75iqugqYqEbfPsl0SemjgU2XJtg+3T6EOSVJkiRJkiRJkqShGOcK6RNnHrJiqqpvJLkA2BVYE3gtcExnyCeAl7bPNwTOS/J3VfWNyeZLsgZNAvj/AK8ELh5CzL9P8n7gZW3Xp5M8vap+0BPLo4HPDWjNu5O8CfiPtuttSX5fVWf0rLkx8CmabdsBrgQ+PMW0nwde0rY/kORpVdXdypskL+K+Z3vfR5Kf0FSKf26qbdWTHATs097eDXx3pnklSZIkSZIkSZKk5cXYJqSramwT0q0Tga+27SOTnNxW8FJV9yQ5EPg28DCa6uCvJ7kU+BZwDU11/EbA9jTbe0+ciTzMyu/X0iRXt6WpHr4wydnAD2i2Pn8M8DSaf5cnA69q31vmbdGr6tQk+wAHA6sCpyd5Bc25zLcCDwUOANZvX7kdOGyS7bonnAw8H1gL2B34RZLPAtcCGwNPoflMrwW+BBwxTXgLgPcD701yEc1W3NcC9wD3p9l2fvvO+Hf0nBe+1JK8l/tWbj+y035Zkr/pef7NqnrPbNaVJEmSJEmSJEnSymlsE9Ljrqq+luRC4PHA6sDrgKM6z69L8ljgfcAhNInmBe01lauBSSt1BxTzrUn2Br4MPIrmjOunt9dfhtFUF3+AJQnp2W5T/Vya85+PoknE79xevX4LHFJVU1YhV9UVSQ4DPknzuW/GvavTAX4NHEiT6J7OXTRJ8lVpqtl3nWLcYuCdwD/NMF8/ngY8ZJrnk302f5psoCRJkiRJkiRJkjSTcT9Detx1q8BfnGTL7sOqurmqnkuThD4JuJAmMXsXTZL3auCb7bO9gQdX1eXDDLiqrqZJeB5FU619I3AHzTbZHwf2qKrXAut1Xrt5lmveXVVHAzvSnK/903bOO2mqxb9Ks5X4ttMlozvznUnzmZ4KXAEsAv4I/JCmCnzHqrqkj9A2AZ4NvIdmK+5r25jupvlcLqT522xfVa+qqnv6+oUlSZIkSZIkSZKk5USqlnk35OVako2q6sZRx6Fl01Yhn97evrVNUms5tmDBgjrrzDNHHYYkSZIkSVpJbL3NNqMOQZIkSa0kF1fVZDsUj3WF9FVJzkjyxFEHomXS3cb74pFFIUmSJEmSJEmSJGmZjXNCenXgOcA3k/wsyTFJ1h9xTOpDkh2Bg9vbPwNfH2E4kiRJkiRJkiRJkpbROCekJwR4OPAvwNVJPpTk8SOOaaWV5PgkT06SKZ7vDnwJWLXtOq2qZnWGtCRJkiRJkiRJkqTRmD/qAIboRcDfA7vQJKUB1gReCLwwyaXAvwNnVNWfRhPiSmlX4ESaLdXPAy4HFgGbALsBj+uMvQLw7GhJkiRJkiRJkiRpBTW2CemqOg04Lcn2wD8AhwHrsSQ5vQB4L/C2JB8H/qOqfjSKWFdSD6L5m0zle8CBVXXLHMUjSZIkSZIkSZIkacDGfsvuqvrvqjoa2Ax4MU2iE5rEdIB1aCqpf5Dk+0n+Lsmao4l2pfAimr/Dp4GfANcAdwK3AL8CTgcOAHapqt+NKEZJkiRJkiRJkiRJA5CqGnUMcy7JDjRV04cC63YeTXwYtwAfo6ma/ukchyetkBYsWFBnnXnmqMOQJEmSJEkria232WbUIUiSJKmV5OKq2nmyZ2NfIT2ZqvpJVb2Upmr674GL2kcTVdPrAS8DfpLk20kOS7LaaKKVJEmSJEmSJEmSpBXTSlkhPZkkjwZeQlM1vQ5Lzpqe+ID+AHwYeG9VXTnX8UnLu5133rl+8IMfjDoMSZIkSZIkSZIkzTErpPtQVZcA/wd4NbCIJhHdzdZvBBwLXJbko0keMudBSpIkSZIkSZIkSdIKxIQ0kOThSd4B/A54D7DGxKP2qs79POAw4NIkh8x1rJIkSZIkSZIkSZK0olhpE9JJVk3ynCTfBH4GvALYkCVJ6LuBzwB7AZu0z/+nM8U6wOlJ/noOw5YkSZIkSZIkSZKkFcZKl5BO8tAkJwNXA2cAT2RJEhrgKuANwIOr6pCqOq+qbqqqd1XVI4GD23eL5vM7bs5/CUmSJEmSJEmSJElaAcwfdQBzIcl84G+Bl9BUPMOSBDQ0yeVzgfcCZ1XVPVPNVVWfT/JT4FKa7bufMJSgJUmSJEmSJEmSJGkFt8InpJOc2za/X1Wv6Xm2FXAk8Hc0227DvRPRfwQ+Ary3qi7rd82q+kWSi4G/BjZaxtAlSZIkSZIkSZIkaayt8AlpYE+aCudF3c4kXwWexL23457wQ+DfgY9X1e3LuO617c+VbttzSZIkSZIkSZIkSerHOCSkp7IPTaJ6Ihm9CPgMTTX090YWlSRJkiRJkiRJkiStJMY5IQ1NMvoK4D+AD1bVHwY495HAKwY4nyRJkiRJkiRJkiSNlXFOSH8ZeC9wdlXVoCevqhsGPackSZIkSZIkSZIkjZOxTUhX1TNGHYO0Mrnjjju44vLLRx2GJEmSJKnH1ttsM+oQJEmSJK3EVhl1AJIkSZIkSZIkSZKk8WRCWpIkSZIkSZIkSZI0FCakJUmSJEmSJEmSJElDMU5nSG+e5AXDmryqPjqsuSVJkiRJkiRJkiRpHI1TQnp74MNDnN+EtCRJkiRJkiRJkiQthXFKSGcIc1Y7bw1hbkmSJEmSJEmSJEkaa54hPb1hJLklSZIkSZIkSZIkaaUwThXS3wdePeogJEmSJEmSJEmSJEmNcUpI/6Gqzht1EJIkSZIkSZIkSZKkhlt2S5IkSZIkSZIkSZKGwoS0ZpTk8CTVXidMMeaEzpjDl5e4JEmSJEmSJEmSJI3OOG3ZvcJKciXwkCkeLwZuAa4GfgR8HvhSVd09N9FpnCR5FLAP8ATgkcADgdWAm4BfAt8CPlRVl48sSEmSJEmSJEmSJI0NE9LLv3nABu21PfB84CdJDq2qn440Mq0wkvw1cAawzRRDNm2vJwCvTvJO4HVVddcchShJkiRJkiRJkqQxZEJ6+fM+oFudOh94ALAn8Ki2bwfgnCQ7V9VVcxueVlBbce9k9NXAt4FfA7cCDwKeBmxJ8yWI44Ctkjy7qmpuQ5UkSZIkSZIkSdK4MCG9/PlUVS2c7EGSQ4GP0Pzd7g+8Efi7uQttalV1AnDCHK95GnDaXK65grsD+CjNltwX9j5MMg94HXBi23UwcDjw4bkKUJIkSZIkSZIkSeNllVEHMCAZdQBzoao+DpzS6TooyaqjikcrlB8AD62qIydLRgNU1eKq+r80VfoTjp6T6CRJkiRJkiRJkjSWxiEhfWJ7nTHqQObIFzrt+zH1mcB/kWSvJO9L8rMkNyW5I8nVSf4zyYuSzLpSPskJSaq9Dp9h7PwkL0myMMkNSW5PcnmSjyXZtR2zZWe+hVPMc3hnzAl9xLhDkn9Ncmn7OSxKclWSryQ5KskaM7y/Z2e90/pYr6/PJMlmSY5P8u3287gzyc1JfpXkgiSnJHl6krVnWnMqVfWrpdjevfulh8ckWX1Z15UkSZIkSZIkSdLKbYXfsruqTpx51Fi5vud+w6kGJtkUOB3YZ5LHm7XX3wCvSnJAVf18YFFOHdMDgS8DO/Y82rq9DkvyZuADA1xzPvAvwEu575cwNm+v/YDXJDlkqgriYUhyCM3vuk7Po1WBdWm+cLALcAzwcuDf5iCsX/fcbwhcMwfrSpIkSZIkSZIkacys8AnpldD9e+5vm2xQks2B84Et264/AWcDPwMWAQ8Gng5sATwc+E6SnarqysGH/JeY1gHOBbZruxYDXwUuBu4BdqJJDL+OJiE7KJ+gOQ95wsXAOcCtwMOA/YH1aD6Tc5LsU1UXDHD9SSV5DE1l/7y265c0n89VNJ/HBsBfAbu17bmyeaddwI1zuLYkSZIkSZIkSZLGiAnpFc9BnfYi4Be9A5KsQpOE3bLt+ihwTFXd3DNuVeAtwLE0VbAfA3YffMh/8WaWJKNvAJ5WVT/oiWlHmgrq4waxYJKXsCQZfTdwRFV9pGfMpsCngT2AtYAzkmxfVZMm+wfoFSxJRh8PvKmqqndQknnA3jR/77nw7E77e1V15xytK0mSJEmSJEmSpDFjQnoFkuT5NNs2T/hUVU2WpDyIJYnlz1fVCyebr6ruAl6ZZCvgQOAJSXavqm8PMm6AJBsDR3a6nt2bjG5j+lGSg4DvDGDN+TTV1hNe3ZuMbte8PskzgP+mqZLeEngR8O7ZxjCDiW3LbwbePFkyuo1vMfD1IccCQJL7A6/qdP3HXKwrSZKWzaGHHjrqECRJK4A11lxz1CFIklYACxcuHHUIkqQxZUJ6+XNIkp079/NptuneG9ih0/9z4NVTzPHSTvs1faz5DpqENMAzgYEnpIFnAau37XOrauFUA6vqu0nOBp46yzX3ptmSHOB3wCnTrHlrkjcC72+7XsjwE9IT1dGrte3FQ15vWm0l9mks2R78Yprq+uneOZL2iwabbbbZMMOTJEmSJEmSJEnSCsiE9PLnH2Z4vhj4HM0W3Nf1PkyyJrBre/vrqrqsjzUv6bR3nmrQLO3SaZ/Vx/izmH1CerdO+wttpfF0PgOcCgR4dJK1h7xt949pzoheE/hgkmOq6qYhrjeTd9Kc4Q3N+drPqap7pnuhqk6l+cxYsGDBpBXekiRpeD7+8Y+POgRJ0gpg6222GXUIkiRJklZiq4w6AC2184BjJ0tGt7ajqbgF2CpJzXQB3aTrJkOKe9tO+9I+xvczZmnW/NFMg9sztq9ob+cBWw8ghum8k+Zca4DnAb9L8uUkr0ryxPbLBXMiyT8Dx7S3d9Eko381V+tLkiRJkiRJkiRpPJmQXv7sVVWpqtD8fR4APBn4r/b53sAFSaZKlm40y/XXnuX7U1m/076xj/H9jJnJBp327/t8pztuwwHEMKWqugj4W+DatmsN4GnASTRfPLgpydlJDkkytP+rSV4FvLG9vRs4pKr+a5pXJEmSJEmSJEmSpL64ZfdyrKoKuK69zknyLuDlNOcifzrJrlV1Z89r3b/pL4APLOWyNy9rvDPIkMfPZFm2kx76FtRV9aX2ywUHA08HngBs3j5eHdi3vY5Nsn9VXTPI9ZO8kiYBDk0y+jlV9YVBriFJkiRJkiRJkqSVlwnpFcuxwJ7AAmAn4B+Bt/aM6VYW31lVb5+b0GbUPRu5nyruQVQn/6HT3rjPd7rjes9z7iao+0mYr9XPglV1O/Cx9iLJVjR/5wNoktTzgMfSnHH9hH7m7EebjH5be7sYOLSqPjeo+SVJkiRJkiRJkiS37F6BVNVdNEnpCa9N0nvm82U0yUWARyTZgOXDZZ32gj7G9zNmadbccabBSdZjybnRi1lynvSEP3Xa6/Sx/oP7GHMfVfXrqvpwVe0P7AHc0T7aLcmjlmXOXkmO497J6OdV1WcGMbckSZIkSZIkSZI0wYT0Cqaqvg6c396uC7ym5/kfgR+0t/OAF8xZcNO7oNPev4/x/YyZyXc67QOSzJth/EEsqXy+pKpu63l+Xae97XQTJVkN2KuvKKdRVd8Bvtnp2m62c7ZnRp/c3i4Gnl9Vn5ztvJIkSZIkSZIkSVKvlTIhneQBSRYkeUKSJ446nmVwYqd9VJIH9jx/d6d9fHtGcV+SDPrs5gmfASbOu947yR7TxLALsN8A1jwX+G3bfhBw9DRrrg28vtN1Wu+YqroKuKG93T7JdEnpo4FNlybYPt0+m5fbZPTEmdETyehPzDoqSZIkSZIkSZIkaRIrTUI6yU5JTktyFXA1cAlwHk3ScrLxxyY5vr3WnMNQZ1RV32BJxfGawGt7hnyi83xD4LwkT55qviRrJDkgyTeBxww6XoCq+j3w/k7Xp5PsPEksjwYGco5xVd0NvKnT9bYkh02y5sbAF4Et264rgQ9PMe3nO+0PJLnP1t1JXsR9z/a+jyQ/SXLEdNuqJzkI2Ke9vRv47kzzTjPXcdw7Gf0Ck9GSJEmSJEmSJEkapvmjDmDY2srXfwe6ich+qoAfDLwcKJqzhE8ffHSzciLw1bZ9ZJKT2wpequqeJAcC3wYeRlMd/PUklwLfAq6h+TLCRsD2wF+z5EzkYVVIQ5M434dmu+tNgQuTnE2zxXjRJMOfRvPv8mTgVe17tawLVtWpSfYBDgZWBU5P8grgHOBW4KHAAcD67Su3A4dNsl33hJOB5wNrAbsDv0jyWeBaYGPgKTSf6bXAl4AjpglvAU2S/r1JLgJ+3L53D3B/YM92rgnvqKobeifpR5JDWbJNNzSJ7c2SvLKP179SVT9dlnUlSZIkSZIkSZK0chvrhHSbjF5Ik+hc2kTre2kS0gDPZjlLSFfV15JcCDweWB14HXBU5/l1SR4LvA84hOb3X9BeU7kauGmIMd+aZG/gy8CjaM64fnp7/WUYTXXxB1iSkJ7VNtXAc2nOfz6KJhG/c3v1+i1wSFVNWYVcVVe0VdafpPncNwOO6Rn2a+BAmkT3dO6iSZKvCuzaXpNZDLwT+KcZ5ptO7/biT2ivfvweMCEtSZIkSZIkSZKkpTbuW3afCuzUtu+hSXI+kaYa9qtTvANAVf0C+G+aRO4eSeYNL8xl1j1L+sVJtuw+rKqbq+q5NEnok4ALaRKzd9Ekea8Gvtk+2xt4cFVdPsyAq+pqmmTwUTTV2jcCd9Bsk/1xYI+qei2wXue1m2e55t1VdTSwI8352j9t57yTplr8q8DLgG2nS0Z35juT5jM9laZ6fhHwR+CHNFXgO1bVJX2EtgnNlx3eQ1OxfG0b0900n8uFNH+b7avqVVV1T1+/sCRJkiRJkiRJkrScSNUy74a8XGvPJ/5+e7sI2L+qvt55/hVgX6CqatJkc5JTWLJt945V9ZPhRq0JbRXyRFX6W9sktZZjCxYsqLPOPHPUYUiSJEmSemy9zTajDkGSJEnSmEtycVVNtkPxWFdIP6/9WcA/dZPRS+GSTnu7WUekpdHdxvvikUUhSZIkSZIkSZIkaZmNc0J6r/bnIuDfl3GOazrtB8wuHPUryY7Awe3tn4Fl+TKBJEmSJEmSJEmSpBEb54T05jTV0ZdW1R3LOMetnfbasw9JSY5P8uQkmeL57sCXgFXbrtOqalZnSEuSJEmSJEmSJEkajfmjDmCI1ml/3jrtqOl1k9C3z2IeLbErcCJwVZLzgMtpqtg3AXYDHtcZewXg2dGSJEmSJEmSJEnSCmqcE9I30myzvcks5nhoz3wanAcBh03z/HvAgVV1yxzFI0mSJEmSJEmSJGnAxjkhfRXwQOCvkqxdVbctwxxP6bR/NpiwVnovAvYD9gW2o/nCwEY0VdLXAxcCnwW+WFU1qiAlSZIkSZIkSZIkzd44J6TPAR5L8zv+HfBvS/Nykr8C/qa9vRn44UCjW0lV1e+AD7WXJEmSJEmSJEmSpDG2yqgDGKJPd9pvSrJtvy8mWR/4FM3nU8DpVutKkiRJkiRJkiRJ0tIZ2wrpqrokyeeAg4B1gW8nOaqqPj/de0n2Bd4NbNN2LQJOHmqw0hhYffXV2XqbbWYeKEmSJEmSJEmSpJXG2CakWy8FdgIeQnNW8WeS/IZmO++HTgxKcgywLc2Z0RMZtdBUR7+0qq6ay6AlSZIkSZIkSZIkaRyMdUK6qm5Ish/wJZYkoLcEXjQxpP35L+3PdF8H/qmqPjLsOCVJkiRJkiRJkiRpHI3zGdIAVNUvgccA/wHc2XanZ1h6+n4BPL2qThp+hJIkSZIkSZIkSZI0nsa6QnpCVf0JOCrJG4DnAnsAOwAbAWsDfwSuBS4AvgJ8sapq8tkkSZIkSZIkSZIkSf1YKRLSE6rqeuCU9pIkSZIkSZIkSZIkDdHYb9ktSZIkSZIkSZIkSRoNE9KSJEmSJEmSJEmSpKEwIS1JkiRJkiRJkiRJGoqxTUgnWSXJuUl+mOSCJGst5fsva9/9YZKDhhWnJEmSJEmSJEmSJI2rsU1IA/sAewKPAi6tqj8v5ftnATu07798sKFJkiRJkiRJkiRJ0vibP+oAhuipnfbHlvblqroqyUJgb2DXJOtV1c2DCk4aN3fccQdXXH75qMOQJEmSpLG19TbbjDoESZIkSVpq41wh/bj25+3ABcs4xzntz3nAzrOOSJIkSZIkSZIkSZJWIuOckH4oUMDPq+qeZZzjv3vmkyRJkiRJkiRJkiT1aZwT0uu1P2+axRzdd9efxTySJEmSJEmSJEmStNIZ54T0He3PdWYxx1qd9rJWWUuSJEmSJEmSJEnSSmmcE9I3AAG2mcUc2/bMJ0mSJEmSJEmSJEnq0zgnpH/W/twoyW7LOMf+nfZls4xHkiRJkiRJkiRJklYq45yQPqfT/n9JsjQvJ3kS8KT29lbgwkEFJkmSJEmSJEmSJEkrg3FOSH8c+HPb3h14f5L5/byYZEfgU+1tAR+tqsWDD1GSJEmSJEmSJEmSxtfYJqSr6nrgXTTnSAP8HfD9JH87VWI6yZZJTgK+C2zQdt8K/L9hxytJkiRJkiRJkiRJ42ZsE9Kt44FvsSQp/Sjgs8AtSb6b5Kwkn07y1SRXApcDrwRWa9+5G3hOVV0396EvP5IcnqTa64QpxpzQGXP48hKXJEmSJEmSJEmSpNHpawvrFVVV3Z3kmcDpwN/QbL8dYA3gcT3DJ5LW1f68Gfi7qjp72HG2yfCHTPF4MXALcDXwI+DzwJeq6u5hx6XxkuRBwOOBnYGdgM2AjWl2A1gEXEfzb+ws4HNVtWhEoUqSJEmSJEmSJGlMjHVCGqCqbgGemeRFwKuBh7WPMsUrdwNnAP+3qq4cfoQzmkeTMNwA2B54PvCTJIdW1U9HGplWNKcBT5ri2arA/YCHAs8C3pjkRVW1cG5CkyRJkiRJkiRJ0jga+4T0hKr6UJIP01RG7wH8FbAhTbX0TcA1NGdHn1tVvx9ZoPA+mq3DJ8wHHgDsSbPlOMAOwDlJdq6qq+Y2PI2BG2gqoa+mqYq+GViP5t/Vk4DVga2As5PsZ1JakiRJkiRJkiRJy2qlSUgDVFUB32uv5dWnpkoAJjkU+AjN3+3+wBuBv5u70KZWVScAJ8zxmqfRVP2qP28HXlZVv5hqQJLNgE8AT6RJTH8gycPa/zuSJEmSJEmSJEnSUlll1AGof1X1ceCUTtdBSVYdVTxasVTV2dMlo9sxvwMOpDlTGmAb4LHDjk2SJEmSJEmSJEnjyYT0iucLnfb9aBKG00qyV5L3JflZkpuS3JHk6iT/meRFSWZdKZ/khCTVXofPMHZ+kpckWZjkhiS3J7k8yceS7NqO2bIz38Ip5jm8M+aEPmLcIcm/Jrm0/RwWJbkqyVeSHJVkjRne37Oz3ml9rNfXZ5JksyTHJ/l2+3ncmeTmJL9KckGSU5I8PcnaM605CFV1I/CTTtdWc7GuJEmSJEmSJEmSxs9KtWX3mLi+537DqQYm2RQ4HdhnksebtdffAK9KckBV/XxgUU4d0wOBLwM79jzaur0OS/Jm4AMDXHM+8C/AS7nvlzA2b6/9gNckOaSqLhzU2n3EdgjN77pOz6NVgXVpvnCwC3AM8HLg3+YotA067T/P0ZqSJEmSJEmSJEkaMytVQjrJKjTVnusDawHp992q+taQwlpa9++5v22yQUk2B84Htmy7/gScDfyMZjvmBwNPB7YAHg58J8lOVXXl4EP+S0zrAOcC27Vdi4GvAhcD9wA70SSGX0eTkB2UTwAHd+4vBs4BbgUeBuwPrEfzmZyTZJ+qumCA608qyWOAM4B5bdcvaT6fq2g+jw2AvwJ2494J4mHH9bc0nwvAHcB352ptSZIkSZIkSZIkjZeVIiGd5LnAi2gqTddchimK5eezOqjTXgTc50zgNvH+CZYkoz8KHFNVN/eMWxV4C3AsTaX1x4DdBx/yX7yZJcnoG4CnVdUPemLakaaC+rhBLJjkJSxJRt8NHFFVH+kZsynwaWAPmi8qnJFk+6qaNNk/QK9gSTL6eOBNVVW9g5LMA/ZmybnOA5UkNNXYjwAOoakkn/D2qvr9MNaVJEmSJEmSJEnS+FtekqxDkWRD4EyaClO4d0X0fRJ/U00zyJhmI8nzabZtnvCpqposSXkQSxLLn6+qF042X1XdBbwyyVbAgcATkuxeVd8eZNwASTYGjux0Pbs3Gd3G9KMkBwHfGcCa82mqrSe8ujcZ3a55fZJnAP9NUyW9Jc0XGN492xhmMLFt+c3AmydLRrfxLQa+PsiFk/wD8O/TDFkMvL6q3jLIdSVJWtEdeuihow5BkrQSW2PNZfmOvSRJg7Fw4cJRhyBJWkGNbUK6rRL+L+BxUw2Zw3CWxiFJdu7cz6fZpntvYIdO/8+BV08xR7fC9TV9rPkOmoQ0wDOBgSekgWcBq7ftc6tq4VQDq+q7Sc4GnjrLNfem2ZIc4HfAKdOseWuSNwLvb7teyPAT0hPV0au17cVDXq9f59BUkl8508AkR9J+0WCzzTYbcliSJEmSJEmSJEla0YxtQhp4AU0yumiSz/8D/CtwHnBVVf15dKFN6x9meL4Y+BzNFtzX9T5Msiawa3v766q6rI81L+m0d55q0Czt0mmf1cf4s5h9Qnq3TvsLbaXxdD4DnErz7+XRSdYe8rbdP6Y5I3pN4INJjqmqm4a4Xtd3WbIt+jxgY5q//ROBJwEXJjmhqt433SRVdSrNZ8aCBQv63XVAkqQV1sc//vFRhyBJWoltvc02ow5BkiRJkpbaOCekn91pfwk4qN2iekV3HnDsZMno1nY0FbcAWyVZ2iThJssc2fS27bQv7WN8P2OWZs0fzTS4qm5OcgWwDU2SdusBxTGVd9Kcbz0feB5wcJJzaf7GFwIXVdXtw1i4qn5MkxC/lyTbAmfQJKf/PcnWVfWqYcQgSZIkSZIkSZKk8bfKqAMYoke3PxfTbD+8oiSj96qqVFVo/j4PAJ5Ms/04NNtQX5Bk6yne32iW6689y/ensn6nfWMf4/sZM5MNOu3f9/lOd9yGA4hhSlV1EfC3wLVt1xrA04CTaJLSNyU5O8kh7Rb0Q1dVv6T593Z123Vckj3mYm1JkiRJkiRJkiSNn3GukN6QZrvun1TV9aMOZllUVQHXtdc5Sd4FvJzmXORPJ9m1qu7sea37N/0F8IGlXPbmZY13Bkt7Zvegz/helu2kh74FdVV9qf1ywcHA04EnAJu3j1cH9m2vY5PsX1XXzEFMNyf5N+Atbdff0yTIJUmSJEmSJEmSpKUyzgnpPwD3B/444jgG6VhgT2ABsBPwj8Bbe8Z0K4vvrKq3z01oM+qejdxPFfcgqpP/0Glv3Oc73XG95zl3E9T9JMzX6mfBdlvuj7UXSbai+TsfQJOkngc8luaM6yf0M+cA/KTTftQcrSlJkiRJkiRJkqQxM85bdl9OkzS8/6gDGZR22/FjO12vTdJ75vNlNNuUAzwiyQYsHy7rtBf0Mb6fMUuz5o4zDU6yHs250dB8hlf0DPlTp71OH+s/uI8x91FVv66qD1fV/sAewB3to92SzFVyuPtllXlztKYkSZIkSZIkSZLGzDgnpD/d/vyrJOOUlP46cH57uy7wmp7nfwR+0N7OA14wZ8FN74JOe/8+xvczZibf6bQPSDJTYvUgllQ+X1JVt/U8v67T3na6iZKsBuzVV5TTqKrvAN/sdG032zn79NhO+6o5WlOSJEmSJEmSJEljZpwT0h8FfkeTYDx+xLEM2omd9lFJHtjz/N2d9vHtGcV9STLos5snfAaYOO967yR7TBPDLsB+A1jzXOC3bftBwNHTrLk28PpO12m9Y6rqKuCG9nb7JNMlpY8GNl2aYPt0+xDmvJckDwCO6nR9bdhrSpIkSZIkSZIkaTyNbUK6qm4GngfcDfxDkmNneGWFUVXfYEnF8ZrAa3uGfKLzfEPgvCRPnmq+JGskOSDJN4HHDDpegKr6PfD+Ttenk+w8SSyPBj43oDXvBt7U6XpbksMmWXNj4IvAlm3XlcCHp5j28532B5LcZ+vuJC/ivmd730eSnyQ5Yrpt1ZMcBOzT3t4NfHemeaeY5++TvGOGJDpJdgPOY8k53zcAH1qWNSVJkiRJkiRJkqT5Mw9ZcVXVwiRPokkinpxkf+C9NFs5X9ueybyiOhH4ats+MsnJbQUvVXVPkgOBbwMPo6kO/nqSS4FvAdfQfBlhI2B74K9ZcibysCqkoUmc70Oz3fWmwIVJzqbZYrxokuFPo/l3eTLwqva9WtYFq+rUJPsABwOrAqcneQVwDnAr8FDgAGD99pXbgcMm2a57wsnA84G1gN2BXyT5LHAtsDHwFJrP9FrgS8AR04S3gCZJ/94kFwE/bt+7h+bs8z3buSa8o6pu6J2kT2sD/wj8Y5KfAxcDv6H5DFaj+TeyS896twOHVtUflnFNSZIkSZIkSZIkreTGNiGdZHFvF7Bbe02M6Xe6qqrl6rOqqq8luRB4PLA68Do62yxX1XVJHgu8DziE5vdf0F5TuRq4aYgx35pkb+DLwKNozrh+env9ZRhNdfEHWJKQnu021c+lOf/5KJpE/M7t1eu3wCFVNWUVclVd0VZZf5Lmc98MOKZn2K+BA2kS3dO5iyZJviqwa3tNZjHwTuCfZphvOvd02tsx81nUFwNHVtUPZ7GmJEmSJEmSJEmSVnJju2U3Syp9J35W535ZruVR9yzpFyfZsvuwqm6uqufSJKFPAi6kSczeRZPkvRr4Zvtsb+DBVXX5MAOuqqtpksFH0VRr3wjcQbNN9seBParqtcB6nddunuWad1fV0cCONOdr/7Sd806aavGvAi8Dtp0uGd2Z70yaz/RU4ApgEfBH4Ic0VeA7VtUlfYS2CfBs4D00W3Ff28Z0N83nciHN32b7qnpVVd0z1UR9eDfwOOA1NDsG/IzmM1jcxn8dzc4B7wL2AB5rMlqSJEmSJEmSJEmzlapl3g15uZZkNsm7XlVV8wY4n2bQViGf3t6+tU1Sazm2YMGCOuvMM0cdhiRJkiSNra232WbUIUiSJEnSpJJcXFWT7VA8vlt2A3uNOgDNSncb74tHFoUkSZIkSZIkSZKkZTa2CemqOm/UMWjZJNkROLi9/TPw9RGGI0mSJEmSJEmSJGkZjfMZ0loOJTk+yZOTTHoud5LdgS8Bq7Zdp1XVrM6QliRJkiRJkiRJkjQaY1shreXWrsCJwFVJzgMuBxYBmwC7AY/rjL0C8OxoSZIkSZIkSZIkaQVlQlqj8iDgsGmefw84sKpumaN4JEmSJEmSJEmSJA2YCWnNtRcB+wH7AtvRVEZvRFMlfT1wIfBZ4ItVVaMKUpIkSZIkSZIkSdLsrXQJ6ST3AzYD1gdW7/e9qvrWsGJamVTV74APtZckSZIkSZIkSZKkMbZSJKSTPAB4GXAg8HAgSzlFsZJ8VpIkSZIkSZIkSZI0KGOfZE3yHOA/gHUmunqG1CR9kpbS6quvztbbbDPqMCRJkiRJkiRJkrQcGeuEdJIDgDOYPOE8cT7x0j6TJEmSJEmSJEmSJPVhlVEHMCxJ1gLeT5NULuBi4CnA/YCvtv1U1SrAusAjgZcA32dJIvrfgdWqat6cBi9JkiRJkiRJkiRJY2BsE9LAC4GNaJLRPwH2qKpvVNVtvQOr6k9V9T9V9f6qejxwBHAX8A/AmXMYsyRJkiRJkiRJkiSNjXFOSD+5035VVf253xer6kM0Ce0AT03y/w06OEmSJEmSJEmSJEkad+OckN6x/XlLVX19aV+uqk8B36BJSh87yMAkSZIkSZIkSZIkaWUwzgnpie26fz7Js3smGknWnGaOT7c/H5hk1wHGJkmSJEmSJEmSJEljb5wT0hOJ5lsnefanTnvDaeb4Vaf90FlHJEmSJEmSJEmSJEkrkXFOSE8kotea5NkfO+0tp5kjnfYDZhmPJEmSJEmSJEmSJK1Uxjkh/RuahPKmkzzrbuO92zRzPLrTvmsAMUmSJEmSJEmSJEnSSmOcE9I/bX9ulWSNnmff67RflGR+78vtO0d1un494PgkSZIkSZIkSZIkaazdJxE7Rr4NHEaTdN8D+OrEg6q6IMn/AlsADwM+m+T/VNVvAJI8HHgvS86NvgNYOHehSyueO+64gysuv3zUYUiSJEnScm/rbbYZdQiSJEmSNGfGuUL6a532AZM8/78sOSP6GcAVSa5Lch3wM2DP9lkB/1FVfxxOmJIkSZIkSZIkSZI0nsY2IV1VVwLnAn8A9k2yVs/zDwEfY0lSOsAm7ZXO0AuA1ww7XkmSJEmSJEmSJEkaN2ObkAaoqidX1SZVtXVV/XmSIYcD/x9wwyTP/gycDDy5qu4YYpiSJEmSJEmSJEmSNJbG+QzpGVVVAackeRfwGOAhwKrA74Dvm4iWJEmSJEmSJEmSpGW3UiekJ7SJ6YvbS5IkSZIkSZIkSZI0AGO9ZbckSZIkSZIkSZIkaXTGtkI6yYfa5qVV9S/LOMfRNFt5V1W9eGDBSZIkSZIkSZIkSdJKYJwrpA8HXgjsM4s5ntTOc/jsw5EkSZIkSZIkSZKklcs4J6QlSZIkSZIkSZIkSSNkQlozSnJ4kmqvE6YYc0JnzOHLS1ySJEmSJEmSJEmSRseE9PTWaX/ePsxFklzZSaz2Xncn+UOSS5N8NMkBScb27G+NRpIHJrmp59/enqOOS5IkSZIkSZIkSSs2E9JTSLIKsKC9vXGEocwDNgC2B54PfAG4OMkjRxiTxs9/AOuPOghJkiRJkiRJkiSNFytteyRZA3gY8ApgU6CAS+cwhPcBl3fu5wMPAPYEHtX27QCck2TnqrpqDmPTGEryfOAZ7e1dwKojDEeSJEmSJEmSJEljZCwS0kkWT/UI2Hea5/06c5bvL41PVdXCyR4kORT4CM3f7f7AG4G/m7vQplZVJwAnzPGapwGnzeWa4ybJA4B/bW8/DOwNPGRkAUmSJEmSJEmSJGmsjMuW3en8TOe+t29prgk/okkCj1xVfRw4pdN1UBKrWTUb7wM2BK4Fjh1xLJIkSZIkSZIkSRoz45KQhnsnkQfhOuDtwJ5VddeA556NL3Ta9wO2memFJHsleV+SnyW5KckdSa5O8p9JXpRk1pXySU5IUu11+Axj5yd5SZKFSW5IcnuSy5N8LMmu7ZgtO/MtnGKewztjTugjxh2S/GuSS9vPYVGSq5J8JclR7Xbt072/Z2e90/pYr6/PJMlmSY5P8u3287gzyc1JfpXkgiSnJHl6krVnWnNpJDkM2L+9Pbqqbhrk/JIkSZIkSZIkSdJYbNkN7NVzH+BcmvOfLwJe3ec89wC3AddU1TWDC2+gru+533CqgUk2BU4H9pnk8Wbt9TfAq5IcUFU/H1iUU8f0QODLwI49j7Zur8OSvBn4wADXnA/8C/BS7vsljM3baz/gNUkOqaoLB7V2H7EdQvO7rtPzaFVgXZovHOwCHAO8HPi3Aa17f5ZU23+hqj43iHklSZIkSZIkSZKkrrFISFfVeb19yV8Kpv8w2fMV2P177m+bbFCSzYHzgS3brj8BZwM/AxYBDwaeDmwBPBz4TpKdqurKwYf8l5jWofmiwHZt12Lgq8DFNF8G2IkmMfw6moTsoHwCOLhzfzFwDnAr8DCaKuH1aD6Tc5LsU1UXDHD9SSV5DHAGMK/t+iXN53MVzeexAfBXwG5te5DeC2wE/BF42YDnliRJkiRJkiRJkoAxSUhP4aM0FdKXjjqQATuo014E/KJ3QJJVaJKwW7ZdHwWOqaqbe8atCryF5uzgDYGPAbsPPuS/eDNLktE3AE+rqh/0xLQjTQX1cYNYMMlLWJKMvhs4oqo+0jNmU+DTwB7AWsAZSbavqkmT/QP0CpYko48H3lRV1TsoyTxgb5q/96wleQ5wYHv7yuV4NwBJkiRJkiRJkiSt4MbpDOl7qarDq+rvquqdo45lUJI8n2bb5gmfqqrJkpQHsSSx/PmqemFvMhqgqu6qqlcCn2+7npBkKAnpJBsDR3a6nt2bjG5j+hH3TrrPZs35NNXWE17dm4xu17weeAbwv23XlsCLBhHDDCa2Lb8ZePNkyWiAqlpcVV+vqm/PdsE2+f7u9vbcqvrgbOeUJEmSJEmSJEmSpjLOFdIrqkOS7Ny5n0+zTffewA6d/p8z9dnYL+20X9PHmu9gScXsM4FZJz4n8Sxg9bZ9blUtnGpgVX03ydnAU2e55t40W5ID/I4lZyZPtuatSd4IvL/teiFLErfDMlEdvVrbXjzk9QDeA2wM/Bn4+zlYT5KklcKhhx466hAkSSuQNdZcc9QhSJJWIAsXLhx1CJIkzYoJ6VaSxwP7Ag8A/gB8s6q+MYJQ/mGG54uBz9FswX1d78MkawK7tre/rqrL+ljzkk5756kGzdIunfZZfYw/i9knpHfrtL9QVTMlfD8DnAoEeHSStYe8bfePac6IXhP4YJJjquqmYS2W5Nks2b789VV1xQDmPJK28n2zzTab7XSSJEmSJEmSJEkaM2ObkG63a34TzbbkdwH/PMX5vKsBHwGe3fPoNUm+AzxrssTvCJ0HHDtNTNvRVNwCbJVk0m2gp7HJMkc2vW077X7O9R7E2d/dNX800+CqujnJFcA2NBXLWw8ojqm8kyZBPB94HnBwknNp/sYXAhdV1e2DWKjdMv3f2tuLmKZafGlU1ak0SXwWLFiwtP/WJEkaGx//+MdHHYIkaQWy9TbbjDoESZIkSZozY3uGNLAP8CrgWOAhU53PS5MUPISmKpb258T1BOC/kqw65Fi79qqqVFVo/j4PAJ4M/Ff7fG/ggiRbT/H+RrNcf+1Zvj+V9TvtG/sY38+YmWzQaf++z3e64zYcQAxTqqqLgL8Frm271gCeBpxEk5S+KcnZSQ5JMtv/q++h+bLBXcCL+6gWlyRJkiRJkiRJkmZtbCukaRK3EyYtWUmyLc0W2RPJ6ruB/wHWoamOBXg08ArgbcMIcjptEv269jonybuAl9Oci/zpJLtW1Z09r3X/pr8APrCUy968rPHOIDMPmdX4mSxL9e7QK36r6kvtlwsOBp5O8yWIzdvHq9NsI78vcGyS/avqmqVdI8mTWLIDwFuraphV35IkSZIkSZIkSdJfjHNC+jHtz3uAc6cYcwRNFXIBVwH7VtXPAZK8lGaL4wAvZQQJ6UkcC+wJLAB2Av4ReGvPmG5l8Z1V9fa5CW1G3bOR+6niHkR18h867Y37fKc7rvc8526Cup+E+Vr9LNhuy/2x9iLJVjR/5wNoktTzgMfSnHH9hH7m7LFFp/36JK/v871vJn/5NT9SVYcvw9qSJEmSJEmSJElaiY3zlt1btT+vqKpFU4w5sNN+/UQyGqCq3gt8o719cJJHDiHGpVJVd9EkpSe8Nknvmc+XARPbMT8iyQYsHy7rtBf0Mb6fMUuz5o4zDU6yHksq4xcDV/QM+VOnvU4f6z+4jzH3UVW/rqoPV9X+wB7AHe2j3ZI8alnmlCRJkiRJkiRJkkZhnCukN6apaL1usodJtmBJ8nERTfVpry/QnN8M8CjgpwOOcalV1deTnE9TKbsu8Bo6Seqq+mOSHwB/TVNZ+wLglFHE2uMC4Hlte3/gXTOM338Aa36n0z4gyStmODv5IJZUPl9SVbf1PO/+W9p2uoWTrAbs1XekU6iq7yT5JrBf27Ud8OOlnOZXwEf6HHswS84R/ypLzrc+fynXlCRJkiRJkiRJksY6Ib1m+/P2KZ7v0v4s4Px22+Rev+y07z+owAbgRODrbfuoJG/vOVv43TQJaYDjk/xnVfVW+04qSdqzqwftM8C/AqsBeyfZo6rOmyKGXViSgJ2Nc4Hf0mxZ/SDgaKZIzidZG+huZX1a75iquirJDcAmwPZJtq2qX/aOax0NbLrsoU9pqn/PU6qq8+kzoZxkT5YkpN9aVQuXdj1JkiRJkiRJkiRpwjhv2T2xTff9pni+W6f9rSnGdJN/fZ0HPBeq6hs0FcfQJN5f2zPkE53nGwLnJXkyU0iyRpID2krcx0w1bjaq6vfA+ztdn06y8ySxPBr43IDWvBt4U6frbUkOm2TNjYEvAlu2XVcCH55i2s932h9Icp+tu5O8iPue7X0fSX6S5IjptlVPchCwT3t7N/DdmeaVJEmSJEmSJEmSlhfjXCH9e+AhwMOmeL5vp/2dKcas22kvdWXqkJ1Is6UywJFJTq6qqwCq6p4kBwLfpvn9HwR8PcmlNMn3a2i+jLARsD1NNfVEYjUMz2tpkqvb0lQPX5jkbOAHNJXqjwGeRvPv8mTgVe17y1yxXVWnJtmHZivqVYHTk7wCOAe4FXgocACwfvvK7cBhk2zXPeFk4Pk0X1DYHfhFks/SbG29MfAUms/0WuBLwBHThLeAJkn/3iQX0WzFfS1wD01F/p7tXBPeUVU39PebS5IkSZIkSZIkSaM3zgnpS2kS0hv2bg/dVuZOnAF8B1NXnW7RaS9XicCq+lqSC4HHA6sDrwOO6jy/LsljgfcBh9Akmhe011SuBm4aYsy3Jtkb+DLNmdzzgKe311+G0VQXf4AlCenZfhnguTTnPx9Fk4jfub16/RY4pKqmrEKuqivaKutP0nzumwHH9Az7NXAgTaJ7OnfRJMlXBXZtr8ksBt4J/NMM80mSJEmSJEmSJEnLlXHesvu/Ou3/SLINQJIHAqe2/QWcXVV3TDFHd/vqvs5gnmMndtovTrJl92FV3VxVz6VJQp8EXEiTmL2LJsl7NfDN9tnewIOr6vJhBlxVV9Mkg4+iqda+keZLAVcCHwf2qKrXAut1Xrt5lmveXVVHAzvSnK/903bOO2mqxb8KvAzYdrpkdGe+M2k+01Np/l0sAv4I/JCmCnzHqrqkj9A2AZ4NvIfmSxHXtjHdTfO5XEjzt9m+ql5VVff09QtLkiRJkiRJkiRJy4lULfNuyMu1JOsCl9FsowxN8vl6mq2i014F7N2tnu6Z49c0VdaLgfWn2cZZA9ZWIZ/e3r61TVJrObZgwYI668wzRx2GJEmSJC33tt5mm1GHIEmSJEkDleTiqppsh+LxrZCuqltozu9d3HatAjyAe//OH5kmGf14mmR0AZeajJ5z3W28Lx5ZFJIkSZIkSZIkSZKW2dgmpAGq6j+BpwA/6Xn0Z+DNwN9P8/or2p8BvjLw4DSlJDsCB7e3fwa+PsJwJEmSJEmSJEmSJC2j+aMOYNiqaiGwY5LNgS1ozk7+WVXdNcOr/8mSRPS5w4tw5ZLkeOAC4JyaZL/4JLsDnwRWbbtOq6pZnSEtSZIkSZIkSZIkaTTGPiE9oaquBq5eivFnDDGcldmuwInAVUnOAy4HFgGbALsBj+uMvQLw7GhJkiRJkiRJkiRpBbXSJKS13HkQcNg0z78HHNieBS5JkiRJkiRJkiRpBWRCWnPtRcB+wL7AdjSV0RvRVElfD1wIfBb44mRbekuSJEmSJEmSJElacZiQ1pyqqt8BH2ovSZIkSZIkSZIkSWNshU5IJ3li976qvjXVs9nqzi1JkiRJkiRJkiRJmtkKnZAGFgIT2zoX9/59us9mq3duST1WX311tt5mm1GHIUmSJEmSJEmSpOXIuCRZs4LOLUmSJEmSJEmSJEljaxwS0tMljE0mS5IkSZIkSZIkSdKIrNAJ6apaZVmeSZIkSZIkSZIkSZKGz6StJEmSJEmSJEmSJGkoTEhLkiRJkiRJkiRJkobChLQkSZIkSZIkSZIkaShMSEuSJEmSJEmSJEmShmL+qAOYC0kWANsAGwIbAQXcCPwB+FVV/XSE4UmSJEmSJEmSJEnSWBrbhHSSJwNHAXsAG8ww9kbgPOA9VbVw+NFJkiRJkiRJkiRJ0vgbuy27kzwiyfnAV4EDaKqi07n+MrRzbQwcCJyTZGGSh89p0JIkSZIkSZIkSZI0hsaqQjrJ3sDngHVpEs3VXr2J6F7VefZE4IIkf1tV3xpiuNJYqVt+z6KvfnDUYUiSJEmSZmGNfV886hAkSZIkjZmxSUgneRzwX8Bq3DvBfAVwPvAD4PfATW3/+sCmwGOB3YAt23eKZovvs5PsVFX/Mze/gSRJkiRJkiRJkiSNl7FISCdZFfgYS5LRoUlC/9+q+kafc+wHvB7YpZ1jDeC0JLtU1T1DCVySJEmSJEmSJEmSxti4nCH9YuBhLKmMPgnYs99kNEBVnQ3sDryTJdt67ww8b4BxSpIkSZIkSZIkSdJKY1wS0kd32qdX1WuXpaq5qu6pqlcCn+h0//2so5MkSZIkSZIkSZKkldAKn5BO8lfAI9rbm4GXDmDal7RzBdg1yTYDmFOSJEmSJEmSJEmSViorfEIa2LP9WcCHq+q22U5YVX8CPtzp2n22c0qSJEmSJEmSJEnSymYcEtI7d9qfHeC83bl2HOC8kiRJkiRJkiRJkrRSGIeE9MPbn3cDPxzgvD9s5wR49ADnlSRJkiRJkiRJkqSVwjgkpDdrf/6mqu4Y1KRVtQj4Nc050vcf1LySJEmSJEmSJEmStLIYh4T0RjTnR/9xCHNPzLnuEOaWJEmSJEmSJEmSpLE2DgnpNdqffxzC3De3P01IS5IkSZIkSZIkSdJSmj/qAAZgVZoK6btnGrgMFrc/1xzC3GMvyc7AvsAewFY01ez3A24FbgJ+SnNW95er6qJRxbmySDIPeASwE7Bz+/NRLPn3fV5V7Tma6CRJkiRJkiRJkjSOxiEhreVMkt2BN9IkoiezQXttDTwDeEOSXwNvAz5YVXfOSaArn6vxPHRJkiRJkiRJkiTNIRPSGpgkAV5Lk4zubgf/W+B84Cqayuh1gE1pqnQfBYSmgvq9wAOAN8xd1CuVNXruJ85e32DuQ5EkSZIkSZIkSdLKwIS0Bukk4LjO/XnAP1fV+VO9kGQj4HDgaGBLYN4Q41vZ/RK4HLi4cx0IfHiUQUmSJEmSJEmSJGl8jVNCet8ki2cepmFI8izunYz+F+CVVXXPdO9V1Y3AO5K8C3j1EENc6VXV43r7mqJ2SZIkSZIkSZIkaThWmXnICiUDvtSHJKsCb+90/WdV/eNMyeiuqrqrqt4EvKWP9ZJk/yQfSXJZkluS3J7kN0k+k+TgLEWmNckOSf41yaVJbkqyKMlVSb6S5KgkvVtdTzfXFknenuRnSW5r5/tRkuOTbNqOOSFJtdfh/c4tSZIkSZIkSZIkrWjGpUJ6WMljk9L9eR7w4LZ9D3DMsk5UVdNWuSd5KPBJYKdJHj+4vQ4GLkxyYFVdM81c82kquV/Kfb+csXl77Qe8JskhVXXhDLEdTLP99Tqd7rWAR7fXUe0YSZIkSZIkSZIkaaUwDgnpE0cdgDig0/5KVV05jEWS7ACcC2zUdt0InA1cBtwNbA08E9gYeDxwfpKdquqPU0z5CZrk9YSLgXOAW4GHAfsD69Ekuc9Jsk9VXTBFbPu18038n7oBOBP4DbABTWL7kcBZbb8kSZIkSZIkSZI09lb4hHRVmZAeoSSrAE/sdC0c0jprA59hSTL6JOCEqlo0ybj3A8+lSVC/C3jBJPO9hCXJ6LuBI6rqIz1jNgU+DexBU+l8RpLtq+q2nnH3Az7Akv9PZwEvqKpbOmOOozlj+yTgRUv1y0uSJEmSJEmSJEkrqBU+Ia2RewCwfuf+R0Na56XAtm37nVX1mskGVdVtSZ4PbAM8Djg0yfHdqu12q+7XdV57dW8yup3r+iTPAP6bpkp6S5pk8rt7hh5Os703wC+AQ6rqjp65Cjg5ydbAS2b8bSVJkqQheMpxJ486BEnLuVXe8rFRhyBpObdw4cJRhyBJklYwJqQ1Wxv13N843eAk6wNHzDDnqd3q4tZL25+3M8M27VW1OMkpwBnAPODpwHs6Q/YGtmjbvwNOmWauW5O8kabqGuCF3Dch/bxO+//1JqN7nEjz+8+b7ndYUSQ5EjgSYItNNxxxNJIkSZIkSZIkSVremJDWbK3bc3/rDOM3Bt42w5jPAt3trremqU4GuHCSZPVkLum0d+55tlun/YWqWjzDXJ8BTgUCPDrJ2hPbdidZA9ixHVfAF6ebqKquSXIRzRnXK7yqOpXms2GnbbesEYcjSZKkGXztba8adQiSlnNr7PviUYcgSZIkacysMuoAtMLrTQ6vM4Q1HtVp75WkZrqAn3be2aRnvm077Rm3GK+qm4Er2tt5NGdTT9gSWLVt/7YdO5NL+xgjSZIkSZIkSZIkrfBMSGu2erfo7t3C+16q6ldVld5rhjWmnbMPa/fcb9Bp/77PObrjuntTr99pT7td+TKMkyRJkiRJkiRJklZobtmt2boWuBlYr73fETh3wGt0/51eCHxuKd//7TTPlmWb6e47MyXTJ7Ms70iSJEmSJEmSJEkrHBPSmpWquifJt4BntF17Au8Y8DLdiuIbqurts5zvD532xn2+0x130xTtfiu5N5x5iCRJkiRJkiRJkrTic8tuDcKZnfZTkzxkwPP/vNPeJcls/91e1mnvONPgJOux5NzoxSw5TxrgSuCutr1FO3YmC/oYI0mSJEmSJEmSJK3wTEhrEE4Hrmrb84BTBjz/f9NsDQ5NpfIzphnbj+902gckmTfD+INYss32JVV128SDqloE/Ki9DfDM6SZK8kDgsUsXriRJkiRJkiRJkrRiMiGtWauqO4HjOl37Jzk5yUDOSq6qAv6t0/XOJH1vez1JHOey5FzpBwFHT/Pu2sDrO12nTTLsjE77n5KsPk04x9Mk7SVJkiRJkiRJkqSxZ0JaA1FVnwTe2ek6DvhGkl2ney/JmkmO6mOJdwG/attbA99K8php5r1fkucl+SE9ZztX1d3Amzpdb0ty2CRzbAx8Ediy7boS+PAky50GXNO2twM+lWTdnrmS5DjgH4CaKu7O+MOTVHtdOdN4SZIkSZIkSZIkaXk0f9QBaKy8ErgFeAPN9tV7A3sn+V/gfJptvW8CVqVJEm8H7A6s1Znjl8DNvRNX1a1Jngl8E7g/8Ejg4iTfBy4ArgdWAzYBdgAeB0xZqVxVpybZBzi4jef0JK8AzgFuBR4KHACs375yO3BYd7vuzly3JDmCJnk9D9gf+FWSLwC/ATYAntrG/AfgC8CLJ16fKsZBS/Js4Nk93d3zvh+Z5LO971XVwUMNTJIkSZIkSZIkSWPLhLQGpt1a+8Qk5wFvBJ7QPnowcOgMr/+Kpgr6fVV11xTz/0+SnWiqlPdpux/XXlO5DLhjimfPBa4DjqLZLWDn9ur1W+CQqvruVItU1X+1VdYfBNamSYwf2TPseprzqPft9N0+TeyD9oh2/alsPMNzSZIkSZIkSZIkaamYkNbAVdVCYPckjwX2A55Is832RjTJ2ltpKoV/DlwEfG26ZG/P3FcDT0nyeOA57dxb0FQy3wnc0M77XeArVfX9aea6Gzg6yanAETQV3Q8C1gRuBH5CU/X8oapa1Edsn0ryXeAVwNPauO6iqZI+C3hvVV3bVipPuE81uCRJkiRJkiRJkjQu0hS1SporSb4OPLm93a6qfjHKeAZlp223rO+8+/WjDkOSJEmSNAtr7PvimQdJkiRJUo8kF1fVZDsRs8pcByOtzJKsD+za3v6JZktxSZIkSZIkSZIkaSyZkJbm1uuAtdr2WVV1zyiDkSRJkiRJkiRJkobJhLQ0AEk2TnJKkodM8Xy1JMcDx7ZdBbx7zgKUJEmSJEmSJEmSRmD+qAOQxsR84Bjg5Um+D1wEXNP2bwXsCzywM/4dVfW9OY9SkiRJkiRJkiRJmkMmpKXBCvDX7TWZxcBJwD/PWUSSJEmSJEmSJEnSiJiQlgbjOpok9L7AXsDmwCbAOsAfgSuBbwIfqKrLRhOiJEmSJEmSJEmSNLdMSEsDUFUFfL+93jjicCRJkiRJkiRJkqTlwiqjDkCSJEmSJEmSJEmSNJ6skJY0EFl3Y9bY98WjDkOSJEmSJEmSJEnLESukJUmSJEmSJEmSJElDYUJakiRJkiRJkiRJkjQUJqQlSZIkSZIkSZIkSUNhQlqSJEmSJEmSJEmSNBQmpCVJkiRJkiRJkiRJQ2FCWpIkSZIkSZIkSZI0FCakJUmSJEmSJEmSJElDYUJakiRJkiRJkiRJkjQUJqQlSZIkSZIkSZIkSUNhQlqSJEmSJEmSJEmSNBTzRx2ApPFQt/yeRV/94KjDkCRJkiQtozX2ffGoQ5AkSZI0hqyQliRJkiRJkiRJkiQNhQlpSZIkSZIkSZIkSdJQmJCWJEmSJEmSJEmSJA2FCWlJkiRJkiRJkiRJ0lCYkJYkSZIkSZIkSZIkDYUJaUmSJEmSJEmSJEnSUJiQliRJkiRJkiRJkiQNhQlpSZIkSZIkSZIkSdJQmJCWJEmSJEmSJEmSJA2FCWlJkiRJkiRJkiRJ0lDMH3UAGl9Jdgb2BfYAtgI2Au4H3ArcBPwU+CHw5aq6aFRxriySbAI8BdgLeDTN32Rd4Dbgd8D3gU8CX62qGlGYkiRJkiRJkiRJGiMmpDVwSXYH3kiTiJ7MBu21NfAM4A1Jfg28DfhgVd05J4GuRJJ8BdgHmDfJ4/Xa66+AFwIXJnlBVV02hyFKkiRJkiRJkiRpDJmQ1sAkCfBammR0dzv43wLnA1fRVEavA2wK7Aw8CghNte57gQcAb5i7qFcae7EkGf1n4HvAJcDvaf4euwB7ts8fD3w7yROq6ldzG6YkSZIkSZIkSZLGiQlpDdJJwHGd+/OAf66q86d6IclGwOHA0cCWTF7Bq8H4Lk3S//NV9efeh0l2AT5P86WA+wMfZOoqd0mSJEmSJEmSJGlGq8w8RJpZkmdx72T0vwB7T5eMBqiqG6vqHcC2wOuBRcOLcqW2X1XtWlWnT5aMBqiq7wJ/C0ycH/3EJAvmLEJJkiRJkiRJkiSNHRPSmrUkqwJv73T9Z1X9Y1Xd0+8cVXVXVb0JeEsf6yXJ/kk+kuSyJLckuT3Jb5J8JsnB7fbh/ca/Q5J/TXJpkpuSLEpyVZKvJDkqyRpLMdcWSd6e5GdJbmvn+1GS45Ns2o45IUm11+H9zj0bVbWwz3EXAt/vdO0ylIAkSZIkSZIkSZK0UnDLbg3C84AHt+17gGOWdaKqWjzd8yQPBT4J7DTJ4we318HAhUkOrKprpplrPk0l90u575czNm+v/YDXJDmkTdZOF9vBwIdpzmSesBbw6PY6qh2zvPs18Ndte6NRBiJJkiRJkiRJkqQVmwlpDcIBnfZXqurKYSySZAfgXJYkSW8EzgYuA+4GtgaeCWwMPB44P8lOVfXHKab8BE3yesLFwDnArcDDgP2B9WiS3Ock2aeqLpgitv3a+Sb+T90AnAn8BtiAJrH9SOCstn95tnmnfcPIopAkSZIkSZIkSdIKz4S0ZiXJKsATO10Lh7TO2sBnWJKMPgk4oaoWTTLu/cBzaRLU7wJeMMl8L2FJMvpu4Iiq+kjPmE2BTwN70FQ6n5Fk+6q6rWfc/YAPsOT/01nAC6rqls6Y42jO2D4JeNFS/fJzKMnmwK6drm+PKhZJkiRJkiRJkiSt+ExIa7YeAKzfuf/RkNZ5KbBt235nVb1mskFVdVuS5wPbAI8DDk1yfLdqu92q+3Wd117dm4xu57o+yTOA/6apkt6SJpn87p6hh7OkqvgXwCFVdUfPXAWcnGRr4CUz/raj8zZgXts+r6p+McpgJEmSNDhPOe7kUYcgaTm3yls+NuoQJC3HFi5cOOoQJEnSCsqEtGar94zhG6cbnGR94IgZ5jy1W13cemn783bgxOlerqrFSU4BzqBJrj4deE9nyN7AFm37d8Ap08x1a5I30lRdA7yQ+yakn9dp/7/eZHSPE2l+/3nTjBmJJIfRVJZDUzV+bB/vHAkcCbDFphsOLzhJkiRJkiRJkiStkExIa7bW7bm/dYbxG9NU4U7ns0B3u+utaaqTAS6cJFk9mUs67Z17nu3WaX+hqhbPMNdngFOBAI9OsvbEtt1J1gB2bMcV8MXpJqqqa5JcRHPG9XIjyS40245P+Oequnim96rqVJrPhp223bKGFJ4kSZIG4Gtve9WoQ5C0nFtj3xePOgRJkiRJY2iVUQegFV5vcnidIazxqE57ryQ10wX8tPPOJj3zbdtpz7jFeFXdDFzR3s6jOZt6wpbAqm37t+3YmVzax5g5k2QH4EvAGm3X6YD7OUqSJEmSJEmSJGnWTEhrtnq36O7dwvtequpXVZXea4Y1pp2zD2v33G/Qaf++zzm647p7U6/faU+7XfkyjBu6JI8EvsGS3+lTwOHtmdeSJEmSJEmSJEnSrLhlt2brWuBmYL32fkfg3AGv0f13eiHwuaV8/7fTPFuWxGv3nZmS6ZNZlncGLskjaP5WExXknwWe18cW5pIkSZIkSZIkSVJfTEhrVqrqniTfAp7Rdu0JvGPAy3Qrim+oqrfPcr4/dNob9/lOd9xNU7T7reTecOYhw9Umo78JbNp2fR54blXdPbqoJEmSJEmSJEmSNG7csluDcGan/dQkDxnw/D/vtHdJMtt/t5d12jvONDjJeiw5N3oxS86TBrgSuKttb9GOncmCPsYMTbtNdzcZfSbwHJPRkiRJkiRJkiRJGjQT0hqE04Gr2vY84JQBz//fNFuDQ1Op/IxpxvbjO532AUnmzTD+IJZss31JVd028aCqFgE/am8DPHO6iZI8EHjs0oU7OG0y+lyWJKPPAp5dVXdN/ZYkSZIkSZIkSZK0bExIa9aq6k7guE7X/klOTjKQs5KrqoB/63S9M0nf215PEse5LDlX+kHA0dO8uzbw+k7XaZMMO6PT/qckq08TzvE0Sfs5l2R77l0Z/UXgWSajJUmSJEmSJEmSNCwmpDUQVfVJ4J2druOAbyTZdbr3kqyZ5Kg+lngX8Ku2vTXwrSSPmWbe+yV5XpIf0nO2c7s19Zs6XW9Lctgkc2xMk7Tdsu26EvjwJMudBlzTtrcDPpVk3Z65kuQ44B+AmiruzvjDk1R7XTnT+D7mm6iM3qTtMhktSZIkSZIkSZKkoZs/6gA0Vl4J3AK8gWb76r2BvZP8L3A+zbbeNwGr0iSJtwN2B9bqzPFL4Obeiavq1iTPpKnwvT/wSODiJN8HLgCuB1ajSbjuADwOmLJSuapOTbIPcHAbz+lJXgGcA9wKPBQ4AFi/feV24LDudt2duW5JcgRNkncesD/wqyRfAH4DbAA8tY35D8AXgBdPvD5VjIOSZH3unYy+FfgecEwfRey/rapPDS86SZIkSZIkSZIkjTMT0hqYdmvtE5OcB7wReEL76MHAoTO8/iuaKuj3TVW1W1X/k2Qnmirlfdrux7XXVC4D7pji2XOB64CjaHYL2Lm9ev0WOKSqvjvVIlX1X22V9QeBtWmSv0f2DLue5jzqfTt9t08T+6Csz5JtugHuB/y/Pt89DzAhLUmSJEmSJEmSpGViQloDV1ULgd2TPBbYD3gizTbbG9Eka2+lqRT+OXAR8LXpkr09c18NPCXJ44HntHNvQZN0vRO4oZ33u8BXqur708x1N3B0klOBI2gquh8ErAncCPyEpur5Q1W1qI/YPpXku8ArgKe1cd1FUyV9FvDeqro2ybM7r92nGlySJEmSJEmSJEkaF2mKWiXNlSRfB57c3m5XVb8YZTyDstO2W9Z33v36UYchSZIkSVpGa+z74pkHSZIkSdIkklxcVZPtRMwqcx2MtDJrz3Petb39E82W4pIkSZIkSZIkSdJYMiEtza3XAWu17bOq6p5RBiNJkiRJkiRJkiQNkwlpaQCSbJzklCQPmeL5akmOB45tuwp495wFKEmSJEmSJEmSJI3A/FEHII2J+cAxwMuTfB+4CLim7d8K2Bd4YGf8O6rqe3MepSRJkiRJkiRJkjSHTEhLgxXgr9trMouBk4B/nrOIJEmSJEmSJEmSpBExIS0NxnU0Seh9gb2AzYFNgHWAPwJXAt8EPlBVl40mREmSJEmSJEmSJGlumZCWBqCqCvh+e71xxOFIkiRJkiRJkiRJy4VVRh2AJEmSJEmSJEmSJGk8WSEtaSCy7sasse+LRx2GJEmSJEmSJEmSliNWSEuSJEmSJEmSJEmShsKEtCRJkiRJkiRJkiRpKExIS5IkSZIkSZIkSZKGwoS0JEmSJEmSJEmSJGkoTEhLkiRJkiRJkiRJkobChLQkSZIkSZIkSZIkaShMSEuSJEmSJEmSJEmShsKEtCRJkiRJkiRJkiRpKExIS5IkSZIkSZIkSZKGwoS0JEmSJEmSJEmSJGko5o86AEnjoW75PYu++sFRhyFJkiRJ6tMa+7541CFIkiRJWglYIS1JkiRJkiRJkiRJGgoT0pIkSZIkSZIkSZKkoTAhLUmSJEmSJEmSJEkaChPSkiRJkiRJkiRJkqShMCEtSZIkSZIkSZIkSRoKE9KSJEmSJEmSJEmSpKEwIS1JkiRJkiRJkiRJGgoT0pIkSZIkSZIkSZKkoTAhLUmSJEmSJEmSJEkaChPSkiRJkiRJkiRJkqShmD/qADS+kuwM7AvsAWwFbATcD7gVuAn4KfBD4MtVddGo4lwZJFkLeBzwWGBn4GHAxu0V4I/Az4CFwEer6jcjCVSSJEmSJEmSJEljxYS0Bi7J7sAbaRLRk9mgvbYGngG8IcmvgbcBH6yqO+ck0JXLgcDHpnn+gPbaG/jnJCcBb6iqmovgJEmSJEmSJEmSNJ5MSGtgkgR4LU0yursd/G+B84GraCqj1wE2panUfRRNhe5WwHtpkqJvmLuoVzp3AD8GLgeub6/5NJ//PsDmwGrA64H7Ay8ZTZiSJEmSJEmSJEkaByakNUgnAcd17s8D/rmqzp/qhSQbAYcDRwNbAvOGGN/K7Ac01c/fmaoCPcl84FjgrW3XkUnOqKpvzVGMkiRJkiRJkiRJGjOrzDxEmlmSZ3HvZPS/AHtPl4wGqKobq+odwLY0VbmLhhflyquqfl5V35xuO/SquruqTgI+2+l+zvCjkyRJkiRJkiRJ0rgyIa1ZS7Iq8PZO139W1T9W1T39zlFVd1XVm4C39LFekuyf5CNJLktyS5Lbk/wmyWeSHNxuH95v/Dsk+dcklya5KcmiJFcl+UqSo5KssRRzbZHk7Ul+luS2dr4fJTk+yabtmBOSVHsd3u/cc+jcTnurkUUhSZIkSZIkSZKkFZ5bdmsQngc8uG3fAxyzrBNV1eLpnid5KPBJYKdJHj+4vQ4GLkxyYFVdM81c82kquV/Kfb+csXl77Qe8JskhVXXhDLEdDHyY5ozsCWsBj26vo9oxy7sNO+0/jywKSZIkSZIkSZIkrfBMSGsQDui0v1JVVw5jkSQ70FTvbtR23QicDVwG3A1sDTwT2Bh4PHB+kp2q6o9TTPkJmuT1hIuBc4BbgYcB+wPr0SS5z0myT1VdMEVs+7XzTfyfugE4E/gNsAFNYvuRwFlt/3IpyYbAEZ2uhSMKRZIkSZIkSZIkSWPAhLRmJckqwBM7XQuHtM7awGdYkow+CTihqhZNMu79wHNpEtTvAl4wyXwvYUky+m7giKr6SM+YTYFPA3vQVDqfkWT7qrqtZ9z9gA+w5P/TWcALquqWzpjjaM7YPgl40VL98kPWbkm+BfAk4DXAQ9pHvwQ+NKq4JEmSJEmSJEmStOLzDGnN1gOA9Tv3PxrSOi8Ftm3b76yq1/QmowHaZPHzge+3XYcm2bI7pt2q+3Wdrlf3JqPbua4HngH8b9u1JZMnkw+n2d4b4BfAId1kdDtXVdXJwH8AfZ9vPQxJ1uicYV3A7TTJ539nSTJ6IfCE3uS7JEmSJEmSJEmStDSskNZsbdRzf+N0g5Osz723hJ7Mqb0JXZqENDTJ0xOne7mqFic5BTgDmAc8HXhPZ8jeNBXBAL8DTplmrluTvJGm6hrghcC7e4Y9r9P+f1V1xzThnUjz+8+b7ncYoeuBl1XVZ0cdiCRJkobrKcedPOoQJI3YKm/52KhDkDRCCxcuHHUIkiRpJWFCWrO1bs/9rTOM3xh42wxjPgt0t7vemqY6GeDCSZLVk7mk096559lunfYXqmrxDHN9BjiVprL50UnWnqgcbre73rEdV8AXp5uoqq5JchHNGdejchfN9uET7kdTfb4vsCnwySRnAP9YVTN9weBI4EiALTbdcDjRSpIkSZIkSZIkaYVlQlqz1ZscXmcIazyq096r3WZ6aWzSc79tpz3jFuNVdXOSK4BtaCqbtwYubR9vCazatn9bVTf3Ec+ljDAh3Sbg397b3ybXTwReRXPu9uOS7FZVf5hmrlNpkvXstO2WS/t3kSRJ0gh97W2vGnUIkkZsjX1fPOoQJEmSJK0EPENas9VbQdu7hfe9VNWvqiq91wxrTDtnH9buud+g0/59n3N0x3VLgdfvtKetJl6GcXOqqhZV1auBf2u7tmOSxLUkSZIkSZIkSZLULyukNVvXAjcD67X3OwLnDniN7r/TC4HPLeX7v53m2bJU9XbfmSmZPplleWcuvQV4GU2chyU5uqr+POKYJEmSJEmSJEmStAIyIa1Zqap7knwLeEbbtSfwjgEv060ovqGqZlu1292CeuM+3+mOu2mKdr+V3Mv1YctV9bskv6fZ6nw14K+Ai0cblSRJkiRJkiRJklZEbtmtQTiz035qkocMeP6fd9q7JJntv9vLOu0dZxqcZD2ac6MBFgNXdB5fCdzVtrdox85kQR9jRq37ZZV5I4tCkiRJkiRJkiRJKzQT0hqE04Gr2vY84JQBz//fNFuDQ1Op/IxpxvbjO532AUlmSrgexJJtti+pqtsmHlTVIuBH7W2AZ043UZIHAo9dunDnVpJtuPc521ePKhZJkiRJkiRJkiSt2ExIa9aq6k7guE7X/klOTjKQs5KrqoB/63S9M0nf215PEse5LDlX+kHA0dO8uzbw+k7XaZMMO6PT/qckq08TzvEs/xXHJ3baP60qE9KSJEmSJEmSJElaJiakNRBV9UngnZ2u44BvJNl1uveSrJnkqD6WeBfwq7a9NfCtJI+ZZt77JXlekh/Sc7ZzVd0NvKnT9bYkh00yx8bAF4Et264rgQ9PstxpwDVtezvgU0nW7ZkrSY4D/gGoqeLujD88SbXXlTONn2Gu9ZJ8I8l+SaY8Nz7Jxkk+DHQ/i7fOZm1JkiRJkiRJkiSt3KZMTknL4JXALcAbaLav3hvYO8n/AufTbOt9E7AqTZJ4O2B3YK3OHL8Ebu6duKpuTfJM4JvA/YFHAhcn+T5wAXA9sBqwCbAD8Dhgykrlqjo1yT7AwW08pyd5BXAOcCvwUOAAYP32lduBw7rbdXfmuiXJETTJ63nA/sCvknwB+A3N9tdPbWP+A/AF4MUTr08V4wAFeFJ7/SHJ94D/aWO5h+ZvsQDYk+YznPD+qjp9DuKTJEmSJEmSJEnSmDIhrYFpt9Y+Mcl5wBuBJ7SPHgwcOsPrv6Kpgn5fVd01xfz/k2Qnmirlfdrux7XXVC4D7pji2XOB64CjaHYL2Lm9ev0WOKSqvjvVIlX1X22V9QeBtWkS40f2DLue5jzqfTt9t08T+6B0k94b0iTHnzrN+JuB11fVu4calSRJkiRJkiRJksaeCWkNXFUtBHZP8lhgP+CJNNtsb0STrL2Vpjr358BFwNemS/b2zH018JQkjwee0869BU0l853ADe283wW+UlXfn2auu4Gjk5wKHEFT0f0gYE3gRuAnNFXPH6qqRX3E9qkk3wVeATytjesumirps4D3VtW1SZ7dee0+1eCDVlU3J9kceAqwK0019FY0ldur0Pw9rgF+DHwN+FxV3TrsuCRJkiRJkiRJkjT+0hS1SporSb4OPLm93a6qfjHKeAZlp223rO+8+/WjDkOSJEmS1Kc19n3xzIMkSZIkqQ9JLq6qyXYiZpW5DkZamSVZn6ZKGeBPNFuKS5IkSZIkSZIkSWPJhLQ0t14HrNW2z6qqe0YZjCRJkiRJkiRJkjRMJqSlAUiycZJTkjxkiuerJTkeOLbtKuDdcxagJEmSJEmSJEmSNALzRx2ANCbmA8cAL0/yfeAi4Jq2fytgX+CBnfHvqKrvzXmUkiRJkiRJkiRJ0hwyIS0NVoC/bq/JLAZOAv55ziKSJEmSJEmSJEmSRsSEtDQY19EkofcF9gI2BzYB1gH+CFwJfBP4QFVdNpoQJUmSJEmSJEmSpLllQloagKoq4Pvt9cYRhyNJkiRJkiRJkiQtF1YZdQCSJEmSJEmSJEmSpPFkQlqSJEmSJEmSJEmSNBRu2S1pILLuxqyx74tHHYYkSZIkSZIk/f/s3Xm81mP+x/HX1WnfN4lQGhMVYlrsHJEiqUzZlyzDmGGYwViHwoyfQZgxloyRbSprGBWRJImkRImKE2Vp30vLuX5/3Henu9PZ6pz7nDq9no/H/ei6v9/re12f++5MHr/f+1zXJUnajrhCWpIkSZIkSZIkSZKUFgbSkiRJkiRJkiRJkqS0MJCWJEmSJEmSJEmSJKWFgbQkSZIkSZIkSZIkKS0MpCVJkiRJkiRJkiRJaWEgLUmSJEmSJEmSJElKCwNpSZIkSZIkSZIkSVJaGEhLkiRJkiRJkiRJktLCQFqSJEmSJEmSJEmSlBYVy7oASeVDXLaANW88XtZlSJIkSZKKoGrni8q6BEmSJEk7CVdIS5IkSZIkSZIkSZLSwkBakiRJkiRJkiRJkpQWBtKSJEmSJEmSJEmSpLQwkJYkSZIkSZIkSZIkpYWBtCRJkiRJkiRJkiQpLQykJUmSJEmSJEmSJElpYSAtSZIkSZIkSZIkSUoLA2lJkiRJkiRJkiRJUloYSEuSJEmSJEmSJEmS0sJAWpIkSZIkSZIkSZKUFgbSkiRJkiRJkiRJkqS0MJBW2oQQ2oUQbgohvBlCmBFCWBRCWJf8c1YI4dUQQt8QQvuyrnVnF0IYEkKIKa+BZV2TJEmSJEmSJEmSdnwVy7oAlT8hhKOA24Fj8ulSL/lqDnQDbg0hfAPcDTweY1xbKoUKgBDCqcBpZV2HJEmSJEmSJEmSyh8DaZWYEEIAbiARRqeuvv8OGAvMARYDNYFGQDugDRCAvYGHgMbAraVX9c4thNCAxPcOsBaoXIblSJIkSZIkSZIkqZwxkFZJugu4NuX9u8DNMcax+T2QDET7AJcDzYCMNNanLT0I7ArMB54Dfl+25UiSJEmSJEmSJKk88QxplYgQQm82D6PvAzoWFEYDxBgXxhjvBVoAfwHWpK9KpQoh9ADOSL69ElhQdtVIkiRJkiRJkiSpPDKQVrGFECoB96Rcei3G+KcYY3ZRx4gxrosx3gHcWYT5QgihewjhyRDCjBDCshDC6hDC7BDC8yGEXsntw4ta/4EhhPtDCJ+FEBaHENaEEOaEEIaHEC4LIVTdirH2DCHcE0KYFkJYmRxvUgjhlhBCo2SfviGEmHz1KerYJSmEUB94OPn2fzHGQWVRhyRJkiRJkiRJkso3t+xWSTgH2CvZzgb+sK0DxRg3FHQ/hLAPMBhom8ftvZKvXsD4EMKpMcYfChirIomV3L9jy1/OaJJ8dQGuDyGcHmMcX0htvYAnSJyRvVF14KDk67Jkn+3BP0ic170MuKyMa5EkSZIkSZIkSVI5ZSCtktAjpT08xpiVjklCCAcCo4AGyUsLgRHADGA90Bw4BWgIHAqMDSG0jTEuyWfIQSTC640mAm8Dy4FfAt2BOiRC7rdDCJ1ijOPyqa1LcryN/5uaDwwFZgP1SATbrYFXktfLTAihG3B28u11McY5ZVmPJEmSJEmSJEmSyi8DaRVLCKECcHTKpdFpmqcG8Dybwui7gL4xxjV59HsMOJNEQP0P4Lw8xruUTWH0euDiGOOTufo0Ap4DjiGx0vnZEML+McaVufrVAv7Npv89vQKcF2NcltLnWhJnbN8FXLhVH74EhRDqAY8m345JaUuSJEmSJEmSJEklzkBaxdUYqJvyflKa5vkd0CLZ7h9jvD6vTjHGlSGEc4FfAB2As0IIt6Su2k5u1X1TymPX5Q6jk2PNS64m/pzEKulmJMLkf+bq2ofE9t4AXwKnxxh/zjVWBP4eQmgOXFrop02fB4DdgDXAb5J1SZIkaSd0wrV/L+sSJJWhCnc+XdYlSCpDo0ePLusSJEnSTsRAWsXVINf7hQV1DiHUBS4uZMwBqauLk36X/HM10K+gh2OMG0IIDwDPAhlAV+BfKV06Ansm29+TCGnzG2t5COF2EquuAc5ny0D6nJT2X3OH0bn0I/H5Mwr6DOkQQugKnLuxjhjjVyUw5iXAJQB7Nqpf3OEkSZIkSZIkSZJUzhhIq7hq53q/vJD+DYG7C+nzApC63XVzEquTAcbnEVbnZXJKu12ue0ektF+OMW4oZKzngQFAAA4KIdTYuG13CKEqcHCyXwReLWigGOMPIYQJJM64LjXJXwQYkHw7CbinJMaNMQ7YOG7bFs1cbS1JkrQDefPuP5d1CZLKUNXOF5V1CZIklTsbNmxg2bJlLF++nNWrV5OdnV3WJUlSvipUqEC1atWoVasWtWvXJiMjfWspDaRVXLnD4ZppmKNNSvvYEMLWBp+75HrfIqVd6BbjMcalIYSvSWwDnkHibOrPkrebAZWS7e9ijEuLUM9nlHIgDdwH7E7ivOyLYozrS3l+SZIkSZIkSSq31q5dy+zZs6levTp169alSZMmVKhQgRBCWZcmSVuIMZKdnc3KlStZvnw5CxYsoGnTplSuXDkt8xlIq7hyb9GdewvvzcQYZ5JYabyZQkLmAscsghq53tdLaS8o4hgLSATSAKl7U9dNaRe4Xfk29CsRIYQTSZxzDXBPjDFd53xLkiRJkiRJ0k5nw4YNzJ49m4YNG1KvXr3CH5CkMhZCICMjg9q1a1O7dm0WL17M7Nmzad68eVpWShtIq7h+BJYCdZLvDwZGlfAcqT+n44EXt/L57wq4ty3bTKc+sy2/3lbavxK3cavuGRRy/rYkSZIkSZIkaessW7aM6tWrG0ZL2mHVq1ePVatWsWzZsrT8W2YgrWKJMWaHEMYA3ZKXMoF7S3ia1BXF82OMxT3/eFFKu2ERn0nttzifdlFXctcvvEuJ2iP55y+B1UXcIub8EML5G9/EGN1XRpIkSZIkSZLysHz5curWrVvWZUhSsdSqVYslS5akJZCuUOIjamc0NKV9YgihaQmPPz2lfVgIobg/tzNS2gcX1jmEUIfEudEAG4CvU25nAeuS7T2TfQtzQBH6SJIkSZIkSZJ2AKtXr6ZGjdwnR0rSjqVGjRqsXr06LWO7Qlol4RkSW0HvAWQADwA9SnD8z0lsDd6YxErlbsArxRjv/ZR2jxDCVTHGDQX0/zWbttmeHGNcufFGjHFNCGES0CHZ5xTg6fwGCiHsBrTf5sq3zZNF7HcQ0CbZngWMTUs1kiRJkiRJklSOZGdnU6GC6/8k7dgqVKhAdnZ2WsY2kFaxxRjXhhCuBQYlL3UPIfwduC7GuC1nNOceP4YQHgTuSF7qH0J4L8a4qKDnNgohhFx1jCJxrvSeJEL0y0mE6Hk9WwP4S8qlgXl0e5ZEIA1wYwjhuRjjz/mUcwuJ0L7UxBj7FKVfCKEvmwLpsUV9TpIkSZIkSZJ2dkU8KlGStlvp/HfMX9lRiYgxDgb6p1y6FngrhHB4Qc+FEKqFEC4rwhT/AGYm282BMSGEXxUwbq0QwjkhhE/IdbZzjHE9m8JtgLtDCGfnMUZD4FWgWfJSFvBEHtMNBH5ItvcDhoQQaucaKyRD+98ChYb0IYQ+IYSYfGUV1l+SJEmSJEmSJEnaHrlCWiXpGmAZcCuJ7as7Ah1DCN+S2P55DrAYqEQiJN4POAqonjLGV8DS3APHGJeHEE4B3gF2BVoDE0MIHwHjgHlAZWAX4EASK5ar5FdojHFACKET0CtZzzMhhKuAt4HlwD4kth2vm3xkNXB26nbdKWMtCyFcTCK8zgC6AzNDCC8Ds4F6wInJmhcBLwMXbXw8vxolSZIkSZIkSZKkHZ2BtEpMclvsfiGEd4HbgSOTt/YCzirk8ZkkVkE/EmNcl8/4X4QQ2pJYpdwpebkDm7bLzssMIL/ts88EfgIuI7FbQLvkK7fvgNNjjB/kN0mMcVhylfXjQA0SwfglubrNI3EedeeUa+k5HV6SJEmSJEmSJEnaDhhIq8TFGEcDR4UQ2gNdgKNJbLPdgERYu5zESuHpwATgzYLC3lxjzwVOCCEcCpyRHHtPEiuZ1wLzk+N+AAyPMX5UwFjrgctDCAOAi0ms6N4DqAYsBKaQWPX8nxjjmiLUNiSE8AFwFXBSsq51JFZJvwI8FGP8MYRwWspjW6wGlyRJkiRJkiRJksoLA2mlTYxxAonAOR1jjwfGl9BYU4A/lNBY3wJ/Sr7y0zKlnZXPOANJnE1damKMfYG+pTmnJEmSJEmSJEnbi4EDB3LBBRcA8MQTT9CnT5+yLaiMZGZm8u677wKQ2By3bDVr1ozZs2fTtGlTsrKyyrocbQMDaakUhRDqAocn364gsaW4JEmSJEmSJEkqphBCTnt7CFKVt4EDB+YEy3379i3TWlQ6DKSl0nUTUD3ZfiXGmF2WxUiSJEmSJEmSStdfHl/B8lVlXUXpqVUdbr+oZlmXoe3IwIEDc1ZgG0jvHCqUdQFSeRBCaBhCeCCE0DSf+5VDCLcAVycvReCfpVagJEmSJEmSJGm7sDOF0bBjfd4+ffoQYyTGuNNu1w0wevTonO9he5CVlUWM0e26d2CukJZKRkUS51BfEUL4iMTZ2T8kr+8NdAZ2S+l/b4zxw1KvUpIkSZIkSZIkSSpFBtJSyQrAIclXXjYAdwE3l1pFkiRJkiRJkiRJUhlxy26pZPxEIoS+BXgH+ApYDKwD5pNYMf13oGWM8aa4vexzIUmSJEmSJEmSgMTZxiEEQggMHDgwzz4b72dmZgKwatUq7rnnHtq1a0e9evWoUaMGrVu35oYbbmDx4sVFmnfSpEn06dOHpk2bUrVqVXbbbTc6d+7MkCFDgMSW1RvnzWsr8cLub23fzMzMnD75WbNmDQ899BCdOnVit912o0qVKtSsWZNmzZrRoUMHrrzySoYPH866deu2GHfj+dGw6ftMfeU+V7pZs2aEEGjWrFmBnw3g+++/p2/fvhx55JE0btyYypUrU6tWLfbff38uvPBChg4dyvr16wsdRyXLFdJSCUgGzB8lX7eXcTmSJEmSJEmSJCnNvv76a7p168a0adM2uz5t2jSmTZvGoEGDGD16dIFB6r333st1113Hhg0bcq79+OOP/Pjjj7z55pu88MIL/O1vf0vXR9gms2bNokuXLsycOXOz62vXrmXlypXMnj2bCRMm8I9//INJkyZx0EEHlUpdd911F3379mXNmjWbXV+3bh1Tp05l6tSpPPHEEwwcOJDzzz+/VGpSgoG0JEmSJEmSJEmStBWWLVtG165dmT59Oqeccgonnngi9evX5+uvv+bhhx/m22+/Zfbs2Zx33nmMGTMmzzGefPJJrrnmmpz33bp14+STT6ZOnTrMmDGD//znP7zwwgsFrlQubTFGevfunRNGH3TQQfTq1YvmzZtTqVIlFi9ezBdffME777zD5MmTN3v2jjvuYMGCBdx8881MnToVgJdffnmLOfbbb7+truuKK67gwQcfzHnfuXNnunTpwu67787PP//MjBkzGDVqFOPGjcNNbEufgbSkEhFqN6Rq54vKugxJkiRJkiRJktJu0qRJVK5cmddee42TTz55s3u/+c1vaN++Pd988w3vvfceH330ER06dNisz8KFC7nqqqsAqFChAk8//TRnnXXWZn2uvvpqTj31VJ5//vm0fpatMXHiRCZNmgTAySefzNChQ8nIyMiz77Rp09h1111z3h955JEA3H///TnXevToUeyannvuuZwwul69erz00ks5W6qnuu222/jqq69Yu3ZtsefU1vEMaUmSJEmSJEmSJGkr3XzzzVuE0QANGjTgxhtvzHn/xhtvbNHniSeeYMmSJQBccsklW4TRANWqVePZZ5+lXr16JVd0MaVu033hhRfmG0YDtGrVigYNGqS1nuzsbG655Zac94MHD84zjN6oRYsW7L///mmtSVsykJYkSZIkSZIkSZK2QkZGBpdffnm+9zt27JjTzn3GNMArr7yS077yyivzHad+/fqce+6521hlyatevXpOe+O222Vp4sSJfPnllwBkZmZywgknlHFFyouBtCRJkiRJkiRJkrQVWrRoUeDK5SZNmuS0Fy9evNm97OxsPvnkEwAaN25c6JnJBa34LW1HHnkk1apVA6Bfv35cffXVTJkypczqGTt2bE77lFNOKbM6VDADaUmSJEmSJEmSJGkrNGzYsMD7VapUyWmvWbNms3tLly5l1apVADRv3rzQuYrSp7TUr1+f++67jxAC69evp3///rRp04Zdd92Vnj170r9/f7744otSq2fOnDk57ZYtW5bavNo6BtKSJEmSJEmSJEnSVqhQYdsjtpUrV+a0U7fAzk+NGjW2ea50uPTSS3nnnXc47rjjcr6HefPmMXToUK6++mpatWrFEUccwUcffZT2WpYtW5bTrlmzZtrn07YxkJYkSZIkSZIkSZJKSWrAvHGldEFSA+ziys7OLpFxjjnmGN566y3mzZvHyy+/zJ///GcOOeSQnIB63LhxHHnkkYwePbpE5stP7dq1c9orVqxI61zadgbSkiRJkiRJkiRJUimpU6dOzsror7/+utD+hfVJ3R587dq1BfZdsGBBESosugYNGtCjRw/uuusuxo8fz7fffstZZ50FwLp167jmmmtKdL7c9thjj5x2aW4Vrq1jIC1JkiRJkiRJkiSVkgoVKvCrX/0KgB9//JHp06cX2L+wVcZ169bNaX///fcF9v3www+LVOO2atKkCU8++SSNGzcGYOLEiaxevXqzPqnbnccYizXfUUcdldN+9dVXizWW0sdAWpIkSZIkSZIkSSpF3bt3z2k/8MAD+fZbtGgRzzzzTIFjVatWjWbNmgEwYcKEfLeuXrduHQ8//PDWF7uVKlasuNnK5fXr1292P/Ws5+JuR962bVv2228/IBHcv/nmm8UaT+lhIC1JkiRJkiRJkiSVoj59+uSsbB4wYAD//e9/t+izevVqzj77bBYtWlToeF26dAESZ1LfeuutW9xfv349l156abG3tX722Wd54okntlj1nGr8+PFMmjQJgObNm1OrVq3N7u+999457U8++aRY9YQQuP3223Pen3HGGQWuKJ85cyZTp04t1pzaehXLugBJ5cO6Od/w47XnlHUZkiRJkrTDanx3wStfJEmSVHQ333xzkfr96le/4tRTT01zNVtq2LAh9913HxdccAHZ2dmcffbZDBkyhK5du1KnTh1mzJjBE088wddff03v3r15/vnngc23u071hz/8gf/85z+sXbuW/v37M336dE499VRq1arFzJkzeeqpp/jyyy8544wzGDx48DbXPWPGDPr168cVV1xBp06daN++PXvuuSdVqlRh3rx5vPfeewwdOpQNGzYAcOONN24xxnHHHcc//vEPAC666CL++Mc/0rRpUzIyMgDYZ5992GeffYpcU69evbj88st58MEHWbx4McceeyxdunShc+fO7L777qxdu5ZZs2bxzjvv8N577/H444/TunXrbf4OtPUMpCVJkiRJkiRJklSu/PWvfy1Sv/PPP79MAmlIrJJesGAB119/PRs2bODVV1/d4hzkXr160a9fv5xAOvdq441atmzJQw89xCWXXEJ2djbDhg1j2LBhm/W5+OKLueGGG4oVSG8MxFeuXMnQoUMZOnRonv0qVarE7bffzkUXXbTFva5du3LkkUcyduxYZs6cye9///vN7t9666307dt3q+r65z//SaNGjbjjjjtYu3YtI0aMYMSIEQV+BpUev3FJkiRJkiRJkiSpDFxzzTV89NFHnHvuueyxxx5UrlyZXXfdlU6dOjF48GCef/55li1bltO/fv36+Y510UUX8cEHH3Daaaex2267UalSJRo3bkzXrl353//+x2OPPVbsMPamm25i/Pjx/O1vf6NLly40a9aMatWqUbFiRerVq0eHDh247rrrmDZtGtddd12eY2RkZDBy5Ej+7//+j8MOO4x69erlrI4ujr/85S989dVX3HDDDbRt25b69euTkZFBrVq1OOCAA7j44osZNmwY55zjbq+lLcQYy7oGSeVAm8YN4hvnnljWZUiSJEnSDsstuyVJ2jF98cUXtGzZssj9//L4CpavSmNB25la1eH2i2qWdRk7tH/+85/84Q9/AOCll16iZ8+eZVyRyqut/fcsVQhhYoyxXV733LJbkiRJkiRJkiSplBjOamusW7eORx99FEhsg33EEUeUcUXS1nPLbkmSJEmSJEmSJKmUrVixgokTJ+Z7/+eff+bCCy9k6tSpAPTs2ZNGjRqVVnlSiXGFtCRJkiRJkiRJklTKlixZQrt27TjwwAPp1KkTrVq1ok6dOqxYsYIpU6YwZMgQ5s6dC0C9evW49957y7hiadsYSEuSJEmSJEmSJEllZMqUKUyZMiXf+3vttRevvvoqe+yxRylWJZUcA2lJkiRJkiRJkiSplO22224MHz6cESNGMHbsWObNm8eCBQuIMdKgQQPatGlDt27d6NOnD1WrVi3rcqVtZiAtSZIkSZIkSZIklbKMjAy6dOlCly5dyroUKa0qlHUBUnkUQojJV1ZZ1yJJkiRJkiRJkiSVFVdI7yRCCO2AzsAxwN5AA6AWsBxYDEwFPgFejzFOKKs6t0chhEwgM/l2aIxxclnVUhwhhAC0ANomX+2Ag0n8HADMjjE2K5vqJEmSJEmSJEmSVB4ZSJdzIYSjgNtJBNF5qZd8NQe6AbeGEL4B7gYejzGuLZVCt2+ZwK3JdhYwuawKKaYPgEPKughJkiRJkiRJkiTtPAyky6nkatgbSITRqVuzfweMBeaQWBldE2hEYrVsGyCQWEH9ENCYTUGsdnxV87i2CKhf2oVIkiRJkiRJkiRp52AgXX7dBVyb8v5d4OYY49j8HgghNAD6AJcDzYCMNNZXrsUYQ1nXkIdvgVnAxJTX/sA7ZVmUJEmSJEmSJEmSyi8D6XIohNCbzcPo+4BrYozZBT0XY1wI3BtC+AdwXRpLVBmIMZ6S+1piIb0kSZIkSZIkSZKUHhUK76IdSQihEnBPyqXXYox/KiyMThVjXBdjvAO4swjzhRBC9xDCkyGEGSGEZSGE1SGE2SGE50MIvUIhqWcIYWAIISZfmclrzUMI94QQpoUQViTH/TSEcHsIoV5RP0tx6ttYF5tvW/5ESq2pr8xcz268nlXEOjNDCP8KIXwWQlgYQlgXQlgSQvgkhPBICKFrCMEV65IkSZIkSZIkSdqhuEK6/DkH2CvZzgb+sK0DxRg3FHQ/hLAPMBhom8ftvZKvXsD4EMKpMcYfijJvCOEM4DES51unOjD5uiCEcHyMcXpZ1FeSQgh7AE8DmXncrgMcnHxdCtxC4kxwSZIkSZIkSZIkaYdgIF3+9EhpD48xZqVjkhDCgcAooEHy0kJgBDADWA80B04BGgKHAmNDCG1jjEsKGfoE4M8kVu+PAsYDq4B9gd5AVaAJ8EII4eAY47o01jcY+DxZU6fktSHAx3lMOauQz5VXjS1InO3dOHkpAuOAD4BFQA1gP+BoYBc801uSJEmSJEmSJEk7GAPpciSEUIFEeLnR6DTNUwN4nk1h711A3xjjmjz6PQacSSIA/gdwXiHD3wD8BPSMMX6Qa7y/AWNIhLOtSaxuHpSu+mKMI4ARIYSabAqkR8QYBxbyGQoVQqgGvMymMHo6cFaMcVIefTOAzkCV4s4rSZIkSZIkSZIklSbPkC5fGgN1U95vEW6WkN8BLZLt/jHG63OHvQAxxpXAucBHyUtnhRCaFTJ2NtA9dxidHG86iW2rNzq1DOorKRcDrZLtucBReYXRkNg6PcY4LMb4cinVJkmSJEmSJEmSJJUIV0iXLw1yvV9YUOcQQl0SwWhBBsQYl+W69rvkn6uBfgU9HGPcEEJ4AHiWxJbTXYF/FfDIazHGDwu4/wLwcLJ9cD590llfSfldSvv6GOOCUphTkiSVolMHjyzrEiRJO5jKEzLLugRJ0g5m9OjRZV2CJEmFMpAuX2rner+8kP4NgbsL6fMCkBNIhxCaA82Sb8fnEVbnZXJKu10hfYcXdDPGuCCEsBioBzTKfb8U6iu2EMLuJM6GhkRo/ly650yXEMIlwCUATWpVL+NqJEmSJEmSJEmStL0xkC5fcoevNdMwR5uU9rEhhLiVz+9SyP3ZRRhjOYlAOq/Pl+76SkKrlPbkGOPaUpgzLWKMA4ABAG0aN9ja71qSpHLtpTM6lXUJkqQdTOO7nynrEiRJkiSpxHmGdPmSe4vu3Ft4bybGODPGGHK/CpmjwDGLoEYh97c46zkPG4PPvGpNd30lIbXGeaUwnyRJkiRJkiRJKkOjR48mhEAIgb59+5Z1OduNrKysnO+lT58+ZV2O0sQV0uXLj8BSoE7y/cHAqBKeI/VnZjzw4lY+/10J1pKX7b2+3FxVLEmSJEmSJElSmsydO5cXX3yRt99+m2nTprFgwQJWrlxJnTp12GOPPWjfvj0nnngiXbt2pXLlymVa6/3338+SJUuoW7cuV111VZnWIpUkA+lyJMaYHUIYA3RLXsoE7i3haVJXYc+PMd5TwuMX1/ZeH2xe465lVoUkSZIkSZIkqdS9OjGbn9eVdRWlp0olOKVt6W/Yu3TpUm6++WYee+wxfv755y3uL1iwgAULFjB58mQee+wxdtllF26++WYuu+wyKlWqVOr1QiKQnj17Nk2bNjWQVrliIF3+DGVTIH1iCKFpjLEo5zIX1fSU9mEhhAoxxuwSHL+4tvf6AKamtA8KIVTekc+RliRJkiRJkiQV3c4URkPZfN6ZM2fSrVs3pk/fFBl06NCBTp060axZM+rUqcPChQuZNWsWI0aM4PPPP2f+/PlceeWVHHjggWRmZpZ+0VI5ZiBd/jwD9AP2ADKAB4AeJTj+5yS2Bm8MNCQRfr9SguMXVzrqS/3PZUYxxyLG+EMI4QugJVANOI3E35skSZIkSZIkSSqGhQsXctxxx/Htt98CcOCBB/LII49w2GGH5dn/7rvv5qOPPuLmm29m5MiRpVmqtNMo/T0SlFbJlbbXplzqHkL4ewghlND4EXgw5VL/EEL9oj5fUnXkJ031LU1pF3msQjyU0v6/EELDEhpXkiRJkiRJkqSd1vnnn58TRh922GG89957+YbRG3Xo0IE333yT++67r8zPkZbKIwPpcijGOBjon3LpWuCtEMLhBT0XQqgWQrisCFP8A5iZbDcHxoQQflXAuLVCCOeEED4BGhRh/OIq6fq+TGkfW0I1Pg5MS7abJGs8OJ/6MkIIXUMIPUtobkmSJEmSJEmSyp0PPviA119/HYBatWoxaNAgateuXeTnr7rqKg4/fFOU0qdPH0IIhBDIysoq8Nmt6Ztbs2bNCCEwe3biBNbZs2fnjJX6GjhwYM4zAwcOzPN6Xgrrm5WVlXO/T58+AMydO5ebbrqJAw88kHr16hFCoG/fvps9N336dO6++25OOeUUmjdvTvXq1alSpQq77bYbXbp04aGHHmLNmjVb9V2ofHLL7vLrGmAZcCsQgI5AxxDCt8BYYA6wGKhEIoTdDzgKqJ4yxldsvjoYgBjj8hDCKcA7wK5Aa2BiCOEjYBwwD6gM7AIcCHQAqpT8R8xbGuobS+J7qEPiXO7hwBhgeUqfl2OMc7eixtUhhF8D7wKNSGzfPTGE8D7wAbAIqAnsCxyTrLUf8HJR58gthJAJXJ7r8i6p7RDCC3k8elmMcf62zitJkiRJkiRJUmm4//77c9oXXHABTZs2LbtidmBvvPEGZ555JosXL863z1NPPcX555+f570ff/yRH3/8kTfeeIP+/fvz2muv0bJly3SVqx2AgXQ5ldy6ul8I4V3gduDI5K29gLMKeXwmiVXGj8QY1+XVIcb4RQihLfAE0Cl5uUPylZ8ZwM9F+wTFU5L1JcPjPwOPkAj3uyRfqT4HihxIJ8edHkLoAPwXODw59pFs+rvKLc+/i63QDPh1Afer53P/GsBAWpIkSZIkSZK03Yox8vbbb+e8P/fcc8uwmq0zYMAAVq1axSWXXML8+fPZZZddGDBgwBb9fvWrfDeDLTEzZ87ktNNOY8WKFZx++ukcd9xx1K5dm2+++YYmTZrk9Fu1ahUhBNq2bcvRRx/NvvvuS7169Vi2bBmzZ89myJAhfPXVV8yaNYsTTzyRyZMnU7du3bTXr+2TgXQ5F2McDRwVQmhPIkQ9msQ21g2AGiRW+S4CpgMTgDdjjB8Ucey5wAkhhEOBM5Jj7wnUBdaSCDGnk1jxOzzG+FGJfbBSri/GOCCE8CVwKXAI0JjNV5Nva42zgSNCCF2A04AjkmPXILHC/RtgPDAUeKu480mSJEmSJEmSVB5Nnz6dhQsXAlCtWjUOOuigsi1oK5xwwglAYstwgOrVq9OjR48yqeX999+nZs2avPPOOxx99NH59jvqqKOYNWsWe++9d573+/btS//+/bn22muZPXs2DzzwALfeemu6ytZ2zkB6JxFjnEAicE7H2ONJhKbb+nwfoM9W9G+2leMXq76Ucd4lscV2UfqGrRx7BDBiW+raijkGAgPTOYckSZIkSZIkSWVh7txNm5g2bdqUihWNwLbVX//61wLDaIDWrVsXeL9ChQpcc801vPbaa4wZM4ann37aQHonVqGsC5AkSZIkSZIkSZKKY+PqaMCtoYuhevXqXHTRRSU23uGHHw7ArFmzWLBgQYmNqx2Lvx4iSZIkSZIkSZIkiYMPPpgaNWoUuf9bb73F4MGDmTBhAt9++y3Lly9nw4YNefadO3cuDRs2LKlStQMxkJYkSZIkSZIkSdIOrUGDBjntJUuWlF0hO7gmTZoUqd/SpUs57bTTePPNN4s89rJly7a1LO3gDKQlSZIkSZIkSZK0Q9t9991z2rNnz2b9+vWeI70NqlWrVqR+vXr14q233gKgVq1adOvWjYMOOojddtuN6tWrU6FC4tTgwYMHM2TIEIB8V06r/PN/iZIkSZIkSZIkSdqhtWzZkgYNGrBw4UJWr17N5MmTadeuXanNn52dXWpzba2Srm3MmDE5YXSbNm0YOXIku+yyS55933///RKdWzumCmVdgCRJkiRJkiRJklQcIQSOO+64nPdPP/10scesUqVKTnvt2rUF9l2wYEGx59saZVnbxjAa4K9//Wu+YTQkVqtLBtKSJEmSJEmSJEna4V155ZU57SeeeKLYYWjdunVz2t9//32+/TZs2MDHH39crLmAnG2uY4wlVhvAhx9+WKy6cvvpp59y2r/4xS/y7bd27VpGjx5donNrx2QgLUmSJEmSJEmSpB3e4YcfzkknnQTA8uXLOfPMM1m+fHmRn3/ggQcYN25czvtWrVrltEeNGpXvc4MHD2b+/PnbUPHmatasCcDKlSsL7VvU2r755htee+21YteWqnr16jntWbNm5dvv4YcfLpHvRTs+z5CWVCIq7bE3je9+pqzLkCRJkiRJkiTtxJ588kkOPvhg5syZwwcffMCRRx7Jo48+yqGHHprvMxMmTOCmm25i5MiRvPPOOznXO3XqREZGBhs2bOBf//oXF110EU2bNt3s2Y8//pgrrriiRGrfe++9+eyzz1i4cCHffvste+21V759mzZtSsuWLfniiy947733eO211+jWrdtmfebPn0+vXr1Yt25didS3Ufv27XPat912G8cff/xmW4gDvPbaa1x//fUlOq92XAbSkiRJkiRJkiRJKhcaNmzI22+/Tbdu3fjqq6+YMmUKhx12GIcccgidOnWiWbNm1K5dm0WLFjFr1ixGjBjBZ599ludYu+++O2eddRZPP/00ixYton379vzud7+jVatWrFixgtGjRzNo0CDq1atHx44dC1ypXBTHHXccr776KgCnnnoql112GbvttlvOVt4HHHAATZo0yel/zTXXcNFFFwHw61//mgsvvJCjjz6aGCOTJk3iiSeeYMmSJfTu3Zvnn3++WLWl6tmzJ02aNGHu3Ll89NFHtGrViosuuojmzZuzZMkShg0bxmuvvUb16tU59dRTeemll0psbu2YDKQlSZIkSZIkSZJUbrRo0YIPP/yQG2+8kccff5y1a9fy4YcfFniWcuPGjfnLX/7CkUceudn1+++/n88++4zJkyczf/58+vXrt9n93XbbjZdffpmHH3642HVfeOGF/Otf/+Krr75i4sSJXHzxxZvdf+KJJ+jTp0/O+wsuuIAxY8bw5JNPsm7dOh599FEeffTRnPuVK1fm0UcfpWLFiiUaSFerVo0XXniBk046icWLF/P1119z0003bdanbt26PPvss3z00UcG0vIMaUmSJEmSJEmSJJUvdevW5aGHHmLWrFncd999nHzyyTRv3pzatWtTsWJFGjRowMEHH8wll1zCK6+8wnfffcfvfvc7KlbcfC1n/fr1GTduHP/3f//HwQcfTM2aNalRowatWrXipptu4tNPP+WQQw4pkZpr1qzJ+PHjuemmm/jVr35FnTp1clZH5yWEwBNPPMGgQYPo2LEj9erVo0qVKjRr1owLL7yQjz/+eItQu6QceuihfPrpp1x++eX84he/oHLlytSpU4f999+f6667jk8//TTnPG8pxBjLugZJ5UC7du3ixx9/XNZlSJIkSZIkSVKp+uKLL2jZsmWR+786MZufS/ZI3+1alUpwSlvXR0o7gq399yxVCGFijLFdXvfcsluSJEmSJEmSJKmUGM5K2tn4r54kSZIkSZIkSZIkKS0MpCVJkiRJkiRJkiRJaWEgLUmSJEmSJEmSJElKCwNpSZIkSZIkSZIkSVJaGEhLkiRJkiRJkiRJktKiYlkXIKl8WDfnG3689pyyLkOSJEmSSkzju58p6xIkSZIkaYfnCmlJkiRJkiRJkiRJUloYSEuSJEmSJEmSJEmS0sJAWpIkSZIkSZIkSZKUFgbSkiRJkiRJkiRJkqS0MJCWJEmSJEmSJEmSJKWFgbQkSZIkSZIkSZIkKS0MpCVJkiRJkiRJkiRJaWEgLUmSJEmSJEmSJElKCwNpSZIkSZIkSZIkSVJaGEhLaRBCiMlXVlnXIkmSJEmSJEmSJJWVimVdgEpHCKEd0Bk4BtgbaADUApYDi4GpwCfA6zHGCWVV5/YohJAJZCbfDo0xTi6rWoojhFAb6AR0BA4GfgnUAdYAPwEfAy+R+IzryqpOSZIkSZIkSZIklR8G0uVcCOEo4HYSQXRe6iVfzYFuwK0hhG+Au4HHY4xrS6XQ7VsmcGuynQVMLqtCtlUI4THgXKBKHrcrkfjlhH2AM4DpIYTz/MUESZIkSZIkSZIkFZeBdDkVQgjADSTC6NSt2b8DxgJzSKyMrgk0AtoBbYBAYgX1Q0BjNgWx2rEdxaYwei2J1dATSayMrgK0JbGCPgPYD3gnhHB8jHF8GdQqSZIkSZIkSZKkcsIzpMuvu4C/sunv+F3gqBjjXjHGs2KMf44x3hljvCnG+JsY48HALsA1JFYBQyKc1DaIMYbkq1lZ15Lic+AyYNcY4xExxj/EGP8aY7wlxtgVOAD4Mtm3BvBUCKFyWRUrSZIkSZIkSdKOLisrixACIQT69OmTZ58+ffrk9MnKykp7TRvnyszMTPtcEhhIl0shhN7AtSmX7gM6xhjHFvRcjHFhjPFeoAXwFxJnC6t8uBQ4MMb4SIxxSV4dYoxfAF2A1clLvySxalqSJEmSJEmSpO3exqA1r1etWrXYe++96d69O4899hgrV64s63KlnYZbdpczIYRKwD0pl16LMf5pa8aIMa4D7gghFLpCOrk1+CnAqcDhwK4kziSeB3wEDAFejDHGAsYYCJyffHtsjHF0CKE58DvgJGAvIBv4BngV6B9jXFyUz1Kc+nLVtdETIYQn8pjq2Bjj6JRnN443uyirpEMImUBv4Ghgd6A2sBL4Olnna8CIGOOGwsbKS4zx3SL2ywohvAqcnrx0WHJuSZIkSZIkSVIJmJ2VxYYN2/T/6t0hZWRk0LRZs7IugxUrVrBixQqysrJ49dVXueOOOxg8eDCHHXZYWZcmlXsG0uXPOSQCXEiEuH/Y1oEKCz9DCPsAg0mcP5zbXslXL2B8COHUGOMPRZk3hHAG8BiJ861THZh8XZA833h6WdRXkkIIewBPA5l53K4DHJx8XQrcQuJM8HT7JqXdoBTmkyRJkiRJkqSdxs4URkPZfd6XX355s/fLli1j0qRJPP300yxcuJBvv/2Wk046icmTJ9O0adMyqXGjgQMHMnDgwFKbr4A1hFJaGEiXPz1S2sNjjFnpmCSEcCAwik2B5UJgBDADWA80J7EyuSFwKDA2hNA2v+2iU5wA/JnEdvKjgPHAKmBfEiuIqwJNgBdCCAcnV3Onq77BJM5dPgHolLw2BPg4jylnFfK58qqxBYmzvRsnL0VgHPABsIjEOc77kVg1vQuld6Z3k5T2/FKaU5IkSZIkSZKkEtOjR48trp133nnccMMNHHPMMUyfPp0lS5Zwxx138Nhjj5V+gdJOxEC6HAkhVCARXm40Ok3z1ACeZ1PYexfQN8a4Jo9+jwFnkgiA/wGcV8jwNwA/AT1jjB/kGu9vwBgS4WxrEqubB6WrvhjjCGBECKEmmwLpETHGgYV8hkKFEKoBL7MpjJ4OnBVjnJRH3wwSZzlXKe68Razr5JRL76V7TkmSJEmSJEmSSkujRo245557OPnkxP8r/NVXXzWQltKsQlkXoBLVGKib8n6LcLOE/A5okWz3jzFenzvsBYgxrgTOJXEGMsBZIYRmhYydDXTPHUYnx5tOYtvqjU4tg/pKysVAq2R7LnBUXmE0JLZOjzEOizG+nNf9EvYXoF6yPZPEKnNJkiRJkiRJksqNo446Kqc9b948li5dWmD/Dz74gMsuu4xWrVpRt25dqlatyl577cXpp5/O66+/Xux6+vTpQwiBEAJZWVkF9n355Zfp2rUru+66K1WrVqVZs2acc845fPjhh0Bi+++NY+W3DfjG+5mZmQXOFWPkueeeo1evXuy1115UrVqVunXrcuCBB/KnP/2JGTNmFPh83759c+YaPXp0sftu2LCBp59+mm7durHnnntStWpVqlWrxp577smvfvUrLrnkEl566SVWrVpV4Fwqfa6QLl9yn/e7sKDOIYS6JILRggyIMS7Lde13yT9XA/0KejjGuCGE8ADwLIktp7sC/yrgkddijB8WcP8F4OFk++B8+qSzvpLyu5T29THGBaUwZ4FCCJnAtSmXrslvS3RJklR6Th08sqxLkKSdVuUJmWVdgiTttAoLLiSpOKpU2XxD0jVr1lCnTp0t+q1cuZKLL76YwYMHb3Hvu+++47vvvuO5556ja9euDBo0iFq1aqWt5nXr1nH22Wfz/PPPb3Z99uzZzJ49m8GDB3PXXXfRoEHuqGjb/PTTT/Ts2ZMPPth8/eDPP//MZ599xmeffcaDDz7IbbfdxvXXX18icxZkwYIFnHTSSUyYMGGLe3PmzGHOnDlMmjSJxx57jJdffjnPLdtVdgyky5faud4vL6R/Q+DuQvq8AOQE0iGE5kCz5NvxeYTVeZmc0m5XSN/hBd2MMS4IISwmsYq3Ue77pVBfsYUQdidxNjQkQvPn0j1nYUII+5D4u974b8IjMcZXivDcJcAlAE1qVU9fgZIkSZIkSZIklZCpU6fmtKtUqUKjRlvEDfz8888cf/zxjB8/HoC99tqLM888k9atW1OlShVmzpzJU089xZdffsnrr79Ojx49GDlyJBUqpGdz4ksuuSQnjK5atSp9+vThsMMOIyMjg48//pjHH3+ca665hl69ehV7ruXLl3P00Ufz1VdfAbDbbrtx4YUX0rp1a1atWsXIkSN5/vnnWbduHTfccAPZ2dnceOONxZ63IL/5zW9ywuh99tmHM888kxYtWlCtWjWWLVvGl19+yZgxY3JWimv7YiBdvuQOX2umYY42Ke1jQwhxK5/fpZD7s4swxnISgXReny/d9ZWEVintyTHGtaUwZ75CCHsCI9m0wn4UcFVRno0xDgAGALRp3GBrv2tJklQEL53RqaxLkKSdVuO7nynrEiRJkpQGd955Z0770EMPJYSwRZ/rr78+J4z+7W9/ywMPPEDlypU363Pttddy8cUX89RTTzFq1CgGDBjAb3/72xKv9+23387Zfrthw4a888477L///jn3zz77bK688koyMzN54YUXij3fn//855ww+sgjj+R///vfZivIL7roIi688EK6d+/OmjVruPXWW+natStt2rTJb8himTdvHq+++ioA7dq1Y/To0dSoUSPPvrNnFyVmUmnzDOnyJfcW3QXuyxBjnBljDLlfhcxR3L0e8v4XYpMtznrOw8bgM69a011fSUitcV4pzJev5GrtUWxaVT4G6BZj/LnMipIkSZIkSZIkqYQtX76cMWPGcMopp2wW2ua13fQPP/zAQw89BMBxxx3Hww8/vEUYDVCpUiX+/e9/07x5cwD69++fltrvu+++nPaDDz64WRi9UbNmzfI9M3przJ8/nyeeeAKA2rVr8/zzz+e5nfkJJ5zA7bffDsD69eu5++7CNuTddl9//TXZ2dkAnHXWWfmG0QBNmzaladOmaatF28YV0uXLj8BSYOO/DAeTCBtLUurPzHjgxa18/rsSrCUv23t9uZXZquJkGP0OsE/y0ljgpBjjqrKqSZIkSZIkSZKkkpDXqufc+vfvT5cuXba4/txzz7F2bWJz06uvvrrAMSpVqsTpp5/OnXfeyYwZM8jKyqJZFIoWZQAAaZ1JREFUs2bbVHNe1qxZw5tvvgkkts7u3bt3vn0zMzM58MADmTJlyjbP9/rrr/Pzz4k1a+effz6NGzfOt+/vfvc7brvtNpYvX84rr7zChg0byMjI2Oa581O9+qYjQ1O3W9eOw0C6HIkxZocQxgDdkpcygXtLeJrUVdjzY4z3lPD4xbW91web17hrWRSQEka3SF4aB5wYY1xZFvVIkiRJkiRJklRaDj74YJ566qk8VxoDvPfeezntefPmMXTo0ALHW7x4cU77iy++KNFA+tNPP2XdunUAHHPMMYWeUZ2ZmVmsQPqjjz7KaZ9wwgkF9q1evTpHHnkkw4cPZ8WKFUybNo0DDjhgm+fOT+vWrdl99935/vvvefzxx4kx8pvf/IYOHTqk7cxulSwD6fJnKJsC6RNDCE1jjCW5Yf70lPZhIYQKMcbsEhy/uLb3+gBSf33noBBC5dI8RzoZRo8Gfpm89AHQJca4orRqkCRJkiRJkiQpnV5++eWc9urVq8nKyuLZZ59l6tSpTJo0iQcffJCHHnooz0AzKysrp92nT5+tmjc1nC4J33//fU5749bgBSlKn4L88MMPOe0WLVoU0HNTn+HDh+c8m45AOiMjg0cffZRf//rXrF27lv/85z/85z//oW7duhx22GEceeSRdO7cmbZt25b43CoZ/tpA+fMMMCfZzgAeKOHxPyexNThAQzaF39uLdNS3LqVd7L0mYow/AF8k31YDTivumEUVQmjC5mH0eBJh9PLSqkGSJEmSJEmSpHTr0aNHzuvMM8/khhtu4LPPPuOKK64A4NFHH+Xmm2/O89mlS5du87wbt/ouKStXbtrYNHXr6vwUdL5yUSxfvikuKMpYNWvWzPPZknbyySfz0Ucf0aNHDypVqgTAkiVLGD58ODfddBPt2rXjgAMOYMSIEWmrQdvOQLqcSa60vTblUvcQwt9DUQ5LKNr4EXgw5VL/EEL9oj5fUnXkJ031pf6Xp8hjFeKhlPb/hRAaltC4+UqG0e+wKYz+EOgcY1yW7rklSZIkSZIkSSprIQTuu+8+2rVrB8Bdd93Fhx9+uEW/jSFrxYoVWbduHTHGIr+2dkV1YVJD4VWrVhXaPzXA3ha1atXaqrFWrNi0+Wrqs1srO7vwzW7btGnDyy+/zMKFCxk+fDh/+ctfOOaYY3IC6s8//5yTTjqJZ599dpvrUHoYSJdDMcbBQP+US9cCb4UQDi/ouRBCtRDCZUWY4h/AzGS7OTAmhPCrAsatFUI4J4TwCdCgCOMXV0nX92VK+9gSqvFxYFqy3SRZ48H51JcRQugaQui5rZPlE0afYBgtSZIkSZIkSdqZZGRk0L9/IkLJzs7mmmuu2aJPkyZNAFi/fj1fffVVqdaX2+67757T/vrrrwvtX5Q+Bdltt91y2jNmzCi0f2qf1FoBqlSpktMubOX4ggULiloitWrVokuXLtx2222MHj2aH374gT/+8Y8AxBj505/+xIYNG4o8ntLPM6TLr2uAZcCtQAA6Ah1DCN8CY0ls670YqEQihN0POApI3e/hKzZfHQxAjHF5COEUEgHnrkBrYGII4SNgHDAPqAzsAhwIdACq5B4nXdJQ31gS30MdEudyDwfGAKl7T7wcY5y7FTWuDiH8GngXaAS0TNb4PokznRcBNYF9gWOStfYDXs57xEKlhtHrgDeBS4qwYH1pjPGxbZxTkiRJkiRJkqTtzlFHHcWxxx7LO++8w9ixYxk2bBgnnXRSzv1jjjmG119/HUicRd2qVauyKpU2bdpQqVIl1q1bx5gxY8jOzs7z3OuNRo8eXaz5OnTowMMPPwzAyJEj6dq1a759V69ezdixY4HEqvKWLVtudr9u3bo57dSzsPOS10r1omrQoAH9+/fnvffe4+OPP2bevHnMmDGD/fbbb5vHVMkykC6nkltX9wshvAvcDhyZvLUXcFYhj88kscr4kRjjurw6xBi/CCG0BZ4AOiUvd0i+8jMD+Llon6B4SrK+ZHj8Z+AREuF+l+Qr1edAkQPp5LjTQwgdgP8ChyfHPpJNf1e55fl3UUS/TGlXAv5SxOdmAwbSkiRJkiRJkqRy5YYbbuCdd94BoF+/fpsF0meccQY333wza9eu5b777uOiiy6icePGZVJn1apVOeGEE3j99df5/vvvef755zn99NPz7Dt69GimTJlSrPm6du1KlSpV+Pnnn3nyySe58cYbadSoUZ59H374YZYtS2zE2qNHDzIyMja7nxrkjxo1Kt/tzN9//30++eSTYtUN0KxZMz7++GMgsbpd2w+37C7nYoyjY4xHkQhibwHeAr4mseJ3PYlV0rOA14G+wOExxl/GGP+ZXxidMvbcGOMJwGHAA8AkYEFy3FUkwsw3kuMeEmNsEWNM34n2aawvxjiAxHbdg0h8f4Uf1FC0GmfHGI8ATiQRnn9FYmX7BhJ/N5+QOG/6BOBvJTGnJEmSJEmSJEk7u06dOtG2bVsAPvroI4YNG5Zzb8899+SKK64AYOHChXTu3JmZM2fmOQ4ktol+++23+etf/5qWWq+66qqc9uWXX87nn3++RZ+srKwSOb96l1124cILLwRgyZIlnHbaaTmhc6q3336bm2++GUictZ3X1ueHHnpozirpwYMHM3HixC36zJo1i3POOafAmt544w0eeOABli7dYlPfHDNnzmTkyJFAYrX2L37xiwLHVOlyhfROIsY4AZiQprHHA+OL8XwfoM9W9G+2leMXq76Ucd4lscV2UfoWuhd2rv4jgBHbUlcRx9+qeiRJkiRJkiRJKu9uuOEGevXqBUDfvn03WyV95513MnnyZN5++22mTJlCq1at6N69O0cffTSNGzdm3bp1/PTTT3z66aeMHDmS77//nuOOO46bbrqpxOs8/vjj6dOnDwMHDmTBggW0b9+ePn36cPjhh1OhQgU+/vhj/vOf/7Bs2TJ69erFCy+8AFDg1t4Fueuuu3j77bf56quvePfdd2nVqhUXXnghrVq1YtWqVbz11lsMGTKE7OxsILHCvE2bNluMU6VKFa644gpuv/121q1bR2ZmJr/97W9p164dP//8Mx988AFPPfUUMUZOOeUUXn311Tzr+eGHH7jqqqv485//zLHHHsshhxxC8+bNqV69OgsWLGDChAk899xzrFy5EkgE+NWqVdumz670MJCWJEmSJEmSJEnSTqdnz57su+++fPnll0yYMIHXX38958zkSpUqMWzYMK6++moefvhh1q1bxwsvvJAT9ualSZMmaat1wIABrFixghdeeIE1a9bwyCOP8Mgjj+Tcr1ChAvfccw916tTJqbFWrVrbNFetWrUYM2YMPXr0YPz48cydO5fbb799i34VK1bktttu44Ybbsh3rJtuuonx48czcuRIVqxYwT333LPZ/dq1a/Pss8/y8ccf5xtIbwzW165dyxtvvMEbb7yRZ78QAn/4wx/o169fUT+qSolbdkuSJEmSJEmSJGmnU6FCBa677rqc97mDzMqVK/PPf/6T6dOnc/3113PIIYewyy67ULFiRapXr87ee+/NSSedxN/+9jemTJnCk08+mbZaK1WqxPPPP8+LL75Ily5d2GWXXahSpQp77bUXZ599Nu+//z5XX301CxcuzHmmfv362zzfrrvuyrhx4xgyZAg9e/Zkjz32oEqVKtSuXZvWrVtz1VVXMW3atALDaEiskh42bBgPP/wwhx9+OLVr16Zq1arss88+/OEPf2Dy5MmcfPLJBY5x7rnn8umnn9K/f3+6d+/OPvvsQ40aNcjIyKBOnTocdNBBXH755UycOJH7779/m1eGK31CjLGsa5BUDrRp3CC+ce6JZV2GJEmSJJWYxnc/U9YlSJKkHcAXX3xBy5Yti9x/dlYWGzZsSGNF25eMjAyaNmtW1mXsNH7961/z0ksvAYnzr4sTSmvns7X/nqUKIUyMMbbL655bdkuSJEmSJEmSJJUSw1mlS1ZWFv/73/8AaNOmjWG0thuuWZckSZIkSZIkSZK2Y7NmzWLOnDn53p87dy49e/Zk7dq1AFx66aWlVZpUKFdIS5IkSZIkSZIkSduxDz74gAsuuICjjz6ao446il/84hdUq1aNhQsXMn78eJ577jlWrVoFwKGHHsoll1xSxhVLmxhIS5IkSZIkSZIkSdu59evXM2rUKEaNGpVvn8zMTF588UUyMjJKsTKpYAbSkiRJkiRJkiRJ0nbslFNO4dlnn2XEiBFMmjSJBQsWsGjRIipXrsyuu+7KIYccwhlnnEG3bt3KulRpCwbSkiRJkiRJkiRJ0nasdu3anHXWWZx11lllXYq01QykJZWISnvsTeO7nynrMiRJkiRJkiRJkrQdqVDWBUiSJEmSJEmSJEmSyicDaUmSJEmSJEmSJElSWhhIS5IkSZIkSZIkSZLSwkBakiRJkiRJkiRJkpQWBtKSJEmSJEmSJEmSpLQwkJYkSZIkSZIkSZIkpYWBtCRJkiRJkiRJkiQpLQykJUmSJEmSJEmSJElpYSAtSZIkSZIkSZIkSUoLA2lJkiRJkiRJkiRJUlpULOsCJJUP6+Z8w4/XnlPWZUiSJEnaCTW++5myLkGSJEmSlA9XSEuSJEmSJEmSJEmS0sJAWpIkSZIkSZIkSZKUFgbSkiRJkiRJkiRJknZ4IQRCCGRmZhZ7rGbNmhFCoFmzZsUeK9369u2b89lHjx5d1uVswTOkJUmSJEmSJEmSVC7Nnz+fl156idGjRzN58mQWLFjAkiVLqF69OvXr16dly5a0bduW7t27065du7IuVyqXDKQlSZIkSZIkSZJKyZp3/gtrV5d1GaWncjWqHntWqU+7YsUKbr31Vh555BFWrVq1xf1ly5axbNkysrKyGD58OHfccQctWrTg5ptv5qyzziIjI6PUa5bKKwNpSZIkSZIkSZKk0rIzhdFQJp935syZ9OjRg6lTp+ZcO/DAAznuuOP45S9/SYMGDVizZg3z5s1j4sSJjB49mh9//JGvvvqK8847jwMOOICDDjqo1OvW9iUrK6usSyg3DKQlSZIkSZIkSZJULixcuJDjjz+e2bNnA7D//vvz4IMPcswxx+T7THZ2Nq+88gp///vfGT9+fGmVKu00DKQlSZIkSZIkSZJULpx33nk5YfQRRxzB8OHDqVWrVoHPVKhQgZ49e9KjRw/+9a9/Ua1atdIoVdppVCjrAiRJkiRJkiRJkqTiGjduHMOGDQOgdu3aDBo0qNAwOlUIgcsvv5x999033z7Z2dk899xznH766ey9995Ur16dWrVqsd9++3HZZZfx2WefFXm+N998k3PPPZfmzZtvNs5vf/tbJk6cWORx3nnnHXr37k2TJk2oWrUqe+65Jz179uTNN98EYPTo0YQQCCHQt2/ffD97CIHMzEwAFi9ezJ133kn79u1p2LAhIQT69Omz2TPffvstDz74IL1792bfffelZs2aVK5cmUaNGpGZmcldd93F0qVLC6w9KysrZ+6N42dlZfGnP/2Jfffdlxo1alC/fn2OOOIIHn74YTZs2FDk7wVg1apV3HPPPbRr14569epRo0YNWrduzQ033MDixYsLfLZZs2aEEGjWrFmh83z//ff07duXI488ksaNG1O5cmVq1arF/vvvz4UXXsjQoUNZv379Fs+tX7+eN954g6uvvpojjzySRo0a5TzbokUL+vTpw5gxY7bqM2+PXCEtpUEIISabs2OMzcqyFkmSJEmSJEmSdgb3339/Tvuiiy5izz33LNHxZ82aRa9evZg8efIW97788ku+/PJLBgwYwE033cRtt92W7zgrVqzgrLPO4rXXXitwnCuuuIL77ruPChXyX1/6xz/+cbPPDTBnzhzmzJnD0KFDufLKK+nRo0dRPyIAn3zyCT169OC7777Lt8/o0aPp2LEjMcYt7s2fP593332Xd999l3vvvZeXXnqJI488skhzv/nmm5x22mmbBdmrVq1i3LhxjBs3jieeeILhw4fToEGDQsf6+uuv6datG9OmTdvs+rRp05g2bRqDBg1i9OjRRQqcC3LXXXfRt29f1qxZs9n1devWMXXqVKZOncoTTzzBwIEDOf/88zfr06lTJ0aPHr3FmOvWrWPGjBnMmDGDJ598kvPPP58BAwZQuXLlYtVaVgykdxIhhHZAZ+AYYG+gAVALWA4sBqYCnwCvxxgnlFWd26MQQiaQmXw7NMY4uaxq2VYhhMpAu+SrPbAf0DD5qgwsBb4E3geeijFOy2coSZIkSZIkSZK2OzFG3n777Zz355xzTomOP2vWLA499FAWLFgAwCGHHEL37t3Ze++92bBhA5988gkDBw5k0aJF3H777VSoUCHP1cgbNmzgxBNPZOzYsQDUrVuXCy+8kF/96lesX7+esWPH8tRTT7F27Vr+8Y9/sHr1agYMGJBnTf369csJozMyMjjjjDM47rjjqFq1Kp9//jmPP/44DzzwAN9//32RP+fChQvp3r07c+bM4aSTTqJr1640bNiQuXPnEkLI6bdmzRpijLRu3Zpjjz2Wli1b0qBBA9asWcN3333H0KFDmThxIvPnz+fkk09m8uTJhQa/s2fP5vTTT2fZsmX07t2bzp07U716daZMmcK///1vFixYwIQJE+jatStjx46lYsX8Y85ly5bRtWtXpk+fzimnnMKJJ55I/fr1+frrr3n44Yf59ttvmT17Nuedd16xViBfccUVPPjggznvO3fuTJcuXdh99935+eefmTFjBqNGjWLcuHF5hverV6+mZs2aHHfccbRt25ZmzZpRtWpVfvjhB6ZOncqzzz7LypUrefLJJ6lbt+4Wv3ywowh5fXiVHyGEo4DbSQTRRfUNcDfweIxxbVoK24GEEPoCtybfXhBjHFiEZ7arFdIhhCOB94rYPRt4DLgyxvhzUedo07hBfOPcE7elPEmSJEkqlsZ3P1PWJUiSpJ3YF198QcuWLYvcf80bj6exmu1T1c4XpX2OadOm0bp1awCqV6/O0qVLCwwst0Z2djbt27fnk08+ISMjg8cee4wLLrhgi37z5s2jc+fOTJ48mQoVKjBlypScmja66667uP766wHYd999GTVqFLvvvvtmfSZNmsTxxx/PokWLAHjttdc4+eSTN+szffp0DjzwQNatW0e1atV4/fXXOfbYYzfrs2jRIo4//ngmTZqUc+3WW2/NMyhPDZszMjIYNGgQvXv3zvc7mT17NsuWLeOAAw7It8+gQYM455xzyM7Opk+fPjzxxBNb9MnKymLvvffOeV+xYkVeeOEFunfvvlm/efPm0bFjR6ZOnQrAPffcw9VXX13g56hcuTIvvvjiFt/dwoULad++Pd988w0AH374IR06dNhirGbNmjF79myaNm1KVlbWFvc3bt0OUK9ePV566aWcLc9z++qrr1i7di3777//ZtfffvttDj/88HzPLV+4cCE9evRg7NixVKhQgZkzZ272fW3Ut29f+vXrByS2cM+vjsJs7b9nqUIIE2OM7fK65xnS5VRIuBEYzeZh9HfAIBKB843A34B/A5OBjSHq3sBDwE2lVK5Kz3rgU+A54J/AX5KvAcDMZJ8KwKXA0JD6L7ckSZIkSZIkSdup1FXAe+21V4mF0QBDhw7lk08+ARKBbl5hNECjRo0YMmQIGRkZZGdn88ADD2x2f+3atdx3331AInh9/vnntwijAQ4++GAeffTRnPf/93//t0WfBx98kHXr1uXUlDuMBqhfvz6DBw+mUqVKRfykCX/4wx8KDKMBmjZtWmAYDXDmmWfmrFQfMmRITr0Fueaaa7YIoyHx3Q4ePJiMjAwgsT17YedJ33zzzVuE0QANGjTgxhtvzHn/xhtvFFpXbtnZ2dxyyy057wcPHlxgCNyiRYstwmiA4447Lt8wemOtTz75ZM6czz777FbXuj0wkC6/7gL+yqa/43eBo2KMe8UYz4ox/jnGeGeM8aYY429ijAcDuwDXAFnJZzJKvepyIsYYkq9mZV1L0jfASUCdGONBMcbTY4x/iDHekXxdCrQALgA2/hehC3BuGdUrSZIkSZIkSVKRLVy4MKddt27dQvtXrFiREEKer9zB4tNPPw0kVtxeccUVBY7bokWLnNW2b7755mb3xo0bx08//QTAiSeeWGCg26tXL/bZZx8A3n//febNm7fZ/VdeeQWAKlWq8Nvf/rbAek48cet2Ny3sM26Nww8/HEhsTT1lypQC+2ZkZHDVVVfle3///fenc+fOQOKc7AkT8j+BNiMjg8svvzzf+x07dsxp5z5juigmTpzIl19+CUBmZiYnnHDCVo9RVM2bN6dx48ZAYjX3jsgzpMuhEEJv4NqUS/cB18QYswt6Lsa4ELg3hPAP4Lo0lqhSFmOcC8wtpE8EBoYQWpP4xQSAM4Cn0lyeJEmSJEmSJEnbrffeS5yI2ahRI0aPHl1o/42reGfPns3q1atzVsB+9NFHOX2KEmB26tSJmTMTm5t++OGHdOvWDYCffvqJOXPmAInV1HXq1ClwnMzMTF599dVC5wNo0qRJnltC5+fDDz/kmWeeYfz48Xz99dcsX74835XQc+bMoW3btvmO1bp1a3bdddcC5+vYsSPDhg0DYMKECRx66KF59mvRogX16tXLd5wmTZrktBcvXlzgnHnZeAY4wCmnnLLVz6datmwZzz77LMOGDeOzzz5jwYIFrFy5Ms++G//edzQG0uVMCKEScE/KpddijH/amjFijOuAO0IIha6QTm7pfApwKnA4sCtQCZgHfAQMAV6MBRxWHkIYCJyffHtsjHF0CKE58DsSq3r3InGu8TfAq0D/GGOR/nUoTn256troiRDCloccJOtOeXarzpAOIWQCvYGjgd2B2sBK4Otkna8BI2KMBe8/UTJGsSmQLvp/dSRJkiRJkiRJKiMNGjTIaS9ZsqTQ/i+99BLZ2ZvW8c2bN49LL710i34rVqzIWX09Z84cevbsuVV1LV68OCeQ/uGHH3Kut2jRotBnU/ukPpu6PXnz5s0LHacofTZKDWoLsnbtWi6++OKc1eNFsWzZsgLvb1wRXtQ+qd9Dbg0bNixwnCpVquS016xZU+i8uaUGw9t65jIkzns+66yz+PHHH4vUv7DvcHtlIF3+nEMiwIVEiPuHbR2osPAzhLAPMBjI69dZ9kq+egHjQwinxhh/yKNfXuOeATwG1Mx168Dk64IQwvExxullUV9JCiHsATwNZOZxuw5wcPJ1KXALcHsplFU/pb2qFOaTJEmSJEmSJKlYUs9i/vbbb1m/fn2B50jnXtWalZWVZ7+lS5cWq661a9fmtJcvX57TrlGjRqHP1qy5KSZJfTZ19Wz16tULHacoc21U0HnGqX7/+9/nhNFVqlThpJNOon379jRp0oQaNWrkrBIfNWoU//znPwEKPfN5az/LihUr8u1XoUJ6Ty1ODYZT/562xowZM+jatSurV68GYN999+XEE0/kl7/8JfXr16dq1ao5fS+55BLmz59f6He4vTKQLn96pLSHxxiz0jFJCOFAEitpN/7K0UJgBDADWA80J7EyuSFwKDA2hNA2xrikkKFPAP5M4uzrUcB4EqHoviRWEFcFmgAvhBAOTq7mTld9g4HPkzV1Sl4bAnycx5SzCvlcedXYgsTZ3o2TlyIwDvgAWATUAPYjsWp6F0rhTO8QQlU2/yWG0emeU5IkSZIkSZKk4mrZsiX169dn0aJFrFq1is8++4yDDz642OOmho2ZmZm888472zxWrVq1ctr5bcmcKjVwTX02NZRdtarwdWVFmWtrZGVl8fjjjwOwxx578O677+a7Cnvu3AJPE93M1n6WbQ2CS0Lt2rVz2gUF4wW58847c8Lom266idtvv53Exr9b+s1vfrNNc2wvDKTLkRBCBRLh5Uaj0zRPDeB5NoW9dwF9Y4xr8uj3GHAmiQD4H8B5hQx/A/AT0DPG+EGu8f4GjCERzrYmsbp5ULrqizGOAEaEEGqyKZAeEWMcWMhnKFQIoRrwMpvC6OnAWTHGSXn0zQA6A1Vy3ysJIYTKwG4kfnauBQ5I3prP5tu/S5IkSZIkSZK0XQohcNxxx/H8888D8Oyzz5ZIIF2nTh1q1qzJihUrmDZtGjHGfEPDwuy222457RkzZhR6jvSMGTNy2qkrwFPbX3/9daHzFqXP1hg1ahQbT0K9/vrrC9wSfPbs2UUed+N52UXtk/o9lLY99tgjp/3FF1/QpUuXrR7jrbfeAhJnk9922235/lwtX76cRYsWbVuh2wkD6fKlMVA35f0W4WYJ+R2w8eCC/jHG6/PqFGNcGUI4F/gF0AE4K4RwSyGrtrOB7jHGD/MYb3oI4Rbg4eSlU8kjkE5zfSXlYqBVsj0XOCrGuCCfOjcAw0py8hDCjyTO087PZyR+KaDUtzGXJEk7rlMHjyzrEiTtpCpPyCzrEiTtpEaPHl3WJUiSUlx11VU5gfS///1v/vjHPxb5TOSCHH300QwbNox58+Yxbtw4jjjiiG0ap0OHDjntkSNH8vvf/77A/iNHbvq/s1Of3XXXXdljjz2YM2cOkyZNYunSpdSpUyffcUr6v1c//fRTTvsXv/hFgX3feOONIo87depUfvrpJ3bdNf/4InWFevv27Ys8dkk76qijctqvvvoqf/zjH7d6jI3f4957713gFuNvvfXWZued74jSu4G6SluDXO8XFtQ5hFA3hHBNIa/aeTz6u+Sfq4F+Bc2RDFMfSL7NALoW8hleyyuMTvFCSju/X21KZ30l5Xcp7evzC6PLwArgMuCgGGOh25CHEC4JIXwcQvh44ao1hXWXJEmSJEmSJCltDj/8cE466SQgcfbzmWeeuc3bKac6//zzc9o33njjNp/je/jhh9O4cWLj1Ndff51p06bl2/ell17KWSF95JFH0qhRo83ud+/eHYCff/6ZRx55JN9xvvrqK4YPH75N9eYn9aznWbPyjxJeeeUVpkyZUuRxN2zYwD/+8Y9870+bNi0n4N5jjz3KNJBu27Yt++23H5AI/N98882tHmPj9/j111/nrDjPbcOGDfztb3/b9kK3E66QLl9yh8fL8+y1SUPg7kL6vADknMweQmgONEu+HR9jXJbXQ7lMTmm3K6Rvgf8qxhgXhBAWA/WARrnvl0J9xRZC2J3E2dCQCM2fS/eceehH4oxqkn/uTWJb8t2Bh4CuIYTfxxi/LWiQGOMAYABAm8YN8v7XUpIk7TReOqNT4Z0kKQ0a3/1MWZcgSZKk7cRTTz1F27ZtmT17Nu+99x6HH344Dz74IEcffXSBz73//vv53uvVqxft27dnwoQJjBkzhrPPPpvHHntss3OdU61Zs4YhQ4ZQpUoVzjjjjJzrlStX5o9//CPXXXcd69evp3fv3rz11lubbeUNMGXKFC699NKc99dfv+VGsJdffjkDBgxg3bp19OvXjw4dOnDsscdu1mfRokWceeaZrFu3rsDPvrVSg+B77rmHs846i3r16m3W58MPP+TCCy/c6rHvvvtuDjvsME4++eTNrs+fP58zzjiD9evXA4nV8BkZGdtQfckIIXD77bfTu3dvAM444wxeeuklMjMz8+w/c+ZMfv75Z1q3bp1zrX379owcOZL58+dz//33b7HKet26dVx66aV8/PHHafscpcVAunzJHb6m4zT3NintY0MIWxtC7lLI/aIcJrCcRCCd1+dLd30loVVKe3KMcW0pzLmZGOPDua+FECoCV5D4JYWTgXYhhCNijCV7uIQkSZIkSZIkSWnSoEED3nrrLbp37860adP47LPPOOaYY2jTpg0dO3akRYsW1K9fnxgjCxcuzFl1m3o2ce5tvitUqMCLL77IYYcdxty5cxkyZAhvvvkmp59+Om3btqVu3bqsWrWK7777jokTJzJy5EhWrFjB7bffvkV9V199Na+99hpjx45l2rRptG7dmgsvvJBf/epXrF+/nvfff58nn3ySn3/+GYDf/OY3dO265eau++23HzfddBN9+/Zl9erVdOrUiTPPPJOOHTtStWpVPv/8cx5//HF++uknevfunbOVeUFbQxfVYYcdRtu2bZk4cSJZWVnst99+/Pa3v2Xfffdl9erVjBo1iiFDhhBj5KyzzuK///1vkcbNzMxk8uTJnHLKKfTu3ZvOnTtTvXp1pkyZwr///W/mz58PJLYvv/LKK4v9OYqrV69eXH755Tz44IMsXryYY489li5dutC5c2d233131q5dy6xZs3jnnXd47733ePzxxzcLpK+44oqcbdn/9Kc/MXr0aDp37kyDBg2YMWMGTz31FDNmzODYY49lxowZzJkzp6w+arEZSJcvubfozr2F92ZijDOBLU5ILyTELXDMIqhRyP2i7Pu8sb68TndPd30lIbXGeaUwX5HEGNcD94UQKgD3kDiT/N9AxzItTJIkSZIkSZKkrbDPPvvw4Ycfcsstt/Doo4+yatUqPv30Uz799NMCn2vVqhU33HADZ5999hb39txzTyZMmMC5557L22+/zeLFiwvcKjsjIyNne+7c14cPH86ZZ57J//73PxYvXsy99967Rb8QAr///e954IEHtri30a233srixYt54IEH2LBhA8888wzPPLP57kFXXnklJ598ck4gnd+q7q0RQmDw4MF07NiR7777jnnz5nHbbbdt1qdKlSo89NBDVKhQociBdNOmTbnpppvo3bs3zz33HM89t+UGs+3bt2fYsGFUrLh9RJz//Oc/adSoEXfccQdr165lxIgRjBgxIs++uX8ZoFu3btxwww3ceeedQOIs6ldffXWzPkcccQRDhgwp0+3JS8L28belkvIjsBTYeHL9wcCoEp4j9WdmPPDiVj7/XQnWkpftvb7ctsdtrv8J3ArUIrHKfJ/kLy9IkiRJkiRJkrRDqFmzJv379+eGG27gxRdfZNSoUXz66acsXLiQpUuXUqNGDerXr89+++1Hhw4d6Nq1a6Gh32677cZbb73Fu+++y6BBgxg7dixz585l+fLl1KhRgz322IMDDjiAzMxMunfvvsVW3Km1vfbaa7zxxhs89dRTvP/++/z0009kZGTQpEkTMjMzueSSS2jbtm2hn/P++++ne/fu/Otf/2LcuHEsXLiQXXbZhfbt2/Pb3/6Wzp07M2TIkJz+9evX37ovMh/77LMPkyZN4t5772Xo0KF88803VKxYkSZNmtCpUycuu+wyWrVqxcCBA7dq3OOPP55JkybxwAMPMGzYMObMmUOlSpVo1aoV55xzDpdccsl2E0Zv9Je//IXzzjuPRx99lDfffJNvvvmGpUuXUr16dZo1a8YhhxzCqaeeSufOnbd49m9/+xtHH300Dz74IB9++CFLly6lYcOGtGzZkjPPPJM+ffpsd593W4T8DsnWjimE8CrQLfn2fzHGbgX1z2eM1B+KvWOMWSn3erPpzOPXYoynbGutKWMOBM5Pvj02xji6kP5ZQFOAGGPIdS8d9fUlEdACXBBjHFiEZzZ+h7NjjM1y3TseGJl8+0GM8fDi1ljSQggfARv/y9srxlhosN+mcYP4xrknprcwSZIkScqDZ0hLkqSy9MUXX9CyZcsi91/zzn9h7eo0VrSdqVyNqseeVdZV7NSuvvpq+vfvD8Ann3zCwQcfXMYVbZKVlcXee+8NwPnnn7/VAbZK1tb+e5YqhDAxxtgur3s7fqSu3IayKZA+MYTQNMZYlHOZi2p6SvuwEEKFGGN2CY5fXNt7fQBTU9oHhRAql8U50oVI/bcho8yqkCRJkiRJkqRyxnBWpWnp0qU8/fTTADRs2JADDjigjCvSzqj4J5dre/MMsPFU8wwg/8MFts3nJLYGB2jIpvB7e5GO+taltIsdzsYYfwC+SL6tBpxW3DFLUgihBpD66y9z8usrSZIkSZIkSZLKxo8//shXX32V7/0lS5bQu3dv5s+fD8CFF15YLrZ/1o7Hn7pyJsa4NoRwLTAoeal7COHvwHWxBPZnjzHGEMKDwB3JS/1DCO/FGBcV5fkQQiiJOkq5vqUp7ZI5XAEeInFWM8D/hRBGxBgXlNDYxXUjUDXZXgJMKLtSJEmSJEmSJElSXmbOnMnRRx/NIYccQseOHWnRogU1atRg6dKlfPLJJwwaNIjFixcD0Lx5c26++eYyrlg7KwPpcijGODiE0B74U/LStUDbEMJfYozj8nsuhFAN6FOEKf6R7LcP0BwYE0I4L8b4ST7j1gK6J+s5AUh38FrS9X2Z0j4WuLsEanwcuAxoBTRJ1nh2jHFSHvVlAF2AyjHGl7dlshDCSOBREueKr8mnT03gZuC6lMv3xhjX5dVfkiRJkiRJkiSVrRgj48ePZ/z48fn2OeCAA3jttdeoVatWKVYmbWIgXX5dAywDbgUC0BHoGEL4FhhLYhvmxUAloAGwH3AUUD1ljK/YfHUwADHG5SGEU4B3gF2B1sDEEMJHwDhgHlAZ2AU4EOgAVCn5j5i3NNQ3lsT3UIfEudzDgTHA8pQ+L8cY525FjatDCL8G3gUakdgie2II4X3gA2ARUBPYFzgmWWs/YJsCaaA9cDywIoTwIYlzrBeQ2I68LolgvCNQI+WZ14G7tnE+SZIkSZIkSZKURu3ateOll15ixIgRfPjhh8yfP5+FCxdSoUIFdtllF9q1a8epp57KGWecQUZGsU8klbaZgXQ5ldx2ul8I4V3gduDI5K29gLMKeXwmiVXGj+S3OjbG+EUIoS3wBNApeblD8pWfGcDPRfsExVOS9SXD4z8Dj5AI97skX6k+B4ocSCfHnR5C6AD8Fzg8OfaRbPq7yq04K5Wzk3/WBI5LvvLzM/B34HZXR0uSJEmSJEmStH2qWrUqPXv2pGfPnmVdyjZr1qwZaTzpVdsJA+lyLsY4GjgquYV3F+BoEttYNyCxGnY5idW400mcFfxmjPGDIo49FzghhHAocEZy7D1JrLhdC8xPjvsBMDzG+FGJfbBSri/GOCCE8CVwKXAI0JjNV5Nva42zgSNCCF2A04AjkmPXILHC/RtgPDAUeKsYU/2SRDB/BHAQiZ+B+iRWyK8gsWp8ColV5UO2o/OsJUmSJEmSJEmStAMzkN5JxBgnkAic0zH2eBKh6bY+34einV29sX+zrRy/WPWljPMuiS22i9I3bOXYI4AR21JXEcdfCAxOviRJkiRJkiRJkqRSUaGsC5AkSZIkSZIkSZIklU8G0pIkSZIkSZIkSZKktDCQliRJkiRJkiRJkiSlhYG0JEmSJEmSJEmSJCktDKQlSZIkSZIkSZIkSWlhIC1JkiRJkiRJkiRJSgsDaUmSJEmSJEmSJElSWhhIS5IkSZIkSZIkSZLSomJZFyCpfKi0x940vvuZsi5DkiRJkiRJkiRJ2xFXSEuSJEmSJEmSJEmS0sJAWpIkSZIkSZIkSZKUFgbSkiRJkiRJkiRJkqS0MJCWJEmSJEmSJEmSVCRZWVmEEAgh0KdPn7IuRzuAimVdgCRJkiRJkiRJkpQO8+fP56WXXmL06NFMnjyZBQsWsGTJEqpXr079+vVp2bIlbdu2pXv37rRr166syy0zffv2BaBZs2aGzCpxBtKSJEmSJEmSJEmlZF6/35O9YmlZl1FqKtSsQ6Nb/1Xq865YsYJbb72VRx55hFWrVm1xf9myZSxbtoysrCyGDx/OHXfcQYsWLbj55ps566yzyMjIKPWay1K/fv0AOOaYYwykVeIMpCVJkiRJkiRJkkrJzhRGQ9l83pkzZ9KjRw+mTp2ac+3AAw/kuOOO45e//CUNGjRgzZo1zJs3j4kTJzJ69Gh+/PFHvvrqK8477zwOOOAADjrooFKve0fRrFkzYoxlXYZ2IAbSkiRJkiRJkiRJKhcWLlzI8ccfz+zZswHYf//9efDBBznmmGPyfSY7O5tXXnmFv//974wfP760SpV2GgbSkiRJkiRJkiRJKhfOO++8nDD6iCOOYPjw4dSqVavAZypUqEDPnj3p0aMH//rXv6hWrVpplCrtNCqUdQGSJEmSJEmSJElScY0bN45hw4YBULt2bQYNGlRoGJ0qhMDll1/Ovvvum2+f7OxsnnvuOU4//XT23ntvqlevTq1atdhvv/247LLL+Oyzzwqco2/fvoQQCCEwevRoAMaPH8/ZZ59N06ZNqVKlCo0aNeLkk09mxIgRRa7922+/5aabbqJDhw7ssssuVK5cmcaNG9OpUycefvhh1q5dm+9nDiHkvH/33XdzrqW+NtYKkJWVlXO9KOdNf/zxx/zhD3+gTZs2NGjQgEqVKlG/fn0OOeQQrr76aj788MMif07tmFwhLalErJvzDT9ee05ZlyFJkiSpFDS++5myLkGSJEnawv3335/Tvuiii9hzzz1LdPxZs2bRq1cvJk+evMW9L7/8ki+//JIBAwZw0003cdtttxVpzL/97W/85S9/ITs7O+fa/Pnzef3113n99de55ZZb6NevX4Fj3HnnnfTr14+ff/55s+s//fQTP/30E2+99Rb33Xcf//vf/2jRokWR6ioJK1eu5JJLLuG///3vFvcWL17MRx99xEcffUT//v3JysqiadOmpVabSpeBtCRJkiRJkiRJknZoMUbefvvtnPfnnFOyC6hmzZrFoYceyoIFCwA45JBD6N69O3vvvTcbNmzgk08+YeDAgSxatIjbb7+dChUq0Ldv3wLHHDBgAIMGDaJJkyb06dOH1q1bs3btWkaMGMGQIUOIMXLbbbdxzDHH0LFjxzzH+OMf/5gTxNeqVYszzjiDDh06UKdOHX788UeGDh3KqFGjmDFjBkcffTSTJ0+mcePGOc+//PLLAPTs2ROA1q1bc8cdd2wxz/77779V39eaNWs49thjmTBhAgBVq1bltNNO44gjjqBevXosW7aMzz//nGHDhvHVV18RY9yq8bVjMZCWJEmSJEmSJEnSDu2LL75g0aJFAFSvXp0DDzywxMbOzs7mtNNOY8GCBWRkZPDYY49xwQUXbNbn7LPP5rrrrqNz585MnjyZ22+/nd69e9O6det8xx00aBCdOnXi5ZdfpkaNGjnXzz//fDp06MCf/vQnAO655548A+lXXnklJ4w+/PDDefHFFzcLmwGuuOIKBgwYwKWXXspPP/3EVVddxeDBg3Pu9+jRY7P+DRs23OLatvjTn/6UE0a3adOGV199lb322muLfvfddx+jRo2ibt26xZ5T2y/PkJYkSZIkSZIkSdIO7fvvv89p77XXXlSsWHJrMocOHconn3wCwK233rpFGL1Ro0aNGDJkCBkZGWRnZ/PAAw8UOG6DBg0YMmTIZmH0RldeeWVOgDtq1CjWr1+/RZ9bbrkFSITIr7322hZh9EaXXHIJ5557LgAvvPAC3333XYF1Fde3337LY489BiQ+4/Dhw/MMozfq2LGjgXQ5ZyAtSZIkSZIkSZKkHdrChQtz2kUJNytWrEgIIc9XZmbmZn2ffvppACpXrswVV1xR4LgtWrSgQ4cOALz55psF9j3vvPOoV69envcqVKjAMcccA8DPP//MrFmzNrv/6aefMmXKFAAuvPBC6tevX+BcG7cw37Bhw2Zbm6fDkCFDcgL0K664gt122y2t82n755bdkiRJkiRJkiRJUj7ee+89ILECevTo0YX2z8jIAGD27NmsXr2aatWq5dnv0EMPLXCcJk2a5LQXL16cZ02Q2FJ86NChBY41d+7cnPYXX3xRYN/iGjt2bE77lFNOSetc2jEYSEuSJEmSJEmSJGmH1qBBg5z2kiVLCu3/0ksvkZ2dnfN+3rx5XHrppVv0W7FiRc7q6zlz5tCzZ8+tqmvx4sX5BtINGzYs8NkqVarktNesWbPZvaysrJz2Pffcwz333LNVNaXTnDlzctotW7ZM61zaMRhIS5IkSZIkSZIkaYe2++6757S//fZb1q9fX+A50rlX7qYGvKmWLl1arLrWrl2b770KFbb9ZN3i1FVQTSVh2bJlQGKleNWqVdM6l3YMniEtSZIkSZIkSZKkHVrLli1zzlFetWoVn332WYmMW7NmzZx2ZmYmMcatejVr1qxE6iiortGjR29VTQMHDkxLTRvVrl0bSJxXnXtlt3ZOBtKSJEmSJEmSJEnaoYUQOO6443LeP/vssyUybp06dXLC32nTphFjLJFxiyv1fOmpU6eWYSVb2mOPPXLa6T6vWjsGA2kpDUIIMfnKKutaJEmSJEmSJEnaGVx11VU57X//+9/MnTu3RMY9+uijgcQ50+PGjSuRMYvrmGOOyWm//PLLxR4vhABQIoH7UUcdldN+9dVXiz2ednwG0juJEEK7EMJNIYQ3QwgzQgiLQgjrkn/OCiG8GkLoG0JoX9a1bm9CCJnJ76ZvCOGgsq4nHUIId6WE6DGEMLqsa5IkSZIkSZIkaWscfvjhnHTSSUDijOUzzzyTFStWFHvc888/P6d94403smHDhmKPWVzt2rWjdevWALz11luMHDmyWONtXAW+cuXKYtd2+umnU6lSJQD++c9/8sMPPxR7TO3YDKTLuRDCUclwcQJwB9AJ2AeoB1RM/tkc6AbcCnwUQvg6hHBZCKFy2VS93ckk8d3cChxUppWkQQihA3B1WdchSZIkSZIkSVJxPfXUUzRt2hSA9957j8MPP5wxY8YU+tz777+f771evXrRvn1iPd+YMWM4++yzWb58eb7916xZw5NPPsngwYO3svqiCyFw55135rw//fTTeeONNwp85osvvuCyyy7L897ee+8NwPTp01m9enWxattzzz35zW9+A8DChQs56aST+Pbbb/Pt/+6777JkyZJizantW8WyLkDpERJ7K9wA3M7mv3jwHTAWmAMsBmoCjYB2QBsgAHsDDwGNSYSwKqdCCFWAJ4AMYC3gLyFIkiRJkiRJknZYDRo04K233qJ79+5MmzaNzz77jGOOOYY2bdrQsWNHWrRoQf369YkxsnDhQqZNm8Ybb7zBzJkzc8ZIPZ8ZoEKFCrz44oscdthhzJ07lyFDhvDmm29y+umn07ZtW+rWrcuqVav47rvvmDhxIiNHjmTFihXcfvvtaf2s3bp145ZbbuG2225j8eLFdOnShaOOOooTTzyRpk2bUrFiRRYtWsTUqVN59913+eyzz8jIyODhhx/eYqzjjjuOKVOmsHLlSrp168b5559Pw4YNc7by7tChA/Xr1y9ybffeey8TJkxgwoQJTJ48mX333ZfTTz+dww8/nPr167N8+XKmTp3KsGHD+OKLL/jmm2+oW7duSX012s4YSJdfdwHXprx/F7g5xjg2vwdCCA2APsDlQDMSIaW2QYwxlHUNRdQXaAWsAe4j8UsMkiRJkiRJkiTtsPbZZx8+/PBDbrnlFh599FFWrVrFp59+yqefflrgc61ateKGG27g7LPP3uLennvuyYQJEzj33HN5++23Wbx4MY888ki+Y2VkZNC4ceNif5bC9OvXjz333JOrr76aZcuW8d577/Hee+/l23+PPfbI8/rVV1/NM888w/z583n77bd5++23N7v/zjvvkJmZWeS6qlatyqhRo7jgggt44YUXclaNP/nkk3n2r1DBTZ3LMwPpciiE0JvNw+j7gGtijNkFPRdjXAjcG0L4B3BdGkvUdiCE0I5NPye3AR7iIEmSJEmSJEkqF2rWrEn//v254YYbePHFFxk1ahSffvopCxcuZOnSpdSoUYP69euz33770aFDB7p27ZqzLXd+dtttN9566y3effddBg0axNixY5k7dy7Lly+nRo0a7LHHHhxwwAFkZmbSvXt3dtttt1L5rBdffDG9evXiP//5D2+88Qaff/45CxcuBKBevXq0aNGCQw45hC5duuQbKjdp0oRPPvmEe+65h7fffpusrCxWrlxJjHGb66pZsybPP/8848aN48knn+Tdd9/l+++/Z/Xq1dSpU4cWLVpw1FFHceaZZ7LXXntt8zza/oXi/CBp+xNCqATMBDb+L/e1GOMp2zhWRoxxQyF9AnAKcCpwOLArUAmYB3wEDAFejAX8oIUQBgLnJ98eG2McHUJoDvwOOCn5WbKBb4BXgf4xxsVF/AzbXF+uugpzbIxxdMqzG8ebHWNsVoQ6M4HewNHA7kBtYCXwdbLO14ARhf19FFXyfPCJwP7AZKA9cA6J7bsB3o0xZm7NmG0aN4hvnHtiSZQnSZIkaTvX+O5nyroESZKk7cYXX3xBy5Yti9x/Xr/fk71iaRor2r5UqFmHRrf+q6zLkFQEW/vvWaoQwsQYY7u87rlCuvw5h01hdDbwh20dqAhh9D7AYKBtHrf3Sr56AeNDCKfGGIu0AjeEcAbwGInzrVMdmHxdEEI4PsY4vSzqK0khhD2Ap4HMPG7XAQ5Ovi4FbiFxJnhJuIVEGL0euCjGuH7jORCSJEmSJEmSpPQxnJW0szGQLn96pLSHxxiz0jFJCOFAYBTQIHlpITACmEEi5GxOYmVyQ+BQYGwIoW2McUkhQ58A/BmokBx/PLAK2JfECuKqQBPghRDCwTHGdWmsbzDwebKmTslrQ4CP85hyViGfK68aW5A423vjIRIRGAd8ACwCagD7kVg1vQsldKZ3COFXbNqS/d4Y4yclMa4kSZIkSZIkSZKUm4F0ORJCqEAivNxodJrmqQE8z6aw9y6gb4xxTR79HgPOJBEA/wM4r5DhbwB+AnrGGD/INd7fgDEkwtnWJFY3D0pXfTHGEcCIEEJNNgXSI2KMAwv5DIUKIVQDXmZTGD0dOCvGOCmPvhlAZ6BKCcxbicS23BVJhPN9izumJEmSJEmSJEmSlJ8KZV2ASlRjoG7K+y3CzRLyO6BFst0/xnh97rAXIMa4EjiXxBnIAGeFEJoVMnY20D13GJ0cbzqJraY3OrUM6ispFwOtku25wFF5hdGQ2Do9xjgsxvhyCcz7FxLbnkfgN3l9L5IkSZIkSZIkSVJJcYV0+dIg1/uFBXUOIdQlEYwWZECMcVmua79L/rka6FfQwzHGDSGEB4BnSWw53RUo6ICM12KMHxZw/wXg4WT74Hz6pLO+kvK7lPb1McYF6Z4whHAQcH3y7YAY47vpnlOStGM7dfDIsi5BkrSdqjwhs6xLkCRtp0aPHl3WJUiSpO2MgXT5UjvX++WF9G8I3F1InxeAnEA6hNAcaJZ8Oz6PsDovk1Pa7QrpO7ygmzHGBSGExUA9oFHu+6VQX7GFEHYncTY0JELz50phzkrAQKASiRXZfy6hcS8BLgFoUqt6SQwpSZIkSZIkSZKkcsRAunzJHb7WTMMcbVLax4YQ4lY+v0sh92cXYYzlJALpvD5fuusrCa1S2pNjjGtLYc4b2fTdXFbEoL5QMcYBwACANo0bbO13LUnazr10RqeyLkGStJ1qfPczZV2CJEmSJGkHYSBdvuTeojv3Ft6biTHOBELu64WEuAWOWQQ1CrlflDONN9a3Re2kv76SkFrjvHRPFkI4ELgp+XZwjPG1dM8pSZIkSZIkSZIkgYF0efMjsBSok3x/MDCqhOdI/ZkZD7y4lc9/V4K15GV7ry+30lhV/C8SW3UvBK4shfkkSZIkSZIkSZIkwEC6XIkxZocQxgDdkpcygXtLeJrUVdjzY4z3lPD4xbW91web17hrKcy3Z/LPBsBPIeS1sHwLx+RaKb93jDGrpAuTJEmSJEmSJElS+VahrAtQiRua0j4xhNC0hMefntI+LISwvf0Mbe/1AUxNaR8UQqhcZpVIkiRJkiRJkiRJaeQK6fLnGaAfsAeQATwA9CjB8T8nsTV4Y6AhidXYr5Tg+MWVjvrWpbQzijkWMcYfQghfAC2BasBpJP7e0uUFEt9FYfYBjki2fwJGpNxbUdJFSZIkSZIkSVJ5EWOkiLtTStJ2Kcb0nTJrIF3OxBjXhhCuBQYlL3UPIfwduC6WwE9SjDGGEB4E7khe6h9CeC/GuKgoz4cQQknUUcr1LU1p1y+JOoGHgH8m2/8XQhgRY1xQQmNvJsZ4TVH6hRD6sCmQnh5j7JOOeiRJkiRJkiSpPKlQoQLZ2dlkZBR7PZMklZns7GwqVEjPxsPb43bGKqYY42Cgf8qla4G3QgiHF/RcCKFaCOGyIkzxD2Bmst0cGBNC+FUB49YKIZwTQviExDnG6VbS9X2Z0j62hGp8HJiWbDdJ1nhwPvVlhBC6hhB6ltDckiRJkiRJkqQSUq1aNVauXFnWZUhSsaxcuZJq1aqlZWxXSJdf1wDLgFuBAHQEOoYQvgXGAnOAxUAlEiHs/7d33/GyVfX9/1/ve5F+kS4oCgJiFxULKApGJaAJaixRsRC7WBIfxmhMjC2x55vYsMVu7F0RNRZAEaQooogIKigqTS5w4dKEz++Pvc/v7DucOWdOnZlzXs/HYx6Pvfesvdbac+ZzpnxmrXUH4AHA5p06fsmGo4MBqKp1SQ4FvgvcArgzcGqSk4AfABcBGwM7AHcD7gNssvCXOLVF6N/3aR6Hm9Osy300cBywrlPmC1X1+1n08eokjwaOBXakmb771CTHAycAlwJbArcHDmj7+mrgC4O2IUmSJEmSJElafGvWrGHdunVstdVWw+6KJM3ZunXrWLNmzaLUbUJ6mWqnnX51kmOB1wL7t3fdBnjiDKefQzPK+N1Vdf1UBarqzCT7AB8EHtoevk976+ds4NrBrmB+FrJ/bfL4n4B30yT3D25vXT8DBk5It/X+Isl9gI8D92vr3p/Jv1WvKf8WkiRJkiRJkqTh2WqrrbjkkktYu3Yt22yzzbC7I0mztnbtWtavX89OO+20KPWbkF7mquoY4AFJ7k2TRH0gzTTW2wFb0IzyvRT4BXAy8M2qOmHAun8PHJRkX+Dxbd23BrYGrgMubus9ATi6qk5asAtb4v5V1XuTnAU8G7gvsBMbjiafax/PA+6f5GDgcTRrOO9E87e5AvgNcCLwReBb821PkiRJkiRJkrSwVq9eza677sp5553H+vXrWbNmDVtssQWrVq0iybC7J0k3UVXceOONXHXVVaxbt47169ez6667snr16kVpL81AWkman7132q6+8eRDht0NSZIkSUtgpzd/bNhdkCRJGjk33HADV1xxBevWrePqq6/mxhtvHHaXJKmvVatWsdlmm7FmzRq22mqreSejk5xaVfea6j5HSEuSJEmSJEmSJM3T6tWr2WabbZy2W5J6rBp2ByRJkiRJkiRJkiRJy5MJaUmSJEmSJEmSJEnSojAhLUmSJEmSJEmSJElaFCakJUmSJEmSJEmSJEmLwoS0JEmSJEmSJEmSJGlRmJCWJEmSJEmSJEmSJC0KE9KSJEmSJEmSJEmSpEWx0bA7IGl5uNkut2WnN39s2N2QJEmSJEmSJEnSCHGEtCRJkiRJkiRJkiRpUZiQliRJkiRJkiRJkiQtChPSkiRJkiRJkiRJkqRFYUJakiRJkiRJkiRJkrQoTEhLkiRJkiRJkiRJkhZFqmrYfZC0DCRZB5w17H5I+v9tD1wy7E5I2oBxKY0WY1IaPcalNFqMSWm0GJPS6DEuN7RrVe0w1R0bLXVPJC1bZ1XVvYbdCUmNJKcYk9JoMS6l0WJMSqPHuJRGizEpjRZjUho9xuXgnLJbkiRJkiRJkiRJkrQoTEhLkiRJkiRJkiRJkhaFCWlJC+W9w+6ApA0Yk9LoMS6l0WJMSqPHuJRGizEpjRZjUho9xuWAUlXD7oMkSZIkSZIkSZIkaRlyhLQkSZIkSZIkSZIkaVGYkJYkSZIkSZIkSZIkLQoT0tIKlmT3JK9LclqSS5OsT/KrJB9P8rBFanNVkscn+VKS85Jck+SiJD9M8i9JbrEY7UrjYCljMsnqJHdNcniSdyQ5oW2v2tsxC9meNI6WOCZ3SHJYkv9JckqSPyW5PsllSX6e5ENJDk6ShWxXGjdLFZdJNk9yYJKXJPlUkh8l+W3b3tVJ/pjk20lekWTXhWpXGjfD+EzZpx+f6ryPrSQfWqq2pVGzxO9ha5a35y9k+9I4GOZrZZIHJHlbktOTXJzk2iTnJzk5yTuTPCbJFovZB2nULOFnynPn8Do5cdttofoxSlxDWlqhkhwBvAXYbJpiXwSeWlVXLFCbuwCfBO4/TbFLgWdU1RcWok1pXCx1TCa5AJjuByDHVtWB821HGldLGZNJjgYeCqweoPiJwFOq6uz5tCmNoyWOyycBHx2w+HXAG4FXlh+wtYIM4zNln378DfC5nsMfrqrDF6tNaVQN4XPlbF/3XlBV75hvu9K4GNZrZfuDyXcAfzVA8QdV1TEL1bY0ypb4M+W5wFx+vHw1sGNVXTmf9keRCWlpBUryHOBdnUOnA18H1gN7A38NbNTe9x3gkKq6bp5tbgMcD9yxPXQ18HngLGBb4FBg9/a+PwOHVtXR82lTGhdDisnLgJt3DhVwGbBNu29CWivWUsdkkmuATdrd9cAPgdOAS4Atgf2AAzunXAjsX1XnzLVNadwMIS4nEtLXAj8BfgVc1N42Am5L80OSW3VOe29VPXuubUrjZBjvX/v0YzvgDJofWl4HbNzeZUJaK86QPldOfLG8FnjdAKd8q6pOm0+b0rgY1mtlkjsA3wZu2R5aDxwD/BS4Atge2BnYF9gNE9JaIYbwmfKZbPjd63ReANym3f5IVT11ru2OMhPS0gqTZA/g50x+UP/nqnpDT5l7AEczOXry5VX1+nm2+37gae3uL2j+oZ/buX818DbgiPbQxcCei/lLemkUDDEmT6L5cv3Uzu1vgA+2RUxIa0UaRky2CekfAUcCn6+q9VOU2Y/mh1w7tYeOq6oD5tqmNE6GFJd3oPmi7vh+X0Ik2Qh4MdDtywFVddxc25XGwbDev/bpyyeAx9N8fvw08Lz2LhPSWlGG+Lly4ovl86pqt/nUJS0nQ4zJrWkSz7u0hz4AvLSqLulT/o7AJVV18XzalUbdKL1/naJvOwG/YzIZvmw/U5qQllaYJP8LPLHd/XhVHdan3EHAN9rdK4Bdq+qyObZ5B5pfra8CrgfuUVVnTFFuFXAssH976LVV9W9zaVMaF8OIyWn6cjgmpLXCDel18sBBfpGeZF/gB8DEOtJ3q6qfzqVNaZyM0mtln3Y/Azym3X1XVR0xXXlp3I1KTCZ5JDCx1NMTgdsDr2z3TUhrRRlWXJqQlqY2xJj8EDAxsvK/q+pFc61LWk5G5f1rnzZfyuSPnH9ZVbdfzPaGadWwOyBp6STZkmYEJDTT876mX9mq+ibNOpUAWwGPnEfThzH5/+azUyWj2zZvBP69c+jJ82hTGnlDjElJUxhWTA46PVpVnQic1Dm031zblMbFmLxWfqezfdslalMailGJySTbMjnl4ler6hMLVbc0bkYlLiU1hhWTSXYHntLu/gZ46VzrkpaTMXidfFpn+/1L0N7QmJCWVpaDgE3b7dOr6qwZyn+ms/2oebT7iM72p2co+38069gC7NZOlSEtV8OKSUlTG4eY/E1ne7slalMapnGIy2072zeZcl9aZkYlJt9Gs4zFFcBzF7BeaRyNSlxKagwrJp/N5GxaRy7EetTSMjGyr5NJHgjs1e7+GfjIYrY3bCakpZXlnp3t7w9Q/nud7TklhpNsAtxp0HbbUdI/mG+70phY8piUNK1xiMlbdbZd50srwUjHZTtK8xmdQ8csdpvSkA09JpP8Nc0sXNCsi3n+QtQrjbGhxyWwbZKjkvwxyXVJ1iY5M8n7kzxsgdqQxsWwYvKQzvbRSTZJckSS7yW5OMk1SX6X5AtJntgunSitBKPwOtnP0zvbX62qCxa5vaHyn460sty5s332AOXP6WzfOslWc2jzDsDqdvuyqrpklu3euW8pafwNIyYl9TfSMZnkVsD9Ooe+16+stIyMXFwm2TTJ7ZI8B/gRsFt71y+BDyx0e9KIGWpMJtkGeE+7e1xnW1rJRuG1cg3wMJqZC24GbE3zfdDTgKOSnJzkdgvQjjQOljwm2ymJJ9q9FrgOOAV4J7A/sD2wCbALzRTE/wuckuQ2s21LGkOj8Dp5E229j+kcWtbTdQNsNOwOSFpSO3W2Z/wVeVWtTXIVsEV76BY0U6ItWput3/U5X1puhhGTkvob9Zh8M5M/8jp2gGmmpOVg6HGZZFPg6hmKHQM8rqqumk9b0hgYdky+FdgZuAZ4ZlXVPOqSlothx+WNwMnAj4E/tPu3Ag4E7tiWuRdwcpL9q+pn82hLGgfDiMk9mBx8uA74GrAnTTweTZOcLmAfmh+PrKYZ+Xl8kntWlbNvaTkb9utkP08ENm+3f08Tq8uaCWlpZVnT2R70y7L1TP7zXTNdwQVuc6rzpeVmGDEpqb+RjckkhwFPaHf/DLx4sdqSRszIxmXrIuB5VfXZRW5HGhVDi8kkDwee3O6+uqp+Ode6pGVmmK+VLwM+WFUXTXVnkkOB/wF2AG4OfDnJnarqmnm0KY26YcTkNp3t7dvbxcBfVdVJ3YJJ9gGOokmy7QIcCTx2Dm1K42JUP1N2p+v+UFXdsEjtjAyn7JZWls0629cNeE73Q8LmfUuNVpvSuDA+pNEykjGZZD+aL/Im/GtVnboYbUkjaBTi8nrgJZ3ba4BPAmuBHYFPJvlwku0WoC1p1A0lJpNsDby33f0x8Ja51CMtU0N7rayqN/ZLRrf3fxl4CJMJgNsCz55re9KYGEZMbjnFscN6k9EA7WfJJ3QOPTrJXnNoUxoXo/CZcgNJ7kYzewg0sxesiKWfTEhLK0t3qsGNBzxn0872+r6lRqtNaVwYH9JoGbmYbD+kfLXTzseANy10O9IIG3pcVtUNVfWWzu2VVfUE4JY08bgaeArw/STbzrc9acQNKyb/iybm/gw8var+PMd6pOVo6K+V06mq02mm25/wuMVsTxoBw/7+FeBHVfV//QpX1XeBE9vd0EzjLS1Xo/g6+YzO9ner6teL0MbIMSEtrSzrOttb9C21oe4vgNb1LTVabUrjwviQRstIxWSSOwPfAiYSXJ8CDne9TK0wIxWXXVV1TVW9FHhHe+gOOGpTy9+Sx2SSQ4DD2923VNWPZ1uHtMyN7Gtlx6c72/dJ4nfSWs6G/f0rwHcGOKdb5p5zaFMaFyP1OplkE+CwzqH3L2T9o8wXf2lluaCzfauZCie5ORv+k+47DdNCtdnapbN94RzalMbFMGJSUn8jE5NJ7kTzBcEO7aHPAk9aCWsKST1GJi6n8XqaadYADkvikhpazoYRkxNTdZ8NvHoO50vL3Ti8Vp7T2d4IcJkLLWfD/v4V4PwBzumW2X4ObUrjYtReJx/F5MCDtcDnF7j+kWVCWlpZft7ZHmRtkNt1ts+vqsvn0OZZwMSX59skGeQNzp6d7TPm0KY0LoYRk5L6G4mYbJPR36VZmxaaDydPcHpSrVAjEZfTqao/AJe0uxsDd1zsNqUhGkZMTvxg+XbA1Ulqqhvwys45T+25T1rORv61kskfbvXbl5aTJY/JqvotcMVsT+uzLS03o/Y62Z2u+2NVdU3fksuMCWlpZflRZ/v+A5R/QGd7TtOitf9Qzxy03XbapvvNt11pTCx5TEqa1tBjsp2mu5uM/iLweJPRWsGGHpcD2qizvXoJ25WW2rjEpLSSjENcdgce3ABcukTtSsMwrJjstjvILJXdGSovnke70qgbmdfJJLsBf9E5tGKm64YNPzRLWv6+AVwDbArsnWSvqvrlNOUf09n+wjza/RJwl3b7se1+Pw8Gtmm3z6uqH01TVhp3w4pJSVMbaky2yejvMJmM/hLwuKq6fr51S2Ns5F8rk+zB5PtXgN8vRbvSkAwjJj88YLm7A3u3278Cvj/H9qRxM/KvlTTfBU04uapuXKJ2pWEYVkx+ATiw3f6LacpN6JY5aR7tSqNulF4nnwak3T6lqn6ywPWPNEdISytIVV1JM9IKmn98r+hXNslDmBypvK5z3lz8LzDxYeOxSaacxrAdHf2vnUMfnUeb0sgbYkxKmsIwYzLJXdhwZPSXgceajNZKNyavld01bc+oKhPSWraGEZNVdfggt576v99zn7RsjfprZfujy3/oHPrMYrcpDdMQY/JTwNXt9j5JHjpNuw8C9mt3rwe+Mo92pZE2Kq+Tbe7j8M6hFTU6GkxISyvRK2jeaAA8KclLegsk2Rv4SOfQG6tq7RTlDhxkXa6qOrNT38bA55Ls2lPXauCtwAPbQ5cAbxnwmqRxtuQxKWlaSx6TnZHRO7SHTEZLG1rSuExy8yTfSnJwkr6ziiXZPskHgcM6h98wyAVJY873r9LoGcZ72FOSPDbJptOUeTjN+9wt20O/Bd418+VIY28Y379eyIbfpX4syb2nqO+ewCc6hz5QVb+b/nKksTcK71//Erh1u70e+Pgszl0WUuX7fWmlSfI84B2dQz8Bvk7zj3Bv4K+Bm7X3HQv8ZVVdO0U9B9KM5gKgqtJbplN2O+B44PbtofXA54GzaKY4fASwR3vfDcAjquqo2V2ZNJ6GFJOPAx7Xc3hX4F7t9iVtWxuoqsf0HpOWm6WMySRb07wWToyMXkeT0LpugK7+rqo+NUA5aewNIS4nvni4FPghcGa7fSOwHXBXmikRN+6c+r6qetYsL00aS8N4/zpAn14FvLLd/bAjo7XSLHVcdr6EvxI4EfgZ8Cea18pbAg8C7tQ55XLggJU2PalWriF917Np28YB7aEbga8BpwAF7AM8HFjd3n86cL+qumpWFyeNoWG/f03yWeDR7e6KfK/qGtLSClRV72yniHgT7doJTK611fUV4MlT/eOdQ5t/SnIQ8EmaKWE2B540RdG1wDNNRmslGUZM0nwx8Ohp7t9+hvulZWuJY3JrJpPRAGuA/xjw3GNppmWTlr0ljsvur7a3BQ5pb/1cDryiqt4+jzalsTKk96+SpjHEuNwSeEh76+cHwFOr6pwFalMaeUP6/vWaJIfSTAX8GJoZcv+qvfX6OvBEk9FaKYb5/jXJDsChnUMrbrpuMCEtrVhV9fYkXwOeSfMF221o/hFfQDMK5KMLnRSuqt8m2R/4W+AJwN2BW9CMBvsNzRSl76uqCxayXWkcDCMmJfVnTEqjZ6nisqouT3Ir4CCa9cPuCtyWZlafVTTvXf9I84v6bwKfq6p1821XGje+VkqjZ4nj8h7Avu3tTjTLz2wPbAJcBpxHM3L601X1vQVqUxorQ/r+9QrgsUn+AngysD+wM8372AtoZrD8aFV9cyHblcbBEN+/PpnJ0de/XKmvi07ZLUmSJEmSJEmSJElaFKuG3QFJkiRJkiRJkiRJ0vJkQlqSJEmSJEmSJEmStChMSEuSJEmSJEmSJEmSFoUJaUmSJEmSJEmSJEnSojAhLUmSJEmSJEmSJElaFCakJUmSJEmSJEmSJEmLwoS0JEmSJEmSJEmSJGlRmJCWJEmSJEmSJEmSJC0KE9KSJEmSJEmSJEmSpEVhQlqSJEmSJEmSJEmStChMSEuSJEmSJEmSJEmSFoUJaUmSJEmSJA1NklclqfZ2zLD7M6gkh3f6fe6w+yNJkiSNqo2G3QFJkiRJknoleRXwymmKFLAO+BNwOvA94KNVddHi907LXZLVwP2BhwAPBG4FbA9sAVxB87z7CXAS8MWqOmdIXZUkSZKkkecIaUmSJEnSOAqwFXBb4BHAW4DfJXl1En98rTlJsirJE4EzgGOBVwAHAHsCWwM3A7YD9gIeC7wZODvJiUn+eiid1ryN6whtSZIkaVz4IV2SJEmSNA6+0bO/CtgWuAuwSXtsY+DfgDsm+duqqiXsn8Zckm2AT9OMiu71R+ACYC3N826n9jbhvsCXk7yrqo5Y7L5KkiRJ0jgxIS1JkiRJGnlVdfBUx5NsBjwHeB2waXv4sTSjW9+5NL3TuEuyC/BtmpHPEy6iGQE95ZTcSXYHHg48v3PeLRe5qxohVfUh4END7oYkSZI08pyyW5IkSZI0tqrq6qr6L+CRNOtKT/jXJH7m1YySbAx8hg2T0Z8A9qiqt/RbH7qqfl1VbwfuBPwdzehpSZIkSVIPP5xLkiRJksZeVX0D+Ern0E7APkPqjsbLvwP7dvY/CBxWVVcOcnJV3dCOlN0H+NHCd0+SJEmSxpsJaUmSJEnScvGVnv29+xVMslmSpyX5TJJzklye5Ookv01yVJIjkmw+aMNJdkry1CTvT3JSkouTXJfkyrbOryV5SZLtBqxvtyTVue3WHt8myfOTfCfJeUmuae8/fIo6btG2+c0k5ydZn+T6JFckOTvJN5L8R5IDBh1NnuSQJO9LcmaStW375yc5JsnLkuw8YD2v6lzbMZ3juyd5XZLTklza/k3OTfK/SR40SN2zkWRHmim3J/wSeP5c1h+vqt9U1WsGaHP3JK9McnySPyS5NsklSX6a5B1JHjhg3+f8HGkf0+oeT7JRkscl+Wz7/FjX3v+hafpwjySvb5/zE9fypySnJ3lrknsPci2zkWRVkge0j+FRSX7V9vX6Nu5+kuTdSR48QF3nJinglZ3DB/Q8rt3b4T3nH96579xZXMOyiiNJkiRpJq4hLUmSJElaLn7Xs7/9VIWSHAa8ianX+711e3sY8C9JnlVVR03XaJIPAE9l6h993wzYoq3zEOCVSV5SVe+ars4+7TwU+DAwY7IqyTOA/wK2nOLuNe1tT+Ag4OXA84Ajp6lvT5q1cu8/xd23am8H0EyV/tqqeuNMfZyijRfQrNm8Sc9du7a3JyZ5H/DcqrphtvX38UJgs87+a6pq/QLVvYEkG9Gsdf73wMY9d2/X3u4CPC/J14CnVdWFs2xj4OdIz3m700xTfp8By+9Is0b7Y6a4e9v2dlfghUk+ATxr0BHnM7R7L5ofnuzUp8j27e1uwLOTfB94fFX9fr5tL4RlHEeSJEnStExIS5IkSZKWi5v17F/XWyDJf9AkYLsuBH7Vlt+tvUGTsP5SkqdV1UemafdubJiM/i3wB+BKmmT0XjTJRtr9I5NsXVWvn+F6uu4LfITJROY5wPnAVsDtuwWTPBl4X8/5E9e4vu3DzjTJqbT39x0hnWRv4JvAjp3D1wE/A9bRPF67tse3AN6Q5HZV9YxBLy7Jy4CJx+Patu4rgF2A23WKPhO4hJv+DefqUZ3tP9GsJb3g0qxT/Xng4T13/YrmhxRb0ySjJ76neRjwgyQPrqpzB2xm4OdIj22BbzP5vL+g7VfY8LGfuJa9gK8Dt+0c/jNwJnAxzY8d7gps2t73BOD2SQ6sqnUDXks/O7FhMno9cDZwGXAjcAuaa13d3r8/cGKSe1bVxVPUd2x7zp7AHu2xtcBJfdqfc2J7mceRJEmSNC0T0pIkSZKk5eKOPfsbjC5N8hw2TMB8E/jXqjq5p9zdgbfTJLNWA+9J8uOq+mmfdq8DPgl8FvhWVV3eWyDJfsAbgInpmF+b5BtVNeiaw++jSTR+EXhJVZ3TqXsLmiTgxCjc/+yc90PgBb3X2Ja9OfCXwFNoknk3kWRL4HNMJtFuBN4IvKmqLuu5vvfQJCIBnp7ktKp6xwDXdlfgAcDVNH+f93ZHKSe5J83jO5FQe0mS91TVeQPU3VeSHdjwOXNcVd3kRwwL5LVsmIw+Hjiiqk7v6c+rgee2h3YHPplk/6r68wBtDPQcmcKr2vt+SjNi/NiJKcvTTOU+kSQlyRrgq0wmo9cBrwA+0E02J9msvY7X0YzUvSfwLuBJA1zHTM6mWef7q8AZVbXBczfJNsAzaKbh3oImGfse4G96K6qqp7bnvIrJabtPr6qDF6Cf3T4t2ziSJEmSBuEa0pIkSZKksZckwBN7Dp/QuX9XmimsJ7wTOHiqRG1VnQb8BfCd9tCmNMnkfg6qqidU1eemSka3dZ4APBiYmP57NfDiaerstYZmqt+/6SYa27qvqqoL2t19gR3a7SuBQ6a6xva8y6vq01X1VzRJsKm8nMmRo9AkUV/eTaK1dZ1AkwzrJu3flGTKadN7bAvcQPM4/nfvlNlt0v5hNCM+oflx/VMGqHcm92ZyhDj0HxU7L0nuAPxj59AxwIO7yWiAqrq4qo6gSV5PuC/w7AGbGvQ5MtV5pwP7V9Ux3fWzq+rGqvpNp+ybmExoXgLct6re2jvyuaqurqr/BxzK5I8dDluANaW/A9y+ql5fVT/tTUa3ba+tqjcDB9M8rwAe2Y7sHpblHEeSJEnSjExIS5IkSZKWg1cDd+/sn1pVv+7sv4jJKYR/Cvx9N/HWq6quB55OMxUxwCFJ9uhTdqC1cdtRri/qHDo0yep+5XtcTDPSuW+fW7fubJ9RVWsH7NtN1pJNsinwrM6ho6uqX+KaNhn/d8BEHzdj8GTqm6vq+9PUfQ7NlNcTHjBgvdPZsWe/dw3yhfICJr9/uRo4vKqunab8q4DTOvsvbH9wMZNBnyNTeVZVXTFdgSS3oPn7Tjiiqs6c7pyq+ibwgc6hF8yhb9361g96fe3z6VPtbthwevYlswLiSJIkSZqRCWlJkiRJ0thJY7skByc5imba4Ak3Ai/tlF3FhiMB/2uqBGyvdu3e4yaqoRnhPC9VdTbNWsUAWwJ3GvDUjw+Y+L66s71XO1XzXD2QybWvYcOpwKdUVafSjACeMGgS8MgByhzb2b7zgPVOZ9ue/csWoM6pdB+Dz800RXI76rc7mn8vBrveQZ8jvX5SVT8coNwTaKbfBjiPZor6QXTXX3/IbDq2AE7obN9niduesNzjSJIkSZqRa0hLkiRJkkZekkFHfd4IvLCqvt05dldgm87+t2bR9Ok003cD3At473SFk9wDuD9NonlbmumQe0dBd5PEu7Dh9Lz9HDdzEQBOoRlZGZpr/lKS51fVLwY8v2u/zvaVwHcHPO9LwIPa7b2TbN47fXCPc6vq9wPUe35ne+sB+zKdTXv2pxu1PCftVPE7dw59ZcBTv9yzvx/wsxnOGfQ5MtfzDuhsf3sWI7G7U5PvnOSWVfWHAc/tK8lWwENpZkbYlSbWNmXDadhv1dneZb5tztFyjyNJkiRpRiakJUmSJEnLxUnAi6eYsvZuPfvvG2wGZAD27Gzv0K9QkkNp1pm+46AVt7YesNyvZy4CVXV+kk8wuZ72g4Ezk5wG/B/wA+CEqrpwgOq61/6zqdbr7aObgNyIJlk43dTO/dY27nVVZ3vzAc+ZTu905jdfgDp77dmz/5NBTqqqy5L8FrhNn3qmMtBzZB7ndePogCRfn2N7OwBzTkgn2Q54Hc2sB70/KpjO1nNtc56WexxJkiRJMzIhLUmSJEkaB9/o2b8RWAdcSpO4Oa6qzuhz7nY9+385xz5MmbBM8u/Av8yxzk1mLgLAtOv79ngOzTV3r/PudNbYTnIGzZTL/1NV3RGTXd1R5RfPov3esttMWWrSgo9MHtClPfu9U3gvhN5rn+3jOJGQnukxhNk9R+ZyXjeO9mhvczHnxH+S3WlGGN9mprJTGDTWFtpyjyNJkiRpRiakJUmSJEkjr6oOnsfp81lHuWtV74Ekj2DDZPTvgffTTIP8a5qk0tXdNauTnEsz2nE2Bh1VSVWtAw5O8ijgCOBAbvr5/87t7WVJXg+8doqRm90E3nWz6GtvYmw2o1iX0q969ntH0i+E3iToXB/HQR7DgZ8jczxv0eJoEO1a8J9mMhldNFObfwE4jWYq6quq6prOOYcDH5xHXxfCco8jSZIkaUYmpCVJkiRJy91lne3Lq2rrBaz7FZ3tk4GHVtXlM5yzZgHb76uqvgB8IckaYH+ata0PAPZl8vuATYBX0Uzd+9KeKi7rbM+mz1tNU88o+THN6OCJ/u67CG1c1rO/hmYd4UF0H8feeobhMmD7dvtFVfXfS9z+w4B9OvtPqqqPz3DOksTaDC7rbC/HOJIkSZJmNKdfpUqSJEmSNEa6a6vePMmOC1Fpkh3YMEH20pmS0Um2ZInXsq2qdVV1dFX9a1U9ANgR+Hs2XEP5xUl6p0G+qLM9m+mZe8teNGWpIWtHrR/XObRPkr0WuJneax/ocWxHA992mnqGoRtHC/04DaI7S8JxAySjAW69WJ2ZhWUdR5IkSdIgTEhLkiRJkpa7H/TsH7RA9fYmcE8a4Jz7MeTP4lW1tqreBjyuc3g18OCeoqd2tndPcosBm7hfZ/vCadaoHgXv7myHJlG/kH7KhtM0369fwR53Y8Mpsk9ZsB7NXTeOFiqGZqM7zf0gsQbNzACD6E5bngHPGdRKiCNJkiRpWiakJUmSJEnLWlX9EfhJ59DzF6jqm83hnKcvUNvzVlXfArojunfqKXJsZzvAk2aqM8kmwOP71DFyquoomqTxhOckeeBc6+sdYd2uZ9xNnj4pySAJz6d2tq8DTpxrnxbQ0Z3tPZIcssTtzyrektwJ2G/A4ld1tjebTTsDWPZxJEmSJM3EhLQkSZIkaSV4c2f7vkn+YQHq/EPP/rSJzCQPBh67AO1O18bAozvbpFc3yXdp9/6q+hXw3c6hf06yPdP7J6A7AvS9g/ZniJ4DXN9urwI+k2SfacrfRJKbJXkr8MYp7n5fZ/uuwOEz1HU74LmdQ5+uqstm059F8mXgrM7+25Nsu4Ttd+NtplhbBbxzFnX/sbO9x2ziaCYrKI4kSZKkvkxIS5IkSZJWgk8Ax3f2/zPJvyTZaLqTkmyW5AlJTu29r6p+C/yqc+gtSbbrU8+BwOdY+OmAe700yXuT3HWAsq8BNu/sH9OnTLXb2wFH9VuDO8lTgFd1Dn2vqr49QD+Gqqp+APxj59COwDFJ/jHJptOdm2RVkicBZwIvZOq/76eAX3T2j0xy8BTlSLIb8DVgk/bQtcDrB7mOxVZVNwIvYvL5sAdwbDsSeVpJ7pDkbUleMo8ufKezfZ8kz52qUJLNgY8BB86i7m58bwv83ax7N71lH0eSJEnSdKb94C1JkiRJ0nJQVTcmeTTwQ5q1aFcB/w48O8kngJOBi9vj2wC3B+5Ns1buFlNW2vhP4Mh2+07AT5Mc2bZzXdvWI4BH0SQrv0YzSvbWC3l9HZsCzwSemeRM4FvAj2lGl14JbNn28/HAfTrnfbKqzuqpi6o6Jsn/A17cHroP8PMk76NJ8K8Ddmvr6yZZLwOesmBXtciq6m3tqNj/pFlPe0uaUfX/lOQbwHHABTTXtQ2wM3B/mmveYYa6r22T1sfTJJo3Bb6W5PPA54Hzga2BBwHPaNue8NKq+vnCXOX8VdXRSV7OZJL8LjTP+a8C3wTOoZn+eg3NY3R3muu6S1v+1fNo/jPA65iMnSOTHAR8muYxXEPz/HxaW+Z64CMMME1+VZ2V5BTgXu2h9yf5Z+BsNlwD/G1V9Z2bVDBz/SsijiRJkqR+TEhLkiRJklaEqrowyX1pElgTU/7emmZ63Ll6N/Bg4NHt/s7Aa/uU/RFwGHDaPNqbjTu2t5l8G3jWNPe/hCZJ+w/t/nbAy6Yp/0fg4Ko6d4C2R0ZVvTXJz4F3ABNrQe9As+bvjOv+Aicw9ZTdVNWp7ajoLwI3p/lxwqOZfN7c5BTgn6vqrQNfwBKpqjckuZDmhxib0vyI49D2tpjtXpvkcTTP14mR/Y9sb73+TDPt+Q0Mvm77M2l+wDExy8Ge7a3riwN3+KZWRBxJkiRJU3HKbkmSJEnSilFVF9KM2Hw8cAqT0+j2cxbNqNm9+9RXwN8C/wZc0aeOtcAbgP2WYC3gzwBvZcO1fvv5Bc36yQdV1bp+harxIprR4idPU9+VwH8Dd6mq0wfu8Qipqv+jGUH+VOBYNhwdO5UraEbhPqSq7ldVJ0xT9zHAnYH3A9f0K0az3vB+VTVlcnsUVNUHaWYReCdw+QzFrwSOonlM3zxD2ZnaPRHYF/jBNMVOBO5fVe+fZd2n0fx9Xgl8j2bGhJn+/rOpf8XEkSRJktQrzWdnSZIkSZJWniQ70Ey9vDPNVMx/ppkm99fAz6rqglnUtSXNyOu9gM1oElrnAsdW1fUL2vHB+rMdcDdgd5rRmBvTTKf8B+DHVfXLOdZ7a5rHbCea6/wTzdTGx1fVgiXwRkG7HvG+wC2B7Wmmb78cuAQ4HfhFu7bybOvdjOa5cluaNYuvpPm7HFdVFy1M75dGktXAPWkS+dvRPCeuopni/BfAGYvx/E9yR+B+NGt+X00zovikqvrNQre1GFZSHEmSJEkmpCVJkiRJkiRJkiRJi8IpuyVJkiRJkiRJkiRJi8KEtCRJkiRJkiRJkiRpUZiQliRJkiRJkiRJkiQtChPSkiRJkiRJkiRJkqRFYUJakiRJkiRJkiRJkrQoTEhLkiRJkiRJkiRJkhaFCWlJkiRJkiRJkiRJ0qIwIS1JkiRJkiRJkiRJWhQmpCVJkiRJkiRJkiRJi8KEtCRJkiRJkiRJkiRpUZiQliRJkiRJkiRJkiQtiv8PngAR7La8Vp8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 2160x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "textstr = 'A'\n",
+    "props = dict(boxstyle='square', facecolor='white', alpha=1)\n",
+    "fig, ax = plt.subplots(figsize=(30,20))\n",
+    "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n",
+    "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n",
+    "sns.barplot(y=\"Dist2\", x=\"mycorr\",  data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2,  ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n",
+    "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n",
+    "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n",
+    "ax.set_title('')\n",
+    "ax.set_xlabel('Pearson Correlation', fontsize=36)\n",
+    "ax.set_ylabel('Distance Types', fontsize=36)\n",
+    "ax.legend(loc='upper left')\n",
+    "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n",
+    "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n",
+    "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n",
+    "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Full Sample -  Figure B8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B8-A.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Correlations of Selected Measures (Common Sample)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# List of measures by Type Common sample\n",
+    "corrs3m = corrs_com3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "\n",
+    "spear_corrs3m = spear_corrs_com3.copy()\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "spear_corrs3m.reset_index(inplace=True, drop=True)\n",
+    "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n",
+    "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n",
+    "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n",
+    "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n",
+    "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n",
+    "\n",
+    "# List by Type FB Only Common Sample\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B8-B.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Regression Analysis and Partial Mantel Tests"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Figure-B8-C\n",
+    "## Partial Correlation (Residuals on Residuals)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7QAAAKGCAYAAAB6Ate8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAB9f0lEQVR4nOzdd5gdZdmA8ftJ2ySbuukJkKVI6GAIAtICGOlSBQHR0IKi0kQUEKUJfCJSlSqEFqQn9CqhKhJAkEBQAwklhUB6L/t+f5zZzSbZ3ezu2WRzsvfvuuaaMzNveWb2LOTZd+adSCkhSZIkSVKhadbYAUiSJEmSVB8mtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJktZKETE0IlJEnN8IfY/M+h68uvuWpKbEhFaSVG+VEobll5kR8a+IuDwi1mnsOJu6iGgbET+OiEcj4pOImBsRcyLi44h4ICK+HxFtGjvOQhARpRFxfkSc1tixSJJMaCVJDWMRMDlbvgDaAVsDZwL/joidGzG2Ji0iDgDGAn8G9gfWBcqAJUApcChwJ/C/iNijkcIsJKXAb4HTVlLuE+BDYMYqjkeSmjQTWklSQ3gtpdQzW3qQS2h/AEwHOgH3OwK4+mW3uw4HepJLro4BuqaU2qWUOpD72RwGjAR6A7s2Rpxro5TSD1JKm6SUHm7sWCRpbWZCK0lqcCmluSmlO4FTsl09gYMaL6KmJyK2Am4g9//6J4Cvp5TuSil9VV4mpTQjpfRgSml34AhgVuNEK0lS/ZjQSpJWpfvI3d4KsG3lAxHRLCKOiYhnI2JKRCyMiAkRcW9EbF9VYxHRPCJ2j4irI+LNiJhcqd7DNd0yW3mSnojoFBH/FxFjsudJp1cq1yoiTo2I1yJiekQsyvp5JyL+FBE7VtN+j4i4olKbMyLinxHx84goqqZOxaRF2bmdlvUzNyKmRsRjETFgJde4Or8DioDPgaNSSvNqKpxSug/4YxUxFkXEGRHxenZO8yLiw4j4Y0T0rOa8BmfnNTLbPjoiXoyIr7L9B2X7x2XbAyOiT0T8OSI+iogFEfGv5dpsFxHnRMQbWRzzI+K/EXFNRKxb14sTERtkP5vns2eJ52c/739k+1e4oyAixgEvZJt9Y8VnxwdXKlvjpFAR0SH7ub8TEbOz5d2IuCAiOlZT5/yszaHZ9g+zn8usyD23/kJEDKrhnLeOiDuy674gq/dRRDyVfffa1vb6SdKaokVjByBJWnullBZExJdAd6BD+f6IaA88BHyrvCi50cFewOHAYRFxakrpuuWa3BT4W6XtBcDCrN5BwEERcW5K6ZIawuoGvAlsUKl+eVwtgGeA3SrFNQPokp3DVtnnv1duMCK+ATwJlGS7ZgGtgO2y5ZiI+HZK6YtqYmoBPAbsTe555AVAZ2A/YM+I2COl9Pdq6q4gIvpkdQGuSSnV6jnOlFJarp1uwNPA17Nd5ddr42wZHBH7ppT+UUMs1wA/I/eHjRks/QNHZRsD9wNdgbnkrkHlNjYld337ZrsWZ7FslLX9/Yg4IKX0am3OM3MfS//IUv5z7ghsny3fy6575VHrKeS+x52z85iyXJs1/tGg0vlsBDxX6XzmZusts2VwRHwrpfTfGtq4BTie3LPQc7K4BgK7RsThKaUHlyu/L7nbz1tmuxZk57B+tuwFPAWMqc05SNKawhFaSdIqk41ydcs2p1c6dAe5ZPZdcolXcUqpI7lE4RxyCcvVEbHTck0uJJf4HEDuNuY2KaV2QA/gPHL/uL84qhnhzfyG3D/q9wHaZs+Slo+CHkUumZ1L7nnTtimlzuRGOvsCPwXeWe4cO5NLFEqAfwPfyNpsB3wXmEZugqy7a4jpJ8A3yN322y6l1D6r8x7QGri6hrpVGQhE9vmROtat7A5yyew0cn9oKM7ObTty59oZGB4RXaupvy25a/ZboEtKqSSr89py5a4AJgI7pZSKs5/pYQDZaOUT5K7/cKA/S3/u65Ob0Koz8GBEdKrDub1NbmKnjYDW2c+5DfAd4D/kvhOXVa6QUtoOOCTb/LTSc+Ply70r6zQiWgEPZufzKfBtct+VduR+Jz4B1gMerm5kHzgQOBr4MdAh+93ZAHiJ3L/trs3+OFPZteS+948B/VJKrbN6Hck9O30zMH9l8UvSGiel5OLi4uLiUq8FGEpudGtkNcd/mh1PwKHZvm9l2x8DJdXUOysr81gd4zkvq3dbFcdGZscWAltUU//PWZnr69HnNKBnFce/Xeka7FHN9UvAzlXU3bbS8b51iOnirM58IOr5s92lUt97V3G8BzA1O37hcscGV6p7SQ19jKt07Xqs5FyGV3cuwONZmTOrub7n1/HcNyA3SjyH3B81Kh8bmLU5biVtlH/fBi+3/5hs/6KqvofA5tl3NAHHLXfs/ErX9egq6vYiN/KagF0r7e9eqV6V19nFxcWlUBdHaCVJDSpySiPiTOD32e7xwKPZ5x9m66EppanVNDMsW+8eEc3r0H15H8uP7Fb2ZErpvWqOzczWverQ52HZ+paU0qTlD6aUnmHpLcqHV9PGyymlV6qo+ybwWba5eR1i6pKtp6WUUo0lq1d+XqNSSk9VEdtkcpNOQfXntYQqnsutwh1Ze1Up/75cWcO53JOtq31+tC5SSh8Bo4G2wDYN0WYl5dd1eFXfw5TSaOCBbLO66/oJS39HKtedCPwz29yi0qFZLL3Vuy7fbUla45nQSpIawm7lE+OQ+4fzx8Dl5G7hnAgclFIqf1b1m9n69IiYVNUCjMrKtGVpcgbkbmOOiNOzSXe+iNykTeV9v50V611DrDU9i/pktj4wIh6JiEMiokt1hbPbR8sThxeqK8fS5377V3P8jRrqfp6tO9dQZlUoj7U257VxRBRXcfx/KaUva9FXlT+TbLKndbLN+2v4vlyTlanT5FARMSgi7omIsZGbiCtV+i5tnRWr6btUH3W5rtV9X0bVkNyv8H1JuQnBXsw2n46IX0fENnX8Y5EkrZGcFEqS1BAWkbv9FHK3Nc4BPgKeJTdyOa1S2fIRovLn91amYubViOhF7lbOjSsdn0PultUyoDm5iYWqSq7KLT+RT4WU0osR8Rtyz9kekC1ExBhyt7XemJadqKeEpX8c/pzqlY+ydqvmeE2vyyl/rrFlDWWWV/5qns4REfUcpS2PtTbnFeSu+5zljld7rWtZrvJoYnXXrrJaz9JbabKqcuXf4fIJqUrIXfOavkv1UZfr2qWan199vi8nkHt+dlPgomyZHREvkRvh/mtKafHKgpekNY0jtJKkhvBaWjoxTq+U0kYppW+nlC5fLpmFpf/vOTClFLVYxlWqexW5ZPYj4FByz+C2Syl1Tyn1BHaoRaxLajqYUroo6+NscjP8zgQ2AX4OvB8RP6imanUT+DSGD7J1EdAvz7byOa8ar3UtylX+d0rHWnxXSmvTWUTsQy6ZXULuudSNgKKUUpfy7zHwennxWp5DXa3W70t2G/VWwMHATeS+I+2AfclNrPV6RLRbnTFJUkMwoZUkrW7lz0puVpdK2e29B2abR6eUHqoiWe6Rb3AAKaWPU0qXpZT2JjdStzu5GWRbAH+OiO5Z0aksfTax74otVSi/bba2I5b5epHcSDnkZu2tj/JYa3NeCajNrcV1Vfm52jp9X1biu9n6lpTSBSmlsVWMgjbId6kKdbmuX+XxDPQKUkqLU0rDU0onpZQ2IzcC/gtyo7r9yc1GLUkFxYRWkrS6lT8veWgd63Vl6ajW29WU+VY1++stpbQkpTQS2J/c7ajFZK/5yZ4LLp/YZ/camtkjW7/V0PFVJaX0GblX3QD8LCI61FS+XERUHo0sj3W35fZXVn5e/0kpLX+7cd5SSh+zNKk9pKaydVSeMFb5PYqIvuRGbatS/geM+o7cll/XRv++pJQmpZT+QO7OB1j6/mVJKhgmtJKk1W1oth5Qw+27QMU7XsvNZOmo45ZVlO3Fss9E1lk2ClydhSy9Nbby7aLlM9IOzmJYvs1vAztmm/flE18d/ZrcK1zWAYZFROuaCkfE4cAZlXaVn9fmLB0Zr1y+B/CjbHNVntfQbH1yRGxaXaFsdu3aPJMNMCNbr/A9ylxC9Qlr+UzYte1reeXXdZ+I+PryByNic5bOhNwg1zUiWtbwRwmAedl6TbptXpJqxYRWkrRaZa+AeSjbvDUiLqicCEZE54g4MCJGUOmVLyml2cA/KtXbJivfLCL2JHebbb7PO94REbdFxF4R0b5STKXA7UBrcv/4f7lSnevIzeTcBngqIgZkdZpHxKHAX7Nyz6WU/sZqklL6F/ATcn8E2A94OyK+HxEl5WUiomM2k/MLwL1A+0r1XwbKX9dza0QcVj4rbkRsCzxDbibdycDVq/BULiP3zHQx8GJE/LDys54RsW5EnAi8Se750Np4NlufFBHHlf8hIyLWi4jbgSPJTTRWlf+SG6nvmP186+pe4N3s8/CI+FZ5spl9j58gN6HTaODuerRflc2B9yLitIjYuFJ/LbNzKP9DxtMN1J8krTbOcixJagw/IPdH1YPIzSj8m4iYQS4hrXx77NDl6p1O7nUnW5JL0OZk7bQh9zzrccDwPOJqDRwBDAZSFlMrls6euwQ4qfKraFJK0yLiIHLJ31bAGxExi1xSUj4q+i5wdB5x1UtK6S8R8RVwI7mJre4EiIjZ5BLd9pWKj2fp62LK/YBc4roNcD8wPyIWVao3DTg4pfQVq0hKaXpE7AU8Qm6G3qHkEuzp5H7ubSoXr2WzQ4FjyU0i9hfgpuxn1ik7/htgT6q4BTelNCci7iF3bR7IviPTs8NnppQeWL7OcvUXZknkc+Seo30WmJvlmOXfs0+AQ1JKC2p5PrWxGXBltizIfnc6sXRwYxRwcQP2J0mrhSO0kqTVLqU0J6V0MLnnUh8i9wqTNuSSx/8Bw8jddnnycvVeJ3f77nByyVRL4AtyCds2wDt5hvYr4CxyyelHWTzNgbHAbUD/lNKdVZzPP1maMPwni2sxuSThF8D2KaUv8oytXlJKw4ENyI3WPkHulTAtsmUcuVtgjwL6pZReWq7uFHLX++fkzmURuWvyX3LPXW6eUqrpvb4NdQ7/A75O7vvwArk/XnQgd43fBa4ll3yu8LOppr2F5J63Lh/9LcvaehY4IJvpuiY/Ai4FPiR3m27fbKnVLMHZ+WwNXMjSZ7DJPl8EbJVS+k9t2qqlD8j9Pt1A7rnh6eSu30zgFXK36u+UUppZXQOStKaKBpw8T5IkSZKk1cYRWkmSJElSQTKhlSRJkiQVJBNaSZIkSVJBMqGVJEmSJBUkE1pJkiRJUkHyPbQFoGvXrqm0tLSxw5AkSZKkRvHmm29+mVLqtvx+E9oCUFpayqhRoxo7DEmSJElqFBExvqr93nIsSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpITT6hjYieEXF1RIyNiPkRMTkiHo2IPevZ3uCISCtZZjf0eUiSJElSU9OisQNoTBGxFfA3oEu2aybQFdgf2C8izkkpXVbP5hcBU6s5NqeebUqSJEmSMk12hDYi2gCPkEtm3wa2SCl1BDoDVwABXBoR365nF6+llHpWs2zYICchSZIkSU1YUx6hPQnoC8wGDkgpfQ6QUpoJnBkRGwIHAZcCzzRWkJIkSYLFixczdepUZsyYweLFixs7HEl11Lx5c9q2bUuHDh1o3749EdEg7TblhPbobD2sPJldzuXkEtr+EbFJSmnMaotMkiRJFcrKyvj0008pKipivfXWo1WrVg32j2FJq15KiSVLljB79my+/PJL5s2bR/fu3Rvk97hJ3nIcEe2BbbPNp6sp9g9gRvZ5j1UelCRJkqo0bdo0WrRoQa9evSgqKjKZlQpMRNCiRQs6depE3759mTNnDrNmzWqQtptkQgtsSu4ZWYDRVRVIKZUBH2abm9Wjj80jYnREzIuIWRHxXkRcGRHr16MtSZKkJmv27Nl06tTJRFZaCzRv3pySkhJmzpzZIO011YS2V6XPE2ooV36sVw1lqtOVXOI8F2gNbA6cBoyOiKPq0Z4kSVKTNH/+fNq2bdvYYUhqIO3atWPu3LkN0lZTTWiLK32eV0O58qvcrg5tTwB+C2wBtE4pdcnq7we8D7QB7oiIXWtqJCKGRMSoiBg1ZcqUOnQvSZK0dikrK6NZs6b6z1Zp7dO8eXOWLFnSIG011f8yrLL7VVJKz6SULkwpjU4pLcz2LUgpPQF8E/gf0Byo8f22KaWbUkoDUkoDunXrtqrClSRJKgjebiytPRry97mpJrSzK31uU0O58ntbZtdQptZSSjOAS7LNHSLCTFWSJEmS6qmpJrSVn5vtXUO58mMTG7Dv17N1AKUN2K4kSZIkNSlNNaEdA6Ts8+ZVFYiIZkC/bPP9Buy78vh6qraUJEmSJKlGTTKhTSnNAkZlm4OqKbY90DH7/HwDdv+NSp/HN2C7kiRJ0hqjtLSUiGDkyJGNHcoqERFEBOPGjWvsUJq0JpnQZoZl66MjoqrX8pyZrd9MKX1YxfEVxEqebo6IDsCvss1/ppScvliSJEmrxdy5c7n++us54IADWG+99Wjbti3FxcWsv/76HHbYYdx1113Mm1fTC0Aaxrhx4zj//PO56qqrVnlfWvu1aOwAGtGN5N4L2xd4LCKOSSm9HxHtgfOAQ7Jy51SuFBGlwMfZ5rEppaGVDveNiL8CNwPPppQ+yeq0AvYALgc2BsqAs1fBOUmSJDVJWx98TGOHkJd3Hr5zlbb/6KOPMmTIECZNmlSxr7i4mGbNmjFu3DjGjRvHgw8+yC9/+UvuvPNO9thjj1UWy7hx47jgggvo27cvp5122irrR01Dkx2hTSnNAw4EvgL6A6MjYgYwHfgFuedbz04pPVPHprcHbgHGR8S8iPiS3CzJT5J7N+1cYHBK6W8NciJSPQwcOJCBAwc2dhiSJGk1GDp0KAcddBCTJk2iX79+3HnnnXz55ZfMnj2bmTNnMn36dB544AEGDhzIhAkTeOmllxo7ZKnWmvIILSmldyJiC3KjpfsDfcgluP8Erkwp1fXZ2cnAKcDOwNZAN3LP4c4B/kvuWdzrU0o+OytJkqRV7t133+VHP/oRZWVl7LvvvjzwwAO0abPsWys7duzIoYceyqGHHsp9993Hp59+2kjRSnXXZEdoy6WUJqWUTk0pbZhSap1S6p5S2r+6ZDalNC6lFNkydLlj81JK16aUjkgpbZJS6pJSaplS6pRS2i6l9CuTWUmSJK0u5557LgsWLKBPnz4MGzZshWR2eYcffjhnnHEGACNHjiQiKC0trbb80KFDiYha3/lVWlrK7rvvDsD48eMrJlYqX4YOHVpRdmWTLo0bN66izPIGDhxY0d706dP55S9/ySabbELbtm3p1KlTRbmpU6dy++23c+ihh7LJJpvQvn17iouL2WyzzTjjjDOYMGHCCm1rzdKkR2glSZKktdXnn3/O448/DsApp5xCx44dV1IjZyXznOalW7duzJw5k2nTptGsWTO6deu2zPGVJdx1NWXKFLbddls++ugjioqKaNWq1TLHL7nkEq644oqK7Q4dOjBv3jw++OADPvjgA+666y6ee+45ttpqqwaNSw2nyY/QSpIkSWujkSNHklIC4Dvf+U4jR5Pzxhtv8NBDDwGw7rrrMmnSpGWWI444okH7u/DCC1m0aBFPPvkkc+fOZebMmYwaNarieJ8+ffjVr37FW2+9xaxZs5gxYwYLFixg1KhR7LXXXkyZMoWjjjqq4jpqzeMIrSRJkrQW+uCDDwAoKiqiX79+jRxN41iwYAFPPPEEW2yxRcW+jTbaqOLz6aefvkKd5s2bs+222zJixAj69+/P6NGjeemll9htt91WS8yqG0doJUmSpLXQV199BUDnzp1X6W3Ea7J99tlnmWS2LoqKihg0aBAAr776akOGpQbkCK0kSZKktdKOO+640jJjxozhuuuu46WXXmLcuHHMnj17hVuMnRxqzWVCK0mSJK2FunTpAsC0adNIKTXJUdrlJ51a3l//+ld+8IMfsGjRIgCaNWtGx44dKSoqAmD27NnMmTOHOXPmrPJYVT/ecixJkiSthTbddFMg9xzphx9+2MjRNI7mzZtXe2zKlCmceOKJLFq0iCOOOIJRo0Yxf/58pk2bVjFJVfkztk4KteZyhFaSJElaC+22225EBCklHnnkETbZZJM61W/RIpcqzJ8/v9oyM2bMyCvGmjRv3pwlS5ZU23++fT/55JPMnj2bzTbbjGHDhtGs2YpjfZMnT86rD616jtBKkiRJa6F11lmHfffdF4Brr72WmTNn1qpe+Whkp06dAPjiiy9YuHBhlWXfeOONOsdVnjiubNSzvP/PPvuswfqurLzdrbbaqspkNqXE3/72t7z60KpnQitJkiStpS6++GKKior47LPPOOqoo2ocbQW47777+OMf/wjAxhtvTFFRESklHn300RXK/u9//+PBBx+sc0wdOnQAVj7CuuWWWwIwYsSIFY4tWLCAq666qs59V9axY0cA3nvvvSqT65tvvpmxY8fm1YdWPRNaSZIkaS21zTbb8Kc//YmI4PHHH+frX/86d911F1OnTq0oM2PGDB566CF23313jjjiCGbNmgVAq1atOPDAA4Hc+1pfeeUVysrKKCsr45lnnmHQoEG0adOmzjF97Wtfo2XLlsyYMaPGhPjwww8HconlbbfdxoIFCwAYPXo0++67b94zD3/rW98iInjvvfc45ZRTmD59OgAzZ87k8ssv5yc/+UnFxFpac5nQSpIkSWux448/noceeoju3bszZswYjjnmGLp06UL79u3p0KEDnTp14tBDD2XkyJH07duXPfbYo6LupZdeSpcuXfj000/ZZZddaN++PcXFxey111506tSJ888/v87xFBcXc+SRRwJw2GGH0alTJ0pLSyktLeWBBx6oKHfCCSew/fbbs2DBAo477jjatWtHx44d2WKLLfjXv/7Fbbfdltd16devH6eddhoA1113HZ07d6akpISSkhLOOuss9txzT370ox/l1YdWPRNaSZIkaS130EEH8dFHH/GnP/2Jfffdl3XWWYfFixezePFiSktLOeywwxg2bBgffvghu+66a0W9DTbYgNdff50jjzySbt26sWTJEtZZZx3OPfdcXn311Yrbh+vqhhtu4Oyzz6Zfv34sWLCA8ePHM378eGbPnl1RpmXLljz77LP84he/oLS0lGbNmlFcXMzgwYN588032XrrrfO+Ln/84x+56aab+PrXv05RURGLFy9mm2224aqrruLxxx+vmBhLa65wCuo134ABA9KoUaMaOwytRQYOHAjAyJEjGzUOSZJq44MPPqh4BY2ktUNdf68j4s2U0oDl9ztCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiSpSYoIIoJx48Y1diiqpxaNHYAkSZKkVW/+/PnceeedPPXUU7z11ltMmTKFRYsW0blzZzbbbDN22mknvvvd77LVVls1dqh5GzlyJCNHjmSbbbbhoIMOauxwtAqZ0EqSJKngbXbqJY0dQl7ev/qcVdr+o48+ykknncTEiRMr9rVu3Zri4mKmTJnCCy+8wAsvvMDFF1/MoEGDGDZsGF27dl2lMa1KI0eO5IILLuCHP/xhjQltv379AGjZsuVqikwNzVuOJUmSpLXYX/7yFw466CAmTpxIv379uPXWW5kwYQLz5s1j6tSpLFy4kDfffJOLLrqI3r178+yzz/LZZ581dtirxZgxYxgzZgx9+vRp7FBUT47QSpIkSWupt956i5NPPpmysjIOPPBA/vrXv9K6detlyjRv3pz+/fvTv39/zjrrLC666CJHLFUwHKGVJEmS1lK//vWvWbhwIX379uWuu+5aIZldXqtWrbjooovYfPPNVzhWVlbGnXfeyaBBg+jWrRutWrWid+/eHHHEEbz++utVtnf++ecTEQwePBiA22+/ne2335727dvToUMHdt99d5599tkaY1q4cCHXXXcdu+yyCyUlJRQVFdG3b1+OO+44Pvjgg2XKjhs3jojgggsuqOivfOKnqiaAWtmkUHPmzOEPf/gD3/zmNykpKaF169ZssMEGfOc73+Huu+9m0aJFNcauVc8RWkmSJGkt9Omnn/Lkk08CcOqpp9KuXbt6tzVr1iwOOeQQnnvuOSCXCLZv356JEydy33338cADD3D11Vfz05/+tNo2TjjhBP7yl7/QvHlziouLmTlzJiNHjuSll17ivvvu49BDD12hzsSJE9lnn3145513AGjWrBnFxcV88skn3Hbbbdxzzz3cfffdHHLIIUButLlHjx7Mnj2bOXPm0Lp1azp27LhMm82bN6/VOb///vvst99+FcluixYtaNeuHR9//DEff/wxjz76KDvttBOlpaW1ak+rhiO0kiRJ0lroxRdfrPi833775dXWD37wA5577jm22morHn/8cebMmcOMGTOYNm0al1xyCS1atODUU0/l1VdfrbL+iBEjuPvuu7n++uuZOXMmM2bM4KOPPmLXXXelrKyMn/3sZyxevHiZOosWLeLAAw/knXfeYdddd+Wll15i3rx5zJw5k0mTJvHzn/+c+fPnc8wxxzB27FgA1l13XSZNmsSZZ54JwBFHHMGkSZOWWdZdd92Vnu/UqVPZe++9GTduHOuvvz7Dhw9nzpw5TJs2jZkzZ/Lyyy9z7LHH0qKF44ONzZ+AJEmStBYqvx23devWfO1rX6t3O8899xzDhw+ntLSUF154gZKSkopjnTp14uyzz6Z58+b88pe/5NJLL+Wxxx5boY3p06dz1113cfTRR1fsW3/99fnrX/9KaWkpEydO5LXXXmPXXXetOH777bfzxhtvsN122/HMM89QVFRUcaxHjx784Q9/YO7cuVx//fVceeWVXHfddfU+x+VddtllfPrpp3Tt2pWXX355mUmj2rdvz84778zOO+/cYP2p/hyhlSRJktZCU6dOBXJJZ0RUWeZ3v/sdPXv2XGE59dRTK8rcfvvtAAwePHiZZLayo446CoAXXniBJUuWrHB8vfXWqyhTWa9evfjGN74BwHvvvbfMsfJ+f/KTnyyTzFbV78qew62rO++8E4AzzzzTGZDXcI7QSpIkSU3UrFmzmDx58gr7Z8yYUfH5tddeA+DKK6/k+uuvr7G9uXPn8tVXX9G9e/dl9g8YMKDapLo8YZw2bVrFvsWLF/PPf/4TgDPOOINf/vKXVdYtT54//fTTGuOqi3HjxjFp0iQA9t133wZrV6uGCa0kSZK0FiofTZ0+fToppSoTyssuu4zLLrusYvv73/8+d9999zJlJk6cCOSS3MqJbnXmzp27wr727dtXW7585uXKMwaXvx+3/PPKzJs3b6Vlaqtygr/eeus1WLtaNbzlWJIkSVoLbbrppgDMnz+f//73v/Vup6ysDMhN7JRSWunSELP+lvcJ8M4779Sq34bSkG1p1TOhlSRJktZCu+22W8Xnxx9/vN7t9OjRA8i9xmZ16dKlS8XrdVZnvwA9e/as+Dx+/PjV2rfqzoRWkiRJWgutu+667LPPPgBcffXVzJ49u17t7LjjjgA8+OCDDRbbyrRs2ZIBAwYA8NBDD9W5frNmuTSnPqOtpaWlFUntE088Uef6Wr1MaCVJklQnAwcOZODAgY0dhmrh4osvplWrVowfP57vf//7zJ8/v85tDB48GIBRo0Zxxx131Fi28sRO+Srv98EHH+SFF16oU78dOnQAcs8P18cxxxwDwBVXXMHnn39erza0epjQSpIkSWup/v378+c//5lmzZoxYsQIttlmG2699daKiZ4gN4o5duxYLr/8cp5++ukV2th777055JBDADjuuOP47W9/u0z9adOmMWLECA488EDOOOOMBov9+OOPZ4cddqCsrIz999+fq6++epkJor744gvuueceBg4cyNVXX71M3c033xyAV155pV7PD//yl7+kT58+fPnll+yyyy488sgjFZNUzZ49m5EjR/K9732Pzz77LI8zVENwlmNJkiRpLXb88cfTvXt3hgwZwocffsjxxx8P5GYXbteuHbNmzWLBggUV5ffZZx/OPvvsZdq44447KCsrY/jw4Vx44YVceOGFdOzYkZQSM2fOrChXPqraEFq2bMmIESM45JBDePXVVznttNM4/fTT6dSpE4sWLVrmFurdd999mboDBw5kww03ZOzYsfTr14+uXbvStm1bIJfkrrPOOjX23aVLF5588kn23XdfPv74Yw488EBatmxJcXHxMqO+lWeIVuMwoZUkSZLWcgcccAAfffQRd911F08++SRvvfUWU6ZMYebMmZSUlNCvXz922mknjj76aDbbbLMV6hcXF/Pwww/z+OOPc+utt/L6668zZcoUmjVrxkYbbcQ3vvENDjnkkAZ/b2v37t158cUXuffee7n77rt58803mTp1Kq1atWKTTTZhp5124tBDD+Vb3/rWMvVatmzJ888/z3nnnccLL7zApEmTmDJlCpB7x21tbLnllowePZprr72W4cOH85///If58+ezwQYbsNVWW3HEEUesNDHWqhdOS73mGzBgQBo1alRjh6G1SPlzTyNHjmzUOCRJhWl1/3/kgw8+qHgFjaS1Q11/ryPizZTSgOX3+wytJEmSJKkgmdBKkgBnLZUkSYXHhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBanJJ7QR0TMiro6IsRExPyImR8SjEbFnA/bRLiI+jYiULYMbqm1JkiRJhWXw4MFEBOeff36d6w4dOpSIYODAgQ0eV10NHDiQiGDo0KGNFkOTTmgjYivgPeAUYANgAdAV2B94NiJ+1UBdXQys00BtSZIkSXU2f/58br75Zg499FDWX3992rVrR1FRET179mSPPfbgvPPO4913323sMKU6adHYATSWiGgDPAJ0Ad4GjkkpjY6IDsBvgJ8Dl0bEWymlZ/Lopz/wU+B1YPv8I5ckSdLyNv7Dw40dQl7+c+bBq7T9Rx99lJNOOomJEydW7GvdujXFxcVMmTKFF154gRdeeIGLL76YQYMGMWzYMLp27bpKY1L9dOzYkX79+rHeeus1dihrhKY8QnsS0BeYDRyQUhoNkFKamVI6Exielbu0vh1ERDPgxmzzx/UPVZIkSaqfv/zlLxx00EFMnDiRfv36ceuttzJhwgTmzZvH1KlTWbhwIW+++SYXXXQRvXv35tlnn+Wzzz5r7LBVjYMPPpgxY8Zwxx13NHYoa4QmO0ILHJ2th6WUPq/i+OXAQUD/iNgkpTSmHn38DBgAXJdSejsi6hepJEmSVA9vvfUWJ598MmVlZRx44IH89a9/pXXr1suUad68Of3796d///6cddZZXHTRRbRs2bKRIpbqpkmO0EZEe2DbbPPpaor9A5iRfd6jHn30AS4CJgO/rmt9SZIkKV+//vWvWbhwIX379uWuu+5aIZldXqtWrbjooovYfPPNVzhWVlbGnXfeyaBBg+jWrRutWrWid+/eHHHEEbz++us1tjt27FhOOukkNthgA1q3bk3nzp3ZddddueWWW1iyZEmNdW+//Xa23357iouLKSkpYffdd+exxx4DoLS0lIhg5MiRy9Q5//zziQgGDx5MWVkZ1113Hd/4xjfo1KkTEcG//vUvABYuXMjjjz/OiSeeyNZbb03Xrl1p3bo1ffv25eijj+bNN9+sNq7KfX/yySeccMIJrLvuurRu3Zr111+fM888kxkzZlRbv9ySJUu46qqr2HrrrWnbti0lJSXsv//+jBo1qsrytZkU6oMPPuBHP/oRG2+8McXFxXTq1Iktt9ySU045ZYVzyucarAma6gjtpkD5cOnoqgqklMoi4kPgG8Bm9ejjWqA9cHJKaeXfZEmSJKkBffrppzz55JMAnHrqqbRr167ebc2aNYtDDjmE5557DoCIoH379kycOJH77ruPBx54gKuvvpqf/vSnK9R97LHH+O53v8v8+fOB3DOgc+bM4eWXX+bll1/m3nvvZfjw4RQXF69Q98QTT+SWW24BoFmzZrRq1YoXX3yRkSNHctVVV6007pQShxxyCCNGjKB58+a0b99+mePPPPMMBxxwQMV227ZtiQg++eQThg0bxn333cett97KMcccU20f//vf/zj88MOZMmUK7dq1IyIYN24cV1xxBSNGjOCll16iV69eVdZdvHgx+++/P0899RQtW7akqKiIadOm8fjjj/P888/zt7/9jR133HGl51nZtddey+mnn17xh4Li4mIWLlzIe++9x3vvvce77767zB8AGuIaNKYmOUILVP5GTaihXPmxqr+B1YiIA4CDgZEppbvqGJskSZKUtxdffLHi83777ZdXWz/4wQ947rnn2GqrrXj88ceZM2cOM2bMYNq0aVxyySW0aNGCU089lVdffXWZemPHjuV73/se8+fPZ7fddmPMmDFMnz6dWbNmceONN1JUVMRzzz3HqaeeukKft912W0Uye/bZZzN16lSmTZvGpEmTOP744/nFL37BlClTaoz7oYce4qmnnuLPf/4zM2fOZNq0aUyePJkNNtgAgHbt2nHsscfy/PPP8+WXXzJnzhzmzZvH+PHjOe2001i8eDFDhgzhk08+qbaPM888k44dO/Lyyy8za9Ys5syZw/Dhw+natSv/+9//+OEPf1ht3T/96U/885//5N5772X27NnMmjWLd955hy222IL58+dXeV1qcv/993PKKaewZMkSDjvsMN5//31mz57NnDlzmDBhAnfddRfbbrvtMnUa4ho0pqaa0Fb+88+8GsrNzda1/nNWRBQD1wGLgJ/UPbSKdoZExKiIGLWyX1RJkiRpeR988AGQm834a1/7Wr3bee655xg+fDilpaW88MIL7LvvvrRp0waATp06cfbZZ3PRRRdRVlbGpZcuO5/qJZdcwpw5c9hwww154okn6NevHwBFRUUMGTKEa665BoBbb72V//3vfxX1UkpceOGFQG6U9pJLLqFjx44AdO/enVtuuYVBgwYxd+5cajJ79myuueYafvzjH9O2bduK+h06dABy71G99dZb2WOPPejSpUtFvfXWW48rr7yS4447jvnz53PbbbdV28eCBQt48skn2XnnnYHcSPKBBx7IfffdB8Czzz7LK6+8UmXd6dOnM2LECA4//HBatWoFwFZbbVXxXtc33niD8ePH13iO5RYtWsQZZ5wBwJFHHsn999/PpptuCuRG1Hv16sXRRx/NFVdcsUy9hrgGjampJrSrcnamC4H1gCtTSu/Xt5GU0k0ppQEppQHdunVruOgkSZLUJEydOhWg4rnRqvzud7+jZ8+eKyyVRwZvv/12AAYPHkxJSUmV7Rx11FEAvPDCCxW3uqaUePDBBwE4/fTTKxLKyk444QT69OlDSokHHnigYv9bb73FuHHjADjrrLOq7POXv/xltederkuXLhx33HErLVed8ltxlx95ruzwww9no402WmH/7rvvzje/+U2AZc6tsl122aUiEa5s2223ZZ111gFg9Ogqn5BcwfPPP89nn31G8+bNufzyy2tVpzZqcw0aU1N9hnZ2pc9tgFnVlCv/rZtdzfFlRMQ2wKnAp+QSW0mSJGmNNWvWLCZPnrzC/sqTGb322msAXHnllVx//fU1tjd37ly++uorunfvzkcffVTRzu67715l+WbNmjFw4EDuvvtu3nrrrYr9b7/9NgA9e/asMlkE2GGHHWjZsiWLFi2qNp4BAwbQokXNKc/UqVP505/+xJNPPsmHH37IjBkzVpioasKE6p9SrGlypt12243XXnttmXOrbLvttqu2bp8+ffjss8+YNm1ajfGX+8c//gHA1ltvTZ8+fWpVp1y+16AxNdWEtvJPozfwYTXlemfridUcX97VQHPgXCAiorpblYuyY2UppZrvk5AkSZLqoXw0dfr06aSUqhylveyyy7jssssqtr///e9z9913L1Nm4sTcP4VnzJhRq1l7y28DrvzYXE0JVvlIZOXyX375JUC1kylBbkbmLl26MGnSpGrLrOxOx/fff5899thjmaS+ffv2tGnThohg4cKFTJs2jTlz5lTbRk3nVn6sukcIl5+kqrLyGalrStgrKz+H9dZbr1blyzXENWhMTfWW4zFAyj6vOCc5EBHNgH7ZZm1vHe6bre8gN+q7/FLuhmy73rckS5IkSTUpf35y/vz5/Pe//613O2VlZQCMGDGClNJKl9LS0hXaWLBgQZ36TCmtvFAtNG/evMbjxx57LJMnT6Z///489dRTzJo1i5kzZzJ58mQmTZrE/fffn1c8DXUeq7KvVX0NVrUmmdCmlGYB5S92GlRNse2Bjtnn51d5UJIkSVID2m233So+P/744/Vup0ePHkBuJK8uKo+O1jSx0WeffbZC+fLP5aPDVVm4cCFfffVVnWKq7JNPPuGf//wnzZs355FHHmGvvfZa4dVGVd2OvbyabsUtj391zInTs2dPoOZrvbyGugaNqUkmtJlh2froiKjqXoYzs/WbKaXqbkleRkqpNKUU1S2Vih6b7SvNI35JkiSpWuuuuy777LMPAFdffTWzZ9dqWpgVlL8HtXyCp9raYIMN6NSpE5CbLKoqZWVlFe9E7d+/f8X+r3/96wBMmjSJsWPHVln39ddfr/XtuFWpnEhXd9tw+Xt3a1L59UjVHat8bqvKDjvsAMC7777L559/Xqs6DXUNGlNTTmhvBMYD7YHHImIzgIhoHxG/Bw7Jyp1TuVJElEZEypbBqzNgSZIkqS4uvvhiWrVqxfjx4/n+97/P/Pnz69zG4MGDARg1ahR33HFHjWUrT2AUERxySO6f1FdffXWVr9i55ZZb+Pzzz4kIDjvssIr9/fv3p2/f3NN8f/jDH6rs6/e//32dzmN55a8Bmjx5Ml988cUKx//9738zbNiwFfYv79577+Wjjz5aYf9LL71UMTPwd7/73bxirY0999yTPn36sGTJEn7xi1/Uqk5DXYPG1GQT2pTSPOBA4CugPzA6ImYA04FfkHvG9uyU0jONFqQkSZKUh/79+/PnP/+ZZs2aMWLECLbZZhtuvfXWZW7lTSkxduxYLr/8cp5++ukV2th7770rEtPjjjuO3/72t8vUnzZtGiNGjODAAw+seA9quXPOOYfi4mImTJjAfvvtx4cf5m58XLBgATfffDOnnHIKAMcff/wysxlHBOeddx4AN9xwA+eddx4zZ84EchMsDRkyhKeffrrKVwHV1qabbso666xDSokjjjii4j24ixYt4qGHHmLQoEEr3H5blVatWrHPPvtUzAZdVlbGo48+WpGgDxo0iJ122qnecdZWy5YtK94xe88993D44YczZsyYiuMTJ05c5ppDw12DxtRkE1qAlNI7wBbANcBHQBG5BPdxYFBK6bIaqkuSJElrvOOPP57hw4fTs2dPPvzwQ44//nh69+5NmzZt6NatG23atGGjjTbirLPO4ssvv2Sfffbh7LPPXqaNO+64g4MOOoglS5Zw4YUX0rt3bzp16kTHjh0pKSnhoIMO4pFHHlmh7w033JB77rmH1q1bM3LkSDbZZBM6d+5M+/btGTJkCAsWLGDPPffkqquuWqHucccdx7HHHgvkRppLSkooKSmhR48e3HLLLfzxj3+ka9euABQVFdX5ujRr1oxrrrmGZs2aMXLkSL72ta/RoUMH2rVrx6GHHkpRUVGVcS3vD3/4A9OmTWOnnXaiffv2tGvXju985ztMmTKFjTbaqOI9vqvDEUccwRVXXEGzZs24//772XTTTWnfvj1t27ald+/eDBkyhHfffbeifENdg8bUpBNagJTSpJTSqSmlDVNKrVNK3VNK+6eUqpwIKqU0rtJzsUPr2Fe96kmSJEn5OOCAA/joo4+46aabOPjgg+nbty/NmjVj5syZdO7cmd12241zzjmH0aNH88QTT9CvX79l6hcXF/Pwww/z2GOPccghh9CnTx/mzZvHwoUL2WijjTjqqKN44IEH+POf/1xl3//+97858cQTKS0tZe7cubRt25add96Zm266iaeffpri4uIV6kUEt956K7feeivbbbcdRUVFpJQYOHAgjz/+OD/96U8rRm3Ln9Wtq4MPPpi//e1vDBo0iPbt27No0SL69u3LmWeeydtvv13xSqGabLTRRowaNYrjjjuOjh07smTJEkpLS/n5z3/OqFGjanz10Kpwxhln8Pbbb3PsscdSWlrKokWLaN26NVtttRWnnnoqV1555TLlG+IaNKZYU6df1lIDBgxIo0aNWnlBqZbKXwBePgmDBH4vJNXe6v7vxQcffFDxChqp3NixY9loo41o1aoVs2bNolWrVqu1/9LSUsaPH88LL7xQ8Tuh2qvr73VEvJlSGrD8/iY/QitJkiSp8JRPCrXrrruu9mRWaw4TWkmSJElrpGOPPZYHHnhgmffNfvzxx5x88sncdNNNAPz85z9vrPC0BmjR2AFIkiRJUlWeffZZhg4dCuSe423WrBmzZs2qOH7uueey9957N1J0WhOY0EqSJElaI11++eWMGDGCt99+m8mTJzN37lx69+7NjjvuyMknn8wee+zR2CGqkZnQSpIkSVojHXnkkRx55JGNHUaVxo0b19ghCJ+hlSRJkiQVKBNaSZJUrYEDB/o6CknSGsuEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkATB06FAigoEDBzZ2KA1i5MiRRASlpaWrrc/BgwcTEZx//vmrrc+mzIRWkiRJWkuVJ1drS4LamKZPn875559vorqGadHYAUiSJEn5+u5tLzR2CHm5/9jdGzsEADp27Ei/fv1Yb731GjuUBtG2bVv69etHnz598m5r+vTpXHDBBQA1JrW9evWiX79+dO3aNe8+tXImtJIkSZIAOPjggzn44IMbO4wG841vfIMxY8as1j4vvfRSLr300tXaZ1PmLceSJEmSpIJkQitJkiQJqHlSqNLSUiKCkSNHMnXqVM444wzWX399ioqK6NOnDyeeeCITJ06ssf3bb7+d7bffnuLiYkpKSth999157LHHVmi/stpMsjRw4EAigqFDhy6zv6ZJocrKyhg6dCi77747Xbp0oWXLlnTr1o3NN9+c4447jqeeemqZ9tdff/2K7YhYZqkcW23iffrppznssMNYZ511KCoqomfPnuywww5cfPHFfPrpp9XW04q85ViSJElSrX322WcMHjyY8ePH07ZtWyKCCRMmcMstt/Dcc8/x1ltv0blz5xXqnXjiidxyyy0ANGvWjFatWvHiiy8ycuRIrrrqqtV8FnDMMccwbNiwiu2OHTsyc+ZMvvzyS95//33ef/999t57bwBKSkro2rUrX375JQA9evRYpq127drVqs+FCxdy/PHHc9dddy3T71dffcXkyZN5/fXXWbx4sRNP1YEjtJIkSZJq7Wc/+xmdO3fmtddeY86cOcyePZsRI0bQqVMnxo0bV+Xzo7fddltFMnv22WczdepUpk2bxqRJkzj++OP5xS9+wZQpU1bbObz00ksMGzaMZs2aceWVVzJz5kymT5/O/PnzmTBhAkOHDmXnnXeuKP/QQw/xxhtvVGxPmjRpmeXMM8+sVb+nn346d911F82bN+e3v/0tkyZNYvr06cybN4///Oc/XH755fTu3bvBz3dt5gitJEmSpForKiriueeeo0uXLgC0aNGC73znO/z617/mzDPP5IEHHuD3v/99RfmUEhdeeCGQG6W95JJLKo51796dW265hYkTJ/LEE0+stnP4xz/+AcC3v/1tTjvttIr9EUGvXr344Q9/2OB9jh49muuvvx6AP//5zwwZMqTiWIsWLfja175W68RYSzlCK0mSJKnWhgwZUpHMVnbQQQcB8PHHHzNnzpyK/W+99Rbjxo0D4KyzzqqyzV/+8pcNHmdNOnToAMAXX3xBWVnZaunzzjvvJKXEJptsskwyq/yY0EqSJEmqte22267K/ZXf9Tp9+vSKz2+//TYAPXv2ZKONNqqy7g477EDLli0bLsiV+Na3vkWrVq146623GDhwIHfddRcTJkxYpX2Wjwrvu+++q7SfpsaEVpIkSVKttW/fvsr9rVu3rvi8aNGiis/lEyn16tWr2jZbtWpV5ajvqrLRRhtx/fXX06ZNG15++WWOOeYY+vTpw/rrr8+Pf/zjiiS8IU2ePBmA9dZbr8HbbspMaCVJkiStMimlxg6hSscddxwff/wxV111FQceeCBdunRh3Lhx3HDDDWy77bbLPOvbENbU61DoTGglSZIkrTLdunUDqPEdtQsXLuSrr76q8liLFrl5bOfPn19t/RkzZtQrth49enDqqacyfPhwpkyZwj//+U8OPvhgUkqcd955vPvuu/Vqtyo9e/YEYPz48Q3WpkxoJUmSJK1CX//614Hcq27Gjh1bZZnXX399mduUK+vUqROQe/9tVebMmcMHH3yQd5wRwXbbbcf999/POuusQ1lZGa+88krF8WbNlqZO9Rlt3WGHHQB48skn845VS5nQSpIkSVpl+vfvT9++fQH4wx/+UGWZyq/5Wd6WW24JwDPPPFPlKO2VV17JggUL6hTTwoULqz3WvHnzigmqKrdbPjMyLDvpVW0dc8wxRARjxozhxhtvrHN9Vc2EVpIkSVrLLVq0iC+//LLGpboR0nxFBOeddx4AN9xwA+eddx4zZ84EYMqUKQwZMoSnn36atm3bVln/gAMOoE2bNkyZMoUf/OAHfPHFF0DuNuPf/e53nH/++XTs2LFOMZ1zzjkcdthhDB8+nKlTp1bsnzx5Mqeccgoff/wxEcGgQYMqjnXq1InevXsDcNttt9WpP4DNN9+ck046CYCf/OQnnH/++RXnsmTJEv773/9y/vnnc8MNN9S57abMhFaSJElay7322mt069atxuXVV19dZf0fd9xxHHvssQBcfPHFlJSUUFJSQo8ePbjlllv44x//SNeuXQEoKipapm5JSQmXXXYZAPfffz89evSgc+fOlJSU8Otf/5rf/OY3bLPNNnWKZ/HixTz44IMcfPDBdOnShY4dO9KhQwd69uzJtddeWxHnFltssUy9E044AYCf//zntGvXjtLSUkpLS7nqqqtq1e9VV13F4YcfzpIlS7jgggsqzqV169ZsvPHGXHDBBUyaNKlO59LUmdBKkiRJWqUigltvvZVbb72V7bbbjqKiIlJKDBw4kMcff5yf/vSnFaO25c/MVnbKKadw7733ssMOO9C2bVvKysrYaaedePjhh/nNb35T53hOP/10rrnmGg488EA23nhjUkosWLCAddddlyOOOIKXXnqJc845Z4V6v/nNb/i///s/ttpqK1JKjB8/nvHjx9f6FuSioiLuvfdeRowYwQEHHECPHj2YM2cOXbt2ZYcdduB3v/sdJ554Yp3PpykLp49e8w0YMCCNGjWqscPQWmTgwIEAjBw5slHj0JrF74Wq4vdCVVnd34sPPviATTfddLX0pcYxduxYNtpoI1q1asWsWbNo1apVY4ekVayuv9cR8WZKacDy+x2hlSRJktSoyieF2nXXXU1mVScmtJIkSZJWuWOPPZYHHnhgmffNfvzxx5x88sncdNNNQO7ZVKkuWjR2AJIkSZLWfs8++yxDhw4FoLi4mGbNmjFr1qyK4+eeey577713I0WnQmVCK0mSJGmVu/zyyxkxYgRvv/02kydPZu7cufTu3Zsdd9yRk08+mT322KOxQ1QBMqGVJEmStModeeSRHHnkkY0dhtYyPkMrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkg+Q6smZeuDj2nsENYIY9/7APB6lHvn4TsbOwRJkiTVgyO0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkqcGcf/75RASDBw9e4VhpaSkRwciRIxu0z4ggIhg3blyDtqs1nwmtJEmStJYaPHhwRbJXeWnfvj2bb745J598Mh988EFjhynVW4vGDkCSJEnK1yWP/KuxQ8jLOd/ZZpW237JlS0pKSgBIKfHll1/y/vvv8/777/OXv/yFu+66i+9+97urNAaADTfckNatW9O2bdsGbbdfv35A7jzVtJjQSpIkSWu5b37zm8vc5rto0SKef/55fvzjHzNu3DiOPfZYBg4cSLdu3VZpHM8///wqaXfMmDGrpF2t+bzlWJIkSWpiWrZsyd57783dd98NwJw5c3jwwQcbOSqp7kxoJUmSpCZqxx13pF27dgC8//77KxxfuHAh1113HbvssgslJSUUFRXRt29fjjvuuHo9e7uySaHef/99jjjiCLp3706bNm3YZJNN+O1vf8v8+fNrnGxqZZNCjR07lpNOOokNNtiA1q1b07lzZ3bddVduueUWlixZUq9YV9bviBEj2HfffenRo0fFLd/9+vXjyCOP5N577622TdWNtxxLkiRJTVhKCWCFxG7ixInss88+vPPOOwA0a9aM4uJiPvnkE2677Tbuuece7r77bg455JAGieO5557jgAMOYP78+QB06NCBjz/+mAsvvJBnnnmGgQMH1qvdxx57jO9+97sV7Xbs2JE5c+bw8ssv8/LLL3PvvfcyfPhwiouLG+Q8AM4991wuueSSiu327dszb948/vOf//Cf//yHF154gSOOOKLB+mvKHKGVJEmSmqjXXnuNOXPmALDBBhtU7F+0aBEHHngg77zzDrvuuisvvfQS8+bNY+bMmUyaNImf//znzJ8/n2OOOYaxY8fmHceXX37J9773PebPn883vvEN/v3vfzNjxgxmz57N3XffzXvvvccNN9xQ53bHjh1b0e5uu+3GmDFjmD59OrNmzeLGG2+kqKiI5557jlNPPTXvcyg3btw4LrvsMgDOPvtspkyZwsyZM5k3bx6TJ0/mgQceYL/99muw/po6E1pJkiSpiVm0aBFPP/003//+94HcM7WVRwxvv/123njjDbbbbjueeeYZdtllF1q1agVAjx49+MMf/sCPf/xj5s6dy5VXXpl3PNdeey1fffUV3bt35+mnn2aLLbaoiOuoo47iL3/5C9OnT69zu5dccglz5sxhww035IknnqiYDbmoqIghQ4ZwzTXXAHDrrbfyv//9L+/zAPjnP/9JWVkZm2yyCZdccgldu3atONa9e3cOPfRQ/vKXvzRIXzKhlSRJktZ6r732Gj179qRnz5706NGD1q1bs/feezNu3DiaNWvGDTfcwDrrrFNR/vbbbwfgJz/5CUVFRVW2edRRRwHw7LPP5h3fQw89BMCQIUPo1KnTCscPP/zwZUaQayOlVDHR1emnn17lq4JOOOEE+vTpQ0qJBx54oO6BV6FDhw4AzJgxg7lz5zZIm6qeCa0kSZK0llu0aBGTJ09m8uTJfPHFF5SVlQFQUlLCP/7xD4477riKsosXL+af//wnAGeccUZFIrz8cvDBBwPw6aef5hXbggULKiak2nnnnastV9Oxqnz00UfMmDEDgN13373KMs2aNat4Nvett96qU/vV2X777SkpKWHixInsuOOO3HTTTXz88ccN0rZWZEIrSZIkreV22203UkqklJg/fz7/+te/OOyww5g6dSonnHAC06ZNqyg7depUFi5cWPG5PBFefvnyyy8BmDdvXl6xTZs2rSLB7tWrV7XlevfuXad2p0yZUvG5T58+1ZYrH5muXD4fnTt35s4776RTp068++67FbMr9+rVix/+8Ie8+OKLDdKPcpp8QhsRPSPi6ogYGxHzI2JyRDwaEXvWs70BEXFRRDwVEf+LiBkRsSAiPo+IERFxUAOfgiRJklRrRUVFbL311tx3333stddeFUlXufLkEuCdd96pSIRrWvKRb/3aWLBgwSrvo7J9992XcePGcdNNN3H44YfTu3dvJk2axB133MHAgQMZMmTIao1nbdakE9qI2Ap4DzgF2ABYAHQF9geejYhf1aPZE4BfA3sBG5K7xmVAb+A7wMMR8UBEtMz/DCRJkqT6iQiuueYamjdvzv33318xctilSxeaN28OVP1u2oZWUlJCs2a5tGTixInVlqvpWFW6detW8Xn8+PHVlvvss89WKA/QokXuDaflr/tZXvntzNXp2LEjJ554Ivfeey+ff/45o0eP5sQTTwTg5ptv5vHHH1/5SWilmmxCGxFtgEeALsDbwBYppY5AZ+AKIIBLI+LbdWz678DpwLZA+5RS+5RSG2A94PKszKFAfZJlSZIkqcFsvPHGFbMbn3vuuUBuZuEBAwYASydrWpWKiorYbLPNAHjllVeqLVfTsapssMEGFRNMvfDCC1WWKSsrY+TIkQD0799/mWPldcsT3uW98cYbdYpns80246abbmKHHXYA8NbjBtJkE1rgJKAvMBs4IKU0GiClNDOldCYwPCt3aV0aTSndnlK6KqX0VkppdqX9n6aUzgLuynYNzjN+SZIkKW+/+MUvAHj11VcrkrvBgwcD8OCDD1abDJar/PxtfZVPMHXzzTdXOfL54IMP1vl9txHBIYccAsDVV19d5YzDt9xyC59//jkRwWGHHbbMsS233BKAESNGrFAvpcT//d//Vdlv+fPH1WnTpg2w+m+DXls15YT26Gw9LKX0eRXHy0dT+0fEJg3Yb/mfcur2VLskSZK0CmyzzTZ861vfAuDiiy8G4Pjjj2eHHXagrKyM/fffn6uvvpqpU6dW1Pniiy+45557GDhwIFdffXXeMfzsZz+jpKSEyZMns88++zB69GggN+PyX//6V4499tgqX+ezMueccw7FxcVMmDCB/fbbjw8//BDIJZM333wzp5xySsX5brTRRsvUPfzwwwF4/PHH+b//+z/mzJkDwLhx4zjyyCMZNWpUlX1ef/317LXXXgwbNmyZ26SnT5/OJZdcUvFHg7322qvO56MVNcmENiLak7slGODpaor9Ayj/89AeDdj9N7O1c3dLkiRpjXDWWWcB8Pzzz/P3v/+dli1bMmLECHbaaSfmzp3LaaedRteuXSkpKaF9+/b06NGDo446ihdffJGIyLv/bt26MWzYMIqKivj73//OFltsQadOnWjXrh1HHnkkW221FT/60Y8Aqn0vblU23HBD7rnnHlq3bs3IkSPZZJNN6Ny5M+3bt2fIkCEsWLCAPffck6uuumqFuvvssw+HHHIIKSV+9atf0aFDBzp37sz666/PiBEjuPfee6vsM6XEM888w9FHH03v3r1p164dnTt3pnPnzpx77rmklBgyZAj77rtvva6VltUkE1pgU3LPyAKMrqpASqkM+DDb3CyfziKiXURsFRF/Ao7Idl+XT5uSJElSQxk0aBBf//rXgaWjtN27d+fFF1/k7rvvZt9996V79+7Mnj2blBKbbLIJxx9/PE888QTnnHNOg8Sw1157MWrUKA477DC6dOnCggULWH/99bngggt4/vnnK14PVNeR2gMOOIB///vfnHjiiZSWljJ37lzatm3LzjvvzE033cTTTz9NcXFxlXXvuecefve739GvXz9atGhBy5YtOfTQQ3n99df59rernmrnqKOO4uabb+aII45g0003pWXLlsyePZtevXrxne98hxEjRnDjjTfW6RxUvVgd02SvaSLiQJY+I9shpTSrmnIPAwcBD6WUDq1jH+sAVb1lej5wSUrpotq2NWDAgFTdLQ2qm60PPqaxQ1gjjH35GQA23KWuc56tnd55+M7GDmGNUP5i+fJboSTwe6Gqre7vxQcffMCmm266WvrSmmuXXXbhlVde4bbbbqt4xleFq66/1xHxZkppwPL7WzRoVIWj8p9ganoTdPmT4+3q0ccSYHL2uTPQClhMbpIpR2clSZKkWvr73//OK6+8QrNmzdhzzz0bOxytQZrqLcf53+i/EimliSmlnimlnkAboB9wB3AB8K+I2LzGACOGRMSoiBg1ZcqUVR2uJEmS1KhuuukmLrnkEsaOHcuSJUsAmD17NnfccQf7778/kJuoad11123MMLWGaaoJ7exKn9vUUK5tFeXrLKVUllL6T0rpeOCP5N5Je1dEVHv9U0o3pZQGpJQGLP+SZ0mSJGlt88knn3Duueey0UYbUVRURJcuXejYsSM//OEPmTp1Kttssw3XXnttY4epNUxTveV4QqXPvVk6+dPyyl+tM7Ga4/VxLXAGsA3wdeDNBmxbkiRJKkjf+973mDdvHi+++CKfffYZU6dOpUOHDmy22WYcdthh/OhHP6p4h6tUrqkmtGOARO7W482pIqHNRk/7ZZvvN2Dfld95uyEmtJIkSRJbbLEFV1xxRWOHoQLTJG85zmY1Lp82eFA1xbYHOmafn2/A7tev9DmvW5klSZIkqSlrkgltZli2PjoielVx/Mxs/WZKqbpbkpcREc1j5W+W/kW2Xgz8vTbtSpIkSZJW1JQT2huB8UB74LGI2AwgItpHxO+BQ7Jyy7wpOiJKIyJly+Dl2lwXGBURx2XvoS2v0ywitomIu4ETst3XppSmNfxpSZIkSVLT0FSfoSWlNC8iDiR3O3F/YHREzCT3ztlm5J6xPSel9Ewdm+4P/AUgIuaTu624PVBUqcxQ4Ky8TkCSJEmSmrgmm9ACpJTeiYgtgLOB/YE+wFfAP4ErU0p1fXZ2AnAEsCfwDaAX0AWYD4wld4vxbSmlVxvmDCRJkpqGlBIrf7JLUiFIKTVYW006oQVIKU0CTs2W2pQfR2525KqOLQTuyxZJkiQ1gObNm7No0SJatWrV2KFIagALFy6kRYuGSUWb8jO0kiRJKgDt27dn5syZjR2GpAaQUuKrr76iY8eOKy9cC01+hFaSJElrtpKSEj755BMAOnToQMuWLb39WCogKSXKysqYO3cu06dPZ/HixXTv3r1B2jahlSRJ0hqtqKiI9dZbj6lTpzJu3DiWLFnS2CFJqqNmzZrRpk0biouL6dy5M82aNczNwg2S0EZECfBNYANyM/o2X1mdlNKFDdG3JEmS1n5FRUX06tWLXr16NXYoktYgeSW0EdEF+CO5mX1b1rG6Ca0kSZIkqd7qndBGRAfgJWATqpn1V5IkSZKkVSWfG5fPAjYll8w+D+wDdAOap5SarWxpgNglSZIkSU1YPrccHwwk4Glgv9SQb8eVJEmSJGkl8hkpLc3W15rMSpIkSZJWt3xGaOcBrYEJDRSLJEnSGu27t73Q2CGsEUZPmg54Pcrdf+zujR2C1GTlM0I7Jluv0xCBSJIkSZJUF/kktLeRmxDq8AaKRZIkSZKkWssnob0VeA44OiKOaaB4JEmSJEmqlXyeoV0XOBW4GRgaEQcCdwMfAHNXVjml9EkefUuSJEmSmrh8Etpx5F7bA7lbjw/OltpIefYtSZIkSWri8k0qo5rPklQwNjv1ksYOYY0w/n+5G2e8HjnvX31OY4cgSZJWIp+E9tgGi0KSJEmSpDqqd0KbUrq9IQORJEmSJKku8pnlWJIkSZKkRmNCK0mSJEkqSA0203BErAPsAWwJlGS7pwL/Bv6WUvqsofqSJEmSJCnvhDYiegNXAwdR/YhvWUQ8DJyWUpqQb5+SJEmSJOV1y3FEbA28CxwCNCf36p6qlubAocA7EbFlPn1KkiRJkgR5JLQR0RZ4jNztxQH8DfgeUAq0zpZS4AjguaxMF+CxiGiTT9CSJEmSJOUzQvsToA+QgJNTSt9KKd2XUvokpbQwWz5JKd2fUvo28OOs7DrAyfmHLkmSJElqyvJJaA8il6DemVK6YWWFU0o3AneSG6k9OI9+JUmSJEnKK6Htl62H1aFOedlN8uhXkiRJkqS8Etr22XpKHeqUl22XR7+SJEmSJOWV0H6Zrb9WhzobZeuv8uhXkiRJkqS8EtpR5J6H/Vkd6vyM3HO3o/LoV5IkSZKkvBLa8udhvxkR90ZEx+oKRkT7iLgL2DnbdXce/UqSJEmSRIv6Vkwp3RsRPwZ2BQ4DBkXEg8A/gC/IjcT2ALYHDgE6Z1VfTCndl1fUkiRJkqQmr94JbeZA4DFgJ6ATcFy2LC+y9SvkXvcjSZIkSVJe8rnlmJTSDGA34CfA++QS16qW94GTgYEppZn59ClJkiRJEuQ/QktKqQy4Hrg+InoCWwIl2eGpwL9TSpPy7UeSJEmSpMryTmgryxJXk1dJkiRJ0iqX1y3HkiRJkiQ1FhNaSZIkSVJBWuktxxHxm/LPKaULq9pfH5XbkiRJkiSprmrzDO355N4pC3BhNfvrw4RWkiRJklRvtZ0UKuq4X5IkSZKkVWqlCW1KqcrnbKvbL0mSJEnS6mBSKkmSJEkqSCa0kiRJkqSCVO+ENiL+FhHPR0TfOtTpXV6vvv1KkiRJkgS1nxSqKgPJzXJcXIc6bSrVkyRJkiSp3rzlWJIkSZJUkFZ3Qls+mjt/NfcrSZIkSVrLrO6Edp9s/dlq7leSJEmStJap9TO0EXFrNYcujojpK6leBGwIbEfu+dkXa9uvJEmSJElVqcukUINZcTKnAA6sZf3I1lOBS+vQryRJkiRJK6hLQvsJyya0fbPticCiGuolcs/MTgReA65PKU2oY5ySJEmSJC2j1gltSqm08nZElGUfv51Ser8hg5IkSZIkaWXyeQ/tS+RGX+c0UCySJEmSJNVavRPalNLABoxDkiRJkqQ6Wd2v7ZEkSZIkqUHkc8uxJElrrY3/8HBjh7BG+OzTLwGvR7mtu3Rq7BAkSZXkndBGRCvgaOAgYGugK9BmJdVSSslkWpIkSVpLDBw4EICRI0c2ahxqWvJKKiNiY2A40I+l75mVJEmSJGmVq3dCGxHFwJPA+kAZMAKYApxIbvbji4ESYACwfbbv78Cz+YUsSZIkSVJ+I7Q/IpfMLgH2Sin9LSI2J5fQklL6bXnBiPg6cCewA/DXlNJ1efQrSZIkSVJesxwfQG7U9b6U0t9qKphSehvYHfgC+GNEbJtHv5IkSZIk5ZXQbpatq5z2MCKWeaY2pTQF+CO5UeGf5tGvJEmSJEl5JbSdsvX4SvsWVPrcroo6r2br3fLoV5IkSZKkvBLaudk6Vdo3vdLn9Wqo2zOPfiVJkiRJyiuh/Thb9y7fkVL6Epiabe5URZ3yZ2cX5tGvJEmSJEl5JbSjsvWA5fY/T+6dtL+IiJLynRGxAfArciO6/8qj3wYVET0j4uqIGBsR8yNickQ8GhF71rO99SLitKyNTyJiQUTMioh3IuKyiOjV0OcgSZIkSU1RPgnts+QS1+8st/+abL0B8J+IuD8iniCXxJaP5t6UR78NJiK2At4DTiEX7wKgK7A/8GxE/KqO7a0LjAOuzNpYF5gPtAG2An4JjI6I3RvoFCRJkiSpyconoX0MeAmYFREblu9MKb0KXEgu2S0BDgH2YukkUbellIbl0W+DiIg2wCNAF+BtYIuUUkegM3AFufgvjYhv16HZ5tn6ceC7QEnWZltgX3K3aXcGhkeEzxFLkiRJUh5a1LdiSmkuMLCaY+dHxMvACcDmWT//Be5IKT1Y3z4b2ElAX2A2cEBK6XOAlNJM4MwsST8IuBR4ppZtTgO+nlJ6p/LOlNJC4MmI2Jdc8twh6/+CBjgPSZIkSWqS6p3QrkxK6Xlyz9OuqY7O1sPKk9nlXE4uoe0fEZuklMasrMGU0gzgnRqOj4mIf5D7Q8C21ZWTJEmSJK1cPrccF6yIaM/ShPLpaor9A5iRfd6jAbv/Kls3r7GUJEmSJKlGTTKhBTYl94wswOiqCqSUyoAPs83NGqLTiGjB0tcZvdcQbUqSJElSU9VUE9rKr86ZUEO58mMN9aqdnwA9gTLgjgZqU5IkSZKapJU+QxsRH62CflNKacOVF1tliit9nldDubnZul0NZWole0XQJdnmdSmlKkeGJUmSJEm1U5tJoUpXQb9pFbRZF7HyIg3YWUQvYDi51/e8Se59tCurMwQYArDeeuutyvAkSZIkqSDVJqG9fZVHsfrNrvS5DTCrmnJtqyhfJxFRQu61P+uTe3XRfiml+Surl1K6CbgJYMCAAY39BwBJkiRJWuOsNKFNKR27OgJZzSo/N9ubpZM/La93tp5Yn04ioiO5WZS3AD4BvpVSmlyftiRJkiRJy2qqk0KNYeltz5tXVSAimgH9ss3369pBRBQDTwADgEnkktlP6h6qJEmSJKkqTTKhTSnNAkZlm4OqKbY90DH7/Hxd2o+INsCjwDfJvXf2Wyml/9YjVEmSJElSNRo0oY2IdSJiQETsmiV1a7Jh2frobNKm5Z2Zrd9MKVV3S/IKIqIV8BCwOzAd+LYzGkuSJElSw8s7oY2I9hFxQUR8CowHXgdeIDcJUuVy34uI+yLi5nz7bCA3kou3PfBYRGwGFefze+CQrNw5lStFRGlEpGwZvNyx5uQS5b3JTTS1T0rprVV7GpIkSZLUNNVmluNqRcQGwJPARiz7KpyqZuX9B3BXrloMTSm9mk/f+UopzYuIA8ndTtwfGB0RM8m9c7YZuXM4J6X0TB2a3Qk4NPvcEhgeUe0bgj5NKW1Xr+AlSZIkSfUfoc1urX0M+BowD7gcOKC68imlceRGbqmp3OqUUnqH3AzE1wAfAUXknnl9HBiUUrqsjk1Wvp6tgR41LN3yCl6SJEmSmrh8RmhPBDYB5gK7pZTeBKhhRBJyo7l7Ajvm0W+DSilNAk7NltqUH8eyo9GVj42s7pgkSZIkqWHl8wztoeRuy72uPJmthXez9dfy6FeSJEmSpLwS2i2y9VN1qPNVti7Jo19JkiRJkvJKaMvf0TqzDnVaZevFefQrSZIkSVJeCe3UbL1eHepslq2/yKNfSZIkSZLySmjfy9Y71KHOMeSeu30jj34lSZIkScoroR1BbkbfkyNipa+giYifAgOzzYfy6FeSJEmSpLwS2puBT4Fi4LmI6F9VoYjYKCL+AlxNbnT2feC+PPqVJEmSJKn+76FNKS2IiIOBkeRmPH4jIsZXKnJLRPQASrPtAKYDh6WUUn37lSRJkiQJ8khoAVJKb0XEDsAwYCuWJq8A25NLYsu9BxyeUvownz4l5W/DXb7d2CFIkiRJecsroQVIKb0PbBMR+wIHAQOA7kBz4EvgbWA48LAjs5IkSZKkhlLvhDYiOmQfF6aU5qeUngCeaJiwJEmSJEmqWT6TQk0HpgE/aphQJEmSJEmqvXwS2vnZ+u8NEYgkSZIkSXWRT0I7MVv7XKwkSZIkabXLJ6Edma23a4A4JEmSJEmqk3wS2uuAxcCZEdGxgeKRJEmSJKlW6p3QppTeBn4KrAO8HBE7N1hUkiRJkiStRD6v7bk1+/ghsAXwYkR8CrxLbvbjJTVUTyml4+vbtyRJkiRJ9U5ogcEsnRAqAQGsB6y7knqRlTehlSRJkiTVWz4J7Sc4w7EkSZIkqZHUO6FNKZU2YBySJEmSJNVJPs/Qdsg+LkwpzW+geCRJkiRJqpV8XtszndzkTz9qmFAkSZIkSaq9fBLa8lHZvzdEIJIkSZIk1UU+Ce3EbO3EUJIkSZKk1S6fhHZktt6uAeKQJEmSJKlO8klorwMWA2dGRMcGikeSJEmSpFqpd0KbUnob+CmwDvByROzcYFFJkiRJkrQS+by259bs44fAFsCLEfEp8C652Y+X1FA9pZSOr2/fkiRJkiTVO6EFBrN0QqgEBLAesO5K6kVW3oRWkiRJklRv+SS0n+AMx5IkSZKkRlLvhDalVNqAcUiSJEmSVCf5zHIsSZIkSVKjMaGVJEmSJBWkfJ6hrVJEFAMl2ebUlNKchu5DkiRJkqQGGaGNiC0j4saI+AiYCYzLlpkR8VFE3BARWzZEX5IkSZIkQQMktBFxGfAWcAJQSu61PJWXUuBE4O2IuDTf/iRJkiRJgjxvOY6Iq4GfkktcAcYA/wAmZft6ANsDm2bbZ0VEm5TSafn0K0mSJElSvRPaiNgR+Bm5d9GOAYaklF6ppuxOwI3AZsDPIuKvKaV/1LdvSZIkSZLyueX4pGz9KbBTdcksQErpVWAXYHy260d59CtJkiRJUl4J7a7kRmcvSylNW1nhrMzvyd16vGse/UqSJEmSlFdC2zNbj6pDnTeWqytJkiRJUr3kk9AuzNZFdahTXnZhjaUkSZIkSVqJfBLaT7L13nWos1e2Hl9jKUmSJEmSViKfhPYZcs/Dnh4R262scER8HTid3HO3T+fRryRJkiRJeSW0VwHzgTbACxHxm4jos3yhiOgdEb8GXgSKszpX59GvJEmSJEn1fw9tSumziDgBuJNcUvtb4LcRMQH4gtxIbA+gd1Ylsn3Hp5Q+zytqSZIkSVKTV++EFiClNCwipgI3Aetku/tky/I+A05MKXm7sSRJkiQpb3kltAAppaciYgPgIGAQsAVQkh2eCrwHPAsMTyktzrc/SZIkSZKgARJagCxRfSBbJEmSJEla5eqU0EZEh+zjopTSvDrUawO0BEgpzaxLn5IkSZIkVaXWsxxHxOnAtGzZp4797ANMB6ZFxI/rWFeSJEmSpBXUKqGNiNbAudnmjSmlh+rSSVb+enIzHZ8fEa3qFKUkSZIkScup7QjtQeQmeppL7vU89fFbYDbQFTiwnm1IkiRJkgTUPqHdN1s/klKaUp+OUkpfAo+QG6Xdrz5tSJIkSZJUrrYJ7QAgAU/l2V95/QF5tiNJkiRJauJqO8txz2w9Ls/+xmfr3nm2I0mSpEYy8JdXNnYIkgTUfoS2OFvPyrO/2cu1J0mSJElSvdQ2oZ2Wrbvm2V+X5dqTJEmSJKleapvQTsrW/fPs7+vZemKe7UiSJEmSmrjaJrSvkJud+NA8+zuM3ORSr+bZjiRJkiSpiattQvtYth4QEYfXp6Os3nbLtSdJkiRJUr3UKqFNKT0F/IvcKO1fImK3unQSEQOBW8mNzr6dtSdJkiRJUr3V9rU9AD8F/ga0BZ6LiD8DV6eUPqquQkRsCJwK/BhoDiwAflb/cCVJq0rfQ09o7BAkSZLqpNYJbUrptYg4kdxIazNyCe5PIuI/wJvAZGAOuVfy9AC2BTYmN6obwBLgxJTS3xv0DCRJkiRJTVJdRmhJKd0ZEZ8CdwO9yCWq/bKlKpGtJwJHp5RG1jNOSZIkSZKWUdtJoSpkSemG5G4dfhMoY+kobOWlLDv+U2DDNTWZjYieEXF1RIyNiPkRMTkiHo2IPevZXvuI+E5EXBQRT0bElxGRsmWTho5fkiRJkpqqOo3QlkspzQf+BPwpItoDWwJdgPbALOAr4N8ppVkNFeiqEBFbkXsuuEu2aybQFdgf2C8izkkpXVbHZvcEHm64KCVJkiRJValXQltZlrS+1gCxrFYR0QZ4hFwy+zZwTEppdER0AH4D/By4NCLeSik9U8fmvwBGAW8AnwM3NVzkkiRJkiRogIS2gJ0E9AVmAweklD4HSCnNBM7MZmg+CLgUqEtC+2hKaXj5RkSUNlC8kiRJkqRK6vwM7Vrk6Gw9rDyZXc7l2bp/XZ59TSktyTsySZIkSdJKNcmENnvud9ts8+lqiv0DmJF93mOVByVJkiRJqpMmmdACm7L0lUKjqyqQUioDPsw2N1sdQUmSJEmSaq+pJrS9Kn2eUEO58mO9aigjSZIkSWoETTWhLa70eV4N5eZm63arMBZJkiRJUj001YQ2Vl6kcUXEkIgYFRGjpkyZ0tjhSJIkSdIap6kmtLMrfW5TQ7m2VZRfLVJKN6WUBqSUBnTr1m11dy9JkiRJa7ymmtBWfm62dw3lyo9NXIWxSJIkSZLqoakmtGOAlH3evKoCEdEM6Jdtvr86gpIkSZIk1V6TTGhTSrOAUdnmoGqKbQ90zD4/v8qDkiRJkiTVSZNMaDPDsvXREVHVa3nOzNZvppQ+rOK4JEmSJKkRNeWE9kZgPNAeeCwiNgOIiPYR8XvgkKzcOZUrRURpRKRsGVxVwxHRtXwBOlc61Knysey2ZkmSJElSPbRo7AAaS0ppXkQcSO524v7A6IiYSe6ds83IPWN7TkrpmXo0X917dv6+3Pb6wLh6tC9JkiRJTV6THiFMKb0DbAFcA3wEFAFfAY8Dg1JKlzVieJIkSZKkGjTZEdpyKaVJwKnZUpvy44BYSZkaj0uSJEmS8tekR2glSZIkSYXLhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQWpRWMHIEmS1lzr/Piixg5BWuNd8si/GjuENcInX80GvB7lzvnONo0dQpPgCK0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKUpNPaCOiZ0RcHRFjI2J+REyOiEcjYs81sV1JkiRJUk6TTmgjYivgPeAUYANgAdAV2B94NiJ+tSa1K0mSJElaqskmtBHRBngE6AK8DWyRUuoIdAauAAK4NCK+vSa0K0mSJElaVpNNaIGTgL7AbOCAlNJogJTSzJTSmcDwrNyla0i7kiRJkqRKmnJCe3S2HpZS+ryK45dn6/4Rscka0K4kSZIkqZImmdBGRHtg22zz6WqK/QOYkX3eozHblSRJkiStqEkmtMCm5J5lBRhdVYGUUhnwYba5WSO3K0mSJElaTlNNaHtV+jyhhnLlx3rVUGZ1tCtJkiRJWk5TTWiLK32eV0O5udm6XSO3K0mSJElaTovGDqCRxMqLNG67ETEEGAKw3nrrNVSzTd47D9/Z2CFIkiStlZ75Y26s5pzvbNO4gahJaaojtLMrfW5TQ7m2VZRfLe2mlG5KKQ1IKQ3o1q1bLbuXJEmSpKajqSa0lZ9v7V1DufJjExu5XUmSJEnScppqQjsGSNnnzasqEBHNgH7Z5vuN3K4kSZIkaTlNMqFNKc0CRmWbg6optj3QMfv8fGO2K0mSJElaUZNMaDPDsvXREVHV63POzNZvppQ+rOL46m5XkiRJklRJU05obwTGA+2BxyJiM4CIaB8RvwcOycqdU7lSRJRGRMqWwQ3VriRJkiSpbprqa3tIKc2LiAPJ3fbbHxgdETPJvRu2GblnYc9JKT2zJrQrSZIkSVpWUx6hJaX0DrAFcA3wEVAEfAU8DgxKKV22JrUrSZIkSVqqyY7QlkspTQJOzZbalB8HREO3K0mSJEmqmyY9QitJkiRJKlwmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpILUpBPaiOgQERdHxAcRMTcivoqI5yPisDzaLIqIvSLi1xExIiImRETKlr0bMn5JkiRJaspaNHYAjSUi1gFeAtbPds0GOgB7AHtExA0ppR/Xo+lNgacaJkpJkiSpMIwcObKxQ1AT1CRHaCMigAfIJbPjgJ1SSu2B9sBZQBnwo4g4sZ5dTAeeBy4D6j3aK0mSJEmqXlMdoT0Q2J5c4npwSulfACml+cDlEdEbOA24MCJuTyktrEPb7wIlKaVUviOXP0uSJEmSGlKTHKEFjs7Wz5Uns8v5A5CAnuRuQa61lFJZ5WRWkiRJkrRqNNWEdmC2frqqgymlz4HR2WadElpJkiRJ0urR5BLaiOgOdM02R9dQ9P1svdmqjUiSJEmSVB9NLqEFelX6PKGGcuXHetVQRpIkSZLUSJpiQltc6fO8GsrNzdbtVmEskiRJkqR6KpiENiJ+ExGL67n8rnJTlT6vsZM3RcSQiBgVEaOmTJnS2OFIkiRJ0hqnYBJacrE2z2MpN7vS57Y19Fd+bHYNZVaZlNJNKaUBKaUB3bp1a4wQJEmSJGmNVjDvoU0pnQ+c3wBNVX5utjfw72rK9c7WExugT0mSJElSAyukEdoGkVKaAnyZbW5eQ9Hy2Y3fr6GMJEmSJKmRNLmENvNCth5U1cGI6MPSZPf51RKRJEmSJKlOmmpCOyxbfzsitq7i+BnkJo+ayNLkV5IkSZK0BmmqCe0I4HVy5/9wROwAEBFFEfFz4LSs3G9TSguXrxwRKVvOr6rxiOgcEV3Ll0qHOlTeHxEtG/KkJEmSJKkpKZhJoRpSSilFxGHAS8D6wN8jYjbQmqXX5IaU0s317OJtoG8V++9dbnt3YGQ9+5AkSZKkJq2pjtCSUvoM2Aa4BBhDLpGdRe4W48NTSj9uvOgkSZIkSSvTJEdoy6WUZgLnZktd6sVKjpfmEZYkSZIkqRaa7AitJEmSJKmwmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgRUqpsWPQSkTEFGB8Y8chSWqyugJfNnYQkqQmrW9KqdvyO01oJUlSjSJiVEppQGPHIUnS8rzlWJIkSZJUkExoJUmSJEkFyYRWkiStzE2NHYAkSVXxGVpJkiRJUkFyhFaSJEmSVJBMaCVJkiRJBcmEVpKkJiQihkZEqsVyWqU6I6spsygivoiI5yLihIho3oinJklqglo0dgCSJKlRLAKm1nB8ThX75gMzKm0XA92APbPlmIjYO6U0r8GilCSpBo7QSpLUNL2WUupZw3JzFXXuXa5Me6An8Pvs+K7AmavtDCRJTZ4JrSRJqreU0uSU0i+BZ7NdBzRmPJKkpsWEVpIkNYR3s3Vxo0YhSWpSTGglSVJD2DJb/69Ro5AkNSlOCiVJkuotIroBpwPfBsqAqxs3IklSU2JCK0lS0/TNiJhUzbEnU0rHVrH/iIjYu9J2MdAu+/wycGlK6W8NGaQkSTUxoZUkqWlqCfSo5ljnava3zpaqdAG65xuUJEl14TO0kiQ1TS+mlKKa5aBq6txeuRxQBPQDzgFKgaERcd7qCV+SJBNaSZJUTymlhSml/6SULgXOyHafFxHrN2ZckqSmw4RWkiQ1hNuBRO5W5oMbORZJUhNhQitJkvKWUpoPTMk2N2jMWCRJTYcJrSRJyltEFAFds81FjRmLJKnpMKGVJEkN4VCW/rvircYMRJLUdPjaHkmSVG8R0R44DPhDtmsC8FDjRSRJakpMaCVJUm0dERF7V9puCZRU2p4CHJRSmrN6w5IkNVUmtJIkqbZaZ0u5BMwE/gM8AVyXUppSVUVJklaFSCk1dgySJEmSJNWZk0JJkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqS1moRMS4iUkQMbexYJElSw2rR2AFIkgQQEQOBF6o4VAbMBGYAnwNvAn8HhqeU5q2u+LRqRUQp8HEDNLV+SmlcA7QjSSoAjtBKktZ0zYBOQF/gm8DPgGHAhIi4LCLaNEZQEXF+NvKbGqN/SZLkCK0kac10PfDnStvF5JLaLYDdgH2z7V8CB0TE/imlKkf3UkqlqzJQNZjPgS1rOP400BuYAOy1knYkSU2ECa0kaU30RUrpvSr2Pw1cERHrA38Bdgc2Ax6LiB1TSjNXZ5BqOCmlRUBVP3MAImJR9nFRNd8NSVIT5C3HkqSCk43GDgKeynZtBvy28SKSJEmNwYRWklSQUkpLgB8Cc7NdJ0VEl+XLrWyW44goioifRsTfIuKLiFgUEdMi4j8R8VxEnB0Rm1YqPzh7bva3lfalKpbSSsebRcQeEfGHiHg1Ir7M+pkeEf/K9q9X0/lGxMis3ZHZdu+s3n8iYl4W898i4ru1uX4R0TYiTomIZyJiQkQsiIjJEfFmRFwTETtHRNRQf/eIuD0ixkbE3IiYFRHvZ3U3qE0MDSEivlPpmn+vFuV/Ual8/0r7B1baPzByjo+Il7Of19yIGB0RF0ZE+1rG1j8iboiIMdn1mRsR/4uIWyJi65XUrdP3UpKaKm85liQVrJTSFxExDDiB3HO23wbuqW39iOgJPEvu2dzKOmXL14A9ga2BlSZLNfgNVY8gd8za3hr4cUR8P6X08Moai4hvAsOBbpV2tyZ3C/buEXFFSunMGurvCtwL9FzuUPds6U9u8q31gXHL1W0D3A5UlThvmi0nRcSPU0q3ruxcGsDj5J6r7Q0cD/x1JeWPzdb/Sim9VU2ZVlm7+yy3f7Ns+UFE7JlSGltV5YhoDlwJ/BRY/o8CG2bLcRHx25TSRVXUX13fS0kqeCa0kqRC9wy5hBZgF+qQ0ALXsjRpuAd4kNykQouAHuQSu/2ByjMZDwdGAScDP872VTWZUeXJiVoAE4GHyb1y6CNgPrAuuZmbTwbaAcMion9K6YMaYu4FjMg+nwu8BMwDtiOXOPcCfh4RT6aUnl++ckTsBDwHtCT3SqS/Ag+RS1xbAhuT+8PAQVXUbQY8Anwr2/UMcDe51+3MJ3e9TgM2AW6JiC9SSo/VcC55SyktiYjbyF2LPSOib0ppfFVlI2JHcgk35J7Brs7F5K7n38hNTvYx0Ac4jtx16Qs8ExFbpZTmVFH/ZpYmzq8DtwBjyb1+ajPgJ8D2wIURMTWl9Kfl6tfneylJTVNKycXFxcXFpdEXYCC5f6An4Pw61NuwUr3nqjg+Ljs2dLn9rYGF2bErVtJHlyr2nV/eby1iLAVa1nB8HeCzrL07qykzstJ5fgKsW0WZjckllgl4uIrjRVndlJX7dk3nDLRZbt/pWd3FwEH/3979x3pV13Ecf753NeAaKKg4mRMQmy2oDM3N2RSiNBu5IMgVUeSCakZ/9OOPWiprwz+yVhut0psxykogk9bWD7PUaf6RskYY+SPjIrZKuwgJImS8++P9OZzjl+853x/3B5x7X4/tu+8593POued7vp/t7n3fn8/7U3LehMK97gROGqL+kX2P/U3aZhLBuQM3VVyjr/DZJ1f0PwduL7nGzYVj1jZpX1RoX11yjR5i6SkngtzJhbZB9Uu99NJLr7H20hxaERGpu4HC9pQOzptCZCQBHqg60N0Hqtpbcfd+jyq+Ze3PArek3Wuq5q4mq919d5PrPElkkAEub3LeciIrDBH43VNxTwPufjDbN7OTgWwY863uvqXkvINExhkikJ9f+imGiEeRsCwbvaLZ8zOzXuDatHu3u79QccnngE+XtN0IPJW2V6XnUvTF9P4Ld19Xcr//I7K0h4CJwJJC84j1SxGR0UABrYiI1N3+wnZbxXqSASITBrDczEZsGo6ZTTKzmWY228zmmNkc8uJWk4iMY5l9wM8r2h9N71PM7LSGtoXp/RCx1m8nLiHmqQJsrjrQ3XeQ/6Ph0g5/T7f60vsMYn5po6Xk/aNquDHAJm8+lBh3fwX4fto9A3hL1mZm04CL026rZ/QC+TJFxWd03PqliEgdKaAVEZG6Kwaxba9D6+6HyOfbLgGeTlWDF5rZ5KG8QQAzm25m68ysnwhK/0YENNvT67bC4WdUXOpJdz9S0b6nsN0Y4GdVfbd552v2XlzYvs+aV3Y++iKGLMOxhaeGyxbg+bR9XZP27Gf95NncMn/ooP1Nhe23FrbXt/GMLkrHHn1GI90vRUTqTgGtiIjUXTH421N6VHOriUJNAOcCnyWynwMWy+ncYGZnlp7dJjO7GthBVL2d3sYpEyraXqpog5hLmulpaMs+yz/auIdGU7s4B6C3y/M64u6HyTOni4rZaTObRRQMg5hL3aqY0nMt2v9V2C4uFTVUz2hE+qWIyGigYSwiIlJ3cwvbT3Ryoru/CCw2s4uA9xOFgeYSfx+z5XQ+Z2bLvMtqvRZr4/6ICFr2A18Ffk1Uvd2XAjHM7O3kmcNWc2gHq5vquMXg+J3AP9s8r2qu6lD7LhH8jQc+SFQohsjOGhHsr2/jOq2eT9n3U3xGHwHKlgVq9KrhzSPRL0VERgsFtCIiUndXFrYf7OYC7r4V2ApgZqcQ2bxlRFA0CdhoZrPcvd0grmgpsXYowCJ3v7fkuE4KWnXr30RF5WmtDiw5N/Nfd3+s9MjjxN0fN7OHgLcRa9J+Ky019OF0yL3u/kwblzqrRXsxE1sszFR8RjbYZzTM/VJEZFTQkGMREaktM5sKfCDt7gd+M9hruvsBd/+Vuy8HvpR+3EteUOnooW1ecnZ631MRzMKr56gOl63p/UIzm9ThuX8sbL9riO5nOGTFoeaa2ZuBq4ggHuB7bV7jkhbtxbmy2wvbw/aMOuiXIiJjigJaERGpJTPrATaQzze91d07nUPbSrF4UGOhppcL9zKu4hrZaKjxKVt4jLSkzPKu7rAzWXXk15AvrdOuh8gzkCvNbCQyyt3YDOxN29eRF4PaQ76kUStL03dyjNTvsu9qgEIQ6+5Pk1cufp+Znd/2XXemql+KiIwpCmhFRKR2zGwGkY3NsmA7gC93eI3zzGxei8OKw5l3NrQVCyvNqrhGtmZpLzEfsvE+eoi5n90MA+7UHcCzafsmM7uy7EAzO93MjhanStV3v5J2Twd+YmanVpw/zsyuN7PxQ3DfbUvr4P4w7S4Hrknbd6TP0I6zgG+UtK0BLkjbfdkc6IKsH54M3J2W8mnKzHrMbJmZnVP42WD7pYjImKI5tCIiciKamtZmzfQCk4nhu/OAd5MX4NkBLOxiGZpzieVnHicyd48Qwd4RIrh8L7AiHbsbaCy+83Bh++tmtpYIcrOhyP1pzdJNwM3AOGIplwuJYHxf+jyrieVbfg9c1uFn6Ii7HzKzZUSGbzzwSzP7MXAXsIsIws4nij4tAeYQy9xkvgbMB65O738xs+8Q2ds9wCnA64g5rIuJ72zDcH6mEn3A9en3Z9odbgzRF1aa2UyisNQu4Gwi27s4HdMPrG080d03m9ltwCri+f057f+OqI48gVgr91LiGZ8NvJH8Hw2D7ZciImOKta5cLyIiMvxSVuq+Dk7ZS6zduiZl5cqu208slbPB3Vd08ft2A+9x921Nrr2RJlnXZKa796fjPkpkYctGRm0kgrBsju18d7+/4XfdD1wBPODu88pu1sxWkFfyPXoPDccsAO6k9XDVY85Pw6vXAR+jdTXmA8CZVd9Puwrf4y53n9HG8Y+Qz0ve6u6Vc5Qb+sNVwGfSezO7gQXu/lSzxjS0fA3wBVonDw4Ds939r03uo0ppvxQRGUuUoRURkRPdEeBF4D9EpmorkR3dMshA6UEiS/YOIlCcTgw17SWWmtlOzDntc/cDJdf4EPAokWm7AJhIk6DV3deb2RPA54ks7GnEfNRtwHp339TGMNMh4+6/NbPzgE8QRYXeAJxKzAn9O/Fs7mwWDKdhu6vM7JtEUHsFkVWcSASwzxDzSu8BfjYUwWyXfkAe0N7e4bmHiVEAK4kKya8n+sVOIpt9S9WIAHc/AtxoZuuBjwMLgJnEM36ZeMZ/Iv6B8VN3L1ZHHop+KSIyZihDKyIiIqOOmfURAfdBYJq7721x/DzyzOgxGXIRETkxqSiUiIiIjCpm9lrg2rR7V6tgVkRE6ksBrYiIiIw2nySGQAN8+3jeiIiIDC/NoRUREZFaM7OTiMrB44DLiYJMEAW0Hi45TURERgEFtCIiIlJ355Cv95t5CfjUcbgXEREZQRpyLCIiIqPJ88TarJe5+2PH+2ZERGR4qcqxiIiIiIiI1JIytCIiIiIiIlJLCmhFRERERESklhTQioiIiIiISC0poBUREREREZFaUkArIiIiIiIitaSAVkRERERERGrp/3SPei6Jm6+AAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Some functions required for the analyses\n",
+    "# Regressions\n",
+    "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n",
+    "             cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n",
+    "    '''\n",
+    "    Create sample dataframe based on variables\n",
+    "    First variable is dependent variable\n",
+    "    It adds dummies for FE\n",
+    "    Adds cluster variables\n",
+    "    '''\n",
+    "    if len(myvars)<2:\n",
+    "        print('A regression needs at least one dependent and one independent variable!')\n",
+    "        pass\n",
+    "    else:\n",
+    "        k = 0\n",
+    "        for v in myvars:\n",
+    "            if k==0:\n",
+    "                mydf = (df[v].isnull()==False).astype(int)\n",
+    "                k += 1\n",
+    "            else:\n",
+    "                mydf *= (df[v].isnull()==False).astype(int)\n",
+    "        mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n",
+    "        if zscores:\n",
+    "            mydf[myvars] = mydf[myvars].apply(zscore)\n",
+    "        myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n",
+    "        if FE:\n",
+    "            dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n",
+    "            dummies = dummies.T.groupby(level=0).sum().T\n",
+    "            dummy_columns = \" + \".join(dummies.columns)\n",
+    "            myeq += ' + ' + dummy_columns\n",
+    "            mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n",
+    "        clustercols = []\n",
+    "        for v in cluster_cols:\n",
+    "            mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n",
+    "            clustercols.append('cluster_'+v)\n",
+    "        return [mydf, myeq, clustercols]\n",
+    "\n",
+    "# Partial Mantel Test\n",
+    "def mymantelreg(Dist1, Dist2,  ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n",
+    "    '''Compute Mantel test between Distance 1 and 2'''\n",
+    "    np.random.seed(seed)\n",
+    "    othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n",
+    "    mydist = df[codes + measures].copy()\n",
+    "    mydist = mydist.dropna().reset_index(drop=True)\n",
+    "    myvars = [Dist1, Dist2]\n",
+    "    for y in myvars:\n",
+    "        [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        #print(results1.summary())\n",
+    "        mydist[y + '_res'] = results1.resid\n",
+    "    results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    #print(results1.summary())\n",
+    "    r1 = results1.rsquared\n",
+    "    otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n",
+    "    mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n",
+    "    mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n",
+    "    mydist = mydist.values\n",
+    "    np.fill_diagonal(mydist, 0)\n",
+    "    mydist = (mydist + mydist.T)/2\n",
+    "    mydistor = mydistor.values\n",
+    "    np.fill_diagonal(mydistor, 0)\n",
+    "    mydistor = (mydistor + mydistor.T)/2\n",
+    "    otherdist = otherdist.values\n",
+    "    np.fill_diagonal(otherdist, 0)\n",
+    "    otherdist = (otherdist + otherdist.T)/2\n",
+    "    mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n",
+    "    mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n",
+    "    return mymantel, r1, mymantel_semi\n",
+    "\n",
+    "# NO FE\n",
+    "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n",
+    "corrs3m = corrs3.copy()\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n",
+    "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n",
+    "corrs3m.reset_index(inplace=True, drop=True)\n",
+    "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n",
+    "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n",
+    "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n",
+    "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n",
+    "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n",
+    "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n",
+    "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n",
+    "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n",
+    "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n",
+    "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B8-C.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'Figure-B8-E.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n",
+    "ax.set_title('Pearson Correlations')\n",
+    "ax.set_ylabel('Semi-Partial Correlation')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "ax.legend(loc='upper right')\n",
+    "plt.savefig(pathout+'Figure-B8-D.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "## Robustness -  By Type of Distance (Figure B2 - robustness)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Semi-Partial $R^2$ (Joint)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    myvars = ['FBDist'] + allcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    r1 = results1.rsquared\n",
+    "    myvars = ['FBDist'] + diffcols\n",
+    "    [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "    results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "    FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "### Semi-Partial $R^2$ (Individual)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Semi-Partial R^2 by measure controlling for all measures of all other types\n",
+    "FBcorrRegs = FBcorr.copy()\n",
+    "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n",
+    "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n",
+    "allcols = FBcorrRegs.Dist2.tolist()\n",
+    "for m in set(FBcorrRegs.DistType):\n",
+    "    mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n",
+    "    diffcols = list(set(allcols).difference(set(mcols)))\n",
+    "    for m1 in mcols:\n",
+    "        myvars = ['FBDist'] + diffcols + [m1]\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        r1 = results1.rsquared\n",
+    "        myvars = ['FBDist'] + diffcols\n",
+    "        [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n",
+    "        results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n",
+    "        FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(15,10))\n",
+    "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n",
+    "ax.set_title(r\"Semi-Partial $R^2$\")\n",
+    "ax.set_ylabel(r'Semi-Partial $R^2$')\n",
+    "ax.set_xlabel('Distance Types')\n",
+    "#ax.legend(loc='upper left')\n",
+    "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "celltoolbar": "Slideshow",
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/CITATION.cff b/CITATION.cff
new file mode 100644
index 0000000..9f5a592
--- /dev/null
+++ b/CITATION.cff
@@ -0,0 +1,53 @@
+# This CITATION.cff file was generated with cffinit.
+# Visit https://bit.ly/cffinit to generate yours today!
+
+cff-version: 1.2.0
+title: >-
+  Expanding the measurement of culture with a sample
+  of two billion humans
+message: >-
+  If you use the data or code, please cite the JSRI
+  paper
+type: dataset
+authors:
+  - given-names: Nick
+    family-names: Obradovich
+    affiliation: Max Planck Institute for Human Development
+    email: obradovich@mpib-berlin.mpg.de
+  - given-names: Ömer
+    family-names: ' Özak'
+    email: ozak@smu.edu
+    affiliation: Southern Methodist University
+    orcid: 'https://orcid.org/0000-0001-6421-2801'
+  - given-names: Ignacio
+    family-names: Martín
+    affiliation: Nommon Solutions and Technologies
+    email: ignacio.martin@nommon.es
+  - given-names: Ignacio
+    family-names: Ortuño-Ortín
+    affiliation: Universidad Carlos III
+    email: iortuno@eco.uc3m.es
+  - given-names: Edmond
+    family-names: Awad
+    email: e.awad@exeter.ac.uk
+    affiliation: University of Exeter Business School
+  - given-names: Manuel
+    family-names: Cebrián
+    email: cebrian@mpib-berlin.mpg.de
+    affiliation: Max Planck Institute for Human Development
+  - given-names: Rubén
+    family-names: Cuevas
+    email: rcuevas@it.uc3m.es
+    affiliation: Universidad Carlos III
+  - given-names: Klaus
+    family-names: Desmet
+    email: kdesmet@smu.edu
+    affiliation: Southern Methodist University
+  - given-names: Iyad
+    family-names: Rahwan
+    email: rahwan@mpib-berlin.mpg.de
+    affiliation: Max Planck Institute for Human Development
+  - given-names: 'Ángel '
+    family-names: Cuevas
+    email: acrumin@it.uc3m.es
+    affiliation: Universidad Carlos III
diff --git a/LICENSE.txt b/LICENSE.txt
new file mode 100644
index 0000000..2e72ca1
--- /dev/null
+++ b/LICENSE.txt
@@ -0,0 +1,427 @@
+Attribution-ShareAlike 4.0 International
+
+=======================================================================
+
+Creative Commons Corporation ("Creative Commons") is not a law firm and
+does not provide legal services or legal advice. Distribution of
+Creative Commons public licenses does not create a lawyer-client or
+other relationship. Creative Commons makes its licenses and related
+information available on an "as-is" basis. Creative Commons gives no
+warranties regarding its licenses, any material licensed under their
+terms and conditions, or any related information. Creative Commons
+disclaims all liability for damages resulting from their use to the
+fullest extent possible.
+
+Using Creative Commons Public Licenses
+
+Creative Commons public licenses provide a standard set of terms and
+conditions that creators and other rights holders may use to share
+original works of authorship and other material subject to copyright
+and certain other rights specified in the public license below. The
+following considerations are for informational purposes only, are not
+exhaustive, and do not form part of our licenses.
+
+     Considerations for licensors: Our public licenses are
+     intended for use by those authorized to give the public
+     permission to use material in ways otherwise restricted by
+     copyright and certain other rights. Our licenses are
+     irrevocable. Licensors should read and understand the terms
+     and conditions of the license they choose before applying it.
+     Licensors should also secure all rights necessary before
+     applying our licenses so that the public can reuse the
+     material as expected. Licensors should clearly mark any
+     material not subject to the license. This includes other CC-
+     licensed material, or material used under an exception or
+     limitation to copyright. More considerations for licensors:
+	wiki.creativecommons.org/Considerations_for_licensors
+
+     Considerations for the public: By using one of our public
+     licenses, a licensor grants the public permission to use the
+     licensed material under specified terms and conditions. If
+     the licensor's permission is not necessary for any reason--for
+     example, because of any applicable exception or limitation to
+     copyright--then that use is not regulated by the license. Our
+     licenses grant only permissions under copyright and certain
+     other rights that a licensor has authority to grant. Use of
+     the licensed material may still be restricted for other
+     reasons, including because others have copyright or other
+     rights in the material. A licensor may make special requests,
+     such as asking that all changes be marked or described.
+     Although not required by our licenses, you are encouraged to
+     respect those requests where reasonable. More_considerations
+     for the public: 
+	wiki.creativecommons.org/Considerations_for_licensees
+
+=======================================================================
+
+Creative Commons Attribution-ShareAlike 4.0 International Public
+License
+
+By exercising the Licensed Rights (defined below), You accept and agree
+to be bound by the terms and conditions of this Creative Commons
+Attribution-ShareAlike 4.0 International Public License ("Public
+License"). To the extent this Public License may be interpreted as a
+contract, You are granted the Licensed Rights in consideration of Your
+acceptance of these terms and conditions, and the Licensor grants You
+such rights in consideration of benefits the Licensor receives from
+making the Licensed Material available under these terms and
+conditions.
+
+
+Section 1 -- Definitions.
+
+  a. Adapted Material means material subject to Copyright and Similar
+     Rights that is derived from or based upon the Licensed Material
+     and in which the Licensed Material is translated, altered,
+     arranged, transformed, or otherwise modified in a manner requiring
+     permission under the Copyright and Similar Rights held by the
+     Licensor. For purposes of this Public License, where the Licensed
+     Material is a musical work, performance, or sound recording,
+     Adapted Material is always produced where the Licensed Material is
+     synched in timed relation with a moving image.
+
+  b. Adapter's License means the license You apply to Your Copyright
+     and Similar Rights in Your contributions to Adapted Material in
+     accordance with the terms and conditions of this Public License.
+
+  c. BY-SA Compatible License means a license listed at
+     creativecommons.org/compatiblelicenses, approved by Creative
+     Commons as essentially the equivalent of this Public License.
+
+  d. Copyright and Similar Rights means copyright and/or similar rights
+     closely related to copyright including, without limitation,
+     performance, broadcast, sound recording, and Sui Generis Database
+     Rights, without regard to how the rights are labeled or
+     categorized. For purposes of this Public License, the rights
+     specified in Section 2(b)(1)-(2) are not Copyright and Similar
+     Rights.
+
+  e. Effective Technological Measures means those measures that, in the
+     absence of proper authority, may not be circumvented under laws
+     fulfilling obligations under Article 11 of the WIPO Copyright
+     Treaty adopted on December 20, 1996, and/or similar international
+     agreements.
+
+  f. Exceptions and Limitations means fair use, fair dealing, and/or
+     any other exception or limitation to Copyright and Similar Rights
+     that applies to Your use of the Licensed Material.
+
+  g. License Elements means the license attributes listed in the name
+     of a Creative Commons Public License. The License Elements of this
+     Public License are Attribution and ShareAlike.
+
+  h. Licensed Material means the artistic or literary work, database,
+     or other material to which the Licensor applied this Public
+     License.
+
+  i. Licensed Rights means the rights granted to You subject to the
+     terms and conditions of this Public License, which are limited to
+     all Copyright and Similar Rights that apply to Your use of the
+     Licensed Material and that the Licensor has authority to license.
+
+  j. Licensor means the individual(s) or entity(ies) granting rights
+     under this Public License.
+
+  k. Share means to provide material to the public by any means or
+     process that requires permission under the Licensed Rights, such
+     as reproduction, public display, public performance, distribution,
+     dissemination, communication, or importation, and to make material
+     available to the public including in ways that members of the
+     public may access the material from a place and at a time
+     individually chosen by them.
+
+  l. Sui Generis Database Rights means rights other than copyright
+     resulting from Directive 96/9/EC of the European Parliament and of
+     the Council of 11 March 1996 on the legal protection of databases,
+     as amended and/or succeeded, as well as other essentially
+     equivalent rights anywhere in the world.
+
+  m. You means the individual or entity exercising the Licensed Rights
+     under this Public License. Your has a corresponding meaning.
+
+
+Section 2 -- Scope.
+
+  a. License grant.
+
+       1. Subject to the terms and conditions of this Public License,
+          the Licensor hereby grants You a worldwide, royalty-free,
+          non-sublicensable, non-exclusive, irrevocable license to
+          exercise the Licensed Rights in the Licensed Material to:
+
+            a. reproduce and Share the Licensed Material, in whole or
+               in part; and
+
+            b. produce, reproduce, and Share Adapted Material.
+
+       2. Exceptions and Limitations. For the avoidance of doubt, where
+          Exceptions and Limitations apply to Your use, this Public
+          License does not apply, and You do not need to comply with
+          its terms and conditions.
+
+       3. Term. The term of this Public License is specified in Section
+          6(a).
+
+       4. Media and formats; technical modifications allowed. The
+          Licensor authorizes You to exercise the Licensed Rights in
+          all media and formats whether now known or hereafter created,
+          and to make technical modifications necessary to do so. The
+          Licensor waives and/or agrees not to assert any right or
+          authority to forbid You from making technical modifications
+          necessary to exercise the Licensed Rights, including
+          technical modifications necessary to circumvent Effective
+          Technological Measures. For purposes of this Public License,
+          simply making modifications authorized by this Section 2(a)
+          (4) never produces Adapted Material.
+
+       5. Downstream recipients.
+
+            a. Offer from the Licensor -- Licensed Material. Every
+               recipient of the Licensed Material automatically
+               receives an offer from the Licensor to exercise the
+               Licensed Rights under the terms and conditions of this
+               Public License.
+
+            b. Additional offer from the Licensor -- Adapted Material.
+               Every recipient of Adapted Material from You
+               automatically receives an offer from the Licensor to
+               exercise the Licensed Rights in the Adapted Material
+               under the conditions of the Adapter's License You apply.
+
+            c. No downstream restrictions. You may not offer or impose
+               any additional or different terms or conditions on, or
+               apply any Effective Technological Measures to, the
+               Licensed Material if doing so restricts exercise of the
+               Licensed Rights by any recipient of the Licensed
+               Material.
+
+       6. No endorsement. Nothing in this Public License constitutes or
+          may be construed as permission to assert or imply that You
+          are, or that Your use of the Licensed Material is, connected
+          with, or sponsored, endorsed, or granted official status by,
+          the Licensor or others designated to receive attribution as
+          provided in Section 3(a)(1)(A)(i).
+
+  b. Other rights.
+
+       1. Moral rights, such as the right of integrity, are not
+          licensed under this Public License, nor are publicity,
+          privacy, and/or other similar personality rights; however, to
+          the extent possible, the Licensor waives and/or agrees not to
+          assert any such rights held by the Licensor to the limited
+          extent necessary to allow You to exercise the Licensed
+          Rights, but not otherwise.
+
+       2. Patent and trademark rights are not licensed under this
+          Public License.
+
+       3. To the extent possible, the Licensor waives any right to
+          collect royalties from You for the exercise of the Licensed
+          Rights, whether directly or through a collecting society
+          under any voluntary or waivable statutory or compulsory
+          licensing scheme. In all other cases the Licensor expressly
+          reserves any right to collect such royalties.
+
+
+Section 3 -- License Conditions.
+
+Your exercise of the Licensed Rights is expressly made subject to the
+following conditions.
+
+  a. Attribution.
+
+       1. If You Share the Licensed Material (including in modified
+          form), You must:
+
+            a. retain the following if it is supplied by the Licensor
+               with the Licensed Material:
+
+                 i. identification of the creator(s) of the Licensed
+                    Material and any others designated to receive
+                    attribution, in any reasonable manner requested by
+                    the Licensor (including by pseudonym if
+                    designated);
+
+                ii. a copyright notice;
+
+               iii. a notice that refers to this Public License;
+
+                iv. a notice that refers to the disclaimer of
+                    warranties;
+
+                 v. a URI or hyperlink to the Licensed Material to the
+                    extent reasonably practicable;
+
+            b. indicate if You modified the Licensed Material and
+               retain an indication of any previous modifications; and
+
+            c. indicate the Licensed Material is licensed under this
+               Public License, and include the text of, or the URI or
+               hyperlink to, this Public License.
+
+       2. You may satisfy the conditions in Section 3(a)(1) in any
+          reasonable manner based on the medium, means, and context in
+          which You Share the Licensed Material. For example, it may be
+          reasonable to satisfy the conditions by providing a URI or
+          hyperlink to a resource that includes the required
+          information.
+
+       3. If requested by the Licensor, You must remove any of the
+          information required by Section 3(a)(1)(A) to the extent
+          reasonably practicable.
+
+  b. ShareAlike.
+
+     In addition to the conditions in Section 3(a), if You Share
+     Adapted Material You produce, the following conditions also apply.
+
+       1. The Adapter's License You apply must be a Creative Commons
+          license with the same License Elements, this version or
+          later, or a BY-SA Compatible License.
+
+       2. You must include the text of, or the URI or hyperlink to, the
+          Adapter's License You apply. You may satisfy this condition
+          in any reasonable manner based on the medium, means, and
+          context in which You Share Adapted Material.
+
+       3. You may not offer or impose any additional or different terms
+          or conditions on, or apply any Effective Technological
+          Measures to, Adapted Material that restrict exercise of the
+          rights granted under the Adapter's License You apply.
+
+
+Section 4 -- Sui Generis Database Rights.
+
+Where the Licensed Rights include Sui Generis Database Rights that
+apply to Your use of the Licensed Material:
+
+  a. for the avoidance of doubt, Section 2(a)(1) grants You the right
+     to extract, reuse, reproduce, and Share all or a substantial
+     portion of the contents of the database;
+
+  b. if You include all or a substantial portion of the database
+     contents in a database in which You have Sui Generis Database
+     Rights, then the database in which You have Sui Generis Database
+     Rights (but not its individual contents) is Adapted Material,
+
+     including for purposes of Section 3(b); and
+  c. You must comply with the conditions in Section 3(a) if You Share
+     all or a substantial portion of the contents of the database.
+
+For the avoidance of doubt, this Section 4 supplements and does not
+replace Your obligations under this Public License where the Licensed
+Rights include other Copyright and Similar Rights.
+
+
+Section 5 -- Disclaimer of Warranties and Limitation of Liability.
+
+  a. UNLESS OTHERWISE SEPARATELY UNDERTAKEN BY THE LICENSOR, TO THE
+     EXTENT POSSIBLE, THE LICENSOR OFFERS THE LICENSED MATERIAL AS-IS
+     AND AS-AVAILABLE, AND MAKES NO REPRESENTATIONS OR WARRANTIES OF
+     ANY KIND CONCERNING THE LICENSED MATERIAL, WHETHER EXPRESS,
+     IMPLIED, STATUTORY, OR OTHER. THIS INCLUDES, WITHOUT LIMITATION,
+     WARRANTIES OF TITLE, MERCHANTABILITY, FITNESS FOR A PARTICULAR
+     PURPOSE, NON-INFRINGEMENT, ABSENCE OF LATENT OR OTHER DEFECTS,
+     ACCURACY, OR THE PRESENCE OR ABSENCE OF ERRORS, WHETHER OR NOT
+     KNOWN OR DISCOVERABLE. WHERE DISCLAIMERS OF WARRANTIES ARE NOT
+     ALLOWED IN FULL OR IN PART, THIS DISCLAIMER MAY NOT APPLY TO YOU.
+
+  b. TO THE EXTENT POSSIBLE, IN NO EVENT WILL THE LICENSOR BE LIABLE
+     TO YOU ON ANY LEGAL THEORY (INCLUDING, WITHOUT LIMITATION,
+     NEGLIGENCE) OR OTHERWISE FOR ANY DIRECT, SPECIAL, INDIRECT,
+     INCIDENTAL, CONSEQUENTIAL, PUNITIVE, EXEMPLARY, OR OTHER LOSSES,
+     COSTS, EXPENSES, OR DAMAGES ARISING OUT OF THIS PUBLIC LICENSE OR
+     USE OF THE LICENSED MATERIAL, EVEN IF THE LICENSOR HAS BEEN
+     ADVISED OF THE POSSIBILITY OF SUCH LOSSES, COSTS, EXPENSES, OR
+     DAMAGES. WHERE A LIMITATION OF LIABILITY IS NOT ALLOWED IN FULL OR
+     IN PART, THIS LIMITATION MAY NOT APPLY TO YOU.
+
+  c. The disclaimer of warranties and limitation of liability provided
+     above shall be interpreted in a manner that, to the extent
+     possible, most closely approximates an absolute disclaimer and
+     waiver of all liability.
+
+
+Section 6 -- Term and Termination.
+
+  a. This Public License applies for the term of the Copyright and
+     Similar Rights licensed here. However, if You fail to comply with
+     this Public License, then Your rights under this Public License
+     terminate automatically.
+
+  b. Where Your right to use the Licensed Material has terminated under
+     Section 6(a), it reinstates:
+
+       1. automatically as of the date the violation is cured, provided
+          it is cured within 30 days of Your discovery of the
+          violation; or
+
+       2. upon express reinstatement by the Licensor.
+
+     For the avoidance of doubt, this Section 6(b) does not affect any
+     right the Licensor may have to seek remedies for Your violations
+     of this Public License.
+
+  c. For the avoidance of doubt, the Licensor may also offer the
+     Licensed Material under separate terms or conditions or stop
+     distributing the Licensed Material at any time; however, doing so
+     will not terminate this Public License.
+
+  d. Sections 1, 5, 6, 7, and 8 survive termination of this Public
+     License.
+
+
+Section 7 -- Other Terms and Conditions.
+
+  a. The Licensor shall not be bound by any additional or different
+     terms or conditions communicated by You unless expressly agreed.
+
+  b. Any arrangements, understandings, or agreements regarding the
+     Licensed Material not stated herein are separate from and
+     independent of the terms and conditions of this Public License.
+
+
+Section 8 -- Interpretation.
+
+  a. For the avoidance of doubt, this Public License does not, and
+     shall not be interpreted to, reduce, limit, restrict, or impose
+     conditions on any use of the Licensed Material that could lawfully
+     be made without permission under this Public License.
+
+  b. To the extent possible, if any provision of this Public License is
+     deemed unenforceable, it shall be automatically reformed to the
+     minimum extent necessary to make it enforceable. If the provision
+     cannot be reformed, it shall be severed from this Public License
+     without affecting the enforceability of the remaining terms and
+     conditions.
+
+  c. No term or condition of this Public License will be waived and no
+     failure to comply consented to unless expressly agreed to by the
+     Licensor.
+
+  d. Nothing in this Public License constitutes or may be interpreted
+     as a limitation upon, or waiver of, any privileges and immunities
+     that apply to the Licensor or You, including from the legal
+     processes of any jurisdiction or authority.
+
+
+=======================================================================
+
+Creative Commons is not a party to its public
+licenses. Notwithstanding, Creative Commons may elect to apply one of
+its public licenses to material it publishes and in those instances
+will be considered the “Licensor.” The text of the Creative Commons
+public licenses is dedicated to the public domain under the CC0 Public
+Domain Dedication. Except for the limited purpose of indicating that
+material is shared under a Creative Commons public license or as
+otherwise permitted by the Creative Commons policies published at
+creativecommons.org/policies, Creative Commons does not authorize the
+use of the trademark "Creative Commons" or any other trademark or logo
+of Creative Commons without its prior written consent including,
+without limitation, in connection with any unauthorized modifications
+to any of its public licenses or any other arrangements,
+understandings, or agreements concerning use of licensed material. For
+the avoidance of doubt, this paragraph does not form part of the
+public licenses.
+
+Creative Commons may be contacted at creativecommons.org.
diff --git a/LicenseCC-BY-SA-4.0.txt b/LicenseCC-BY-SA-4.0.txt
new file mode 100644
index 0000000..2e72ca1
--- /dev/null
+++ b/LicenseCC-BY-SA-4.0.txt
@@ -0,0 +1,427 @@
+Attribution-ShareAlike 4.0 International
+
+=======================================================================
+
+Creative Commons Corporation ("Creative Commons") is not a law firm and
+does not provide legal services or legal advice. Distribution of
+Creative Commons public licenses does not create a lawyer-client or
+other relationship. Creative Commons makes its licenses and related
+information available on an "as-is" basis. Creative Commons gives no
+warranties regarding its licenses, any material licensed under their
+terms and conditions, or any related information. Creative Commons
+disclaims all liability for damages resulting from their use to the
+fullest extent possible.
+
+Using Creative Commons Public Licenses
+
+Creative Commons public licenses provide a standard set of terms and
+conditions that creators and other rights holders may use to share
+original works of authorship and other material subject to copyright
+and certain other rights specified in the public license below. The
+following considerations are for informational purposes only, are not
+exhaustive, and do not form part of our licenses.
+
+     Considerations for licensors: Our public licenses are
+     intended for use by those authorized to give the public
+     permission to use material in ways otherwise restricted by
+     copyright and certain other rights. Our licenses are
+     irrevocable. Licensors should read and understand the terms
+     and conditions of the license they choose before applying it.
+     Licensors should also secure all rights necessary before
+     applying our licenses so that the public can reuse the
+     material as expected. Licensors should clearly mark any
+     material not subject to the license. This includes other CC-
+     licensed material, or material used under an exception or
+     limitation to copyright. More considerations for licensors:
+	wiki.creativecommons.org/Considerations_for_licensors
+
+     Considerations for the public: By using one of our public
+     licenses, a licensor grants the public permission to use the
+     licensed material under specified terms and conditions. If
+     the licensor's permission is not necessary for any reason--for
+     example, because of any applicable exception or limitation to
+     copyright--then that use is not regulated by the license. Our
+     licenses grant only permissions under copyright and certain
+     other rights that a licensor has authority to grant. Use of
+     the licensed material may still be restricted for other
+     reasons, including because others have copyright or other
+     rights in the material. A licensor may make special requests,
+     such as asking that all changes be marked or described.
+     Although not required by our licenses, you are encouraged to
+     respect those requests where reasonable. More_considerations
+     for the public: 
+	wiki.creativecommons.org/Considerations_for_licensees
+
+=======================================================================
+
+Creative Commons Attribution-ShareAlike 4.0 International Public
+License
+
+By exercising the Licensed Rights (defined below), You accept and agree
+to be bound by the terms and conditions of this Creative Commons
+Attribution-ShareAlike 4.0 International Public License ("Public
+License"). To the extent this Public License may be interpreted as a
+contract, You are granted the Licensed Rights in consideration of Your
+acceptance of these terms and conditions, and the Licensor grants You
+such rights in consideration of benefits the Licensor receives from
+making the Licensed Material available under these terms and
+conditions.
+
+
+Section 1 -- Definitions.
+
+  a. Adapted Material means material subject to Copyright and Similar
+     Rights that is derived from or based upon the Licensed Material
+     and in which the Licensed Material is translated, altered,
+     arranged, transformed, or otherwise modified in a manner requiring
+     permission under the Copyright and Similar Rights held by the
+     Licensor. For purposes of this Public License, where the Licensed
+     Material is a musical work, performance, or sound recording,
+     Adapted Material is always produced where the Licensed Material is
+     synched in timed relation with a moving image.
+
+  b. Adapter's License means the license You apply to Your Copyright
+     and Similar Rights in Your contributions to Adapted Material in
+     accordance with the terms and conditions of this Public License.
+
+  c. BY-SA Compatible License means a license listed at
+     creativecommons.org/compatiblelicenses, approved by Creative
+     Commons as essentially the equivalent of this Public License.
+
+  d. Copyright and Similar Rights means copyright and/or similar rights
+     closely related to copyright including, without limitation,
+     performance, broadcast, sound recording, and Sui Generis Database
+     Rights, without regard to how the rights are labeled or
+     categorized. For purposes of this Public License, the rights
+     specified in Section 2(b)(1)-(2) are not Copyright and Similar
+     Rights.
+
+  e. Effective Technological Measures means those measures that, in the
+     absence of proper authority, may not be circumvented under laws
+     fulfilling obligations under Article 11 of the WIPO Copyright
+     Treaty adopted on December 20, 1996, and/or similar international
+     agreements.
+
+  f. Exceptions and Limitations means fair use, fair dealing, and/or
+     any other exception or limitation to Copyright and Similar Rights
+     that applies to Your use of the Licensed Material.
+
+  g. License Elements means the license attributes listed in the name
+     of a Creative Commons Public License. The License Elements of this
+     Public License are Attribution and ShareAlike.
+
+  h. Licensed Material means the artistic or literary work, database,
+     or other material to which the Licensor applied this Public
+     License.
+
+  i. Licensed Rights means the rights granted to You subject to the
+     terms and conditions of this Public License, which are limited to
+     all Copyright and Similar Rights that apply to Your use of the
+     Licensed Material and that the Licensor has authority to license.
+
+  j. Licensor means the individual(s) or entity(ies) granting rights
+     under this Public License.
+
+  k. Share means to provide material to the public by any means or
+     process that requires permission under the Licensed Rights, such
+     as reproduction, public display, public performance, distribution,
+     dissemination, communication, or importation, and to make material
+     available to the public including in ways that members of the
+     public may access the material from a place and at a time
+     individually chosen by them.
+
+  l. Sui Generis Database Rights means rights other than copyright
+     resulting from Directive 96/9/EC of the European Parliament and of
+     the Council of 11 March 1996 on the legal protection of databases,
+     as amended and/or succeeded, as well as other essentially
+     equivalent rights anywhere in the world.
+
+  m. You means the individual or entity exercising the Licensed Rights
+     under this Public License. Your has a corresponding meaning.
+
+
+Section 2 -- Scope.
+
+  a. License grant.
+
+       1. Subject to the terms and conditions of this Public License,
+          the Licensor hereby grants You a worldwide, royalty-free,
+          non-sublicensable, non-exclusive, irrevocable license to
+          exercise the Licensed Rights in the Licensed Material to:
+
+            a. reproduce and Share the Licensed Material, in whole or
+               in part; and
+
+            b. produce, reproduce, and Share Adapted Material.
+
+       2. Exceptions and Limitations. For the avoidance of doubt, where
+          Exceptions and Limitations apply to Your use, this Public
+          License does not apply, and You do not need to comply with
+          its terms and conditions.
+
+       3. Term. The term of this Public License is specified in Section
+          6(a).
+
+       4. Media and formats; technical modifications allowed. The
+          Licensor authorizes You to exercise the Licensed Rights in
+          all media and formats whether now known or hereafter created,
+          and to make technical modifications necessary to do so. The
+          Licensor waives and/or agrees not to assert any right or
+          authority to forbid You from making technical modifications
+          necessary to exercise the Licensed Rights, including
+          technical modifications necessary to circumvent Effective
+          Technological Measures. For purposes of this Public License,
+          simply making modifications authorized by this Section 2(a)
+          (4) never produces Adapted Material.
+
+       5. Downstream recipients.
+
+            a. Offer from the Licensor -- Licensed Material. Every
+               recipient of the Licensed Material automatically
+               receives an offer from the Licensor to exercise the
+               Licensed Rights under the terms and conditions of this
+               Public License.
+
+            b. Additional offer from the Licensor -- Adapted Material.
+               Every recipient of Adapted Material from You
+               automatically receives an offer from the Licensor to
+               exercise the Licensed Rights in the Adapted Material
+               under the conditions of the Adapter's License You apply.
+
+            c. No downstream restrictions. You may not offer or impose
+               any additional or different terms or conditions on, or
+               apply any Effective Technological Measures to, the
+               Licensed Material if doing so restricts exercise of the
+               Licensed Rights by any recipient of the Licensed
+               Material.
+
+       6. No endorsement. Nothing in this Public License constitutes or
+          may be construed as permission to assert or imply that You
+          are, or that Your use of the Licensed Material is, connected
+          with, or sponsored, endorsed, or granted official status by,
+          the Licensor or others designated to receive attribution as
+          provided in Section 3(a)(1)(A)(i).
+
+  b. Other rights.
+
+       1. Moral rights, such as the right of integrity, are not
+          licensed under this Public License, nor are publicity,
+          privacy, and/or other similar personality rights; however, to
+          the extent possible, the Licensor waives and/or agrees not to
+          assert any such rights held by the Licensor to the limited
+          extent necessary to allow You to exercise the Licensed
+          Rights, but not otherwise.
+
+       2. Patent and trademark rights are not licensed under this
+          Public License.
+
+       3. To the extent possible, the Licensor waives any right to
+          collect royalties from You for the exercise of the Licensed
+          Rights, whether directly or through a collecting society
+          under any voluntary or waivable statutory or compulsory
+          licensing scheme. In all other cases the Licensor expressly
+          reserves any right to collect such royalties.
+
+
+Section 3 -- License Conditions.
+
+Your exercise of the Licensed Rights is expressly made subject to the
+following conditions.
+
+  a. Attribution.
+
+       1. If You Share the Licensed Material (including in modified
+          form), You must:
+
+            a. retain the following if it is supplied by the Licensor
+               with the Licensed Material:
+
+                 i. identification of the creator(s) of the Licensed
+                    Material and any others designated to receive
+                    attribution, in any reasonable manner requested by
+                    the Licensor (including by pseudonym if
+                    designated);
+
+                ii. a copyright notice;
+
+               iii. a notice that refers to this Public License;
+
+                iv. a notice that refers to the disclaimer of
+                    warranties;
+
+                 v. a URI or hyperlink to the Licensed Material to the
+                    extent reasonably practicable;
+
+            b. indicate if You modified the Licensed Material and
+               retain an indication of any previous modifications; and
+
+            c. indicate the Licensed Material is licensed under this
+               Public License, and include the text of, or the URI or
+               hyperlink to, this Public License.
+
+       2. You may satisfy the conditions in Section 3(a)(1) in any
+          reasonable manner based on the medium, means, and context in
+          which You Share the Licensed Material. For example, it may be
+          reasonable to satisfy the conditions by providing a URI or
+          hyperlink to a resource that includes the required
+          information.
+
+       3. If requested by the Licensor, You must remove any of the
+          information required by Section 3(a)(1)(A) to the extent
+          reasonably practicable.
+
+  b. ShareAlike.
+
+     In addition to the conditions in Section 3(a), if You Share
+     Adapted Material You produce, the following conditions also apply.
+
+       1. The Adapter's License You apply must be a Creative Commons
+          license with the same License Elements, this version or
+          later, or a BY-SA Compatible License.
+
+       2. You must include the text of, or the URI or hyperlink to, the
+          Adapter's License You apply. You may satisfy this condition
+          in any reasonable manner based on the medium, means, and
+          context in which You Share Adapted Material.
+
+       3. You may not offer or impose any additional or different terms
+          or conditions on, or apply any Effective Technological
+          Measures to, Adapted Material that restrict exercise of the
+          rights granted under the Adapter's License You apply.
+
+
+Section 4 -- Sui Generis Database Rights.
+
+Where the Licensed Rights include Sui Generis Database Rights that
+apply to Your use of the Licensed Material:
+
+  a. for the avoidance of doubt, Section 2(a)(1) grants You the right
+     to extract, reuse, reproduce, and Share all or a substantial
+     portion of the contents of the database;
+
+  b. if You include all or a substantial portion of the database
+     contents in a database in which You have Sui Generis Database
+     Rights, then the database in which You have Sui Generis Database
+     Rights (but not its individual contents) is Adapted Material,
+
+     including for purposes of Section 3(b); and
+  c. You must comply with the conditions in Section 3(a) if You Share
+     all or a substantial portion of the contents of the database.
+
+For the avoidance of doubt, this Section 4 supplements and does not
+replace Your obligations under this Public License where the Licensed
+Rights include other Copyright and Similar Rights.
+
+
+Section 5 -- Disclaimer of Warranties and Limitation of Liability.
+
+  a. UNLESS OTHERWISE SEPARATELY UNDERTAKEN BY THE LICENSOR, TO THE
+     EXTENT POSSIBLE, THE LICENSOR OFFERS THE LICENSED MATERIAL AS-IS
+     AND AS-AVAILABLE, AND MAKES NO REPRESENTATIONS OR WARRANTIES OF
+     ANY KIND CONCERNING THE LICENSED MATERIAL, WHETHER EXPRESS,
+     IMPLIED, STATUTORY, OR OTHER. THIS INCLUDES, WITHOUT LIMITATION,
+     WARRANTIES OF TITLE, MERCHANTABILITY, FITNESS FOR A PARTICULAR
+     PURPOSE, NON-INFRINGEMENT, ABSENCE OF LATENT OR OTHER DEFECTS,
+     ACCURACY, OR THE PRESENCE OR ABSENCE OF ERRORS, WHETHER OR NOT
+     KNOWN OR DISCOVERABLE. WHERE DISCLAIMERS OF WARRANTIES ARE NOT
+     ALLOWED IN FULL OR IN PART, THIS DISCLAIMER MAY NOT APPLY TO YOU.
+
+  b. TO THE EXTENT POSSIBLE, IN NO EVENT WILL THE LICENSOR BE LIABLE
+     TO YOU ON ANY LEGAL THEORY (INCLUDING, WITHOUT LIMITATION,
+     NEGLIGENCE) OR OTHERWISE FOR ANY DIRECT, SPECIAL, INDIRECT,
+     INCIDENTAL, CONSEQUENTIAL, PUNITIVE, EXEMPLARY, OR OTHER LOSSES,
+     COSTS, EXPENSES, OR DAMAGES ARISING OUT OF THIS PUBLIC LICENSE OR
+     USE OF THE LICENSED MATERIAL, EVEN IF THE LICENSOR HAS BEEN
+     ADVISED OF THE POSSIBILITY OF SUCH LOSSES, COSTS, EXPENSES, OR
+     DAMAGES. WHERE A LIMITATION OF LIABILITY IS NOT ALLOWED IN FULL OR
+     IN PART, THIS LIMITATION MAY NOT APPLY TO YOU.
+
+  c. The disclaimer of warranties and limitation of liability provided
+     above shall be interpreted in a manner that, to the extent
+     possible, most closely approximates an absolute disclaimer and
+     waiver of all liability.
+
+
+Section 6 -- Term and Termination.
+
+  a. This Public License applies for the term of the Copyright and
+     Similar Rights licensed here. However, if You fail to comply with
+     this Public License, then Your rights under this Public License
+     terminate automatically.
+
+  b. Where Your right to use the Licensed Material has terminated under
+     Section 6(a), it reinstates:
+
+       1. automatically as of the date the violation is cured, provided
+          it is cured within 30 days of Your discovery of the
+          violation; or
+
+       2. upon express reinstatement by the Licensor.
+
+     For the avoidance of doubt, this Section 6(b) does not affect any
+     right the Licensor may have to seek remedies for Your violations
+     of this Public License.
+
+  c. For the avoidance of doubt, the Licensor may also offer the
+     Licensed Material under separate terms or conditions or stop
+     distributing the Licensed Material at any time; however, doing so
+     will not terminate this Public License.
+
+  d. Sections 1, 5, 6, 7, and 8 survive termination of this Public
+     License.
+
+
+Section 7 -- Other Terms and Conditions.
+
+  a. The Licensor shall not be bound by any additional or different
+     terms or conditions communicated by You unless expressly agreed.
+
+  b. Any arrangements, understandings, or agreements regarding the
+     Licensed Material not stated herein are separate from and
+     independent of the terms and conditions of this Public License.
+
+
+Section 8 -- Interpretation.
+
+  a. For the avoidance of doubt, this Public License does not, and
+     shall not be interpreted to, reduce, limit, restrict, or impose
+     conditions on any use of the Licensed Material that could lawfully
+     be made without permission under this Public License.
+
+  b. To the extent possible, if any provision of this Public License is
+     deemed unenforceable, it shall be automatically reformed to the
+     minimum extent necessary to make it enforceable. If the provision
+     cannot be reformed, it shall be severed from this Public License
+     without affecting the enforceability of the remaining terms and
+     conditions.
+
+  c. No term or condition of this Public License will be waived and no
+     failure to comply consented to unless expressly agreed to by the
+     Licensor.
+
+  d. Nothing in this Public License constitutes or may be interpreted
+     as a limitation upon, or waiver of, any privileges and immunities
+     that apply to the Licensor or You, including from the legal
+     processes of any jurisdiction or authority.
+
+
+=======================================================================
+
+Creative Commons is not a party to its public
+licenses. Notwithstanding, Creative Commons may elect to apply one of
+its public licenses to material it publishes and in those instances
+will be considered the “Licensor.” The text of the Creative Commons
+public licenses is dedicated to the public domain under the CC0 Public
+Domain Dedication. Except for the limited purpose of indicating that
+material is shared under a Creative Commons public license or as
+otherwise permitted by the Creative Commons policies published at
+creativecommons.org/policies, Creative Commons does not authorize the
+use of the trademark "Creative Commons" or any other trademark or logo
+of Creative Commons without its prior written consent including,
+without limitation, in connection with any unauthorized modifications
+to any of its public licenses or any other arrangements,
+understandings, or agreements concerning use of licensed material. For
+the avoidance of doubt, this paragraph does not form part of the
+public licenses.
+
+Creative Commons may be contacted at creativecommons.org.
diff --git a/MantelTest/MantelTest.py b/MantelTest/MantelTest.py
new file mode 100644
index 0000000..a4e5798
--- /dev/null
+++ b/MantelTest/MantelTest.py
@@ -0,0 +1,187 @@
+# MantelTest v1.2.10
+# http://jwcarr.github.io/MantelTest/
+#
+# Copyright (c) 2014-2016 Jon W. Carr
+# Licensed under the terms of the MIT License
+
+import numpy as np
+from itertools import permutations
+from scipy import spatial, stats
+
+def MantelTest(X, Y, perms=10000, method='pearson', tail='two-tail', ci=None):
+  """
+  Takes two distance matrices (either redundant matrices or condensed vectors)
+  and performs a Mantel test. The Mantel test is a significance test of the
+  correlation between two distance matrices.
+
+  Parameters
+  ----------
+  X : array_like
+      First distance matrix (condensed or redundant).
+  Y : array_like
+      Second distance matrix (condensed or redundant), where the order of
+      elements corresponds to the order of elements in the first matrix.
+  perms : int, optional
+      The number of permutations to perform (default: 10000). A larger number
+      gives more reliable results but takes longer to run. If the actual number
+      of possible permutations is smaller, the program will enumerate all
+      permutations. Enumeration can be forced by setting this argument to 0.
+  method : str, optional
+      Type of correlation coefficient to use; either 'pearson' or 'spearman'
+      (default: 'pearson').
+  tail : str, optional
+      Which tail to test in the calculation of the empirical p-value; either
+      'upper', 'lower', or 'two-tail' (default: 'two-tail').
+
+  Returns
+  -------
+  r : float
+      Veridical correlation
+  p : float
+      Empirical p-value
+  z : float
+      Standard score (z-score)
+  """
+
+  # Ensure that X and Y are formatted as Numpy arrays.
+  X, Y = np.asarray(X, dtype=float), np.asarray(Y, dtype=float)
+
+  # Check that X and Y are valid distance matrices.
+  if spatial.distance.is_valid_dm(X) == False and spatial.distance.is_valid_y(X) == False:
+    raise ValueError('X is not a valid condensed or redundant distance matrix')
+  if spatial.distance.is_valid_dm(Y) == False and spatial.distance.is_valid_y(Y) == False:
+    raise ValueError('Y is not a valid condensed or redundant distance matrix')
+
+  # If X or Y is a redundant distance matrix, reduce it to a condensed distance matrix.
+  if len(X.shape) == 2:
+    X = spatial.distance.squareform(X, force='tovector', checks=False)
+  if len(Y.shape) == 2:
+    Y = spatial.distance.squareform(Y, force='tovector', checks=False)
+
+  # Check for size equality.
+  if X.shape[0] != Y.shape[0]:
+    raise ValueError('X and Y are not of equal size')
+
+  # Check for minimum size.
+  if X.shape[0] < 3:
+    raise ValueError('X and Y should represent at least 3 objects')
+
+  # If Spearman correlation is requested, convert X and Y to ranks.
+  if method == 'spearman':
+    X, Y = stats.rankdata(X), stats.rankdata(Y)
+
+  # Check for valid method parameter.
+  elif method != 'pearson':
+    raise ValueError('The method should be set to "pearson" or "spearman"')
+
+  # Check for valid tail parameter.
+  if tail != 'upper' and tail != 'lower' and tail != 'two-tail':
+    raise ValueError('The tail should be set to "upper", "lower", or "two-tail"')
+
+  # Now we're ready to start the Mantel test using a number of optimizations:
+  #
+  # 1. We don't need to recalculate the pairwise distances between the objects
+  #    on every permutation. They've already been calculated, so we can use a
+  #    simple matrix shuffling technique to avoid recomputing them. This works
+  #    like memoization.
+  #
+  # 2. Rather than compute correlation coefficients, we'll just compute the
+  #    covariances. This works because the denominator in the equation for the
+  #    correlation coefficient will yield the same result however the objects
+  #    are permuted, making it redundant. Removing the denominator leaves us
+  #    with the covariance.
+  #
+  # 3. Rather than permute the Y distances and derive the residuals to calculate
+  #    the covariance with the X distances, we'll represent the Y residuals in
+  #    the matrix and shuffle those directly.
+  #
+  # 4. If the number of possible permutations is less than the number of
+  #    permutations that were requested, we'll run a deterministic test where
+  #    we try all possible permutations rather than sample the permutation
+  #    space. This gives a faster, deterministic result.
+
+  # Calculate the X and Y residuals, which will be used to compute the
+  # covariance under each permutation.
+  X_residuals, Y_residuals = X - X.mean(), Y - Y.mean()
+
+  # Expand the Y residuals to a redundant matrix.
+  Y_residuals_as_matrix = spatial.distance.squareform(Y_residuals, force='tomatrix', checks=False)
+
+  # Get the number of objects.
+  m = Y_residuals_as_matrix.shape[0]
+
+  # Calculate the number of possible matrix permutations.
+  n = np.math.factorial(m)
+
+  # Initialize an empty array to store temporary permutations of Y_residuals.
+  Y_residuals_permuted = np.zeros(Y_residuals.shape[0], dtype=float)
+
+  # If the number of requested permutations is greater than the number of
+  # possible permutations (m!) or the perms parameter is set to 0, then run a
+  # deterministic Mantel test ...
+  if perms >= n or perms == 0:
+
+    # Initialize an empty array to store the covariances.
+    covariances = np.zeros(n, dtype=float)
+
+    # Enumerate all permutations of row/column orders and iterate over them.
+    for i, order in enumerate(permutations(range(m))):
+
+      # Take a permutation of the matrix.
+      Y_residuals_as_matrix_permuted = Y_residuals_as_matrix[order, :][:, order]
+
+      # Condense the permuted version of the matrix. Rather than use
+      # distance.squareform(), we call directly into the C wrapper for speed.
+      spatial.distance._distance_wrap.to_vector_from_squareform_wrap(Y_residuals_as_matrix_permuted, Y_residuals_permuted)
+
+      # Compute and store the covariance.
+      covariances[i] = (X_residuals * Y_residuals_permuted).sum()
+
+  # ... otherwise run a stochastic Mantel test.
+  else:
+
+    # Initialize an empty array to store the covariances.
+    covariances = np.zeros(perms, dtype=float)
+
+    # Initialize an array to store the permutation order.
+    order = np.arange(m)
+
+    # Store the veridical covariance in 0th position...
+    covariances[0] = (X_residuals * Y_residuals).sum()
+
+    # ...and then run the random permutations.
+    for i in range(1, perms):
+
+      # Choose a random order in which to permute the rows and columns.
+      np.random.shuffle(order)
+
+      # Take a permutation of the matrix.
+      Y_residuals_as_matrix_permuted = Y_residuals_as_matrix[order, :][:, order]
+
+      # Condense the permuted version of the matrix. Rather than use
+      # distance.squareform(), we call directly into the C wrapper for speed.
+      spatial.distance._distance_wrap.to_vector_from_squareform_wrap(Y_residuals_as_matrix_permuted, Y_residuals_permuted)
+
+      # Compute and store the covariance.
+      covariances[i] = (X_residuals * Y_residuals_permuted).sum()
+
+  # Calculate the veridical correlation coefficient from the veridical covariance.
+  r = covariances[0] / np.sqrt((X_residuals ** 2).sum() * (Y_residuals ** 2).sum())
+
+  # Calculate the empirical p-value for the upper or lower tail.
+  if tail == 'upper':
+    p = (covariances >= covariances[0]).sum() / float(covariances.shape[0])
+  elif tail == 'lower':
+    p = (covariances <= covariances[0]).sum() / float(covariances.shape[0])
+  elif tail == 'two-tail':
+    p = (abs(covariances) >= abs(covariances[0])).sum() / float(covariances.shape[0])
+
+  # Calculate the standard score.
+  z = (covariances[0] - covariances.mean()) / covariances.std()
+
+  if ci is not None:
+    ci = ( covariances[0] + np.percentile(covariances, ci)) / np.sqrt((X_residuals ** 2).sum() * (Y_residuals ** 2).sum())
+    return r, p, z, ci
+  else:
+    return r, p, z
+
diff --git a/MantelTest/__init__.py b/MantelTest/__init__.py
new file mode 100644
index 0000000..5ed4417
--- /dev/null
+++ b/MantelTest/__init__.py
@@ -0,0 +1,2 @@
+# This file allows all subdirectories in this directroy to loaded by Python
+from .MantelTest import MantelTest
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..bfb5f18
--- /dev/null
+++ b/README.md
@@ -0,0 +1,51 @@
+# Expanding the Measurement of Human Culture
+[![Binder](https://img.shields.io/badge/launch-JupyterLab-579ACA.svg?logo=data:image/png;base64,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)](https://mybinder.org/v2/gh/measuring-culture/Expanding-Measurement-Culture-Facebook-JRSI/master?urlpath=lab)
+
+# Facebook Cultural Distances
+
+This repository contains the processed data and code to replicate the main analyses performed in the paper ["Expanding the Measurement of Culture with a Sample of Two Billion Humans"](https://doi.org/10.1098/rsif.2022.0085) by Nick Obradovich, [Ömer Özak](http://omerozak.com), Ignacio Martín, Ignacio Ortuño-Ortín, Edmond Awad, Manuel Cebrián, Rubén Cuevas, Klaus Desmet, Iyad Rahwan and Ángel Cuevas published in Journal of The Royal Society InterfaceVolume 19, Issue 190, 2022. 
+
+You can download the cultural distance data, Jupyter notebooks, or perform online analysis using the provided [Binder](https://mybinder.org/v2/gh/measuring-culture/Expanding-Measurement-Culture-Facebook-JRSI/master?urlpath=lab). If you are interested in performing the analyses on your own computer it is recommended you fork/clone and download this repository, install [Conda](https://www.anaconda.com/) and create a conda environment using the included [environment](./environment.yml). Follow instructions [here](https://docs.conda.io/projects/conda/en/latest/user-guide/install/) to install ``conda`` and instructions [here](https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html#creating-an-environment-from-an-environment-yml-file) for creating a ``conda environment``.
+
+If you use the data or code, please cite:
+```
+Obradovich Nick, Özak Ömer, Martín Ignacio, Ortuño-Ortín Ignacio, Awad Edmond, Cebrián Manuel, Cuevas Rubén, Desmet Klaus, Rahwan Iyad and Cuevas Ángel 2022Expanding the measurement of culture with a sample of two billion humansJ. R. Soc. Interface.192022008520220085
+http://doi.org/10.1098/rsif.2022.0085
+```
+
+# Computation and Replication
+
+We have created a set of notebooks to help replicate our main analyses. Download them to perform your own computations. To analyze the data online use our [Binder](https://mybinder.org/v2/gh/measuring-culture/Expanding-Measurement-Culture-Facebook-JRSI/master?urlpath=lab).
+
+## Notebooks
+
+1. [Country-Level Main Analysis](./1-Country-Distance-Main-Analyses.ipynb)
+2. [Country-Level Robustness Analysis - Euclidean Distances](./2-Country-Distance-Main-Analyses-Euc.ipynb)
+3. [Country-Level Robustness Analysis - Major Categories](./3-Country-Distance-Robustness-Analyses.ipynb)
+4. [Country-Level Robustness Analysis - Penetration+](./4-Country-Distance-Robustness-Penetration-Above.ipynb)
+5. [Country-Level Robustness Analysis - Penetration-](./5-Country-Distance-Robustness-Penetration-Below.ipynb)
+6. [Country-Level Robustness Analysis - Age+](./6-Country-Distance-Robustness-Age-Above.ipynb)
+7. [Country-Level Robustness Analysis - Age-](./7-Country-Distance-Robustness-Age-Below.ipynb)
+8. [Country-Level Robustness Analysis - Gender+](./8-Country-Distance-Robustness-Gender-Above.ipynb)
+9. [Country-Level Robustness Analysis - Gender-](./9-Country-Distance-Robustness-Gender-Below.ipynb)
+10. [Country-Level Robustness Analysis - Population Size & Penetration](./10-Country-Distance-Robustness-Population-Penetration.ipynb)
+11. [Region-Level Analysis - Similarity](./11-Plot-Region-Boxplots-Panel.ipynb)
+12. [Region & Gender - Similarity](./12-Region-Gender-Age-Cohesion-Scatter.ipynb)
+13. [Region & Gender - Similarity II](./13-Region-Gender-Age-Cohesion-Histo.ipynb)
+
+# Questions?
+Please create an issue so others can benefit.
+
+# Issues
+
+Find a bug? Report it via github issues by providing
+
+- python code or command to reproduce the error in the [project's Binder]()
+
+# Copyright 
+
+This data is provided under [Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) License](https://creativecommons.org/licenses/by-sa/4.0/). ![](http://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)
+
+[<img src="./pics/SMUlogowWordmarkRB.jpg?raw=true" width="250">](http://omerozak.com)
+[<img src="./pics/UC3M.png?raw=true" width="200">]()
+[<img src="./pics/MIT.png?raw=true" width="140">]()
\ No newline at end of file
diff --git a/__init__.py b/__init__.py
new file mode 100644
index 0000000..0cd5e37
--- /dev/null
+++ b/__init__.py
@@ -0,0 +1 @@
+# This file allows all subdirectories in this directroy to loaded by Python
diff --git a/data/CohesionMain/Age_Gender/Figure-7-A.pdf b/data/CohesionMain/Age_Gender/Figure-7-A.pdf
new file mode 100644
index 0000000..dcdb2a6
Binary files /dev/null and b/data/CohesionMain/Age_Gender/Figure-7-A.pdf differ
diff --git a/data/CohesionMain/Age_Gender/cohesion_age_all_pairs.csv b/data/CohesionMain/Age_Gender/cohesion_age_all_pairs.csv
new file mode 100644
index 0000000..54908ac
--- /dev/null
+++ b/data/CohesionMain/Age_Gender/cohesion_age_all_pairs.csv
@@ -0,0 +1,46 @@
+country_code_1,cohesion,cohesion_sqrt,cohesion_users,cohesion_users_sqrt,pop_share_prod,users_share_prod,cohesion_norm,cohesion_sqrt_norm,cohesion_users_norm,cohesion_users_sqrt_norm,cohesion_rank,cohesion_sqrt_rank,cohesion_users_rank,cohesion_users_sqrt_rank,cohesion_norm_rank,cohesion_sqrt_norm_rank,cohesion_users_norm_rank,cohesion_users_sqrt_norm_rank
+SA,0.01658471486159038,0.12450965857504097,0.014989095303467507,0.12281600890880044,0.4869594487461728,0.5121527181553202,0.03405769187617745,0.2556879405372038,0.029266847118288215,0.2398034893794201,1,2,5,7,1,1,1,2
+LY,0.019984594594375547,0.1403908081927565,0.01491334460347247,0.12123658342709098,0.5286352475872181,0.5078540523742933,0.03780412805538159,0.2655721668835444,0.029365414204632935,0.238723276619123,2,3,4,6,2,2,2,1
+TN,0.020739684642311157,0.149227321787382,0.021026996624613107,0.1475113398784499,0.5454456478220943,0.5195398305847728,0.038023375427272146,0.27358788613169915,0.04047234761759455,0.2839269122300347,3,5,12,16,3,3,10,10
+AF,0.020861971398235445,0.14779593466923907,0.015067233098199047,0.11032055646172143,0.5390294425842099,0.4128696825161675,0.038702842090070584,0.27418898300003275,0.03649391984021261,0.267204304732163,4,4,6,4,5,4,5,6
+DZ,0.021072318775029412,0.15215856366710823,0.018769824801419466,0.13401430101882927,0.5504934475024448,0.4785908046585171,0.03827896384713249,0.27640395059640105,0.039218941564938894,0.28001854551812966,5,6,11,12,4,5,7,8
+JO,0.02207307546440635,0.15328811906445214,0.017794523933941472,0.13202350804809254,0.549177471831531,0.4976847930554837,0.04019297330386055,0.2791231012321564,0.035754606494391473,0.26527535076478437,6,7,7,11,6,6,3,5
+KW,0.022127381192377678,0.1196399420073719,0.018586003485809896,0.12994432873387943,0.39475611602542376,0.49857710301431957,0.05605329542494686,0.303073054857158,0.037278092743212254,0.2606303577686505,7,1,10,8,19,11,6,3
+IQ,0.02313349532691491,0.1585188397433694,0.01850131716795546,0.13094249851655734,0.5483923447560873,0.46495404511026583,0.042184205429060415,0.28906100032062815,0.039791711379923135,0.28162460332075134,8,9,9,10,7,7,9,9
+KE,0.023424870352089604,0.15834801372772025,0.023034843905230872,0.15534169778772133,0.5356665542910422,0.5244333379610348,0.04373032097009036,0.29560929734971936,0.043923302044048075,0.29620866284298497,9,8,17,21,8,8,12,12
+UG,0.024069358724507047,0.15926669279927738,0.021071734089125226,0.13889114511982628,0.5286243991925428,0.459349679768582,0.04553206163255468,0.3012851715557441,0.04587297002088051,0.30236473701211447,10,10,13,13,10,10,14,15
+MM,0.024614417423557203,0.16158573398545106,0.014506054826414911,0.10276632241077144,0.5462170446789852,0.36946310863509096,0.04506343707751418,0.2958269712736919,0.03926252577694343,0.27815042966108705,11,11,3,3,9,9,8,7
+BD,0.025827976100223023,0.16893648535513991,0.018037933228826287,0.11802875796363116,0.5534653820695383,0.3863281191506212,0.04666592877705575,0.3052340594879599,0.04669070754798896,0.3055142820645013,12,12,8,5,12,15,16,16
+EG,0.02637803954390698,0.16982361478228034,0.02286806796626374,0.15040511831104514,0.5590514555744955,0.498187940909374,0.04718356294556149,0.30377099118320916,0.04590249198830708,0.3019043737520044,13,14,16,19,13,13,15,14
+PK,0.026426328780557857,0.17051742306751372,0.013196452465840372,0.08872036694111704,0.5591276602022792,0.30122249135719614,0.047263497518612176,0.3049704659680484,0.04380965181710729,0.2945343375302959,14,15,2,1,14,14,11,11
+NP,0.026615890482436823,0.17342777129588813,0.0224582908530143,0.14966992970646792,0.5717481330626442,0.502717077118742,0.0465517750619758,0.30332896824148675,0.04467381729248406,0.29772199218749795,15,16,14,18,11,12,13,13
+VN,0.02897208105693593,0.17632350354028914,0.0261861689133983,0.16015200634487092,0.5431458626413426,0.49098541482967084,0.05334125333486553,0.32463379667999326,0.053333903864502,0.3261848550031363,16,17,21,22,16,17,19,19
+KH,0.029097977045324082,0.1695058393138931,0.01305817060571899,0.09507396197455305,0.5507400136631332,0.3602807013046399,0.05283432531401688,0.30777832572298514,0.036244435403931026,0.26388857807335636,17,13,1,2,15,16,4,4
+MG,0.029305133175243452,0.17882044722645732,0.023460492883647606,0.14305882689147664,0.5458876880180756,0.4364360457862062,0.05368344774662346,0.32757735913717134,0.05375470956205123,0.32778875226441734,18,19,18,15,17,18,20,20
+ID,0.029648688632644922,0.17792826391149705,0.02773595487701196,0.1625933758598874,0.5377534130184392,0.4772573229170485,0.05513435696525889,0.3308733326540431,0.05811530498366541,0.3406828309434815,19,18,22,24,18,19,21,23
+GT,0.03210397583522578,0.1875886832585853,0.02258479988194526,0.14147082564354607,0.5644488640639709,0.4500532737846688,0.056876677196372794,0.3323395531491853,0.05018250326682685,0.31434239874285147,20,20,15,14,20,20,18,18
+IN,0.03230460041819032,0.1886305282484033,0.028219898954074035,0.1608021278934824,0.5570386911597989,0.45875110919063383,0.05799345885818016,0.33863092679551493,0.061514617379044345,0.35052150212166816,21,21,24,23,21,21,22,25
+TZ,0.034157645085792346,0.19257625404719556,0.03138213602518489,0.17692437689387008,0.542955972286461,0.49880748084037063,0.06291052466362951,0.35468115994052135,0.06291432512662708,0.3546947142729196,22,22,25,26,22,22,23,26
+GH,0.03617736194525032,0.19798707738152177,0.03392711543907155,0.18513087964911323,0.5438471867815483,0.5067328560337278,0.06652118982051844,0.36404909723482476,0.06695266556154272,0.3653421668730142,23,23,27,27,23,23,26,27
+LK,0.04170851933060267,0.21013733850876148,0.024299487134724067,0.15477252879066125,0.5628791762451252,0.5043178823643584,0.07409852965041872,0.3733258350585169,0.04818287826876667,0.30689478640942097,24,25,19,20,24,24,17,17
+UA,0.0427953379610686,0.2154176879660759,0.036822747682834785,0.1891099820851242,0.5590477080134326,0.4885775622686321,0.07655042199017535,0.38532970420638935,0.07536725082472928,0.3870623554774438,25,27,28,28,26,27,30,31
+PE,0.04312734266814962,0.21904393478998996,0.038778394472271445,0.19544791569631084,0.5690530707383197,0.49610292415060153,0.0757879095743986,0.38492707631959655,0.07816602681523305,0.3939664657912375,26,29,31,30,25,26,31,32
+SL,0.04327773898820604,0.21109418082917253,0.03993734926154706,0.19594452820507155,0.5468123111705342,0.5096632656614549,0.07914550953610301,0.3860450405319032,0.07836026638042135,0.3844588013436075,27,26,32,32,27,28,32,30
+BR,0.04481817673093282,0.22042603457380433,0.04309078509094559,0.2124708635625102,0.5576346128916898,0.5293228083457948,0.08037194193976249,0.3952875762692622,0.08140738394706645,0.4014013003265631,28,30,35,40,28,29,34,34
+KR,0.045950179192382555,0.22106536222169365,0.04115295870338658,0.20336647833742724,0.5406416426323105,0.5042021576117356,0.08499193471049953,0.4088944409560398,0.08161995755495498,0.4033431338348834,29,31,33,34,29,31,35,35
+SO,0.04938376975986769,0.20528837928069843,0.025662715828837612,0.1306296057786385,0.544805752454277,0.39821571998995525,0.09064472894678594,0.3768102270504703,0.06444425606674929,0.3280372903961038,30,24,20,9,31,25,25,21
+VE,0.050194373257928644,0.2333568384753577,0.04758419336528858,0.22102237484435525,0.5593315733813962,0.5175013402117584,0.08973992466486812,0.41720662587419627,0.09194989397673331,0.4270952704275398,31,35,41,41,30,34,37,37
+MA,0.05046077245249245,0.23166662761011092,0.04493795506493559,0.20582364534544328,0.5564219167300587,0.4762936261085917,0.09068796705391617,0.41635065162701196,0.09434926818586072,0.43213604814966994,32,34,37,38,32,33,38,40
+AZ,0.050749830269409726,0.22376830362789585,0.037697643153864174,0.19424222716607803,0.530850380675133,0.5200463836155482,0.09560100570120404,0.42152800821826364,0.07248900163823215,0.37350942778533847,33,32,29,29,33,35,28,28
+GN,0.05244279221805674,0.2174137384454275,0.0278134513094456,0.14965455431273275,0.5437163344493265,0.4413548754531261,0.09645248615009988,0.39986611523382526,0.06301833933722913,0.33907987117868993,34,28,23,17,34,30,24,22
+AO,0.053585721445735715,0.23812563118337407,0.04477507932101665,0.20211822007653124,0.5382899846645611,0.46944926697530864,0.0995480558292906,0.4423742554522236,0.09537788739027185,0.43054326483198435,35,36,36,33,35,36,39,38
+MZ,0.05703173979018138,0.2497138537784254,0.0466183838491471,0.20411023620017724,0.5467778032804207,0.44690863378120604,0.10430514817539521,0.4567007882914315,0.10431300790660078,0.45671580446598375,36,38,39,35,36,39,42,43
+PG,0.06027322389219677,0.24528862738181106,0.04732280532894596,0.2041906787033571,0.5450061637258854,0.47410077775481396,0.1105918206138153,0.4500657858709662,0.09981592005195873,0.43069045292508756,37,37,40,36,38,37,40,39
+MR,0.06143908149506737,0.22632933504038055,0.03374760036614205,0.16400698926905366,0.5478341547001425,0.47526603172405796,0.11214905271595581,0.41313476550994177,0.07100781060182329,0.3450846017210778,38,33,26,25,39,32,27,24
+MK,0.06537622172363045,0.26376046064424463,0.04218767467016702,0.2062301050796761,0.5617027233929958,0.5224878312601406,0.11638936220341221,0.46957304933646266,0.08074384157123511,0.39470795823567517,39,39,34,39,40,40,33,33
+AL,0.06558186297044269,0.2701273220236292,0.038236418174456006,0.19570876209201413,0.5962565763520901,0.5238567010128781,0.10998933273268677,0.45303872986403554,0.07299022442688202,0.37359217074747886,40,40,30,31,37,38,29,29
+MD,0.08568887099823236,0.2934793310151799,0.05295202633007885,0.22948181258614897,0.5470274607599883,0.5239233171543243,0.15664455104170516,0.5364983516685752,0.10106827582648238,0.43800648887431354,41,41,42,43,41,41,41,41
+LV,0.09287777979103795,0.316667770771679,0.04499893410581961,0.20537696343521303,0.5826684030121777,0.5090778897992434,0.15940074888374686,0.5434785362216744,0.0883930239507457,0.40342935246353784,42,42,38,37,42,42,36,36
+DJ,0.11677288412834969,0.34602833759706053,0.07953197946594828,0.2698024046266301,0.549044050636458,0.47278895836020646,0.21268399865727577,0.6302378419289684,0.16821877512070574,0.5706613909986328,43,43,44,44,43,44,44,44
+BY,0.12124924734451328,0.3470574278447204,0.055035235129068154,0.2247794350547606,0.5526618524943442,0.49584895159148124,0.21939138154239463,0.6279742780840335,0.11099193605719357,0.4533223965348853,44,44,43,42,44,43,43,42
+KM,0.17540870305116768,0.43214960675872055,0.1470165482863949,0.3785253909087798,0.5453242402642533,0.4944832827154587,0.3216594644062918,0.7924635929429974,0.29731348546113107,0.7654968411269735,45,45,45,45,45,45,45,45
diff --git a/data/CohesionMain/Age_Gender/cohesion_age_nonrepeat_pairs.csv b/data/CohesionMain/Age_Gender/cohesion_age_nonrepeat_pairs.csv
new file mode 100644
index 0000000..6d2f622
--- /dev/null
+++ b/data/CohesionMain/Age_Gender/cohesion_age_nonrepeat_pairs.csv
@@ -0,0 +1,46 @@
+country_code_1,cohesion,cohesion_sqrt,cohesion_users,cohesion_users_sqrt,pop_share_prod,users_share_prod,cohesion_norm,cohesion_sqrt_norm,cohesion_users_norm,cohesion_users_sqrt_norm,cohesion_rank,cohesion_sqrt_rank,cohesion_users_rank,cohesion_users_sqrt_rank,cohesion_norm_rank,cohesion_sqrt_norm_rank,cohesion_users_norm_rank,cohesion_users_sqrt_norm_rank
+SA,0.00829235743079519,0.06225482928752048,0.0074945476517337545,0.061408004454400214,0.24347972437308638,0.2560763590776601,0.03405769187617746,0.2556879405372038,0.029266847118288218,0.23980348937942006,1,2,5,7,1,1,1,2
+LY,0.009992297297187773,0.07019540409637826,0.007456672301736235,0.06061829171354549,0.26431762379360907,0.25392702618714663,0.03780412805538159,0.2655721668835444,0.029365414204632935,0.238723276619123,2,3,4,6,2,2,2,1
+TN,0.010369842321155578,0.07461366089369101,0.010513498312306552,0.07375566993922494,0.27272282391104713,0.2597699152923864,0.038023375427272146,0.27358788613169915,0.040472347617594544,0.2839269122300347,3,5,12,16,3,3,10,10
+AF,0.010430985699117722,0.07389796733461954,0.007533616549099524,0.05516027823086071,0.26951472129210496,0.20643484125808373,0.038702842090070584,0.27418898300003275,0.036493919840212614,0.26720430473216306,4,4,6,4,5,4,5,6
+DZ,0.010536159387514704,0.07607928183355411,0.009384912400709733,0.06700715050941464,0.2752467237512224,0.23929540232925856,0.03827896384713249,0.27640395059640105,0.039218941564938894,0.28001854551812966,5,6,11,12,4,5,7,8
+JO,0.011036537732203174,0.07664405953222608,0.008897261966970738,0.06601175402404627,0.2745887359157655,0.24884239652774182,0.04019297330386054,0.27912310123215645,0.03575460649439148,0.26527535076478437,6,7,7,11,6,6,3,5
+KW,0.011063690596188839,0.05981997100368594,0.009293001742904948,0.0649721643669397,0.19737805801271188,0.24928855150715976,0.05605329542494686,0.30307305485715796,0.03727809274321226,0.26063035776865046,7,1,10,8,19,11,6,3
+IQ,0.011566747663457456,0.07925941987168468,0.00925065858397773,0.06547124925827866,0.27419617237804367,0.23247702255513286,0.04218420542906042,0.2890610003206281,0.03979171137992314,0.28162460332075134,8,9,9,10,7,7,9,9
+KE,0.011712435176044802,0.07917400686386013,0.011517421952615438,0.07767084889386065,0.2678332771455211,0.2622166689805174,0.04373032097009036,0.29560929734971936,0.04392330204404808,0.2962086628429849,9,8,17,21,8,8,12,12
+UG,0.012034679362253522,0.07963334639963866,0.010535867044562613,0.06944557255991315,0.2643121995962714,0.229674839884291,0.045532061632554674,0.30128517155574397,0.04587297002088051,0.3023647370121145,10,10,13,13,10,10,14,15
+MM,0.012307208711778601,0.08079286699272552,0.007253027413207456,0.05138316120538572,0.2731085223394926,0.18473155431754548,0.04506343707751418,0.2958269712736919,0.03926252577694343,0.27815042966108705,11,11,3,3,9,9,8,7
+BD,0.012913988050111513,0.08446824267756999,0.009018966614413143,0.05901437898181557,0.27673269103476916,0.1931640595753106,0.046665928777055755,0.30523405948796,0.04669070754798896,0.30551428206450126,12,12,8,5,12,15,16,16
+EG,0.013189019771953492,0.08491180739114015,0.011434033983131869,0.07520255915552258,0.27952572778724777,0.24909397045468698,0.047183562945561495,0.3037709911832091,0.04590249198830708,0.3019043737520045,13,14,16,19,13,13,15,14
+PK,0.013213164390278927,0.08525871153375686,0.006598226232920186,0.04436018347055851,0.27956383010113955,0.15061124567859807,0.04726349751861218,0.30497046596804844,0.04380965181710729,0.29453433753029584,14,15,2,1,14,14,11,11
+NP,0.013307945241218413,0.08671388564794405,0.011229145426507148,0.07483496485323397,0.2858740665313221,0.251358538559371,0.04655177506197581,0.3033289682414867,0.044673817292484055,0.297721992187498,15,16,14,18,11,12,13,13
+VN,0.014486040528467966,0.08816175177014458,0.01309308445669915,0.08007600317243548,0.2715729313206713,0.24549270741483542,0.053341253334865536,0.3246337966799933,0.053333903864502,0.3261848550031364,16,17,21,22,16,17,19,19
+KH,0.014548988522662041,0.08475291965694656,0.006529085302859497,0.04753698098727652,0.2753700068315666,0.18014035065231995,0.05283432531401688,0.3077783257229852,0.03624443540393103,0.2638885780733563,17,13,1,2,15,16,4,4
+MG,0.014652566587621728,0.08941022361322865,0.0117302464418238,0.07152941344573834,0.2729438440090378,0.2182180228931031,0.05368344774662347,0.3275773591371713,0.05375470956205121,0.3277887522644174,18,19,18,15,17,18,20,20
+ID,0.014824344316322463,0.08896413195574852,0.01386797743850598,0.0812966879299437,0.2688767065092196,0.23862866145852424,0.055134356965258896,0.3308733326540431,0.05811530498366541,0.3406828309434815,19,18,22,24,18,19,21,23
+GT,0.01605198791761289,0.09379434162929264,0.011292399940972631,0.07073541282177304,0.2822244320319854,0.2250266368923344,0.0568766771963728,0.3323395531491853,0.050182503266826856,0.31434239874285147,20,20,15,14,20,20,18,18
+IN,0.01615230020909516,0.09431526412420163,0.014109949477037014,0.08040106394674118,0.27851934557989944,0.22937555459531694,0.05799345885818016,0.3386309267955149,0.061514617379044324,0.3505215021216681,21,21,24,23,21,21,22,25
+TZ,0.017078822542896176,0.09628812702359776,0.01569106801259244,0.08846218844693503,0.2714779861432305,0.24940374042018532,0.06291052466362952,0.3546811599405213,0.06291432512662706,0.35469471427291954,22,22,25,26,22,22,23,26
+GH,0.01808868097262516,0.09899353869076088,0.01696355771953578,0.09256543982455663,0.27192359339077415,0.2533664280168639,0.06652118982051844,0.36404909723482476,0.06695266556154274,0.36534216687301424,23,23,27,27,23,23,26,27
+LK,0.020854259665301335,0.10506866925438074,0.012149743567362033,0.07738626439533061,0.28143958812256253,0.2521589411821792,0.07409852965041873,0.373325835058517,0.04818287826876667,0.3068947864094209,24,25,19,20,24,24,17,17
+UA,0.0213976689805343,0.10770884398303794,0.018411373841417392,0.0945549910425621,0.2795238540067163,0.24428878113431604,0.07655042199017535,0.3853297042063893,0.07536725082472928,0.3870623554774438,25,27,28,28,26,27,30,31
+PE,0.021563671334074802,0.10952196739499495,0.01938919723613572,0.09772395784815541,0.2845265353691598,0.24805146207530074,0.07578790957439858,0.38492707631959655,0.07816602681523303,0.39396646579123745,26,29,31,30,25,26,31,32
+SL,0.02163886949410302,0.10554709041458625,0.019968674630773526,0.09797226410253576,0.2734061555852671,0.25483163283072746,0.07914550953610301,0.38604504053190314,0.07836026638042133,0.38445880134360744,27,26,32,32,27,28,32,30
+BR,0.022409088365466415,0.11021301728690219,0.021545392545472792,0.10623543178125508,0.2788173064458449,0.2646614041728974,0.08037194193976249,0.3952875762692623,0.08140738394706644,0.40140130032656307,28,30,35,40,28,29,34,34
+KR,0.022975089596191278,0.11053268111084683,0.02057647935169329,0.10168323916871361,0.2703208213161553,0.2521010788058678,0.08499193471049951,0.4088944409560397,0.08161995755495498,0.40334313383488335,29,31,33,34,29,31,35,35
+SO,0.02469188487993385,0.10264418964034921,0.012831357914418808,0.06531480288931925,0.2724028762271385,0.19910785999497765,0.09064472894678595,0.3768102270504703,0.06444425606674929,0.32803729039610374,30,24,20,9,31,25,25,21
+VE,0.02509718662896432,0.11667841923767887,0.023792096682644287,0.11051118742217761,0.2796657866906981,0.2587506701058792,0.0897399246648681,0.4172066258741963,0.0919498939767333,0.42709527042753975,31,35,41,41,30,34,37,37
+MA,0.025230386226246224,0.11583331380505543,0.022468977532467804,0.10291182267272166,0.27821095836502935,0.23814681305429589,0.09068796705391617,0.41635065162701185,0.09434926818586074,0.43213604814966994,32,34,37,38,32,33,38,40
+AZ,0.02537491513470486,0.11188415181394791,0.018848821576932087,0.09712111358303901,0.26542519033756645,0.26002319180777417,0.09560100570120404,0.4215280082182637,0.07248900163823212,0.37350942778533835,33,32,29,29,33,35,28,28
+GN,0.026221396109028367,0.10870686922271375,0.013906725654722799,0.07482727715636639,0.27185816722466327,0.2206774377265631,0.09645248615009987,0.39986611523382526,0.06301833933722911,0.33907987117869,34,28,23,17,34,30,24,22
+AO,0.026792860722867858,0.11906281559168702,0.022387539660508323,0.10105911003826559,0.26914499233228056,0.23472463348765432,0.0995480558292906,0.44237425545222353,0.09537788739027184,0.43054326483198424,35,36,36,33,35,36,39,38
+MZ,0.02851586989509069,0.12485692688921271,0.023309191924573543,0.10205511810008865,0.2733889016402103,0.22345431689060302,0.10430514817539524,0.4567007882914316,0.10431300790660075,0.45671580446598387,36,38,39,35,36,39,42,43
+PG,0.03013661194609839,0.12264431369090555,0.023661402664472978,0.10209533935167857,0.2725030818629427,0.23705038887740695,0.11059182061381533,0.45006578587096624,0.09981592005195873,0.4306904529250877,37,37,40,36,38,37,40,39
+MR,0.030719540747533684,0.11316466752019029,0.01687380018307102,0.08200349463452682,0.27391707735007126,0.23763301586202895,0.11214905271595581,0.4131347655099418,0.07100781060182329,0.34508460172107774,38,33,26,25,39,32,27,24
+MK,0.03268811086181522,0.13188023032212232,0.021093837335083514,0.10311505253983806,0.2808513616964979,0.2612439156300703,0.11638936220341221,0.46957304933646266,0.08074384157123513,0.3947079582356752,39,39,34,39,40,40,33,33
+AL,0.032790931485221345,0.1350636610118146,0.019118209087228007,0.09785438104600705,0.2981282881760451,0.2619283505064391,0.10998933273268675,0.4530387298640355,0.07299022442688202,0.37359217074747875,40,40,30,31,37,38,29,29
+MD,0.04284443549911618,0.14673966550758996,0.02647601316503943,0.11474090629307448,0.27351373037999416,0.26196165857716214,0.15664455104170516,0.5364983516685752,0.1010682758264824,0.43800648887431354,41,41,42,43,41,41,41,41
+LV,0.046438889895518976,0.1583338853858395,0.022499467052909804,0.10268848171760651,0.29133420150608885,0.2545389448996217,0.15940074888374686,0.5434785362216744,0.0883930239507457,0.40342935246353784,42,42,38,37,42,42,36,36
+DJ,0.05838644206417484,0.17301416879853027,0.03976598973297413,0.13490120231331504,0.274522025318229,0.23639447918010326,0.21268399865727577,0.6302378419289684,0.16821877512070565,0.5706613909986327,43,43,44,44,43,44,44,44
+BY,0.06062462367225664,0.17352871392236016,0.02751761756453408,0.1123897175273803,0.27633092624717204,0.24792447579574062,0.21939138154239468,0.6279742780840335,0.11099193605719358,0.4533223965348853,44,44,43,42,44,43,43,42
+KM,0.08770435152558385,0.21607480337936028,0.07350827414319747,0.1892626954543899,0.27266212013212665,0.24724164135772933,0.3216594644062918,0.7924635929429974,0.2973134854611312,0.7654968411269735,45,45,45,45,45,45,45,45
diff --git a/data/CohesionMain/Age_Gender/cohesion_gender_all_pairs.csv b/data/CohesionMain/Age_Gender/cohesion_gender_all_pairs.csv
new file mode 100644
index 0000000..2e2e18c
--- /dev/null
+++ b/data/CohesionMain/Age_Gender/cohesion_gender_all_pairs.csv
@@ -0,0 +1,46 @@
+country_code_1,cohesion_gender,cohesion_gender_sqrt,cohesion_gender_users,cohesion_gender_users_sqrt,pop_share_prod,users_share_prod,cohesion_gender_norm,cohesion_gender_sqrt_norm,cohesion_gender_users_norm,cohesion_gender_users_sqrt_norm,cohesion_gender_rank,cohesion_gender_sqrt_rank,cohesion_gender_users_rank,cohesion_gender_users_sqrt_rank,cohesion_gender_norm_rank,cohesion_gender_sqrt_norm_rank,cohesion_gender_users_norm_rank,cohesion_gender_users_sqrt_norm_rank
+PG,0.031896852159648756,0.17855936108138365,0.030488305446568494,0.17067428201834473,0.4997898424303799,0.47771940939006935,0.06382052905385317,0.35726888768504084,0.06382052905385316,0.35726888768504084,1,1,3,5,1,1,1,1
+IQ,0.0372605842058798,0.19301705260818147,0.029187832833425846,0.15119863484693152,0.4999328833882118,0.39161912619623024,0.07453117297136448,0.3860859307754284,0.07453117297136447,0.38608593077542847,2,2,2,3,2,2,2,2
+AF,0.03907535902886769,0.19759865924433279,0.020952080654620585,0.10595175959032307,0.4996144770712472,0.26789166062631553,0.07821102234252386,0.3955022688747155,0.07821102234252386,0.39550226887471546,3,3,1,1,3,3,3,3
+NP,0.04031806727069511,0.1999550314128357,0.03866212649885255,0.19174249268104382,0.49583248024848575,0.47546768412533236,0.08131388901850434,0.4032713454201881,0.08131388901850432,0.40327134542018817,4,4,5,6,5,5,5,5
+VN,0.04034143465283266,0.20085125598263787,0.040283440111989324,0.20056251373862097,0.49999742667766617,0.49927863416489215,0.08068328455386153,0.40170457939600723,0.08068328455386153,0.40170457939600723,5,5,6,10,4,4,4,4
+JO,0.04728790427311852,0.2174415518685225,0.0460774331248833,0.2118755042922935,0.49992518388966556,0.48712814793138914,0.09458996225234184,0.4349481859999921,0.09458996225234186,0.4349481859999921,6,6,9,16,6,6,6,6
+EG,0.047682492713448155,0.21835078422944343,0.04435107937696716,0.20309535874268203,0.49994308456284137,0.46501376429002844,0.09537584214239613,0.43675128423943105,0.09537584214239614,0.4367512842394311,7,7,8,11,7,7,7,7
+KH,0.0482532610244878,0.21960217782142416,0.046810563794230944,0.21303641528072126,0.499708366647374,0.48476786602229743,0.09656284394081072,0.439460678424841,0.09656284394081072,0.439460678424841,8,8,11,17,8,8,8,8
+MZ,0.04883879757890432,0.22089393258313073,0.04618465877318084,0.20888947736552327,0.49954269833536086,0.4723951081715032,0.09776701319356906,0.44219229571210095,0.09776701319356906,0.44219229571210095,9,9,10,14,9,9,9,9
+AL,0.0514523479835807,0.22678984182103662,0.04733115150679997,0.2086245775772984,0.4998181265665868,0.45978402155558334,0.10294214084835938,0.4537447318666287,0.1029421408483594,0.4537447318666287,10,10,12,13,10,10,10,10
+KR,0.05177898758633524,0.22754956750567515,0.05071586312451416,0.22287752730618826,0.49999824335774107,0.48973229595011997,0.1035583390025796,0.4551007339097128,0.1035583390025796,0.4551007339097128,11,11,18,24,11,11,11,11
+SO,0.05219630445076641,0.22846435285858394,0.04967436785836364,0.21742578187934636,0.4999967054786879,0.475838673585512,0.1043932967534148,0.45693171645972397,0.10439329675341481,0.456931716459724,12,12,15,18,12,12,12,12
+BR,0.05273574722543422,0.22961246637112726,0.05234267494475423,0.227901022036353,0.49986856626546955,0.49614273534963416,0.1054992267655962,0.459345679778522,0.1054992267655962,0.4593456797785219,13,13,21,26,13,13,13,13
+LY,0.0529836440006309,0.230168561770363,0.05048148132390563,0.21929880761358056,0.499942650479142,0.4763327636144876,0.10597944374190059,0.46038992982449256,0.10597944374190062,0.46038992982449256,14,14,17,20,14,14,14,14
+VE,0.05340202230847388,0.2310770329583155,0.05269651681103743,0.22802422503014969,0.49994918593509324,0.49334425069352805,0.10681490001547254,0.4622010385437761,0.10681490001547256,0.4622010385437761,15,15,22,27,15,15,15,15
+SL,0.05460169952633484,0.23366918335502845,0.05161123107780871,0.22087140734662686,0.49999622469142435,0.47261204164780446,0.10920422361195348,0.46734189542978805,0.10920422361195349,0.46734189542978805,16,17,20,22,16,16,16,16
+TZ,0.05486584943013944,0.23423440854099972,0.0516063691768347,0.22031896865965706,0.4999991681019393,0.4702951275735554,0.1097318814317576,0.46846959651989717,0.1097318814317576,0.46846959651989717,17,19,19,21,17,17,17,17
+MG,0.0554736903289899,0.23552773002507849,0.05450281081899647,0.23140561293208398,0.4999965865059508,0.49124583569008884,0.11094813809959814,0.4710586759621314,0.11094813809959812,0.47105867596213136,18,20,27,29,18,18,18,18
+SA,0.05563386188454318,0.23332373442560786,0.030507160576421045,0.12794446388036657,0.4892700524663443,0.2682941566559069,0.11370788300673706,0.47688129132256185,0.11370788300673705,0.4768812913225618,19,16,4,2,21,21,21,21
+MR,0.05592097438492656,0.2364750270936855,0.04915498324899345,0.20786343806499552,0.4999952080058228,0.4394997824059373,0.11184302067206076,0.47295458697862475,0.11184302067206076,0.47295458697862475,20,21,14,12,19,19,19,19
+KE,0.05624618882978276,0.23715794926254746,0.05440669773173158,0.2294018693293675,0.49997959033835465,0.4836281179138322,0.11249696970974132,0.4743352605694443,0.11249696970974131,0.47433526056944425,21,22,26,28,20,20,20,20
+KW,0.05689368120186501,0.23382279327207126,0.048552387349946984,0.19954157632921868,0.48048480515408754,0.41003998832194266,0.11840890823513071,0.48663930838996294,0.11840890823513073,0.486639308389963,22,18,13,9,24,24,24,24
+DZ,0.05693396409913336,0.23859585011134968,0.053171756820350136,0.22282939052646278,0.49994744429910687,0.46691082119174454,0.11387989827400957,0.4772418637839928,0.11387989827400956,0.4772418637839928,23,23,24,23,22,22,22,22
+MK,0.05890619441255383,0.24270591411226777,0.05783451065841502,0.23829035157624873,0.49999971422799705,0.4909031909140075,0.11781245616011081,0.4854121056589149,0.11781245616011082,0.48541210565891496,24,24,30,31,23,23,23,23
+IN,0.05962687129380967,0.24399407842520643,0.041220076895979015,0.1686731914088319,0.49921376901714426,0.3451066524188821,0.1194415598976837,0.4887567081845194,0.1194415598976837,0.48875670818451933,25,25,7,4,25,25,25,25
+ID,0.06011737897077819,0.24518217306392281,0.059241681518282324,0.24161073651719905,0.4999743752764714,0.4926915180688137,0.12024092022223141,0.49038947831745205,0.12024092022223143,0.49038947831745205,26,26,32,33,26,26,26,26
+GT,0.0603206863159072,0.24557316596398926,0.05989547857760383,0.24384209132169013,0.4998797553939106,0.49635604316189913,0.12067039255945433,0.4912644757347194,0.12067039255945433,0.4912644757347194,27,27,33,34,27,27,27,27
+MA,0.06098447544990834,0.24694180071792468,0.05617178405101607,0.22745397743873122,0.49996538046719297,0.4605097801924187,0.12197739650077644,0.49391779984280065,0.12197739650077645,0.4939177998428007,28,28,29,25,28,28,28,28
+PE,0.06178940957832591,0.2485687941292653,0.06174824409604657,0.24840319205668104,0.4999760139846855,0.4996429188170145,0.12358474776795703,0.4971614381022668,0.12358474776795703,0.49716143810226676,29,30,35,36,29,29,29,29
+LK,0.0618581445717528,0.2485294098612473,0.05426863389295152,0.21803679448785557,0.49926220705127133,0.43800663790722333,0.12389911292724852,0.497793356579311,0.12389911292724853,0.49779335657931095,30,29,25,19,30,30,30,30
+AZ,0.06228165354479298,0.2495617246507282,0.05280721898377427,0.21159779635781967,0.49999519012331073,0.4239347222322256,0.12456450536940733,0.4991282507921333,0.12456450536940733,0.4991282507921333,31,31,23,15,31,31,31,31
+MM,0.06257738319520564,0.24999162846472434,0.059122740959878455,0.23619060972479994,0.49934825580268793,0.4717812741465247,0.1253181171016895,0.5006358299236873,0.1253181171016895,0.500635829923687,32,32,31,30,32,32,32,32
+AO,0.06284686253203006,0.2506784955816965,0.06023400911042927,0.24025655662541906,0.4999430808107264,0.47915798611111104,0.1257080354629876,0.5014140713282538,0.1257080354629876,0.5014140713282538,33,33,34,32,33,33,33,33
+TN,0.06379953375156067,0.25257549890647624,0.06271935939541999,0.2482992046945058,0.4999596305536861,0.49149493590352417,0.12760937054238786,0.5051917864383542,0.12760937054238786,0.5051917864383543,34,34,36,35,34,34,34,34
+BD,0.06544928088023594,0.255809432480526,0.05040651796613662,0.19701458260224602,0.49991737774593026,0.38501712996733073,0.13092019560379994,0.5117034211411918,0.13092019560379997,0.5117034211411918,35,35,16,8,35,35,35,35
+LV,0.06640324627695174,0.2568340374723328,0.06575796991627827,0.25433824182544523,0.4966904970972432,0.49186388613591675,0.13369139668470675,0.5170907012985377,0.13369139668470675,0.5170907012985376,36,36,39,41,37,37,37,37
+MD,0.06649189927154713,0.2576538549981184,0.06532688324690317,0.2531394574072446,0.49919997565627333,0.49045340686348976,0.1331969201002735,0.5161335488035506,0.13319692010027348,0.5161335488035504,37,37,37,40,36,36,36,36
+UG,0.06864078226839879,0.26195913230505397,0.06535861237371944,0.2494331331938258,0.499867460205284,0.47596549004998545,0.13731796472650892,0.5240571814726116,0.13731796472650892,0.5240571814726117,38,38,38,37,38,38,38,38
+GN,0.07055983937937596,0.2654341630944771,0.06724748238435452,0.2529736371837472,0.49925917885705234,0.4758219850090858,0.1413290778967904,0.5316560502745931,0.1413290778967904,0.5316560502745932,39,39,40,39,39,39,39,39
+BY,0.07146919050926553,0.2666972609853737,0.07045336618156732,0.2629065707045835,0.49760902922133515,0.49053628425300105,0.1436251882750227,0.5359574391218442,0.14362518827502269,0.5359574391218442,40,40,42,42,40,40,40,40
+GH,0.07381269889332248,0.2716607937462827,0.06854873319178426,0.25228725610068325,0.4999111803615185,0.4642599259474007,0.14765162651482147,0.5434181198944721,0.14765162651482142,0.543418119894472,41,41,41,38,41,41,41,41
+PK,0.08163366283835376,0.2855937918389013,0.05536264142769826,0.1936851311310417,0.49957218077075405,0.33880184411215947,0.16340714311274707,0.5716767322757628,0.16340714311274707,0.5716767322757628,42,42,28,7,42,42,42,42
+UA,0.08237104626949504,0.2862167012818402,0.08009323808435974,0.27830194513355466,0.4972621072739491,0.4835113083050923,0.16564915175431938,0.5755851835381439,0.16564915175431938,0.5755851835381439,43,43,43,43,43,43,43,43
+DJ,0.08906723564157673,0.2980108120416423,0.08382872703501132,0.28048324208301034,0.49855843989089854,0.46923561809867087,0.1786495393821187,0.5977449947630155,0.17864953938211872,0.5977449947630155,44,44,44,44,44,44,44,44
+KM,0.15054294639763174,0.38798365325392775,0.14092248824304807,0.36318952911786234,0.4999613691453301,0.4680113007703785,0.30110915700343144,0.7760272637007433,0.30110915700343144,0.7760272637007432,45,45,45,45,45,45,45,45
diff --git a/data/CohesionMain/Age_Gender/cohesion_gender_nonrepeat_pairs.csv b/data/CohesionMain/Age_Gender/cohesion_gender_nonrepeat_pairs.csv
new file mode 100644
index 0000000..39be68c
--- /dev/null
+++ b/data/CohesionMain/Age_Gender/cohesion_gender_nonrepeat_pairs.csv
@@ -0,0 +1,46 @@
+country_code_1,cohesion_gender,cohesion_gender_sqrt,cohesion_gender_users,cohesion_gender_users_sqrt,pop_share_prod,users_share_prod,cohesion_gender_norm,cohesion_gender_sqrt_norm,cohesion_gender_users_norm,cohesion_gender_users_sqrt_norm,cohesion_gender_rank,cohesion_gender_sqrt_rank,cohesion_gender_users_rank,cohesion_gender_users_sqrt_rank,cohesion_gender_norm_rank,cohesion_gender_sqrt_norm_rank,cohesion_gender_users_norm_rank,cohesion_gender_users_sqrt_norm_rank
+PG,0.015948426079824378,0.08927968054069182,0.015244152723284247,0.08533714100917235,0.24989492121518994,0.23885970469503467,0.06382052905385317,0.35726888768504084,0.06382052905385316,0.3572688876850408,1,1,3,5,1,1,1,1
+IQ,0.018630292102939896,0.09650852630409074,0.014593916416712925,0.07559931742346578,0.2499664416941059,0.19580956309811512,0.07453117297136447,0.3860859307754284,0.07453117297136448,0.3860859307754285,2,2,2,3,2,2,2,2
+AF,0.019537679514433845,0.09879932962216638,0.010476040327310294,0.05297587979516154,0.2498072385356236,0.13394583031315777,0.07821102234252386,0.39550226887471546,0.07821102234252388,0.39550226887471546,3,3,1,1,3,3,3,3
+NP,0.020159033635347556,0.09997751570641784,0.019331063249426274,0.0958712463405219,0.24791624012424288,0.23773384206266618,0.08131388901850434,0.4032713454201881,0.08131388901850432,0.4032713454201881,4,4,5,6,5,5,5,5
+VN,0.02017071732641633,0.10042562799131892,0.020141720055994662,0.10028125686931048,0.24999871333883308,0.24963931708244608,0.08068328455386153,0.4017045793960072,0.08068328455386153,0.40170457939600723,5,5,6,10,4,4,4,4
+JO,0.02364395213655926,0.10872077593426124,0.023038716562441646,0.10593775214614674,0.24996259194483278,0.24356407396569457,0.09458996225234184,0.4349481859999921,0.09458996225234184,0.4349481859999921,6,6,9,16,6,6,6,6
+EG,0.023841246356724077,0.10917539211472171,0.02217553968848358,0.101547679371341,0.24997154228142068,0.23250688214501422,0.09537584214239613,0.43675128423943105,0.09537584214239614,0.43675128423943105,7,7,8,11,7,7,7,7
+KH,0.0241266305122439,0.10980108891071208,0.023405281897115472,0.10651820764036063,0.249854183323687,0.24238393301114872,0.09656284394081072,0.439460678424841,0.09656284394081072,0.439460678424841,8,8,11,17,8,8,8,8
+MZ,0.02441939878945216,0.11044696629156536,0.02309232938659042,0.10444473868276162,0.24977134916768043,0.2361975540857516,0.09776701319356906,0.44219229571210095,0.09776701319356906,0.4421922957121009,9,9,10,14,9,9,9,9
+AL,0.02572617399179035,0.11339492091051832,0.023665575753399986,0.10431228878864919,0.2499090632832934,0.22989201077779167,0.10294214084835938,0.4537447318666288,0.1029421408483594,0.45374473186662867,10,10,12,13,10,10,10,10
+KR,0.025889493793167625,0.11377478375283757,0.02535793156225708,0.11143876365309413,0.24999912167887053,0.24486614797505998,0.10355833900257962,0.4551007339097128,0.1035583390025796,0.4551007339097128,11,11,18,24,11,11,11,11
+SO,0.0260981522253832,0.11423217642929197,0.02483718392918182,0.10871289093967318,0.24999835273934395,0.237919336792756,0.10439329675341479,0.45693171645972397,0.10439329675341481,0.456931716459724,12,12,15,18,12,12,12,12
+BR,0.02636787361271711,0.11480623318556363,0.026171337472377116,0.1139505110181765,0.24993428313273477,0.24807136767481708,0.1054992267655962,0.459345679778522,0.1054992267655962,0.4593456797785219,13,13,21,26,13,13,13,13
+LY,0.02649182200031545,0.1150842808851815,0.025240740661952817,0.10964940380679028,0.249971325239571,0.2381663818072438,0.10597944374190059,0.46038992982449256,0.10597944374190062,0.46038992982449256,14,14,17,20,14,14,14,14
+VE,0.02670101115423694,0.11553851647915774,0.026348258405518715,0.11401211251507483,0.24997459296754662,0.24667212534676403,0.10681490001547254,0.46220103854377603,0.10681490001547256,0.46220103854377603,15,15,22,27,15,15,15,15
+SL,0.02730084976316742,0.11683459167751423,0.025805615538904356,0.11043570367331343,0.24999811234571218,0.23630602082390223,0.10920422361195348,0.46734189542978805,0.10920422361195349,0.46734189542978805,16,17,20,22,16,16,16,16
+TZ,0.02743292471506972,0.11711720427049986,0.025803184588417353,0.11015948432982853,0.24999958405096964,0.2351475637867777,0.1097318814317576,0.46846959651989717,0.10973188143175762,0.46846959651989717,17,19,19,21,17,17,17,17
+MG,0.02773684516449495,0.11776386501253924,0.027251405409498233,0.11570280646604199,0.2499982932529754,0.24562291784504442,0.11094813809959814,0.4710586759621314,0.11094813809959812,0.47105867596213136,18,20,27,29,18,18,18,18
+SA,0.027816930942271594,0.11666186721280393,0.015253580288210522,0.06397223194018328,0.24463502623317215,0.13414707832795345,0.11370788300673708,0.47688129132256185,0.11370788300673705,0.4768812913225618,19,16,4,2,21,21,21,21
+MR,0.02796048719246328,0.11823751354684275,0.024577491624496725,0.10393171903249776,0.2499976040029114,0.21974989120296864,0.11184302067206076,0.47295458697862475,0.11184302067206076,0.47295458697862475,20,21,14,12,19,19,19,19
+KE,0.028123094414891383,0.11857897463127375,0.02720334886586579,0.11470093466468377,0.24998979516917733,0.2418140589569161,0.11249696970974134,0.47433526056944436,0.11249696970974131,0.4743352605694443,21,22,26,28,20,20,20,20
+KW,0.02844684060093251,0.11691139663603563,0.024276193674973492,0.09977078816460934,0.24024240257704377,0.20501999416097133,0.11840890823513073,0.48663930838996294,0.11840890823513073,0.486639308389963,22,18,13,9,24,24,24,24
+DZ,0.02846698204956668,0.11929792505567484,0.02658587841017507,0.11141469526323139,0.24997372214955343,0.23345541059587227,0.11387989827400957,0.4772418637839928,0.11387989827400957,0.4772418637839928,23,23,24,23,22,22,22,22
+MK,0.02945309720627692,0.1213529570561339,0.02891725532920751,0.11914517578812438,0.24999985711399852,0.24545159545700376,0.11781245616011082,0.48541210565891496,0.11781245616011082,0.485412105658915,24,24,30,31,23,23,23,23
+IN,0.02981343564690483,0.12199703921260323,0.020610038447989507,0.08433659570441596,0.24960688450857213,0.17255332620944105,0.11944155989768368,0.48875670818451944,0.1194415598976837,0.48875670818451933,25,25,7,4,25,25,25,25
+ID,0.030058689485389097,0.12259108653196141,0.029620840759141162,0.12080536825859953,0.2499871876382357,0.24634575903440686,0.12024092022223141,0.49038947831745205,0.12024092022223143,0.49038947831745205,26,26,32,33,26,26,26,26
+GT,0.0301603431579536,0.12278658298199463,0.02994773928880191,0.12192104566084506,0.2499398776969553,0.24817802158094956,0.12067039255945433,0.4912644757347194,0.12067039255945432,0.4912644757347194,27,27,33,34,27,27,27,27
+MA,0.03049223772495417,0.12347090035896234,0.02808589202550803,0.11372698871936561,0.24998269023359648,0.23025489009620936,0.12197739650077644,0.49391779984280065,0.12197739650077644,0.4939177998428007,28,28,29,25,28,28,28,28
+PE,0.030894704789162956,0.12428439706463265,0.030874122048023284,0.12420159602834054,0.24998800699234275,0.24982145940850725,0.12358474776795703,0.4971614381022668,0.12358474776795703,0.4971614381022668,29,30,35,36,29,29,29,29
+LK,0.0309290722858764,0.12426470493062365,0.02713431694647576,0.10901839724392778,0.24963110352563567,0.21900331895361166,0.12389911292724852,0.497793356579311,0.12389911292724853,0.49779335657931095,30,29,25,19,30,30,30,30
+AZ,0.03114082677239649,0.1247808623253641,0.026403609491887137,0.10579889817890983,0.24999759506165536,0.2119673611161128,0.12456450536940733,0.4991282507921333,0.12456450536940733,0.4991282507921333,31,31,23,15,31,31,31,31
+MM,0.03128869159760282,0.12499581423236215,0.029561370479939227,0.11809530486239998,0.24967412790134397,0.23589063707326235,0.1253181171016895,0.5006358299236872,0.1253181171016895,0.5006358299236872,32,32,31,30,32,32,32,32
+AO,0.03142343126601503,0.12533924779084823,0.030117004555214634,0.12012827831270954,0.2499715404053632,0.23957899305555552,0.1257080354629876,0.5014140713282537,0.1257080354629876,0.5014140713282538,33,33,34,32,33,33,33,33
+TN,0.03189976687578033,0.12628774945323815,0.031359679697709995,0.1241496023472529,0.24997981527684304,0.24574746795176208,0.12760937054238786,0.5051917864383543,0.12760937054238786,0.5051917864383543,34,34,36,35,34,34,34,34
+BD,0.03272464044011797,0.12790471624026303,0.02520325898306831,0.09850729130112301,0.24995868887296513,0.19250856498366536,0.13092019560379994,0.5117034211411919,0.13092019560379997,0.5117034211411918,35,35,16,8,35,35,35,35
+LV,0.03320162313847587,0.1284170187361664,0.03287898495813914,0.12716912091272262,0.2483452485486216,0.24593194306795838,0.13369139668470675,0.5170907012985377,0.13369139668470675,0.5170907012985376,36,36,39,41,37,37,37,37
+MD,0.03324594963577356,0.1288269274990592,0.03266344162345159,0.1265697287036223,0.24959998782813667,0.24522670343174488,0.1331969201002735,0.5161335488035506,0.1331969201002735,0.5161335488035504,37,37,37,40,36,36,36,36
+UG,0.03432039113419939,0.130979566152527,0.03267930618685972,0.1247165665969129,0.249933730102642,0.23798274502499273,0.13731796472650892,0.5240571814726117,0.13731796472650892,0.5240571814726117,38,38,38,37,38,38,38,38
+GN,0.03527991968968798,0.13271708154723857,0.03362374119217726,0.12648681859187363,0.24962958942852617,0.2379109925045429,0.1413290778967904,0.5316560502745932,0.1413290778967904,0.5316560502745933,39,39,40,39,39,39,39,39
+BY,0.03573459525463277,0.13334863049268686,0.03522668309078366,0.13145328535229175,0.24880451461066758,0.24526814212650053,0.1436251882750227,0.5359574391218442,0.14362518827502269,0.5359574391218442,40,40,42,42,40,40,40,40
+GH,0.03690634944666124,0.13583039687314138,0.03427436659589213,0.12614362805034163,0.24995559018075925,0.23212996297370034,0.14765162651482147,0.5434181198944722,0.14765162651482142,0.543418119894472,41,41,41,38,41,41,41,41
+PK,0.04081683141917688,0.14279689591945066,0.02768132071384913,0.09684256556552084,0.24978609038537702,0.16940092205607973,0.16340714311274707,0.5716767322757628,0.16340714311274707,0.5716767322757628,42,42,28,7,42,42,42,42
+UA,0.04118552313474751,0.14310835064092012,0.04004661904217987,0.13915097256677733,0.24863105363697455,0.24175565415254616,0.16564915175431935,0.575585183538144,0.16564915175431938,0.5755851835381439,43,43,43,43,43,43,43,43
+DJ,0.04453361782078837,0.14900540602082116,0.04191436351750566,0.1402416210415052,0.24927921994544927,0.23461780904933544,0.17864953938211872,0.5977449947630155,0.17864953938211872,0.5977449947630156,44,44,44,44,44,44,44,44
+KM,0.07527147319881587,0.19399182662696388,0.07046124412152403,0.18159476455893117,0.24998068457266506,0.23400565038518925,0.30110915700343144,0.7760272637007433,0.30110915700343144,0.7760272637007432,45,45,45,45,45,45,45,45
diff --git a/data/CohesionMain/Figure-7-B.pdf b/data/CohesionMain/Figure-7-B.pdf
new file mode 100644
index 0000000..8043b42
Binary files /dev/null and b/data/CohesionMain/Figure-7-B.pdf differ
diff --git a/data/CohesionMain/Figure-B15-A.pdf b/data/CohesionMain/Figure-B15-A.pdf
new file mode 100644
index 0000000..ad1e7b4
Binary files /dev/null and b/data/CohesionMain/Figure-B15-A.pdf differ
diff --git a/data/CohesionMain/Figure-B15-B.pdf b/data/CohesionMain/Figure-B15-B.pdf
new file mode 100644
index 0000000..2ba332f
Binary files /dev/null and b/data/CohesionMain/Figure-B15-B.pdf differ
diff --git a/data/CohesionMain/Figure-B15-C.pdf b/data/CohesionMain/Figure-B15-C.pdf
new file mode 100644
index 0000000..3822957
Binary files /dev/null and b/data/CohesionMain/Figure-B15-C.pdf differ
diff --git a/data/CohesionMain/Figure-B15-D.pdf b/data/CohesionMain/Figure-B15-D.pdf
new file mode 100644
index 0000000..99bdb59
Binary files /dev/null and b/data/CohesionMain/Figure-B15-D.pdf differ
diff --git a/data/CohesionMain/Figure-B15-E.pdf b/data/CohesionMain/Figure-B15-E.pdf
new file mode 100644
index 0000000..ef15f4c
Binary files /dev/null and b/data/CohesionMain/Figure-B15-E.pdf differ
diff --git a/data/CohesionMain/Figure-B15-F.pdf b/data/CohesionMain/Figure-B15-F.pdf
new file mode 100644
index 0000000..dd48419
Binary files /dev/null and b/data/CohesionMain/Figure-B15-F.pdf differ
diff --git a/data/CohesionMain/Figure-B15-G.pdf b/data/CohesionMain/Figure-B15-G.pdf
new file mode 100644
index 0000000..78235b0
Binary files /dev/null and b/data/CohesionMain/Figure-B15-G.pdf differ
diff --git a/data/CohesionMain/Figure-B15-H.pdf b/data/CohesionMain/Figure-B15-H.pdf
new file mode 100644
index 0000000..abcfc58
Binary files /dev/null and b/data/CohesionMain/Figure-B15-H.pdf differ
diff --git a/data/CohesionMain/Figure-B15-I.pdf b/data/CohesionMain/Figure-B15-I.pdf
new file mode 100644
index 0000000..68745e7
Binary files /dev/null and b/data/CohesionMain/Figure-B15-I.pdf differ
diff --git a/data/CohesionMain/Figure-B15-J.pdf b/data/CohesionMain/Figure-B15-J.pdf
new file mode 100644
index 0000000..311c87c
Binary files /dev/null and b/data/CohesionMain/Figure-B15-J.pdf differ
diff --git a/data/CohesionMain/Figure-B15-K.pdf b/data/CohesionMain/Figure-B15-K.pdf
new file mode 100644
index 0000000..b2f98a8
Binary files /dev/null and b/data/CohesionMain/Figure-B15-K.pdf differ
diff --git a/data/CohesionMain/Figure-B15-L.pdf b/data/CohesionMain/Figure-B15-L.pdf
new file mode 100644
index 0000000..7b88c52
Binary files /dev/null and b/data/CohesionMain/Figure-B15-L.pdf differ
diff --git a/data/CohesionMain/Figure-B15-M.pdf b/data/CohesionMain/Figure-B15-M.pdf
new file mode 100644
index 0000000..21be023
Binary files /dev/null and b/data/CohesionMain/Figure-B15-M.pdf differ
diff --git a/data/CohesionMain/Figure-B15-N.pdf b/data/CohesionMain/Figure-B15-N.pdf
new file mode 100644
index 0000000..c267d16
Binary files /dev/null and b/data/CohesionMain/Figure-B15-N.pdf differ
diff --git a/data/CohesionMain/Figure-B15-O.pdf b/data/CohesionMain/Figure-B15-O.pdf
new file mode 100644
index 0000000..f7ac96d
Binary files /dev/null and b/data/CohesionMain/Figure-B15-O.pdf differ
diff --git a/data/CohesionMain/Figure-B15-P.pdf b/data/CohesionMain/Figure-B15-P.pdf
new file mode 100644
index 0000000..23308ab
Binary files /dev/null and b/data/CohesionMain/Figure-B15-P.pdf differ
diff --git a/data/CohesionMain/Figure-B15-Q.pdf b/data/CohesionMain/Figure-B15-Q.pdf
new file mode 100644
index 0000000..cfec02c
Binary files /dev/null and b/data/CohesionMain/Figure-B15-Q.pdf differ
diff --git a/data/CohesionMain/Figure-B15-R.pdf b/data/CohesionMain/Figure-B15-R.pdf
new file mode 100644
index 0000000..c35b011
Binary files /dev/null and b/data/CohesionMain/Figure-B15-R.pdf differ
diff --git a/data/CohesionMain/byAgeSimilarities.csv b/data/CohesionMain/byAgeSimilarities.csv
new file mode 100644
index 0000000..42a0b0a
--- /dev/null
+++ b/data/CohesionMain/byAgeSimilarities.csv
@@ -0,0 +1,2 @@
+BD,DJ,JO,DZ,KM,BR,BY,TN,TZ,LK,LV,PG,PE,NP,PK,LY,GT,VE,AF,IQ,EG,MR,AL,VN,AO,IN,GN,AZ,ID,SA,GH,MD,MG,MA,KE,MM,KH,MK,KR,SO,SL,KW,UG,UA,MZ
+0.9955555166509447,0.6237723997529621,0.90038138698834,0.9737850743370663,0.5824870318872871,0.9968037126551716,0.39552260139921563,0.9778156734618978,0.9569174222803656,0.8291331446547011,0.8514748758570593,0.68854713675469,0.9861123515046635,0.9828196105809693,0.9583638720550853,0.928941558159534,0.942920367890447,0.9888533153354068,0.9956994602499546,0.9689434269705802,0.9421482497429828,0.8063034805989892,0.9467301474728743,0.885276917612254,0.9422316455368219,0.9474438833956512,0.8587833307584378,0.9855497151748204,0.9635392429323367,0.9207621989456781,0.8849999178526465,0.8666620074815682,0.9096051484449227,0.8696582053019032,0.9505061650852071,0.8290834748700093,0.8162229698507716,0.8742027523860137,0.9178598120375577,0.6170289832491583,0.6240014746147756,0.792791418219129,0.9503027704516661,0.972117437037204,0.9568184033227419
diff --git a/data/CohesionMain/byGenderSimilarities.csv b/data/CohesionMain/byGenderSimilarities.csv
new file mode 100644
index 0000000..392c0d9
--- /dev/null
+++ b/data/CohesionMain/byGenderSimilarities.csv
@@ -0,0 +1,2 @@
+BD,DJ,JO,DZ,KM,BR,BY,TN,TZ,LK,LV,PG,PE,NP,PK,LY,GT,VE,AF,IQ,EG,MR,AL,VN,AO,IN,GN,AZ,ID,SA,GH,MD,MG,MA,KE,MM,KH,MK,KR,SO,SL,KW,UG,UA,MZ
+0.9783785042198601,0.8512803503530363,0.9545589352140691,0.974788454041089,0.7174077312243056,0.9927913148221185,0.997700424198177,0.982026348320905,nan,0.72505136065811,0.8716694108291662,0.7071067811865476,0.9637446074684087,0.9732622303806228,0.9753892172841727,0.9831125513002894,0.975791693327962,0.9842482778087439,0.993205488097339,0.9491368549853946,0.9595854546370018,0.9911036948433246,0.994509213512921,0.9873209028903517,0.9990472083252834,0.9307754748221194,0.8144569899533155,0.9974783077501223,0.9018915883417917,0.9193510054282399,0.9023478581636364,0.979912883001037,0.5777614361911052,0.9761062106664246,0.8417729415060443,0.9032303288857724,0.8578083414087769,0.9656332377466252,0.9703272427771529,0.0,0.9982235680179025,0.9467766940379403,0.9920933830696397,0.9723970652440156,0.9913720403530588
diff --git a/data/CohesionMain/cohesion_all_pairs.csv b/data/CohesionMain/cohesion_all_pairs.csv
new file mode 100644
index 0000000..66b7bb1
--- /dev/null
+++ b/data/CohesionMain/cohesion_all_pairs.csv
@@ -0,0 +1,19 @@
+country_code_1,cohesion,cohesion_sqrt,cohesion_users,cohesion_users_sqrt,pop_share_prod,users_share_prod,cohesion_norm,cohesion_sqrt_norm,cohesion_users_norm,cohesion_users_sqrt_norm,cohesion_rank,cohesion_sqrt_rank,cohesion_users_rank,cohesion_users_sqrt_rank,cohesion_norm_rank,cohesion_sqrt_norm_rank,cohesion_users_norm_rank,cohesion_users_sqrt_norm_rank
+IE,0.012981866290193218,0.07703555526597004,0.04738987571318128,0.27972360617485503,0.2339048523840116,0.844520981508249,0.05550062838747925,0.3293456911252849,0.05611450366638215,0.331221618289803,1,1,3,4,3,3,3,3
+GB,0.0133996122371437,0.08601936983722455,0.012803745307523451,0.08256757168829015,0.28139940430275384,0.27118509658276113,0.047617770443917636,0.30568426415244815,0.04721404483087426,0.3044694296579529,2,2,1,1,1,1,1,1
+FR,0.040152235774730156,0.21405509241398782,0.05939537197868339,0.31905026613058707,0.5806364086007759,0.8710824158054464,0.0691521151274159,0.36865599408383665,0.06818570883877095,0.36626874833143913,3,3,4,6,4,4,4,4
+PT,0.049352423761890946,0.2939488168142777,0.046136913916005474,0.27561528494913645,0.8993106354887607,0.8466842686330182,0.05487806083274964,0.326860158452948,0.05449128515224934,0.3255230965778077,4,5,2,3,2,2,2,2
+DE,0.057747533650116485,0.29209612949040326,0.06395526646720119,0.3275180230119829,0.7488773702028086,0.8494465688674181,0.07711213604235027,0.39004534135047864,0.07529051127073697,0.3855663616943775,5,4,6,7,7,7,6,7
+NL,0.06683464224537962,0.3377796480494106,0.0654730081318782,0.33255034812778195,0.872954331467665,0.8638093075326388,0.0765614418030472,0.386938509694447,0.07579567337482564,0.38498120502738,6,7,7,8,6,6,7,6
+IT,0.06883250769608781,0.3507332930922722,0.06364840968683859,0.33385504599516286,0.9177308432797701,0.8976979674493091,0.07500293599166334,0.38217446396247057,0.07090180884299782,0.3719013054510618,7,8,5,9,5,5,5,5
+BE,0.08429077206918026,0.3111312967330194,0.08432787305781318,0.3118785204242923,0.5916239140514375,0.5944129384583071,0.14247357158360532,0.5258937127851947,0.14186749244814437,0.5246832635123871,8,6,9,5,11,10,13,13
+TH,0.12448517434729249,0.4888171048530141,0.12325011861226184,0.4809212577139206,0.9630930361140084,0.941210659747545,0.12925560634264233,0.507549205033551,0.1309484941929158,0.5109602751874007,9,14,13,15,8,8,8,8
+SV,0.1247312512940372,0.4650207082329472,0.10601811205943075,0.4014924460159028,0.873980663857443,0.7656381216963996,0.1427162595834985,0.5320720783232314,0.13847026298080595,0.5243893095687673,10,11,10,10,12,11,12,12
+KE,0.12759610071041178,0.4591699322071666,0.0685225447084342,0.26088953526948383,0.8505392720551418,0.5020615331535325,0.1500178826570862,0.5398574143410017,0.13648236358207455,0.5196365744867825,11,9,8,2,14,14,10,10
+ES,0.1291095847128005,0.47777937077796123,0.1242411876984661,0.4624428512768106,0.8950792002637121,0.8710575948435897,0.1442437548261223,0.5337844635839999,0.14263257496856485,0.5308981335038455,12,12,14,13,13,13,14,15
+US,0.1295761633264956,0.4937420980691515,0.13104281820501226,0.49702205104862146,0.9512893363249345,0.9534371139259105,0.13621109622344796,0.519024106773444,0.13744253951414284,0.5212950532228222,13,15,16,16,9,9,11,11
+BR,0.12992560051882837,0.4856720873766315,0.12819456468633672,0.4786114640248745,0.912558739926281,0.8979214674229161,0.14237505470532683,0.5322091237829418,0.14276812542889988,0.5330215184614259,14,13,15,14,10,12,15,16
+MU,0.1314131064871196,0.46498619384407414,0.11404186690049657,0.421377147122341,0.8396567734519381,0.7951575020394401,0.15650812408368153,0.5537812693780286,0.14342047532469868,0.5299291599985942,15,10,11,11,15,15,16,14
+NG,0.15225681135713415,0.5358030353781773,0.11883550728845553,0.45407717754339527,0.9666704204634107,0.887082512991919,0.1575064345965443,0.5542768497264243,0.13396218000922094,0.5118770473920183,16,16,12,12,16,16,9,9
+MX,0.1567951024331098,0.5415421514315318,0.16104121107628927,0.5495793172622901,0.9417397617120636,0.9436901411615518,0.16649514951780256,0.5750443736675398,0.17065051763502567,0.5823726383173127,17,17,17,17,17,17,17,17
+IN,0.18755433026705964,0.5826147966988553,0.19505236266531084,0.5978003820484359,0.9272416153619817,0.936990025629416,0.20227126043500662,0.6283311566763652,0.20816909180467089,0.6380007958429098,18,18,18,18,18,18,18,18
diff --git a/data/CohesionMain/cohesion_gender_all_pairs.csv b/data/CohesionMain/cohesion_gender_all_pairs.csv
new file mode 100644
index 0000000..c7150da
--- /dev/null
+++ b/data/CohesionMain/cohesion_gender_all_pairs.csv
@@ -0,0 +1,19 @@
+country_code_1,cohesion_gender,cohesion_gender_sqrt,cohesion_gender_users,cohesion_gender_users_sqrt,pop_share_prod,users_share_prod,cohesion_gender_norm,cohesion_gender_sqrt_norm,cohesion_gender_users_norm,cohesion_gender_users_sqrt_norm,cohesion_gender_rank,cohesion_gender_sqrt_rank,cohesion_gender_users_rank,cohesion_gender_users_sqrt_rank,cohesion_gender_norm_rank,cohesion_gender_sqrt_norm_rank,cohesion_gender_users_norm_rank,cohesion_gender_users_sqrt_norm_rank
+MX,0.051778599363817616,0.22754713005777993,0.05177161033207997,0.22751641593778976,0.4999912805068456,0.49992379210486204,0.10355900469170021,0.4551021966365361,0.10355900469170021,0.45510219663653617,1,1,2,3,1,1,1,1
+NG,0.057070816070631344,0.23887330050034616,0.053351832166204254,0.22330727182014093,0.49990921473166033,0.46733294455951263,0.11416236066235673,0.47783336146057603,0.11416236066235676,0.47783336146057603,2,2,3,2,2,2,2,2
+IT,0.059038748951731196,0.24290114822034115,0.059022305846904544,0.24283349690466094,0.49968003094881003,0.4995408631772268,0.11815310857955709,0.486113378913926,0.11815310857955708,0.48611337891392603,3,3,4,5,3,3,3,3
+US,0.059621976447347624,0.2441636914019656,0.05913525155042218,0.24217045745348173,0.49994911064111813,0.4958677685950413,0.11925609062668475,0.48837708919785494,0.11925609062668474,0.4883770891978549,4,4,5,4,4,4,4,4
+IN,0.061343290211570346,0.24751170077535667,0.042923229932558885,0.1731893024768907,0.4993377581265984,0.34939745377455816,0.12284929231411701,0.49567992155042356,0.12284929231411702,0.4956799215504235,5,5,1,1,5,5,5,5
+TH,0.06329826749938465,0.2515144867956057,0.06333702164328414,0.25166847566448236,0.4996940640490032,0.5,0.12667404328656828,0.5033369513289647,0.12667404328656828,0.5033369513289647,6,6,6,6,6,6,6,6
+SV,0.06487950554550664,0.25424370277491276,0.0651200391482275,0.25518628322899234,0.4981531521950305,0.5,0.130240078296455,0.5103725664579847,0.130240078296455,0.5103725664579847,7,7,7,7,7,7,7,7
+MU,0.06727949040019446,0.25936795832444093,0.06686786355948747,0.257781103063935,0.4999423851551239,0.4968836565096953,0.134574487776864,0.5187956973161284,0.13457448777686398,0.5187956973161284,8,8,8,8,8,8,8,8
+BR,0.06973004509656276,0.26402587369977143,0.06932471130541426,0.26249111765308,0.49985384267565824,0.4969482421875,0.1395008683404455,0.5282061497946525,0.1395008683404455,0.5282061497946527,9,9,10,10,9,9,9,9
+BE,0.07066985489018326,0.26581276232605744,0.07068328771776539,0.26586328764567213,0.49990497875795087,0.5,0.14136657543553077,0.5317265752913443,0.14136657543553077,0.5317265752913443,10,10,11,11,10,10,10,10
+KE,0.07091972928064702,0.26630278328932155,0.06900178211924303,0.2591009133376957,0.4999819733307389,0.4864605031244993,0.14184457253168506,0.5326247694797624,0.14184457253168503,0.5326247694797624,11,11,9,9,11,11,11,11
+FR,0.07364165845781244,0.2713323319010259,0.0736019559299337,0.27118604813043595,0.49986132765481056,0.4995918367346938,0.14732417649373986,0.5428152107186015,0.14732417649373986,0.5428152107186014,12,12,12,13,12,12,12,12
+ES,0.07367759194033657,0.2713855877266684,0.0736039525588369,0.27111434288408043,0.4998136834153757,0.49931412894375854,0.14741011377854973,0.5429735053914688,0.14741011377854973,0.5429735053914688,13,13,13,12,13,13,13,13
+DE,0.07494741060651068,0.2737338033919512,0.07490343443255282,0.2735731872311165,0.49988514955388047,0.4995918367346938,0.14992926009783858,0.5475933894740488,0.14992926009783858,0.5475933894740487,14,14,14,14,14,14,14,14
+NL,0.07759661255659418,0.2785583472186384,0.07748797256995149,0.2781683485560167,0.49998801654251773,0.49928800284798863,0.15519694470516487,0.5571300471257405,0.15519694470516487,0.5571300471257403,15,15,15,15,15,15,15,15
+PT,0.08051705483561643,0.2833490401803611,0.08066923658780648,0.28388458576761644,0.49856939461487454,0.49951171875,0.16149618429308665,0.5683241756129801,0.16149618429308668,0.5683241756129799,16,16,16,16,16,16,16,16
+GB,0.08214108322393518,0.2865777807679277,0.08196905119542897,0.2859775871131167,0.4999132054661012,0.4988662131519274,0.16431068898720083,0.5732550723494748,0.1643106889872008,0.5732550723494749,17,17,17,17,17,17,17,17
+IE,0.09123641890429462,0.30204378666228043,0.09083686740844647,0.30072104681538714,0.49996728366217585,0.49777777777777776,0.18248477827589693,0.6041271029773403,0.18248477827589693,0.6041271029773403,18,18,18,18,18,18,18,18
diff --git a/data/CohesionMain/histodat.dta b/data/CohesionMain/histodat.dta
new file mode 100644
index 0000000..119c64f
Binary files /dev/null and b/data/CohesionMain/histodat.dta differ
diff --git a/data/CohesionMain/histodatgender.dta b/data/CohesionMain/histodatgender.dta
new file mode 100644
index 0000000..5b2f1dd
Binary files /dev/null and b/data/CohesionMain/histodatgender.dta differ
diff --git a/data/CulturalCenters/WDI.csv b/data/CulturalCenters/WDI.csv
new file mode 100644
index 0000000..230790f
--- /dev/null
+++ b/data/CulturalCenters/WDI.csv
@@ -0,0 +1,265 @@
+ISO_CODE,adminregion,capitalCity,iso3c,incomeLevel,iso2c,latitude,lendingType,longitude,name,region,country,year,SP.POP.0014.FE.IN,SP.POP.1564.MA.IN,SP.POP.65UP.FE.IN,SP.POP.0014.MA.IN,SP.POP.65UP.MA.IN,SP.POP.TOTL.FE.IN,SP.POP.TOTL.MA.IN,SP.POP.TOTL,EN.URB.MCTY,EN.URB.LCTY
+AW,,Oranjestad,ABW,High income,AW,12.5167,Not classified,-70.0167,Aruba,Latin America & Caribbean ,Aruba,2017,9254.0,34521.0,7908.0,9598.0,5863.0,55282.0,49982.0,105264.0,,
+AF,South Asia,Kabul,AFG,Low income,AF,34.5228,IDA,69.1761,Afghanistan,South Asia,Afghanistan,2017,7481013.0,9998883.0,489607.0,7883785.0,427223.0,17220190.0,18309891.0,35530081.0,3913297.0,3913297.0
+AO,Sub-Saharan Africa (excluding high income),Luanda,AGO,Lower middle income,AO,-8.81155,IBRD,13.242,Angola,Sub-Saharan Africa ,Angola,2017,6995263.0,7343883.0,400849.0,6946042.0,315339.0,15178929.0,14605264.0,29784193.0,7515345.0,7515345.0
+AL,Europe & Central Asia (excluding high income),Tirane,ALB,Upper middle income,AL,41.3317,IBRD,19.8172,Albania,Europe & Central Asia,Albania,2017,240119.0,1008642.0,196833.0,259779.0,182088.0,1422948.0,1450509.0,2873457.0,,466651.0
+AD,,Andorra la Vella,AND,High income,AD,42.5075,Not classified,1.5218,Andorra,Europe & Central Asia,Andorra,2017,,,,,,,,76965.0,,
+1A,,,ARB,Aggregates,1A,,Aggregates,,Arab World,Aggregates,Arab World,2017,67028492.0,135885820.0,9917799.0,70117799.0,8686466.0,199801802.0,214690084.0,414491886.0,,
+AE,,Abu Dhabi,ARE,High income,AE,24.4764,Not classified,54.3705,United Arab Emirates,Middle East & North Africa,United Arab Emirates,2017,641760.0,6068132.0,34231.0,664620.0,73292.0,2594101.0,6806044.0,9400145.0,5459439.0,2650883.0
+AR,,Buenos Aires,ARG,High income,AR,-34.6118,IBRD,-58.4173,Argentina,Latin America & Caribbean ,Argentina,2017,5413730.0,14065085.0,2958207.0,5603217.0,1999564.0,22603175.0,21667866.0,44271041.0,18995646.0,14879100.0
+AM,Europe & Central Asia (excluding high income),Yerevan,ARM,Upper middle income,AM,40.1596,IBRD,44.509,Armenia,Europe & Central Asia,Armenia,2017,273784.0,935174.0,198499.0,312516.0,130651.0,1552108.0,1378342.0,2930450.0,1077299.0,1077299.0
+AS,East Asia & Pacific (excluding high income),Pago Pago,ASM,Upper middle income,AS,-14.2846,Not classified,-170.691,American Samoa,East Asia & Pacific,American Samoa,2017,,,,,,,,55641.0,,
+AG,,Saint John's,ATG,High income,AG,17.1175,IBRD,-61.8456,Antigua and Barbuda,Latin America & Caribbean ,Antigua and Barbuda,2017,12150.0,33709.0,4036.0,12225.0,3032.0,53046.0,48966.0,102012.0,,
+AU,,Canberra,AUS,High income,AU,-35.282,Not classified,149.129,Australia,East Asia & Pacific,Australia,2017,2277242.0,8064397.0,2022840.0,2400150.0,1791418.0,12345895.0,12255965.0,24601860.0,14924257.0,4708150.0
+AT,,Vienna,AUT,High income,AT,48.2201,Not classified,16.3798,Austria,Europe & Central Asia,Austria,2017,603037.0,2946272.0,958669.0,636684.0,730592.0,4484019.0,4313547.0,8797566.0,1878456.0,1878456.0
+AZ,Europe & Central Asia (excluding high income),Baku,AZE,Upper middle income,AZ,40.3834,IBRD,49.8932,Azerbaijan,Europe & Central Asia,Azerbaijan,2017,1066350.0,3437040.0,348967.0,1227390.0,244048.0,4945555.0,4908478.0,9854033.0,2258971.0,2258971.0
+BI,Sub-Saharan Africa (excluding high income),Bujumbura,BDI,Low income,BI,-3.3784,IDA,29.3639,Burundi,Sub-Saharan Africa ,Burundi,2017,2440948.0,2769671.0,148873.0,2447362.0,129506.0,5517706.0,5346539.0,10864245.0,,846627.0
+BE,,Brussels,BEL,High income,BE,50.8371,Not classified,4.36761,Belgium,Europe & Central Asia,Belgium,2017,948146.0,3696097.0,1194874.0,997651.0,918992.0,5769653.0,5612740.0,11382393.0,3060889.0,2033713.0
+BJ,Sub-Saharan Africa (excluding high income),Porto-Novo,BEN,Low income,BJ,6.4779,IDA,2.6323,Benin,Sub-Saharan Africa ,Benin,2017,2349545.0,3003365.0,210310.0,2418920.0,152271.0,5601136.0,5574556.0,11175692.0,,867158.0
+BF,Sub-Saharan Africa (excluding high income),Ouagadougou,BFA,Low income,BF,12.3605,IDA,-1.53395,Burkina Faso,Sub-Saharan Africa ,Burkina Faso,2017,4258522.0,4977097.0,280780.0,4413317.0,181520.0,9621448.0,9571934.0,19193382.0,2415851.0,2415851.0
+BD,South Asia,Dhaka,BGD,Lower middle income,BD,23.7055,IDA,90.4113,Bangladesh,South Asia,Bangladesh,2017,22851734.0,54984151.0,4208653.0,23865044.0,4186576.0,81633979.0,83035772.0,164669751.0,23614938.0,18894385.0
+BG,Europe & Central Asia (excluding high income),Sofia,BGR,Upper middle income,BG,42.7105,IBRD,23.3238,Bulgaria,Europe & Central Asia,Bulgaria,2017,489465.0,2325716.0,875805.0,517900.0,596087.0,3636244.0,3439703.0,7075947.0,1266840.0,1266840.0
+BH,,Manama,BHR,High income,BH,26.1921,Not classified,50.5354,Bahrain,Middle East & North Africa,Bahrain,2017,144413.0,767288.0,16630.0,150200.0,18795.0,556300.0,936284.0,1492584.0,,519958.0
+BS,,Nassau,BHS,High income,BS,25.0661,Not classified,-77.339,"Bahamas, The",Latin America & Caribbean ,"Bahamas, The",2017,39433.0,137071.0,20482.0,41432.0,15083.0,201775.0,193586.0,395361.0,,
+BA,Europe & Central Asia (excluding high income),Sarajevo,BIH,Upper middle income,BA,43.8607,IBRD,18.4214,Bosnia and Herzegovina,Europe & Central Asia,Bosnia and Herzegovina,2017,240251.0,1226174.0,340821.0,255265.0,240271.0,1785307.0,1721710.0,3507017.0,,342509.0
+BY,Europe & Central Asia (excluding high income),Minsk,BLR,Upper middle income,BY,53.9678,IBRD,27.5766,Belarus,Europe & Central Asia,Belarus,2017,772107.0,3144082.0,947910.0,818070.0,457747.0,5078365.0,4419899.0,9498264.0,1984675.0,1984675.0
+BZ,Latin America & Caribbean (excluding high income),Belmopan,BLZ,Upper middle income,BZ,17.2534,IBRD,-88.7713,Belize,Latin America & Caribbean ,Belize,2017,58097.0,119752.0,7274.0,59628.0,7167.0,188134.0,186547.0,374681.0,,
+BM,,Hamilton,BMU,High income,BM,32.3293,Not classified,-64.706,Bermuda,North America,Bermuda,2017,,,,,,,,65441.0,,
+BO,Latin America & Caribbean (excluding high income),La Paz,BOL,Lower middle income,BO,-13.9908,IBRD,-66.1936,Bolivia,Latin America & Caribbean ,Bolivia,2017,1715606.0,3405360.0,394629.0,1781081.0,346252.0,5518906.0,5532694.0,11051600.0,4597591.0,1790827.0
+BR,Latin America & Caribbean (excluding high income),Brasilia,BRA,Upper middle income,BR,-15.7801,IBRD,-47.9292,Brazil,Latin America & Caribbean ,Brazil,2017,22273104.0,71954374.0,10239664.0,23241018.0,7659624.0,106433262.0,102855016.0,209288278.0,86613355.0,21391624.0
+BB,,Bridgetown,BRB,High income,BB,13.0935,Not classified,-59.6105,Barbados,Latin America & Caribbean ,Barbados,2017,26652.0,90715.0,24451.0,27811.0,18268.0,148925.0,136794.0,285719.0,,
+BN,,Bandar Seri Begawan,BRN,High income,BN,4.94199,Not classified,114.946,Brunei Darussalam,East Asia & Pacific,Brunei Darussalam,2017,48079.0,160694.0,10368.0,50623.0,9316.0,208064.0,220633.0,428697.0,,
+BT,South Asia,Thimphu,BTN,Lower middle income,BT,27.5768,IDA,89.6177,Bhutan,South Asia,Bhutan,2017,105475.0,298001.0,17763.0,108938.0,21690.0,378981.0,428629.0,807610.0,,
+BW,Sub-Saharan Africa (excluding high income),Gaborone,BWA,Upper middle income,BW,-24.6544,IBRD,25.9201,Botswana,Sub-Saharan Africa ,Botswana,2017,356702.0,733169.0,53746.0,363015.0,36580.0,1158897.0,1132764.0,2291661.0,,
+CF,Sub-Saharan Africa (excluding high income),Bangui,CAF,Low income,CF,5.63056,IDA,21.6407,Central African Republic,Sub-Saharan Africa ,Central African Republic,2017,1009795.0,1220765.0,95764.0,1002727.0,74527.0,2361061.0,2298019.0,4659080.0,,832920.0
+CA,,Ottawa,CAN,High income,CA,45.4215,Not classified,-75.6919,Canada,North America,Canada,2017,2867837.0,12342628.0,3378229.0,3014594.0,2856529.0,18494333.0,18213750.0,36708083.0,16789334.0,6009852.0
+B8,,,CEB,Aggregates,B8,,Aggregates,,Central Europe and the Baltics,Aggregates,Central Europe and the Baltics,2017,7464492.0,34502784.0,11147286.0,7874257.0,7224774.0,53133535.0,49601814.0,102735349.0,,
+CH,,Bern,CHE,High income,CH,46.948,Not classified,7.44821,Switzerland,Europe & Central Asia,Switzerland,2017,612128.0,2845598.0,861462.0,644912.0,696523.0,4263818.0,4187033.0,8450851.0,1356037.0,1356037.0
+JG,,,CHI,High income,JG,,Not classified,,Channel Islands,Europe & Central Asia,Channel Islands,2017,11824.0,56153.0,16155.0,12213.0,13630.0,83319.0,81995.0,165314.0,,
+CL,,Santiago,CHL,High income,CL,-33.475,IBRD,-70.6475,Chile,Latin America & Caribbean ,Chile,2017,1799188.0,6221288.0,1148126.0,1868928.0,853541.0,9110968.0,8943758.0,18054726.0,6627552.0,6627552.0
+CN,East Asia & Pacific (excluding high income),Beijing,CHN,Upper middle income,CN,40.0495,IBRD,116.286,China,East Asia & Pacific,China,2017,113459119.0,511625426.0,76363223.0,131611243.0,71168634.0,671989697.0,714405303.0,1386395000.0,378089414.0,24862075.0
+CI,Sub-Saharan Africa (excluding high income),Yamoussoukro,CIV,Lower middle income,CI,5.332,IDA,-4.0305,Cote d'Ivoire,Sub-Saharan Africa ,Cote d'Ivoire,2017,5135734.0,6744940.0,323567.0,5173207.0,388945.0,11987658.0,12307092.0,24294750.0,4787992.0,4787992.0
+CM,Sub-Saharan Africa (excluding high income),Yaounde,CMR,Lower middle income,CM,3.8721,Blend,11.5174,Cameroon,Sub-Saharan Africa ,Cameroon,2017,5094139.0,6507052.0,412956.0,5182838.0,348357.0,12015480.0,12038247.0,24053727.0,6717594.0,3458972.0
+CD,Sub-Saharan Africa (excluding high income),Kinshasa,COD,Low income,CD,-4.325,IDA,15.3222,"Congo, Dem. Rep.",Sub-Saharan Africa ,"Congo, Dem. Rep.",2017,18664186.0,20495014.0,1351540.0,18981664.0,1104803.0,40758507.0,40581481.0,81339988.0,19416198.0,12624344.0
+CG,Sub-Saharan Africa (excluding high income),Brazzaville,COG,Lower middle income,CG,-4.2767,Blend,15.2662,"Congo, Rep.",Sub-Saharan Africa ,"Congo, Rep.",2017,1104196.0,1429194.0,96419.0,1119842.0,82538.0,2629176.0,2631574.0,5260750.0,3226424.0,2135075.0
+CO,Latin America & Caribbean (excluding high income),Bogota,COL,Upper middle income,CO,4.60987,IBRD,-74.082,Colombia,Latin America & Caribbean ,Colombia,2017,5639681.0,16607739.0,2100001.0,5880615.0,1651769.0,24925492.0,24140123.0,49065615.0,21284860.0,10277518.0
+KM,Sub-Saharan Africa (excluding high income),Moroni,COM,Low income,KM,-11.6986,IDA,43.2418,Comoros,Sub-Saharan Africa ,Comoros,2017,158950.0,234789.0,13138.0,164771.0,10974.0,403378.0,410534.0,813912.0,,
+CV,Sub-Saharan Africa (excluding high income),Praia,CPV,Lower middle income,CV,14.9218,Blend,-23.5087,Cabo Verde,Sub-Saharan Africa ,Cabo Verde,2017,81732.0,179521.0,14934.0,83308.0,9437.0,274122.0,272266.0,546388.0,,
+CR,Latin America & Caribbean (excluding high income),San Jose,CRI,Upper middle income,CR,9.63701,IBRD,-84.0089,Costa Rica,Latin America & Caribbean ,Costa Rica,2017,518717.0,1693667.0,247810.0,543246.0,216649.0,2452206.0,2453563.0,4905769.0,1337237.0,1337237.0
+S3,,,CSS,Aggregates,S3,,Aggregates,,Caribbean small states,Aggregates,Caribbean small states,2017,821880.0,2408569.0,346512.0,858127.0,284344.0,3603982.0,3551042.0,7284294.0,,
+CU,Latin America & Caribbean (excluding high income),Havana,CUB,Upper middle income,CU,23.1333,Not classified,-82.3667,Cuba,Latin America & Caribbean ,Cuba,2017,894397.0,4009863.0,904721.0,947030.0,787872.0,5739871.0,5744765.0,11484636.0,2132206.0,2132206.0
+CW,,Willemstad,CUW,High income,CW,,Not classified,,Curacao,Latin America & Caribbean ,Curacao,2017,14642.0,47148.0,15259.0,15294.0,10952.0,86780.0,73395.0,160175.0,,
+KY,,George Town,CYM,High income,KY,19.3022,Not classified,-81.3857,Cayman Islands,Latin America & Caribbean ,Cayman Islands,2017,,,,,,,,61559.0,,
+CY,,Nicosia,CYP,High income,CY,35.1676,Not classified,33.3736,Cyprus,Europe & Central Asia,Cyprus,2017,96056.0,416098.0,86331.0,102464.0,71920.0,589069.0,590482.0,1179551.0,,
+CZ,,Prague,CZE,High income,CZ,50.0878,Not classified,14.4205,Czech Republic,Europe & Central Asia,Czech Republic,2017,792470.0,3528371.0,1172835.0,836323.0,842971.0,5386773.0,5207665.0,10594438.0,1284162.0,1284162.0
+DE,,Berlin,DEU,High income,DE,52.5235,Not classified,13.4115,Germany,Europe & Central Asia,Germany,2017,5264627.0,27371370.0,9940313.0,5546508.0,7798447.0,41969502.0,40716325.0,82685827.0,7893815.0,3539234.0
+DJ,Middle East & North Africa (excluding high income),Djibouti,DJI,Lower middle income,DJ,11.5806,IDA,43.1425,Djibouti,Middle East & North Africa,Djibouti,2017,146864.0,310978.0,21677.0,150631.0,18640.0,476736.0,480249.0,956985.0,,551358.0
+DM,Latin America & Caribbean (excluding high income),Roseau,DMA,Upper middle income,DM,15.2976,Blend,-61.39,Dominica,Latin America & Caribbean ,Dominica,2017,,,,,,,,73925.0,,
+DK,,Copenhagen,DNK,High income,DK,55.6763,Not classified,12.5681,Denmark,Europe & Central Asia,Denmark,2017,463011.0,1856545.0,610928.0,487361.0,523456.0,2897618.0,2867362.0,5764980.0,1303974.0,1303974.0
+DO,Latin America & Caribbean (excluding high income),Santo Domingo,DOM,Upper middle income,DO,18.479,IBRD,-69.8908,Dominican Republic,Latin America & Caribbean ,Dominican Republic,2017,1548104.0,3400668.0,397400.0,1606478.0,354191.0,5405661.0,5361337.0,10766998.0,3094465.0,3094465.0
+DZ,Middle East & North Africa (excluding high income),Algiers,DZA,Upper middle income,DZ,36.7397,IBRD,3.05097,Algeria,Middle East & North Africa,Algeria,2017,5925913.0,13441861.0,1315694.0,6174065.0,1250462.0,20451754.0,20866388.0,41318142.0,2659373.0,2659373.0
+4E,,,EAP,Aggregates,4E,,Aggregates,,East Asia & Pacific (excluding high income),Aggregates,East Asia & Pacific (excluding high income),2017,200773888.0,741708756.0,100892285.0,223528839.0,89456164.0,1013481006.0,1054693758.0,2068307600.0,,
+V2,,,EAR,Aggregates,V2,,Aggregates,,Early-demographic dividend,Aggregates,Early-demographic dividend,2017,454206625.0,1063953387.0,96788208.0,487089572.0,84438936.0,1577945921.0,1635481902.0,3213427823.0,,
+Z4,,,EAS,Aggregates,Z4,,Aggregates,,East Asia & Pacific,Aggregates,East Asia & Pacific,2017,217300355.0,822738191.0,129624042.0,241084094.0,111965990.0,1138369629.0,1175788276.0,2314367614.0,,
+7E,,,ECA,Aggregates,7E,,Aggregates,,Europe & Central Asia (excluding high income),Aggregates,Europe & Central Asia (excluding high income),2017,41768761.0,136072089.0,30980030.0,44119399.0,17794524.0,215716223.0,197986011.0,415532934.0,,
+Z7,,,ECS,Aggregates,Z7,,Aggregates,,Europe & Central Asia,Aggregates,Europe & Central Asia,2017,79351061.0,298458473.0,86817837.0,83718550.0,60732101.0,470332759.0,442909120.0,915483880.0,,
+EC,Latin America & Caribbean (excluding high income),Quito,ECU,Upper middle income,EC,-0.229498,IBRD,-78.5243,Ecuador,Latin America & Caribbean ,Ecuador,2017,2311843.0,5346762.0,634791.0,2415783.0,546276.0,8316037.0,8308821.0,16624858.0,4636865.0,2844281.0
+EG,Middle East & North Africa (excluding high income),Cairo,EGY,Lower middle income,EG,30.0982,IBRD,31.2461,"Egypt, Arab Rep.",Middle East & North Africa,"Egypt, Arab Rep.",2017,15832982.0,30291744.0,2818869.0,16819327.0,2213921.0,48228159.0,49324992.0,97553151.0,24633602.0,19648312.0
+XC,,,EMU,Aggregates,XC,,Aggregates,,Euro area,Aggregates,Euro area,2017,24962542.0,110602719.0,39502665.0,26328071.0,30455087.0,174057506.0,167385876.0,341443382.0,,
+ER,Sub-Saharan Africa (excluding high income),Asmara,ERI,Low income,ER,15.3315,IDA,38.9183,Eritrea,Sub-Saharan Africa ,Eritrea,2017,,,,,,,,,,
+ES,,Madrid,ESP,High income,ES,40.4167,Not classified,-3.70327,Spain,Europe & Central Asia,Spain,2017,3321673.0,15427299.0,5158796.0,3521412.0,3898164.0,23746296.0,22846875.0,46593171.0,11824650.0,6403902.0
+EE,,Tallinn,EST,High income,EE,59.4392,Not classified,24.7586,Estonia,Europe & Central Asia,Estonia,2017,104864.0,418878.0,168636.0,110763.0,87613.0,700130.0,617254.0,1317384.0,,429990.0
+ET,Sub-Saharan Africa (excluding high income),Addis Ababa,ETH,Low income,ET,9.02274,IDA,38.7468,Ethiopia,Sub-Saharan Africa ,Ethiopia,2017,21020178.0,29150926.0,1989817.0,21544072.0,1711028.0,52551412.0,52406026.0,104957438.0,4215965.0,4215965.0
+EU,,,EUU,Aggregates,EU,,Aggregates,,European Union,Aggregates,European Union,2017,38443855.0,166634840.0,57475275.0,40513740.0,43833784.0,261448681.0,250982363.0,512431044.0,,
+F1,,,FCS,Aggregates,F1,,Aggregates,,Fragile and conflict affected situations,Aggregates,Fragile and conflict affected situations,2017,102117859.0,141709661.0,9677573.0,104873030.0,8027140.0,254831774.0,254609830.0,511336623.0,,
+FI,,Helsinki,FIN,High income,FI,60.1608,Not classified,24.9525,Finland,Europe & Central Asia,Finland,2017,441521.0,1740171.0,657319.0,462182.0,512011.0,2793850.0,2714364.0,5508214.0,1259875.0,1259875.0
+FJ,East Asia & Pacific (excluding high income),Suva,FJI,Upper middle income,FJ,-18.1149,IBRD,178.399,Fiji,East Asia & Pacific,Fiji,2017,124974.0,301332.0,30838.0,132819.0,25518.0,445833.0,459669.0,905502.0,,
+FR,,Paris,FRA,High income,FR,48.8566,Not classified,2.35097,France,Europe & Central Asia,France,2017,5919545.0,20968252.0,7421848.0,6215548.0,5810180.0,34111533.0,32993980.0,67105513.0,15165467.0,10844847.0
+FO,,Torshavn,FRO,High income,FO,61.8926,Not classified,-6.91181,Faroe Islands,Europe & Central Asia,Faroe Islands,2017,,,,,,,,49290.0,,
+FM,East Asia & Pacific (excluding high income),Palikir,FSM,Lower middle income,FM,6.91771,IDA,158.185,"Micronesia, Fed. Sts.",East Asia & Pacific,"Micronesia, Fed. Sts.",2017,16865.0,33654.0,2721.0,18087.0,2355.0,51448.0,54096.0,105544.0,,
+GA,Sub-Saharan Africa (excluding high income),Libreville,GAB,Upper middle income,GA,0.38832,IBRD,9.45162,Gabon,Sub-Saharan Africa ,Gabon,2017,359992.0,631888.0,48851.0,367071.0,41267.0,984910.0,1040227.0,2025137.0,,790784.0
+GB,,London,GBR,High income,GB,51.5002,Not classified,-0.126236,United Kingdom,Europe & Central Asia,United Kingdom,2017,5709058.0,21010906.0,6644415.0,5984434.0,5581366.0,33446584.0,32576706.0,66023290.0,17646094.0,8916251.0
+GE,Europe & Central Asia (excluding high income),Tbilisi,GEO,Lower middle income,GE,41.71,IBRD,44.793,Georgia,Europe & Central Asia,Georgia,2017,340730.0,1196313.0,344878.0,374422.0,209206.0,1948063.0,1779941.0,3728004.0,1077597.0,1077597.0
+GH,Sub-Saharan Africa (excluding high income),Accra,GHA,Lower middle income,GH,5.57045,IDA,-0.20795,Ghana,Sub-Saharan Africa ,Ghana,2017,5433671.0,8249598.0,531464.0,5673722.0,444385.0,14465924.0,14367705.0,28833629.0,5295610.0,2907222.0
+GI,,,GIB,High income,GI,,Not classified,,Gibraltar,Europe & Central Asia,Gibraltar,2017,,,,,,,,34571.0,,
+GN,Sub-Saharan Africa (excluding high income),Conakry,GIN,Low income,GN,9.51667,IDA,-13.7,Guinea,Sub-Saharan Africa ,Guinea,2017,2668748.0,3485237.0,212944.0,2705373.0,185722.0,6340844.0,6376332.0,12717176.0,1798985.0,1798985.0
+GM,Sub-Saharan Africa (excluding high income),Banjul,GMB,Low income,GM,13.4495,IDA,-16.5885,"Gambia, The",Sub-Saharan Africa ,"Gambia, The",2017,471770.0,534009.0,23806.0,480394.0,25335.0,1060830.0,1039738.0,2100568.0,,431446.0
+GW,Sub-Saharan Africa (excluding high income),Bissau,GNB,Low income,GW,11.8037,IDA,-15.1804,Guinea-Bissau,Sub-Saharan Africa ,Guinea-Bissau,2017,385445.0,504700.0,31692.0,386920.0,24180.0,945483.0,915800.0,1861283.0,,537014.0
+GQ,Sub-Saharan Africa (excluding high income),Malabo,GNQ,Upper middle income,GQ,3.7523,IBRD,8.7741,Equatorial Guinea,Sub-Saharan Africa ,Equatorial Guinea,2017,232832.0,445467.0,18439.0,238655.0,17633.0,565934.0,701755.0,1267689.0,,353480.0
+GR,,Athens,GRC,High income,GR,37.9792,Not classified,23.7166,Greece,Europe & Central Asia,Greece,2017,741770.0,3538452.0,1225677.0,786787.0,967666.0,5460627.0,5292904.0,10753531.0,3157451.0,3157451.0
+GD,Latin America & Caribbean (excluding high income),Saint George's,GRD,Upper middle income,GD,12.0653,Blend,-61.7449,Grenada,Latin America & Caribbean ,Grenada,2017,13842.0,36287.0,4574.0,14560.0,3300.0,53677.0,54148.0,107825.0,,
+GL,,Nuuk,GRL,High income,GL,64.1836,Not classified,-51.7214,Greenland,Europe & Central Asia,Greenland,2017,,,,,,,,56171.0,,
+GT,Latin America & Caribbean (excluding high income),Guatemala City,GTM,Upper middle income,GT,14.6248,IBRD,-90.5328,Guatemala,Latin America & Caribbean ,Guatemala,2017,2900187.0,4941414.0,439168.0,3028168.0,354743.0,8589178.0,8324325.0,16913503.0,2813016.0,2813016.0
+GU,,Agana,GUM,High income,GU,13.4443,Not classified,144.794,Guam,East Asia & Pacific,Guam,2017,19759.0,55137.0,8521.0,20854.0,7167.0,81071.0,83158.0,164229.0,,
+GY,Latin America & Caribbean (excluding high income),Georgetown,GUY,Upper middle income,GY,6.80461,IDA,-58.1548,Guyana,Latin America & Caribbean ,Guyana,2017,109863.0,258086.0,22374.0,115701.0,18890.0,385182.0,392677.0,777859.0,,
+XD,,,HIC,Aggregates,XD,,Aggregates,,High income,Aggregates,High income,2017,102883853.0,417360305.0,122065160.0,108055495.0,95470570.0,626742731.0,620886373.0,1248439499.0,,
+HK,,,HKG,High income,HK,22.3964,Not classified,114.109,"Hong Kong SAR, China",East Asia & Pacific,"Hong Kong SAR, China",2017,411005.0,2397946.0,642136.0,438213.0,562938.0,3992603.0,3399097.0,7391700.0,7364883.0,7364883.0
+HN,Latin America & Caribbean (excluding high income),Tegucigalpa,HND,Lower middle income,HN,15.1333,IDA,-87.4667,Honduras,Latin America & Caribbean ,Honduras,2017,1438292.0,2931474.0,236455.0,1493556.0,194554.0,4645483.0,4619584.0,9265067.0,1318213.0,1318213.0
+XE,,,HPC,Aggregates,XE,,Aggregates,,Heavily indebted poor countries (HIPC),Aggregates,Heavily indebted poor countries (HIPC),2017,162778261.0,204296097.0,13079760.0,166469731.0,10830634.0,383515817.0,381596463.0,765112280.0,,
+HR,,Zagreb,HRV,High income,HR,45.8069,IBRD,15.9614,Croatia,Europe & Central Asia,Croatia,2017,294408.0,1352283.0,489070.0,311426.0,324468.0,2136354.0,1988177.0,4124531.0,,685942.0
+HT,Latin America & Caribbean (excluding high income),Port-au-Prince,HTI,Low income,HT,18.5392,IDA,-72.3288,Haiti,Latin America & Caribbean ,Haiti,2017,1779845.0,3355544.0,293554.0,1840950.0,233524.0,5551211.0,5430018.0,10981229.0,2568981.0,2568981.0
+HU,,Budapest,HUN,High income,HU,47.4984,Not classified,19.0408,Hungary,Europe & Central Asia,Hungary,2017,681394.0,3252393.0,1134564.0,719946.0,683772.0,5131855.0,4656111.0,9787966.0,1754955.0,1754955.0
+XF,,,IBD,Aggregates,XF,,Aggregates,,IBRD only,Aggregates,IBRD only,2017,539264166.0,1638506438.0,212749777.0,589456966.0,176562913.0,2338635298.0,2404526321.0,4743251569.0,,
+ZT,,,IBT,Aggregates,ZT,,Aggregates,,IDA & IBRD total,Aggregates,IDA & IBRD total,2017,847384337.0,2098566210.0,243947631.0,908418916.0,203855466.0,3140288892.0,3210840598.0,6353188384.0,,
+XG,,,IDA,Aggregates,XG,,Aggregates,,IDA total,Aggregates,IDA total,2017,308120171.0,460059772.0,31197854.0,318961950.0,27292553.0,801653594.0,806314277.0,1609936815.0,,
+XH,,,IDB,Aggregates,XH,,Aggregates,,IDA blend,Aggregates,IDA blend,2017,100517249.0,155088416.0,9984919.0,105717247.0,9238795.0,262904521.0,270044458.0,533022904.0,,
+ID,East Asia & Pacific (excluding high income),Jakarta,IDN,Lower middle income,ID,-6.19752,IBRD,106.83,Indonesia,East Asia & Pacific,Indonesia,2017,35288499.0,89648739.0,7723237.0,36929788.0,6319870.0,131092982.0,132898397.0,263991379.0,35135475.0,10401144.0
+XI,,,IDX,Aggregates,XI,,Aggregates,,IDA only,Aggregates,IDA only,2017,207602922.0,304971356.0,21212935.0,213244703.0,18053758.0,538749073.0,536269819.0,1076913911.0,,
+IM,,Douglas,IMN,High income,IM,54.1509,Not classified,-4.47928,Isle of Man,Europe & Central Asia,Isle of Man,2017,,,,,,,,84287.0,,
+IN,South Asia,New Delhi,IND,Lower middle income,IN,28.6353,IBRD,77.225,India,South Asia,India,2017,175998940.0,459614962.0,41921158.0,196062049.0,38281750.0,645221366.0,693958761.0,1339180127.0,203204785.0,27602257.0
+XY,,,INX,Aggregates,XY,,Aggregates,,Not classified,Aggregates,Not classified,2017,,,,,,,,,,
+IE,,Dublin,IRL,High income,IE,53.3441,Not classified,-6.26749,Ireland,Europe & Central Asia,Ireland,2017,507072.0,1540488.0,358380.0,533968.0,311744.0,2425120.0,2386201.0,4811321.0,1188418.0,1188418.0
+IR,Middle East & North Africa (excluding high income),Tehran,IRN,Upper middle income,IR,35.6878,IBRD,51.4447,"Iran, Islamic Rep.",Middle East & North Africa,"Iran, Islamic Rep.",2017,9429935.0,28750535.0,2145622.0,9796382.0,2269268.0,40346603.0,40816185.0,81162788.0,20974219.0,8780950.0
+IQ,Middle East & North Africa (excluding high income),Baghdad,IRQ,Upper middle income,IQ,33.3302,IBRD,44.394,Iraq,Middle East & North Africa,Iraq,2017,7511569.0,10876229.0,670649.0,7950910.0,548642.0,18898837.0,19375781.0,38274618.0,9407171.0,6654984.0
+IS,,Reykjavik,ISL,High income,IS,64.1353,Not classified,-21.8952,Iceland,Europe & Central Asia,Iceland,2017,33792.0,113561.0,26017.0,35201.0,23538.0,171100.0,172300.0,343400.0,,
+IL,,,ISR,High income,IL,31.7717,Not classified,35.2035,Israel,Middle East & North Africa,Israel,2017,1181077.0,2627309.0,568433.0,1246642.0,453932.0,4385417.0,4327883.0,8713300.0,5029104.0,3905583.0
+IT,,Rome,ITA,High income,IT,41.8955,Not classified,12.4823,Italy,Europe & Central Asia,Italy,2017,3972709.0,19227763.0,7871887.0,4210310.0,6064583.0,31034053.0,29502656.0,60536709.0,11279511.0,4177286.0
+JM,Latin America & Caribbean (excluding high income),Kingston,JAM,Upper middle income,JM,17.9927,IBRD,-76.792,Jamaica,Latin America & Caribbean ,Jamaica,2017,320937.0,971096.0,148785.0,335945.0,131107.0,1452151.0,1438148.0,2890299.0,,588487.0
+JO,Middle East & North Africa (excluding high income),Amman,JOR,Upper middle income,JO,31.9497,IBRD,35.9263,Jordan,Middle East & North Africa,Jordan,2017,1695048.0,2989198.0,195419.0,1749741.0,174266.0,4789148.0,4913205.0,9702353.0,1966088.0,1966088.0
+JP,,Tokyo,JPN,High income,JP,35.67,Not classified,139.77,Japan,East Asia & Pacific,Japan,2017,7950363.0,38650990.0,19418628.0,8388108.0,14875994.0,64870705.0,61915092.0,126785797.0,81604072.0,37397437.0
+KZ,Europe & Central Asia (excluding high income),Astana,KAZ,Upper middle income,KZ,51.1879,IBRD,71.4382,Kazakhstan,Europe & Central Asia,Kazakhstan,2017,2449083.0,5700825.0,814220.0,2588576.0,446796.0,9301579.0,8736197.0,18037776.0,2779349.0,1772779.0
+KE,Sub-Saharan Africa (excluding high income),Nairobi,KEN,Lower middle income,KE,-1.27975,Blend,36.8126,Kenya,Sub-Saharan Africa ,Kenya,2017,9967462.0,13961309.0,740018.0,10144281.0,595131.0,24999141.0,24700721.0,49699862.0,5398177.0,4222389.0
+KG,Europe & Central Asia (excluding high income),Bishkek,KGZ,Lower middle income,KG,42.8851,IDA,74.6057,Kyrgyz Republic,Europe & Central Asia,Kyrgyz Republic,2017,963408.0,1954132.0,169283.0,1010368.0,108922.0,3124778.0,3073422.0,6198200.0,,975889.0
+KH,East Asia & Pacific (excluding high income),Phnom Penh,KHM,Lower middle income,KH,11.5556,IDA,104.874,Cambodia,East Asia & Pacific,Cambodia,2017,2456705.0,4977460.0,423650.0,2549608.0,282512.0,8195793.0,7809580.0,16005373.0,1892615.0,1892615.0
+KI,East Asia & Pacific (excluding high income),Tarawa,KIR,Lower middle income,KI,1.32905,IDA,172.979,Kiribati,East Asia & Pacific,Kiribati,2017,19930.0,34750.0,2687.0,20798.0,1846.0,59004.0,57394.0,116398.0,,
+KN,,Basseterre,KNA,High income,KN,17.3,IBRD,-62.7309,St. Kitts and Nevis,Latin America & Caribbean ,St. Kitts and Nevis,2017,,,,,,,,55345.0,,
+KR,,Seoul,KOR,High income,KR,37.5323,Not classified,126.957,"Korea, Rep.",East Asia & Pacific,"Korea, Rep.",2017,3340339.0,19097096.0,4099600.0,3593873.0,3061571.0,25713661.0,25752540.0,51466201.0,25760173.0,9941235.0
+KW,,Kuwait City,KWT,High income,KW,29.3721,Not classified,47.9824,Kuwait,Middle East & North Africa,Kuwait,2017,422470.0,1867445.0,39178.0,449974.0,57834.0,1761275.0,2375253.0,4136528.0,2841715.0,2841715.0
+XJ,,,LAC,Aggregates,XJ,,Aggregates,,Latin America & Caribbean (excluding high income),Aggregates,Latin America & Caribbean (excluding high income),2017,69802575.0,189029082.0,24042801.0,72863413.0,19172466.0,286997952.0,281064965.0,568136842.0,,
+LA,East Asia & Pacific (excluding high income),Vientiane,LAO,Lower middle income,LA,18.5826,IDA,102.177,Lao PDR,East Asia & Pacific,Lao PDR,2017,1104786.0,2149305.0,155219.0,1150508.0,121117.0,3437230.0,3420930.0,6858160.0,,657108.0
+LB,Middle East & North Africa (excluding high income),Beirut,LBN,Upper middle income,LB,33.8872,IBRD,35.5134,Lebanon,Middle East & North Africa,Lebanon,2017,700650.0,2093285.0,263866.0,703717.0,254010.0,3031345.0,3051012.0,6082357.0,2331897.0,2331897.0
+LR,Sub-Saharan Africa (excluding high income),Monrovia,LBR,Low income,LR,6.30039,IDA,-10.7957,Liberia,Sub-Saharan Africa ,Liberia,2017,967972.0,1310300.0,78076.0,1010481.0,66578.0,2344547.0,2387359.0,4731906.0,1366976.0,1366976.0
+LY,Middle East & North Africa (excluding high income),Tripoli,LBY,Upper middle income,LY,32.8578,IBRD,13.1072,Libya,Middle East & North Africa,Libya,2017,875496.0,2164599.0,152722.0,919538.0,129289.0,3161190.0,3213426.0,6374616.0,1149730.0,1149730.0
+LC,Latin America & Caribbean (excluding high income),Castries,LCA,Upper middle income,LC,14.0,Blend,-60.9832,St. Lucia,Latin America & Caribbean ,St. Lucia,2017,16699.0,62688.0,9598.0,17075.0,7788.0,91293.0,87551.0,178844.0,,
+ZJ,,,LCN,Aggregates,ZJ,,Aggregates,,Latin America & Caribbean,Aggregates,Latin America & Caribbean,2017,78460514.0,213670181.0,29086311.0,81850361.0,22706285.0,325567112.0,318226834.0,644124651.0,,
+XL,,,LDC,Aggregates,XL,,Aggregates,,Least developed countries: UN classification,Aggregates,Least developed countries: UN classification,2017,196008666.0,282056663.0,19544816.0,200917801.0,16563638.0,502936661.0,499538104.0,1002485957.0,,
+XM,,,LIC,Aggregates,XM,,Aggregates,,Low income,Aggregates,Low income,2017,152280521.0,197738709.0,13811388.0,156001252.0,10861461.0,367847134.0,364601424.0,732448558.0,,
+LI,,Vaduz,LIE,High income,LI,47.1411,Not classified,9.52148,Liechtenstein,Europe & Central Asia,Liechtenstein,2017,,,,,,,,37922.0,,
+LK,South Asia,Colombo,LKA,Lower middle income,LK,6.92148,IBRD,79.8528,Sri Lanka,South Asia,Sri Lanka,2017,2552570.0,6773540.0,1223011.0,2596570.0,936198.0,11137692.0,10306308.0,21444000.0,,593517.0
+XN,,,LMC,Aggregates,XN,,Aggregates,,Lower middle income,Aggregates,Lower middle income,2017,435082099.0,969277269.0,87929308.0,467601963.0,74951674.0,1458988227.0,1511830906.0,2972649833.0,,
+XO,,,LMY,Aggregates,XO,,Aggregates,,Low & middle income,Aggregates,Low & middle income,2017,840441352.0,2075303332.0,237458817.0,901215911.0,199476512.0,3103246668.0,3175995759.0,6281279888.0,,
+LS,Sub-Saharan Africa (excluding high income),Maseru,LSO,Lower middle income,LS,-29.5208,IDA,27.7167,Lesotho,Sub-Saharan Africa ,Lesotho,2017,392983.0,646686.0,60415.0,397414.0,40220.0,1149019.0,1084320.0,2233339.0,,
+V3,,,LTE,Aggregates,V3,,Aggregates,,Late-demographic dividend,Aggregates,Late-demographic dividend,2017,203836074.0,819171454.0,130216689.0,226958240.0,106921666.0,1125161640.0,1153051361.0,2278213001.0,,
+LT,,Vilnius,LTU,High income,LT,54.6896,Not classified,25.2799,Lithuania,Europe & Central Asia,Lithuania,2017,204555.0,907419.0,356491.0,214704.0,180977.0,1525303.0,1303100.0,2828403.0,,534453.0
+LU,,Luxembourg,LUX,High income,LU,49.61,Not classified,6.1296,Luxembourg,Europe & Central Asia,Luxembourg,2017,47735.0,211054.0,47020.0,50323.0,38323.0,296637.0,299699.0,596336.0,,
+LV,,Riga,LVA,High income,LV,56.9465,Not classified,24.1048,Latvia,Europe & Central Asia,Latvia,2017,145797.0,612473.0,257567.0,153419.0,126117.0,1050240.0,892008.0,1942248.0,,639982.0
+MO,,,MAC,High income,MO,22.1667,Not classified,113.55,"Macao SAR, China",East Asia & Pacific,"Macao SAR, China",2017,40050.0,227310.0,32013.0,42522.0,28991.0,323744.0,298823.0,622567.0,,622567.0
+MF,,Marigot,MAF,High income,MF,,Not classified,,St. Martin (French part),Latin America & Caribbean ,St. Martin (French part),2017,,,,,,,,32125.0,,
+MA,Middle East & North Africa (excluding high income),Rabat,MAR,Lower middle income,MA,33.9905,IBRD,-6.8704,Morocco,Middle East & North Africa,Morocco,2017,4769882.0,11554786.0,1293221.0,5020237.0,1126021.0,18038537.0,17701043.0,35739580.0,7722492.0,3653152.0
+MC,,Monaco,MCO,High income,MC,43.7325,Not classified,7.41891,Monaco,Europe & Central Asia,Monaco,2017,,,,,,,,38695.0,,
+MD,Europe & Central Asia (excluding high income),Chisinau,MDA,Lower middle income,MD,47.0167,Blend,28.8497,Moldova,Europe & Central Asia,Moldova,2017,270624.0,1270779.0,241422.0,288014.0,144149.0,1846255.0,1702941.0,3549196.0,,515129.0
+MG,Sub-Saharan Africa (excluding high income),Antananarivo,MDG,Low income,MG,-20.4667,IDA,45.7167,Madagascar,Sub-Saharan Africa ,Madagascar,2017,5192640.0,7125524.0,406232.0,5283661.0,342868.0,12818842.0,12752053.0,25570895.0,2903952.0,2903952.0
+MV,South Asia,Male,MDV,Upper middle income,MV,4.1742,IDA,73.5109,Maldives,South Asia,Maldives,2017,49503.0,186207.0,8697.0,52619.0,9274.0,188230.0,248100.0,436330.0,,
+ZQ,,,MEA,Aggregates,ZQ,,Aggregates,,Middle East & North Africa,Aggregates,Middle East & North Africa,2017,65103148.0,151029886.0,11612609.0,68284120.0,10516167.0,214495850.0,229830174.0,444326024.0,,
+MX,Latin America & Caribbean (excluding high income),Mexico City,MEX,Upper middle income,MX,19.427,IBRD,-99.1276,Mexico,Latin America & Caribbean ,Mexico,2017,16832806.0,42623165.0,4780278.0,17611826.0,4076954.0,64851331.0,64311945.0,129163276.0,50750263.0,21500251.0
+MH,East Asia & Pacific (excluding high income),Majuro,MHL,Upper middle income,MH,7.11046,IDA,171.135,Marshall Islands,East Asia & Pacific,Marshall Islands,2017,,,,,,,,53127.0,,
+XP,,,MIC,Aggregates,XP,,Aggregates,,Middle income,Aggregates,Middle income,2017,688160831.0,1877564623.0,223647429.0,745214659.0,188615051.0,2735399534.0,2811394335.0,5548831330.0,,
+MK,Europe & Central Asia (excluding high income),Skopje,MKD,Upper middle income,MK,42.0024,IBRD,21.4361,North Macedonia,Europe & Central Asia,North Macedonia,2017,169242.0,740263.0,153495.0,178443.0,122723.0,1041731.0,1041429.0,2083160.0,,575931.0
+ML,Sub-Saharan Africa (excluding high income),Bamako,MLI,Low income,ML,13.5667,IDA,-7.50034,Mali,Sub-Saharan Africa ,Mali,2017,4348776.0,4576695.0,261484.0,4496816.0,205553.0,9262916.0,9279064.0,18541980.0,2368347.0,2368347.0
+MT,,Valletta,MLT,High income,MT,35.9042,Not classified,14.5189,Malta,Middle East & North Africa,Malta,2017,32608.0,158711.0,49487.0,34916.0,41415.0,232956.0,235043.0,467999.0,,
+MM,East Asia & Pacific (excluding high income),Naypyidaw,MMR,Lower middle income,MM,21.914,IDA,95.9562,Myanmar,East Asia & Pacific,Myanmar,2017,7115474.0,17548495.0,1744432.0,7204475.0,1314555.0,27303084.0,26067525.0,53370609.0,6390977.0,5053341.0
+XQ,,,MNA,Aggregates,XQ,,Aggregates,,Middle East & North Africa (excluding high income),Aggregates,Middle East & North Africa (excluding high income),2017,57926333.0,121279610.0,10337326.0,60828730.0,9209368.0,188584075.0,191317707.0,379901782.0,,
+ME,Europe & Central Asia (excluding high income),Podgorica,MNE,Upper middle income,ME,42.4602,IBRD,19.2595,Montenegro,Europe & Central Asia,Montenegro,2017,54314.0,209499.0,52762.0,58445.0,39116.0,315313.0,307060.0,622373.0,,
+MN,East Asia & Pacific (excluding high income),Ulaanbaatar,MNG,Lower middle income,MN,47.9129,Blend,106.937,Mongolia,East Asia & Pacific,Mongolia,2017,450744.0,1007972.0,72228.0,461727.0,51747.0,1554201.0,1521446.0,3075647.0,1466589.0,1466589.0
+MP,,Saipan,MNP,High income,MP,15.1935,Not classified,145.765,Northern Mariana Islands,East Asia & Pacific,Northern Mariana Islands,2017,,,,,,,,55144.0,,
+MZ,Sub-Saharan Africa (excluding high income),Maputo,MOZ,Low income,MZ,-25.9664,IDA,32.5713,Mozambique,Sub-Saharan Africa ,Mozambique,2017,6611532.0,7418419.0,542294.0,6677167.0,394748.0,15178500.0,14490334.0,29668834.0,2705370.0,1604256.0
+MR,Sub-Saharan Africa (excluding high income),Nouakchott,MRT,Lower middle income,MR,18.2367,IDA,-15.9824,Mauritania,Sub-Saharan Africa ,Mauritania,2017,867921.0,1271009.0,78921.0,896960.0,59795.0,2192420.0,2227764.0,4420184.0,1154050.0,1154050.0
+MU,Sub-Saharan Africa (excluding high income),Port Louis,MUS,Upper middle income,MU,-20.1605,IBRD,57.4977,Mauritius,Sub-Saharan Africa ,Mauritius,2017,113971.0,447442.0,78898.0,118560.0,59517.0,639094.0,625519.0,1264613.0,,
+MW,Sub-Saharan Africa (excluding high income),Lilongwe,MWI,Low income,MW,-13.9899,IDA,33.7703,Malawi,Sub-Saharan Africa ,Malawi,2017,4062165.0,4862290.0,321485.0,4129563.0,233300.0,9396951.0,9225153.0,18622104.0,986455.0,986455.0
+MY,East Asia & Pacific (excluding high income),Kuala Lumpur,MYS,Upper middle income,MY,3.12433,IBRD,101.684,Malaysia,East Asia & Pacific,Malaysia,2017,3730508.0,11404045.0,1027006.0,3958493.0,962935.0,15298791.0,16325473.0,31624264.0,7318545.0,7318545.0
+XU,,,NAC,Aggregates,XU,,Aggregates,,North America,Aggregates,North America,2017,32929787.0,119520166.0,31172066.0,34447984.0,25179031.0,182708024.0,179147180.0,361920645.0,,
+NA,Sub-Saharan Africa (excluding high income),Windhoek,NAM,Upper middle income,NA,-22.5648,IBRD,17.0931,Namibia,Sub-Saharan Africa ,Namibia,2017,463061.0,730194.0,54257.0,466724.0,35752.0,1301124.0,1232670.0,2533794.0,,391736.0
+NC,,Noum'ea,NCL,High income,NC,-22.2677,Not classified,166.464,New Caledonia,East Asia & Pacific,New Caledonia,2017,30777.0,95742.0,14750.0,32377.0,13171.0,139170.0,141290.0,280460.0,,
+NE,Sub-Saharan Africa (excluding high income),Niamey,NER,Low income,NE,13.514,IDA,2.1073,Niger,Sub-Saharan Africa ,Niger,2017,5279641.0,5012353.0,292571.0,5501633.0,255793.0,10707569.0,10769779.0,21477348.0,1177828.0,1177828.0
+NG,Sub-Saharan Africa (excluding high income),Abuja,NGA,Lower middle income,NG,9.05804,Blend,7.48906,Nigeria,Sub-Saharan Africa ,Nigeria,2017,41035388.0,51297817.0,2757975.0,42938663.0,2492754.0,94157077.0,96729234.0,190886311.0,31259002.0,13042316.0
+NI,Latin America & Caribbean (excluding high income),Managua,NIC,Lower middle income,NI,12.1475,IDA,-86.2734,Nicaragua,Latin America & Caribbean ,Nicaragua,2017,878008.0,1990232.0,190557.0,927143.0,147991.0,3152215.0,3065366.0,6217581.0,1040748.0,1040748.0
+NL,,Amsterdam,NLD,High income,NL,52.3738,Not classified,4.89095,Netherlands,Europe & Central Asia,Netherlands,2017,1368034.0,5602781.0,1739941.0,1443798.0,1477135.0,8607582.0,8523714.0,17131296.0,2130233.0,1123080.0
+NO,,Oslo,NOR,High income,NO,59.9138,Not classified,10.7387,Norway,Europe & Central Asia,Norway,2017,457279.0,1772340.0,478217.0,480643.0,409440.0,2614545.0,2662423.0,5276968.0,997451.0,997451.0
+NP,South Asia,Kathmandu,NPL,Low income,NP,27.6939,IDA,85.3157,Nepal,South Asia,Nepal,2017,4404346.0,8795904.0,921290.0,4648468.0,781235.0,15079390.0,14225608.0,29304998.0,1277463.0,1277463.0
+NR,East Asia & Pacific (excluding high income),Yaren District,NRU,Upper middle income,NR,-0.5477,IBRD,166.920867,Nauru,East Asia & Pacific,Nauru,2017,,,,,,,,12876.0,,
+NZ,,Wellington,NZL,High income,NZ,-41.2865,Not classified,174.776,New Zealand,East Asia & Pacific,New Zealand,2017,461335.0,1529018.0,392412.0,486224.0,342095.0,2436563.0,2357337.0,4793900.0,1525666.0,1525666.0
+OE,,,OED,Aggregates,OE,,Aggregates,,OECD members,Aggregates,OECD members,2017,113804952.0,425571743.0,122639666.0,119515701.0,95953848.0,659208243.0,641041290.0,1300249533.0,,
+OM,,Muscat,OMN,High income,OM,23.6105,Not classified,58.5874,Oman,Middle East & North Africa,Oman,2017,496596.0,2486938.0,56169.0,512960.0,52804.0,1583560.0,3052702.0,4636262.0,1377500.0,1377500.0
+S4,,,OSS,Aggregates,S4,,Aggregates,,Other small states,Aggregates,Other small states,2017,4596834.0,10725231.0,926468.0,4706855.0,710287.0,14451867.0,16142376.0,30627643.0,,
+PK,South Asia,Islamabad,PAK,Lower middle income,PK,30.5167,Blend,72.8,Pakistan,South Asia,Pakistan,2017,32968751.0,61119760.0,4325735.0,35549576.0,4530017.0,95816602.0,101199353.0,197015955.0,41324998.0,15020931.0
+PA,,Panama City,PAN,High income,PA,8.99427,IBRD,-79.5188,Panama,Latin America & Caribbean ,Panama,2017,549703.0,1329490.0,173098.0,572819.0,151432.0,2044846.0,2053741.0,4098587.0,1745913.0,1745913.0
+PE,Latin America & Caribbean (excluding high income),Lima,PER,Upper middle income,PE,-12.0931,IBRD,-77.0465,Peru,Latin America & Caribbean ,Peru,2017,4313473.0,10526404.0,1256674.0,4495116.0,1043586.0,16100379.0,16065106.0,32165485.0,10194477.0,10194477.0
+PH,East Asia & Pacific (excluding high income),Manila,PHL,Lower middle income,PH,14.5515,IBRD,121.035,Philippines,East Asia & Pacific,Philippines,2017,16188857.0,33551649.0,2876390.0,17086567.0,2162602.0,52117272.0,52800818.0,104918090.0,14977445.0,13271721.0
+PW,,Koror,PLW,High income,PW,7.34194,IBRD,134.479,Palau,East Asia & Pacific,Palau,2017,,,,,,,,21729.0,,
+PG,East Asia & Pacific (excluding high income),Port Moresby,PNG,Lower middle income,PG,-9.47357,Blend,147.194,Papua New Guinea,East Asia & Pacific,Papua New Guinea,2017,1433805.0,2530691.0,178799.0,1531363.0,135424.0,4053684.0,4197478.0,8251162.0,,359441.0
+PL,,Warsaw,POL,High income,PL,52.26,IBRD,21.02,Poland,Europe & Central Asia,Poland,2017,2738691.0,12957147.0,3871827.0,2888240.0,2493833.0,19635606.0,18339220.0,37974826.0,1758551.0,1758551.0
+V1,,,PRE,Aggregates,V1,,Aggregates,,Pre-demographic dividend,Aggregates,Pre-demographic dividend,2017,196514294.0,239235800.0,14053232.0,201761423.0,11768959.0,451633659.0,452766182.0,904399841.0,,
+PR,,San Juan,PRI,High income,PR,18.23,Not classified,-66.0,Puerto Rico,Latin America & Caribbean ,Puerto Rico,2017,287104.0,1078553.0,293898.0,309284.0,210455.0,1726709.0,1598292.0,3325001.0,2457302.0,2457302.0
+KP,East Asia & Pacific (excluding high income),Pyongyang,PRK,Low income,KP,39.0319,Not classified,125.754,"Korea, Dem. People’s Rep.",East Asia & Pacific,"Korea, Dem. People’s Rep.",2017,2569653.0,8930209.0,1567462.0,2685865.0,851823.0,13023068.0,12467897.0,25490965.0,3015132.0,3015132.0
+PT,,Lisbon,PRT,High income,PT,38.7072,Not classified,-9.13552,Portugal,Europe & Central Asia,Portugal,2017,684450.0,3222718.0,1282965.0,719840.0,932108.0,5425633.0,4874667.0,10300300.0,4216806.0,2912590.0
+PY,Latin America & Caribbean (excluding high income),Asuncion,PRY,Upper middle income,PY,-25.3005,IBRD,-57.6362,Paraguay,Latin America & Caribbean ,Paraguay,2017,981931.0,2225959.0,225988.0,1020516.0,208451.0,3356371.0,3454926.0,6811297.0,3134940.0,3134940.0
+PS,Middle East & North Africa (excluding high income),,PSE,Lower middle income,PS,,Not classified,,West Bank and Gaza,Middle East & North Africa,West Bank and Gaza,2017,906879.0,1361302.0,75102.0,947050.0,67463.0,2308962.0,2375815.0,4684777.0,,654538.0
+S2,,,PSS,Aggregates,S2,,Aggregates,,Pacific island small states,Aggregates,Pacific island small states,2017,377700.0,720762.0,63292.0,402974.0,53542.0,1142213.0,1177278.0,2418415.0,,
+V4,,,PST,Aggregates,V4,,Aggregates,,Post-demographic dividend,Aggregates,Post-demographic dividend,2017,87193219.0,361502298.0,116743777.0,91752540.0,90317233.0,563176511.0,543572069.0,1106748580.0,,
+PF,,Papeete,PYF,High income,PF,-17.535,Not classified,-149.57,French Polynesia,East Asia & Pacific,French Polynesia,2017,32230.0,99774.0,11342.0,33670.0,10661.0,138901.0,144106.0,283007.0,,
+QA,,Doha,QAT,High income,QA,25.2948,Not classified,51.5082,Qatar,Middle East & North Africa,Qatar,2017,179435.0,1771251.0,11088.0,186684.0,23407.0,657869.0,1981342.0,2639211.0,,659067.0
+RO,Europe & Central Asia (excluding high income),Bucharest,ROU,Upper middle income,RO,44.4479,IBRD,26.0979,Romania,Europe & Central Asia,Romania,2017,1454505.0,6551681.0,2094027.0,1534742.0,1401836.0,10095727.0,9488259.0,19583986.0,1830515.0,1830515.0
+RU,Europe & Central Asia (excluding high income),Moscow,RUS,Upper middle income,RU,55.7558,IBRD,37.6176,Russian Federation,Europe & Central Asia,Russian Federation,2017,12395262.0,47322044.0,13700498.0,13044053.0,6786813.0,77343830.0,67152910.0,144496740.0,33191473.0,12288465.0
+RW,Sub-Saharan Africa (excluding high income),Kigali,RWA,Low income,RW,-1.95325,IDA,30.0587,Rwanda,Sub-Saharan Africa ,Rwanda,2017,2450523.0,3383033.0,209228.0,2449583.0,153907.0,6221884.0,5986523.0,12208407.0,1021081.0,1021081.0
+8S,,,SAS,Aggregates,8S,,Aggregates,,South Asia,Aggregates,South Asia,2017,246412332.0,601771408.0,53115914.0,270767049.0,49173963.0,866676430.0,921712422.0,1788388852.0,,
+SA,,Riyadh,SAU,High income,SA,24.6748,Not classified,46.6977,Saudi Arabia,Middle East & North Africa,Saudi Arabia,2017,4078456.0,14003202.0,500067.0,4209394.0,585320.0,14140297.0,18797916.0,32938213.0,15414711.0,6669098.0
+SD,Sub-Saharan Africa (excluding high income),Khartoum,SDN,Lower middle income,SD,15.5932,IDA,32.5363,Sudan,Sub-Saharan Africa ,Sudan,2017,8140762.0,11182346.0,769414.0,8405947.0,668741.0,20276297.0,20257033.0,40533330.0,5395378.0,5395378.0
+SN,Sub-Saharan Africa (excluding high income),Dakar,SEN,Low income,SN,14.7247,IDA,-17.4734,Senegal,Sub-Saharan Africa ,Senegal,2017,3355528.0,4143216.0,274185.0,3441461.0,202641.0,8063249.0,7787318.0,15850567.0,2903112.0,2903112.0
+SG,,Singapore,SGP,High income,SG,1.28941,Not classified,103.85,Singapore,East Asia & Pacific,Singapore,2017,410195.0,2009066.0,391871.0,430614.0,333320.0,2839253.0,2773000.0,5612253.0,5708844.0,5708844.0
+SB,East Asia & Pacific (excluding high income),Honiara,SLB,Lower middle income,SB,-9.42676,IDA,159.949,Solomon Islands,East Asia & Pacific,Solomon Islands,2017,114991.0,177712.0,10826.0,122470.0,10612.0,300549.0,310794.0,611343.0,,
+SL,Sub-Saharan Africa (excluding high income),Freetown,SLE,Low income,SL,8.4821,IDA,-13.2134,Sierra Leone,Sub-Saharan Africa ,Sierra Leone,2017,1590668.0,2059446.0,98918.0,1590249.0,92850.0,3814667.0,3742545.0,7557212.0,1104136.0,1104136.0
+SV,Latin America & Caribbean (excluding high income),San Salvador,SLV,Lower middle income,SV,13.7034,IBRD,-89.2073,El Salvador,Latin America & Caribbean ,El Salvador,2017,854337.0,1878554.0,302803.0,891708.0,224854.0,3382736.0,2995117.0,6377853.0,1104147.0,1104147.0
+SM,,San Marino,SMR,High income,SM,43.9322,Not classified,12.4486,San Marino,Europe & Central Asia,San Marino,2017,,,,,,,,33400.0,,
+SO,Sub-Saharan Africa (excluding high income),Mogadishu,SOM,Low income,SO,2.07515,IDA,45.3254,Somalia,Sub-Saharan Africa ,Somalia,2017,3401331.0,3704345.0,207259.0,3443941.0,195404.0,7398833.0,7343690.0,14742523.0,1976828.0,1976828.0
+RS,Europe & Central Asia (excluding high income),Belgrade,SRB,Upper middle income,RS,44.8024,IBRD,20.4656,Serbia,Europe & Central Asia,Serbia,2017,563419.0,2322302.0,702672.0,591800.0,516575.0,3590182.0,3430676.0,7020858.0,1382669.0,1382669.0
+ZF,,,SSA,Aggregates,ZF,,Aggregates,,Sub-Saharan Africa (excluding high income),Aggregates,Sub-Saharan Africa (excluding high income),2017,223757463.0,285442387.0,18090461.0,229108481.0,14670027.0,531790982.0,529220896.0,1061011878.0,,
+SS,Sub-Saharan Africa (excluding high income),Juba,SSD,Low income,SS,4.85,IDA,31.6,South Sudan,Sub-Saharan Africa ,South Sudan,2017,2585957.0,3445925.0,232455.0,2654762.0,200331.0,6274696.0,6301018.0,12575714.0,,352229.0
+ZG,,,SSF,Aggregates,ZG,,Aggregates,,Sub-Saharan Africa,Aggregates,Sub-Saharan Africa,2017,223768008.0,285475332.0,18095198.0,229119248.0,14673545.0,531839595.0,529268126.0,1061107721.0,,
+S1,,,SST,Aggregates,S1,,Aggregates,,Small states,Aggregates,Small states,2017,5796414.0,13854562.0,1336272.0,5967956.0,1048173.0,19198062.0,20870696.0,40330352.0,,
+ST,Sub-Saharan Africa (excluding high income),Sao Tome,STP,Lower middle income,ST,0.20618,IDA,6.6071,Sao Tome and Principe,Sub-Saharan Africa ,Sao Tome and Principe,2017,43434.0,55132.0,3381.0,44097.0,2522.0,102576.0,101751.0,204327.0,,
+SR,Latin America & Caribbean (excluding high income),Paramaribo,SUR,Upper middle income,SR,5.8232,IBRD,-55.1679,Suriname,Latin America & Caribbean ,Suriname,2017,71880.0,189182.0,22557.0,77056.0,16500.0,280664.0,282738.0,563402.0,,
+SK,,Bratislava,SVK,High income,SK,48.1484,Not classified,17.1073,Slovak Republic,Europe & Central Asia,Slovak Republic,2017,407994.0,1895427.0,498819.0,427961.0,320852.0,2794992.0,2644240.0,5439232.0,,427245.0
+SI,,Ljubljana,SVN,High income,SI,46.0546,Not classified,14.5044,Slovenia,Europe & Central Asia,Slovenia,2017,150349.0,700996.0,227645.0,158833.0,166248.0,1040311.0,1026077.0,2066388.0,,
+SE,,Stockholm,SWE,High income,SE,59.3327,Not classified,18.0645,Sweden,Europe & Central Asia,Sweden,2017,858311.0,3197079.0,1079139.0,905297.0,930908.0,5024414.0,5033284.0,10057698.0,1553180.0,1553180.0
+SZ,Sub-Saharan Africa (excluding high income),Mbabane,SWZ,Lower middle income,SZ,-26.5225,IBRD,31.4659,Eswatini,Sub-Saharan Africa ,Eswatini,2017,253032.0,389665.0,26172.0,255391.0,17080.0,705118.0,662136.0,1367254.0,,
+SX,,Philipsburg,SXM,High income,SX,,Not classified,,Sint Maarten (Dutch part),Latin America & Caribbean ,Sint Maarten (Dutch part),2017,,,,,,,,41109.0,,
+SC,,Victoria,SYC,High income,SC,-4.6309,IBRD,55.4466,Seychelles,Sub-Saharan Africa ,Seychelles,2017,10545.0,32945.0,4737.0,10767.0,3518.0,48613.0,47230.0,95843.0,,
+SY,Middle East & North Africa (excluding high income),Damascus,SYR,Low income,SY,33.5146,IDA,36.3119,Syrian Arab Republic,Middle East & North Africa,Syrian Arab Republic,2017,3257067.0,5446414.0,434337.0,3425434.0,359216.0,9038804.0,9231064.0,18269868.0,5238862.0,2286820.0
+TC,,Grand Turk,TCA,High income,TC,21.4602778,Not classified,-71.141389,Turks and Caicos Islands,Latin America & Caribbean ,Turks and Caicos Islands,2017,,,,,,,,35446.0,,
+TD,Sub-Saharan Africa (excluding high income),N'Djamena,TCD,Low income,TD,12.1048,IDA,15.0445,Chad,Sub-Saharan Africa ,Chad,2017,3483614.0,3748204.0,200846.0,3540628.0,169547.0,7441615.0,7458379.0,14899994.0,1275726.0,1275726.0
+T4,,,TEA,Aggregates,T4,,Aggregates,,East Asia & Pacific (IDA & IBRD countries),Aggregates,East Asia & Pacific (IDA & IBRD countries),2017,198204235.0,732778547.0,99324823.0,220842974.0,88604341.0,1000457938.0,1042225861.0,2042782723.0,,
+T7,,,TEC,Aggregates,T7,,Aggregates,,Europe & Central Asia (IDA & IBRD countries),Aggregates,Europe & Central Asia (IDA & IBRD countries),2017,44801860.0,150381519.0,35340927.0,47319065.0,20612825.0,237488183.0,218313408.0,457632291.0,,
+TG,Sub-Saharan Africa (excluding high income),Lome,TGO,Low income,TG,6.1228,IDA,1.2255,Togo,Sub-Saharan Africa ,Togo,2017,1616430.0,2159001.0,119256.0,1625976.0,102079.0,3910638.0,3887056.0,7797694.0,1708106.0,1708106.0
+TH,East Asia & Pacific (excluding high income),Bangkok,THA,Upper middle income,TH,13.7308,IBRD,100.521,Thailand,East Asia & Pacific,Thailand,2017,5811902.0,24084798.0,4416190.0,6144671.0,3435431.0,35372614.0,33664899.0,69037513.0,13589926.0,9898653.0
+TJ,Europe & Central Asia (excluding high income),Dushanbe,TJK,Low income,TJ,38.5878,IDA,68.7864,Tajikistan,Europe & Central Asia,Tajikistan,2017,1530726.0,2721260.0,164062.0,1614180.0,145177.0,4440726.0,4480617.0,8921343.0,,852071.0
+TM,Europe & Central Asia (excluding high income),Ashgabat,TKM,Upper middle income,TM,37.9509,IBRD,58.3794,Turkmenistan,Europe & Central Asia,Turkmenistan,2017,877913.0,1831428.0,144436.0,901998.0,101861.0,2922788.0,2835287.0,5758075.0,,790827.0
+T2,,,TLA,Aggregates,T2,,Aggregates,,Latin America & the Caribbean (IDA & IBRD countries),Aggregates,Latin America & the Caribbean (IDA & IBRD countries),2017,77178448.0,208241096.0,27808545.0,80488900.0,21648887.0,317551633.0,310378889.0,628059792.0,,
+TL,East Asia & Pacific (excluding high income),Dili,TLS,Lower middle income,TL,-8.56667,Blend,125.567,Timor-Leste,East Asia & Pacific,Timor-Leste,2017,276982.0,348458.0,24546.0,288284.0,21548.0,638021.0,658290.0,1296311.0,,
+T3,,,TMN,Aggregates,T3,,Aggregates,,Middle East & North Africa (IDA & IBRD countries),Aggregates,Middle East & North Africa (IDA & IBRD countries),2017,57019454.0,119918308.0,10262224.0,59881680.0,9141905.0,186275113.0,188941892.0,375217005.0,,
+TO,East Asia & Pacific (excluding high income),Nuku'alofa,TON,Upper middle income,TO,-21.136,IDA,-175.216,Tonga,East Asia & Pacific,Tonga,2017,18729.0,31660.0,3734.0,19976.0,2553.0,53831.0,54189.0,108020.0,,
+T5,,,TSA,Aggregates,T5,,Aggregates,,South Asia (IDA & IBRD),Aggregates,South Asia (IDA & IBRD),2017,246412332.0,601771408.0,53115914.0,270767049.0,49173963.0,866676430.0,921712422.0,1788388852.0,,
+T6,,,TSS,Aggregates,T6,,Aggregates,,Sub-Saharan Africa (IDA & IBRD countries),Aggregates,Sub-Saharan Africa (IDA & IBRD countries),2017,223768008.0,285475332.0,18095198.0,229119248.0,14673545.0,531839595.0,529268126.0,1061107721.0,,
+TT,,Port-of-Spain,TTO,High income,TT,10.6596,IBRD,-61.4789,Trinidad and Tobago,Latin America & Caribbean ,Trinidad and Tobago,2017,139400.0,471699.0,77810.0,143473.0,59297.0,694655.0,674470.0,1369125.0,,544631.0
+TN,Middle East & North Africa (excluding high income),Tunis,TUN,Lower middle income,TN,36.7899,IBRD,10.21,Tunisia,Middle East & North Africa,Tunisia,2017,1353200.0,3866162.0,507356.0,1415569.0,415388.0,5835008.0,5697119.0,11532127.0,2254227.0,2254227.0
+TR,Europe & Central Asia (excluding high income),Ankara,TUR,Upper middle income,TR,39.7153,IBRD,32.3606,Turkey,Europe & Central Asia,Turkey,2017,9852803.0,26676464.0,3791032.0,10298918.0,2791753.0,40977885.0,39767135.0,80745020.0,29853900.0,14539767.0
+TV,East Asia & Pacific (excluding high income),Funafuti,TUV,Upper middle income,TV,-8.6314877,IDA,179.089567,Tuvalu,East Asia & Pacific,Tuvalu,2017,,,,,,,,11192.0,,
+TZ,Sub-Saharan Africa (excluding high income),Dodoma,TZA,Low income,TZ,-6.17486,IDA,35.7382,Tanzania,Sub-Saharan Africa ,Tanzania,2017,12786957.0,14595932.0,986092.0,12950761.0,795277.0,28968049.0,28341970.0,57310019.0,6664335.0,5719486.0
+UG,Sub-Saharan Africa (excluding high income),Kampala,UGA,Low income,UG,0.314269,IDA,32.5729,Uganda,Sub-Saharan Africa ,Uganda,2017,10143019.0,10619889.0,535866.0,10307435.0,393517.0,21542116.0,21320842.0,42862958.0,2843137.0,2843137.0
+UA,Europe & Central Asia (excluding high income),Kiev,UKR,Lower middle income,UA,50.4536,IBRD,30.5038,Ukraine,Europe & Central Asia,Ukraine,2017,3369063.0,14641180.0,4870905.0,3576713.0,2508853.0,24104389.0,20726746.0,44831135.0,5384902.0,2935992.0
+XT,,,UMC,Aggregates,XT,,Aggregates,,Upper middle income,Aggregates,Upper middle income,2017,253078732.0,908287354.0,135718121.0,277612696.0,113663377.0,1276411307.0,1299563429.0,2576181497.0,,
+UY,,Montevideo,URY,High income,UY,-34.8941,IBRD,-56.0675,Uruguay,Latin America & Caribbean ,Uruguay,2017,356099.0,1100606.0,309188.0,371855.0,197427.0,1786862.0,1669888.0,3456750.0,1727095.0,1727095.0
+US,,Washington D.C.,USA,High income,US,38.8895,Not classified,-77.032,United States,North America,United States,2017,30061950.0,107177538.0,27793837.0,31433390.0,22322502.0,164213691.0,160933430.0,325147121.0,149493144.0,18761941.0
+UZ,Europe & Central Asia (excluding high income),Tashkent,UZB,Lower middle income,UZ,41.3052,Blend,69.269,Uzbekistan,Europe & Central Asia,Uzbekistan,2017,4395593.0,10857091.0,827503.0,4667807.0,619852.0,16242450.0,16144750.0,32387200.0,2435365.0,2435365.0
+VC,Latin America & Caribbean (excluding high income),Kingstown,VCT,Upper middle income,VC,13.2035,Blend,-61.2653,St. Vincent and the Grenadines,Latin America & Caribbean ,St. Vincent and the Grenadines,2017,12927.0,38284.0,4571.0,13221.0,3912.0,54480.0,55417.0,109897.0,,
+VE,Latin America & Caribbean (excluding high income),Caracas,VEN,Upper middle income,VE,9.08165,IBRD,-69.8371,"Venezuela, RB",Latin America & Caribbean ,"Venezuela, RB",2017,4317999.0,10462528.0,1178575.0,4505993.0,936512.0,16072032.0,15905033.0,31977065.0,9234141.0,2929709.0
+VG,,Road Town,VGB,High income,VG,18.431389,Not classified,-64.623056,British Virgin Islands,Latin America & Caribbean ,British Virgin Islands,2017,,,,,,,,31196.0,,
+VI,,Charlotte Amalie,VIR,High income,VI,18.3358,Not classified,-64.8963,Virgin Islands (U.S.),Latin America & Caribbean ,Virgin Islands (U.S.),2017,10584.0,31214.0,11047.0,11012.0,8905.0,56137.0,51131.0,107268.0,,
+VN,East Asia & Pacific (excluding high income),Hanoi,VNM,Lower middle income,VN,21.0069,IBRD,105.825,Vietnam,East Asia & Pacific,Vietnam,2017,10509154.0,33180747.0,4256611.0,11523273.0,2574424.0,48262356.0,47278444.0,95540800.0,15485610.0,7870501.0
+VU,East Asia & Pacific (excluding high income),Port-Vila,VUT,Lower middle income,VU,-17.7404,IDA,168.321,Vanuatu,East Asia & Pacific,Vanuatu,2017,47576.0,82277.0,6223.0,51589.0,5913.0,136465.0,139779.0,276244.0,,
+1W,,,WLD,Aggregates,1W,,Aggregates,,World,Aggregates,World,2017,943325205.0,2492663637.0,359523977.0,1009271406.0,294947082.0,3729989399.0,3796882132.0,7529719387.0,,
+WS,East Asia & Pacific (excluding high income),Apia,WSM,Upper middle income,WS,-13.8314,IDA,-171.752,Samoa,East Asia & Pacific,Samoa,2017,34635.0,59377.0,6263.0,37235.0,4745.0,95083.0,101357.0,196440.0,,
+XK,Europe & Central Asia (excluding high income),Pristina,XKX,Lower middle income,XK,42.565,IDA,20.926,Kosovo,Europe & Central Asia,Kosovo,2017,,,,,,,,1830700.0,,
+YE,Middle East & North Africa (excluding high income),Sana'a,YEM,Low income,YE,15.352,IDA,44.2075,"Yemen, Rep.",Middle East & North Africa,"Yemen, Rep.",2017,5520848.0,8132517.0,442792.0,5756129.0,382782.0,13978992.0,14271428.0,28250420.0,2681100.0,2681100.0
+ZA,Sub-Saharan Africa (excluding high income),Pretoria,ZAF,Upper middle income,ZA,-25.746,IBRD,28.1871,South Africa,Sub-Saharan Africa ,South Africa,2017,8149089.0,18391390.0,1877227.0,8290392.0,1153945.0,28881429.0,27835727.0,56717156.0,19879305.0,5313563.0
+ZM,Sub-Saharan Africa (excluding high income),Lusaka,ZMB,Lower middle income,ZM,-15.3982,IDA,28.2937,Zambia,Sub-Saharan Africa ,Zambia,2017,3799076.0,4446707.0,244274.0,3855911.0,179608.0,8611904.0,8482226.0,17094130.0,2406227.0,2406227.0
+ZW,Sub-Saharan Africa (excluding high income),Harare,ZWE,Low income,ZW,-17.8312,Blend,31.0672,Zimbabwe,Sub-Saharan Africa ,Zimbabwe,2017,3394365.0,4441513.0,273641.0,3416688.0,192841.0,8478862.0,8051042.0,16529904.0,1509901.0,1509901.0
diff --git a/data/DemographicData/SampleCountries.xlsx b/data/DemographicData/SampleCountries.xlsx
new file mode 100644
index 0000000..0bb9eca
Binary files /dev/null and b/data/DemographicData/SampleCountries.xlsx differ
diff --git a/data/DemographicData/representative_all.dta b/data/DemographicData/representative_all.dta
new file mode 100644
index 0000000..f937d57
Binary files /dev/null and b/data/DemographicData/representative_all.dta differ
diff --git a/data/RegionalAnalysis/DE.csv b/data/RegionalAnalysis/DE.csv
new file mode 100644
index 0000000..cc11753
--- /dev/null
+++ b/data/RegionalAnalysis/DE.csv
@@ -0,0 +1,16 @@
+825,Baden-Wurttemberg,DE
+826,Bayern,DE
+829,Hessen,DE
+830,Niedersachsen,DE
+831,Nordrhein-Westfalen,DE
+832,Rheinland-Pfalz,DE
+833,Saarland,DE
+834,Schleswig-Holstein,DE
+835,Brandenburg,DE
+836,Mecklenburg-Vorpommern,DE
+837,Sachsen,DE
+838,Saxony-Anhalt,DE
+839,Thuringen,DE
+FR,France,FR
+ES,Spain,ES
+IT,Italy,IT
\ No newline at end of file
diff --git a/data/RegionalAnalysis/DE_reg.csv b/data/RegionalAnalysis/DE_reg.csv
new file mode 100644
index 0000000..52de241
--- /dev/null
+++ b/data/RegionalAnalysis/DE_reg.csv
@@ -0,0 +1,13 @@
+825,Baden-Wurttemberg,DE
+826,Bayern,DE
+829,Hessen,DE
+830,Niedersachsen,DE
+831,Nordrhein-Westfalen,DE
+832,Rheinland-Pfalz,DE
+833,Saarland,DE
+834,Schleswig-Holstein,DE
+835,Brandenburg,DE
+836,Mecklenburg-Vorpommern,DE
+837,Sachsen,DE
+838,Saxony-Anhalt,DE
+839,Thuringen,DE
diff --git a/data/RegionalAnalysis/ES.csv b/data/RegionalAnalysis/ES.csv
new file mode 100644
index 0000000..e026523
--- /dev/null
+++ b/data/RegionalAnalysis/ES.csv
@@ -0,0 +1,20 @@
+1017,Balearic Islands,ES
+1018,La Rioja,ES
+1019,Madrid,ES
+1020,Region of Murcia,ES
+1021,Navarre,ES
+1022,Asturias,ES
+1023,Cantabria,ES
+1024,Andalusia,ES
+1025,Aragon,ES
+1026,Canary Islands,ES
+1027,Castilla-La Mancha,ES
+1028,Castile and Leon,ES
+1029,Catalonia,ES
+1030,Extremadura,ES
+1031,Galicia,ES
+1032,Basque Country,ES
+1033,Comunidad Valenciana,ES
+FR,France,FR
+IT,Italy,IT
+DE,Germany,DE
\ No newline at end of file
diff --git a/data/RegionalAnalysis/ES_reg.csv b/data/RegionalAnalysis/ES_reg.csv
new file mode 100644
index 0000000..8e8ccae
--- /dev/null
+++ b/data/RegionalAnalysis/ES_reg.csv
@@ -0,0 +1,17 @@
+1017,Balearic Islands,ES
+1018,La Rioja,ES
+1019,Madrid,ES
+1020,Region of Murcia,ES
+1021,Navarre,ES
+1022,Asturias,ES
+1023,Cantabria,ES
+1024,Andalusia,ES
+1025,Aragon,ES
+1026,Canary Islands,ES
+1027,Castilla-La Mancha,ES
+1028,Castile and Leon,ES
+1029,Catalonia,ES
+1030,Extremadura,ES
+1031,Galicia,ES
+1032,Basque Country,ES
+1033,Comunidad Valenciana,ES
diff --git a/data/RegionalAnalysis/FR.csv b/data/RegionalAnalysis/FR.csv
new file mode 100644
index 0000000..50274f7
--- /dev/null
+++ b/data/RegionalAnalysis/FR.csv
@@ -0,0 +1,24 @@
+1068,Aquitaine,FR
+1069,Auvergne,FR
+1070,Basse-Normandie,FR
+1071,Bourgogne,FR
+1072,Bretagne,FR
+1073,Centre,FR
+1074,Champagne-Ardenne,FR
+1075,Corse,FR
+1076,Franche-Comte,FR
+1077,Haute-Normandie,FR
+1078,Ile-deFR
+1079,Languedoc-Roussillon,FR
+1080,Limousin,FR
+1081,Lorraine,FR
+1082,Midi-Pyrenees,FR
+1083,Nord-Pas-de-Calais,FR
+1084,Pays de la Loire,FR
+1085,Picardie,FR
+1086,Poitou-Charentes,FR
+1087,Provence-Alpes-Cote d'Azur,FR
+1088,Rhone-Alpes,FR
+ES,Spain,ES
+IT,Italy,IT
+DE,Germany,DE
\ No newline at end of file
diff --git a/data/RegionalAnalysis/FR_reg.csv b/data/RegionalAnalysis/FR_reg.csv
new file mode 100644
index 0000000..fc1c256
--- /dev/null
+++ b/data/RegionalAnalysis/FR_reg.csv
@@ -0,0 +1,21 @@
+1068,Aquitaine,FR
+1069,Auvergne,FR
+1070,Basse-Normandie,FR
+1071,Bourgogne,FR
+1072,Bretagne,FR
+1073,Centre,FR
+1074,Champagne-Ardenne,FR
+1075,Corse,FR
+1076,Franche-Comte,FR
+1077,Haute-Normandie,FR
+1078,Ile-deFR
+1079,Languedoc-Roussillon,FR
+1080,Limousin,FR
+1081,Lorraine,FR
+1082,Midi-Pyrenees,FR
+1083,Nord-Pas-de-Calais,FR
+1084,Pays de la Loire,FR
+1085,Picardie,FR
+1086,Poitou-Charentes,FR
+1087,Provence-Alpes-Cote d'Azur,FR
+1088,Rhone-Alpes,FR
diff --git a/data/RegionalAnalysis/Figure-4-A.pdf b/data/RegionalAnalysis/Figure-4-A.pdf
new file mode 100644
index 0000000..8c4a1f1
Binary files /dev/null and b/data/RegionalAnalysis/Figure-4-A.pdf differ
diff --git a/data/RegionalAnalysis/Figure-4-B.pdf b/data/RegionalAnalysis/Figure-4-B.pdf
new file mode 100644
index 0000000..3db35ed
Binary files /dev/null and b/data/RegionalAnalysis/Figure-4-B.pdf differ
diff --git a/data/RegionalAnalysis/Figure-4-C.pdf b/data/RegionalAnalysis/Figure-4-C.pdf
new file mode 100644
index 0000000..c503966
Binary files /dev/null and b/data/RegionalAnalysis/Figure-4-C.pdf differ
diff --git a/data/RegionalAnalysis/Figure-4-D.pdf b/data/RegionalAnalysis/Figure-4-D.pdf
new file mode 100644
index 0000000..bb72aa1
Binary files /dev/null and b/data/RegionalAnalysis/Figure-4-D.pdf differ
diff --git a/data/RegionalAnalysis/IT.csv b/data/RegionalAnalysis/IT.csv
new file mode 100644
index 0000000..5449a96
--- /dev/null
+++ b/data/RegionalAnalysis/IT.csv
@@ -0,0 +1,22 @@
+1841,Abruzzo,IT
+1842,Basilicata,IT
+1843,Calabria,IT
+1844,Campania,IT
+1845,Emilia-Romagna,IT
+1846,Friuli-Venezia Giulia,IT
+1847,Lazio,IT
+1848,Liguria,IT
+1849,Lombardy,IT
+1850,Marche,IT
+1851,Molise,IT
+1852,Piedmont,IT
+1853,Puglia,IT
+1854,Sardinia,IT
+1855,Sicilia,IT
+1856,Tuscany,IT
+1857,Trentino-Alto Adige/Sudtirol,IT
+1858,Umbria,IT
+1859,Aosta Valley,IT
+FR,France,FR
+ES,Spain,ES
+DE,Germany,DE
\ No newline at end of file
diff --git a/data/RegionalAnalysis/IT_reg.csv b/data/RegionalAnalysis/IT_reg.csv
new file mode 100644
index 0000000..f1f23cc
--- /dev/null
+++ b/data/RegionalAnalysis/IT_reg.csv
@@ -0,0 +1,20 @@
+1841,Abruzzo,IT
+1842,Basilicata,IT
+1843,Calabria,IT
+1844,Campania,IT
+1845,Emilia-Romagna,IT
+1846,Friuli-Venezia Giulia,IT
+1847,Lazio,IT
+1848,Liguria,IT
+1849,Lombardy,IT
+1850,Marche,IT
+1851,Molise,IT
+1852,Piedmont,IT
+1853,Puglia,IT
+1854,Sardinia,IT
+1855,Sicilia,IT
+1856,Tuscany,IT
+1857,Trentino-Alto Adige/Sudtirol,IT
+1858,Umbria,IT
+1859,Aosta Valley,IT
+1860,Veneto,IT
diff --git a/data/RegionalAnalysis/allRegionsAndCountriesSimilarity_Jan19.csv b/data/RegionalAnalysis/allRegionsAndCountriesSimilarity_Jan19.csv
new file mode 100644
index 0000000..0454efc
--- /dev/null
+++ b/data/RegionalAnalysis/allRegionsAndCountriesSimilarity_Jan19.csv
@@ -0,0 +1,253 @@
+,AM,AR,AT,AU,AZ,Abruzzo,Alabama,Alaska,Andalusia,Aosta Valley,Aquitaine,Aragon,Arizona,Arkansas,Asturias,Auvergne,Aveiro D,Azores,BD,BE,BR,Baden-Wurttemberg,Balearic Islands,Basilicata,Basque Country,Basse-Normandie,Bayern,Beja D,Bourgogne,Braga D,Braganca,Brandenburg,Bretagne,Brussels,CA,CH,CL,CM,CO,CY,Calabria,California,Campania,Canary Islands,Cantabria,Castelo Branco D,Castile and Leon,Castilla-La Mancha,Catalonia,Centre,Champagne-Ardenne,Coimbra D,Colorado,Comunidad Valenciana,Connecticut,Corse,County Clare,County Cork,County Laois,County Leitrim,County Longford,County Louth,County Mayo,County Meath,County Monaghan,County Offaly,County Tipperary,County Westmeath,DE,DO,Delaware,Donegal,Drenthe,EE,EG,ES,ET,Emilia-Romagna,England,Extremadura,FI,FR,Faro D,Flemish Region,Flevoland,Florida,Franche-Comte,Friesland,Friuli-Venezia Giulia,GB,GE,GH,GR,GT,Galicia,Gelderland,Georgia,Groningen,Guarda D,HK,HN,HT,HU,Haute-Normandie,Hawaii,Hessen,ID,IE,IL,IN,IQ,IT,Idaho,Ile-deFR,Illinois,Indiana,Iowa,JP,KE,KH,KR,KW,Kansas,Kentucky,Kerry,LA,LB,LK,LV,La Rioja,Languedoc-Roussillon,Lazio,Leiria D,Liguria,Limburg,Limousin,Lisbon D,Lombardy,Lorraine,Louisiana,MA,MX,MY,Madeira,Madrid,Maine,Marche,Maryland,Massachusetts,Mecklenburg-Vorpommern,Michigan,Midi-Pyrenees,Minnesota,Mississippi,Missouri,Molise,Montana,NG,NL,NP,NZ,Navarre,Nebraska,Nevada,New Hampshire,New Jersey,New Mexico,New York,Niedersachsen,Nord-Pas-de-Calais,Nordrhein-Westfalen,North Brabant,North Carolina,North Dakota,North Holland,Northern Ireland,Ohio,Oklahoma,Oregon,Overijssel,PE,PH,PK,PL,PR,PS,PT,Pays de la Loire,Pennsylvania,Picardie,Piedmont,Poitou-Charentes,Portalegre D,Porto D,Provence-Alpes-Cote d'Azur,Puglia,RO,RS,RU,RW,Region of Murcia,Rheinland-Pfalz,Rhode Island,Rhone-Alpes,Roscommon,SA,SG,SN,SV,Saarland,Sachsen,Santarem D,Sardinia,Saxony-Anhalt,Schleswig-Holstein,Scotland,Setubal D,Sicilia,South Carolina,South Dakota,TH,TR,Tennessee,Texas,Thuringen,Trentino-Alto Adige/Sudtirol,Tuscany,UA,UG,US,Umbria,Utah,Utrecht,VE,VN,Veneto,Vermont,Viana do Castelo D,Vila Real D,Virginia,Viseu D,Wales,Wallonia,Washington,West Virginia,Wisconsin,Wyoming,ZA,ZW,Zeeland,Zuid-Holland,evora D
+AM,1.0,0.7704871192822403,0.8137793158735073,0.7964166824612525,0.8409724790144536,0.8171179956513095,0.8049955656740724,0.7974016636909163,0.807935636692256,0.8176931904364898,0.8201348761430175,0.80213683794584,0.8194233055004967,0.8037250064736163,0.7819777503333087,0.8203718136988523,0.8043860385860663,0.7950477590930222,0.7944974915411656,0.8166171778795492,0.7861107094447433,0.8380152852839442,0.8091534355370723,0.8134627404105215,0.8046172179392853,0.8124958971386796,0.8411469679869327,0.7994782897324363,0.822465756131046,0.7999443982128314,0.8009004789814427,0.8231786039118676,0.8166807247814216,0.8389863965608104,0.8342922899701243,0.8248086930238445,0.798842086681562,0.7649530203289062,0.7999485693109392,0.8319958391777874,0.8170923326246805,0.8291604989489139,0.8208403696849601,0.7938054345502584,0.7995485850936663,0.7941140264627164,0.7999597376888667,0.8047696624700984,0.8044694705270916,0.8252552423977592,0.8179066041144845,0.8001571001251081,0.8043392020608061,0.8022757149039157,0.8165400275073299,0.8269474112526383,0.8056467872673544,0.8088949216109279,0.8038122250433352,0.8036251031492391,0.8065729007658101,0.8122799993497908,0.7983703694158912,0.8099367827530684,0.8051283899213344,0.8009134551873828,0.8062149972359604,0.8070248962186425,0.83777570347845,0.8261436094771951,0.8091004409316574,0.7979747010509958,0.8184568637578876,0.8376628617688027,0.7887097193888982,0.8080734137456389,0.7877908067051151,0.8364172023585877,0.8364690808554176,0.7984662724359063,0.7979354687110731,0.8240872013220498,0.8116820837877847,0.8222164077193347,0.8286040259275341,0.8225846453834602,0.8227793640530884,0.815710079799487,0.8321996176881119,0.8189094509446889,0.8637157388139359,0.7984450750405088,0.8195650662893511,0.7947612245322425,0.7971951713023089,0.8253325927151234,0.8188749687848877,0.8189768541162548,0.7986281010028912,0.7403284689183037,0.7935412396834028,0.809695207117716,0.7871468737475662,0.8148551387678716,0.803159854825861,0.8400686472042546,0.7759608667930085,0.7920707712880303,0.7825432143834964,0.8137138756733925,0.7671789937436508,0.8262685506751183,0.7995975460003012,0.8375216567353725,0.8136826534066705,0.8027552768123926,0.7966269290403708,0.7885796454666822,0.7935076860502652,0.8111739509491983,0.7467887438151823,0.8442384081033829,0.795458036142781,0.7936918700113083,0.8068659170672084,0.8038857881951326,0.8417274993018484,0.8482379029171814,0.8344616267515113,0.80661877104474,0.8217775418372192,0.8317604694243351,0.8027284484992461,0.8266248844913539,0.8222145347863009,0.821047139823826,0.8128974441710433,0.8398341036873335,0.8262254339225955,0.7991478084332398,0.7897274181286191,0.8063736800858996,0.7443266851640684,0.793372611316153,0.8067110679507907,0.7848825759740339,0.8207143103247858,0.8131053275989045,0.8171522384543357,0.820930307218575,0.8058057273485844,0.8191371804080962,0.8039404320410475,0.802838465395958,0.8034450811834771,0.8183754232286035,0.7909470695623333,0.7770962461755418,0.814903605837042,0.8152150045838547,0.8013762344001367,0.8099941590358506,0.8068917861433595,0.8169663327790226,0.791172719228001,0.8141147587572526,0.8067996430177072,0.8337587505331671,0.8281091911026687,0.815479504969036,0.8314569224988245,0.8248004972083057,0.811150530926169,0.7950506813884392,0.8314973320961146,0.8096262853404993,0.8010783054256386,0.7987185081495684,0.8109787711989542,0.824860184130702,0.7786606156526449,0.7994190349218795,0.7902895440710775,0.7969629966877297,0.7459217387241271,0.7441798177556765,0.794461815079612,0.8203291331029031,0.8063932108453661,0.8174685641921293,0.8294876124472962,0.8187496125851609,0.7882417652549846,0.7998051772350796,0.8296200973926552,0.8156105133627409,0.8299735002710469,0.8325277153480747,0.8462834715663726,0.7718892142147014,0.8041761130100585,0.833677732731957,0.8109830838961476,0.8290722372424064,0.809331466942985,0.7931772063377747,0.8329151496289193,0.7820219091024159,0.8139342913814482,0.822442309070648,0.8206174021400797,0.7964432849617978,0.8007813439648567,0.8167220886160736,0.8239580494341529,0.8123460208468427,0.8026242384875434,0.8237133879210892,0.8115308092331663,0.7970083498233911,0.7110785611741033,0.8185949189425441,0.8064649168860034,0.8143825842686129,0.8226544377120182,0.8267968805740818,0.832994872631851,0.8439839070682504,0.7752018879381475,0.8022709869445919,0.8207820377549043,0.7985695585029082,0.8258420237617892,0.742889681732719,0.715598911461682,0.8328169025238844,0.7977478610792075,0.7966197109862446,0.8016437934443238,0.8141433722080679,0.8045444688325046,0.8192898499688704,0.8201091120467326,0.8094732860912023,0.7839508994237369,0.7978961226221676,0.7865280527797874,0.8385932713403856,0.7436627524473564,0.809986109876562,0.8279598355730787,0.7880627346764733
+AR,0.7704871192822403,0.9999999999999998,0.8532840992531815,0.8356881091341223,0.7702331725998373,0.8300084052790083,0.8095713309255921,0.8031314268023403,0.837339622413245,0.8275839038346385,0.8044559547367289,0.8299414050283154,0.817831202353405,0.8138894647148549,0.8243669081391782,0.8024199407893556,0.8435628302263593,0.8389487858509509,0.7720395612763847,0.8380906131478449,0.8801473124150831,0.7959660187565862,0.8312694135264761,0.8250730320822767,0.823267145448439,0.7916256314896698,0.8001204134877808,0.8447238491283687,0.8031968563583459,0.8370980058839945,0.8419778101338884,0.7866068558240272,0.7944088768104649,0.814662795333329,0.8529984952581876,0.8304476023579147,0.9209264333814691,0.7505834931647494,0.886587810392978,0.8339593892270422,0.8267452802693233,0.8138026662005204,0.8292097989173787,0.8398980447514678,0.837581705380914,0.8398959289076783,0.8313569995199249,0.8306071371792257,0.8248346665372938,0.8030381642957056,0.802286126746341,0.8415799707623475,0.8068451440537752,0.8323372915290377,0.8093301839855412,0.82170795541343,0.8017541801465181,0.7971018165528903,0.8007678800793319,0.8009972245987771,0.8051476780671488,0.8080028627970396,0.79926940474808,0.8056680267913955,0.8028226032968793,0.8012892728176685,0.8035062678734459,0.8078962080220098,0.8239442356790778,0.8641064570934012,0.812570723751416,0.8005428044096143,0.8020218871860069,0.8221686906821213,0.7908763414918951,0.8901728089686272,0.7272841731000356,0.8369804702429151,0.8150768573884922,0.829434960070211,0.8251405683072831,0.8170360823342655,0.8471208351097697,0.8017889853039923,0.8078090355313784,0.8242707527769998,0.802967133457741,0.7985223425969441,0.8372626278653909,0.8365363993634205,0.8003925737292078,0.7567830863015224,0.8401298837217687,0.8787402818071887,0.8332462764734218,0.8021118201642047,0.8142305372318369,0.7991371099963054,0.8374461657479221,0.7975555915553914,0.8344240130631632,0.7734723651101295,0.8325921760948483,0.7971277837534987,0.7884640232025591,0.7969375371321514,0.7823221289409967,0.8329224514683182,0.8259102894917006,0.7779150628327091,0.7462578629413323,0.8546513947533579,0.8037933460346146,0.8053197623572146,0.8114094687578672,0.8083358024107216,0.8051153324375893,0.7550845487379155,0.8057724525327656,0.7864504561718636,0.7654583412567728,0.7734346081422664,0.8029563282171662,0.8044328584633418,0.8041800993255017,0.7745317157270388,0.8159060044491793,0.7849150996508257,0.8227009976287357,0.8308810638328353,0.8075108912964987,0.8331270547909743,0.841595440810703,0.8376671595253327,0.8022227517565175,0.802016882698319,0.8472634915391851,0.8338048595445409,0.8092754837576515,0.803065733918735,0.7704263337048722,0.9109686539286044,0.7923181735578657,0.838294358277237,0.8284126658155081,0.7968067938210371,0.8324983679742255,0.8067305021810417,0.8096549160797769,0.7897300158451064,0.8069793718808878,0.8015044741648261,0.7988350947316816,0.8080658955176973,0.806860106051285,0.8290417629449258,0.8042349623619602,0.7898351576079807,0.8345282442609808,0.7602115097540656,0.8205808291013936,0.8274713911726856,0.8117950038477786,0.814746184015681,0.7944040952979488,0.804495773871711,0.8190174651667195,0.8166545671846706,0.7913778193841746,0.8005962822379425,0.7926262498916945,0.7983693036571521,0.8121525259665286,0.8029061444034357,0.8019354636742264,0.8140591018674513,0.8069738282733155,0.8091933245454639,0.8087547923166745,0.8055357848370486,0.8966419281768647,0.8221306340839093,0.774598278451601,0.8244839051421599,0.8599099694912686,0.7402881127065332,0.8726124036243056,0.796345281893918,0.8073959550542432,0.8011377792840821,0.8312300781542823,0.8004301818687256,0.8403743514189339,0.839522658703657,0.8079046115130925,0.829768463622318,0.8323501624642683,0.8327934674415257,0.7681601113103643,0.737266496468328,0.8309723295085496,0.7983873192148787,0.8082687027075104,0.8055907618629591,0.8083329733751509,0.7823895994316223,0.8199783032002015,0.7855473172891954,0.8782624671379456,0.7920572032074831,0.7869373552327069,0.8414921618906099,0.8275816550435274,0.7867678685112233,0.787361564967482,0.8080814304045771,0.8437999449052821,0.8325562367583579,0.8121515440175887,0.8071107470598867,0.7704098263772379,0.7911095854098792,0.8115247675933792,0.820486070602791,0.791647781561428,0.8288386275923267,0.8348412069008779,0.8130743724178151,0.7914673625040262,0.8493825250581715,0.830182300395497,0.7967089542912645,0.8001465686721003,0.8398641800577652,0.7379559104304266,0.8340948282342753,0.8028999425711109,0.837873896915395,0.8409714588110095,0.8111791001130112,0.8368913142140776,0.8113861502075007,0.8151798758716834,0.806213226949783,0.8025779348978125,0.8051998623273068,0.8051818990125447,0.8153308618726691,0.7567354935384533,0.7938096622889401,0.802553000180993,0.8365893006134524
+AT,0.8137793158735073,0.8532840992531815,0.9999999999999999,0.8815862389165956,0.8096117383777612,0.8491577398580015,0.8443599349224811,0.8451347478872776,0.8222272965832158,0.8573991707797285,0.8462062919324633,0.8182091544986559,0.8554392741682234,0.8482558914555255,0.8073303976618533,0.8457927938873432,0.83603152649878,0.8253338031958678,0.7978538201089194,0.8980556235288113,0.8429727436209161,0.8981223936155525,0.8234134531869033,0.8402140465841741,0.8167376540812772,0.8364440322761115,0.9054941270935778,0.8331585684986273,0.8461587622741248,0.8300149790990843,0.8312806321332903,0.8862261500876629,0.8384615043633122,0.8629949696923701,0.9056164186172992,0.9196591363729554,0.8603533193320342,0.7730636705925498,0.8361755820219446,0.8740846330700367,0.841720280667486,0.8545622028479096,0.8436300452703558,0.815890343817893,0.8236117469991949,0.829722727513622,0.8184905979020188,0.8169479790270467,0.8175844361556116,0.8469168948134486,0.8451120165958594,0.8343611236644208,0.8490135488594753,0.8198212564429667,0.8521760532545875,0.8577940533856812,0.847895633571459,0.8450784786976377,0.8446525126914024,0.8447742097542545,0.8472211441968293,0.8534052579698671,0.8427227199458863,0.852760385960349,0.8469640556152314,0.8427203755182135,0.848428426152089,0.851507336966709,0.9303396992659644,0.8193362165900338,0.851719463379301,0.8450883840998811,0.8673971631953814,0.8894425473655745,0.8065494728654107,0.8919752854984807,0.7547230351644748,0.8630698853859624,0.8702793018111633,0.80718640585994,0.8922328729444093,0.8661999696050474,0.8444500871944997,0.8602663895414004,0.8701309334390245,0.8565380554466308,0.8481840619842037,0.862388855364171,0.8672292078753793,0.8985262089516048,0.8399818237560835,0.7822323616299546,0.8784105610987226,0.8253082283646043,0.8176440930137738,0.8683310351130598,0.8501753403957534,0.8641664476409873,0.8287086533608073,0.8270060275562261,0.793583405803404,0.7900284993010673,0.890956641558662,0.8404392086608732,0.8366237209637617,0.897089574829793,0.811645117157557,0.8856073659872052,0.8493106664168687,0.8110222329261672,0.7732326262269565,0.8813656166802966,0.8463539230523908,0.8500191278302888,0.8508166525905951,0.8458124421169422,0.8436563059090212,0.8201242984560867,0.8256696010254911,0.816716374237086,0.8089018089591692,0.810568287832475,0.8410964261363862,0.840063337128805,0.8506656929967471,0.8043665577674117,0.8498355840274189,0.8088356164660143,0.8848712477717411,0.8191682856827702,0.8472163333930287,0.8552729725391747,0.8355014467735403,0.8591051972150952,0.8680963071011795,0.8450694438686749,0.842535966666574,0.8635594595482793,0.8540893718021426,0.8379423833778479,0.7895792561522647,0.8587192513366689,0.8124520467081787,0.8283268291040369,0.818082304639369,0.838732177766355,0.852991951178867,0.8466227344806994,0.8541603936924281,0.8915006061041413,0.8492134054752005,0.843559087288059,0.8453062836678079,0.8420536793265009,0.8461390546185996,0.8464008872788357,0.8444610533549982,0.8169866272876057,0.9037950463332775,0.790980922388475,0.8665633142033247,0.8182828479931075,0.8508316565419792,0.8530099416855929,0.8414304535369548,0.8477522784584983,0.8482876934236702,0.8593734056433653,0.8929156560975723,0.8415726068569193,0.8934680149770411,0.8633230237517746,0.8500958333572655,0.8439624112179892,0.8659540767211752,0.8585465960460452,0.8459857748348802,0.8430750668728023,0.851649876864427,0.8710590370035892,0.8377085087348761,0.8442634878758886,0.8065599989496726,0.8695189607865151,0.8076416775339501,0.7510819446803206,0.8717095691784845,0.8416289870408364,0.8488772568070946,0.8429204618086743,0.856833494788626,0.8429815848140506,0.8231895306664713,0.8304707022048826,0.8518540355917082,0.8435650635104683,0.8697992960942584,0.8853791566263866,0.8277778328922809,0.768681251766122,0.8148398704183354,0.9003374536003634,0.8496145500061688,0.8525724516863494,0.8522682234026835,0.8189648355589371,0.8655134449594124,0.8053489145118987,0.8168833530378781,0.8932619039849432,0.8897210874800764,0.8307667863328182,0.8396162836333504,0.888927583748683,0.8892595643570604,0.8590262636699934,0.8348337807468311,0.8472739102878621,0.8492103119605756,0.8467066785220805,0.7867012631012548,0.8204735497547456,0.8475306379217584,0.8511314055742114,0.8945973564944347,0.8816697421309022,0.8597405716523634,0.8647819544248729,0.813099473264061,0.8914420388945604,0.851242054696769,0.8414857106296433,0.8659533214923184,0.7790849258316964,0.7557201567351417,0.862552066241198,0.8483787682908387,0.8258652783248673,0.8324442127434498,0.8517245809217691,0.8326182979519888,0.8636814510324207,0.8591775914910965,0.8495791755704062,0.8377252139928112,0.8460636166152762,0.8420096377204969,0.8478149390336467,0.7798826987927125,0.8565866729074091,0.8651362184141345,0.8231055434297041
+AU,0.7964166824612525,0.8356881091341223,0.8815862389165956,1.0,0.8101912939331046,0.8626259834613985,0.9117873028470743,0.915360287526248,0.8453183663068992,0.8674320664621846,0.8712667005820595,0.8390465322783665,0.923408483075694,0.9163563060050538,0.8273284707675834,0.8670105857200201,0.8556174836778404,0.8466421009551238,0.7911052152863411,0.9024222185626545,0.8488815281314666,0.8746624141891456,0.8506818545794331,0.852046540885788,0.840777850979555,0.8590611399260243,0.8808205354787068,0.8498406720876578,0.868308274900635,0.8475050612843196,0.8461475227205016,0.8632400815291839,0.864943950009834,0.8852339542873808,0.9313696546546989,0.896657650514266,0.8767739422433376,0.7898695068381569,0.8503210414784454,0.8636057619506748,0.8557257755707642,0.9198590687654986,0.8592348093969938,0.840508524205064,0.8428474491295394,0.8480152277199811,0.8394541445863116,0.8372220288448782,0.8419746686160307,0.869856971901419,0.8663391649072574,0.855133223716002,0.9196461687213139,0.843598823186474,0.9205406899915208,0.8809780978109387,0.8994017387777078,0.8984247888748442,0.8961041089267929,0.8955845766735457,0.8978394348932152,0.905726451246971,0.893621192929465,0.9053755065923761,0.8983683712009725,0.8956418500766843,0.8995428928021219,0.9024352769904372,0.8691036773165384,0.8166474004030252,0.920203968075355,0.897209240057283,0.884565452627913,0.8829595915351283,0.7894787051864293,0.8764473643702043,0.7662811965712369,0.8816039618539545,0.9289918013095642,0.8316189006079934,0.8751697832688762,0.8762107709656453,0.8670451005900525,0.8809114824309898,0.8922304126896484,0.9252638886382291,0.8677478287725242,0.8815121767617967,0.8816853210296232,0.9255847164525653,0.835753841793449,0.7795596454477317,0.8445861871886774,0.8217062503293998,0.8383656253387844,0.8887972452373596,0.9189022268810157,0.88533201384114,0.8436828162124267,0.8310930660991338,0.8248232026261715,0.7933886735666995,0.8627001671060434,0.8625672372321501,0.9087840729386693,0.8761701603712954,0.8103083445726239,0.9281453173785927,0.8684945587649112,0.8138141711420639,0.7504215481201655,0.8828718999941635,0.9145170016609377,0.873650366738042,0.9189225116506576,0.9152535396590306,0.915386352544812,0.8291465982054164,0.8118737040290804,0.8192631460535659,0.8072264232099238,0.8095258777391808,0.9109453788171823,0.9122286241306791,0.9036688558955875,0.7909551696815946,0.8265099886151441,0.8258294864980449,0.8810793909839637,0.8408481033944907,0.87234086728917,0.873391286046098,0.8565535611156321,0.8784119128645314,0.8851128423281421,0.8680781495077351,0.8670199810369029,0.8814673582351997,0.8728244304609469,0.9075982008518653,0.7907445052779485,0.8574212329745136,0.8327231149693191,0.8482248222108798,0.8434357898538403,0.9090130065631585,0.8689482052726655,0.9137802127066096,0.9231851320435718,0.863001847985598,0.9175296719847514,0.8663272435067019,0.914397347861504,0.911240303184605,0.9152342560731084,0.8576659185834701,0.9142703214071597,0.8151125016786293,0.8882310610901993,0.8266679039684035,0.9399845197338335,0.841327239412192,0.9224052554459868,0.9179974471888204,0.9124973941226925,0.9148716137998744,0.9157579905461319,0.9222558633290893,0.8685985208009487,0.8628793494563878,0.8706443887171951,0.88512608410316,0.9187743194787877,0.9147626837294119,0.8928910461226011,0.9181113018888182,0.9158988664238302,0.9137582328399363,0.9209427134793222,0.8896687526430392,0.833593773864883,0.8622680061644052,0.7844814287487957,0.8711427808607569,0.8432626423451299,0.7611422342443764,0.8634849918275013,0.8641606441223537,0.9174638092860787,0.8633048620895198,0.875009339809937,0.8672926524175757,0.8397777643622565,0.8495835414938384,0.8755791549702236,0.8584966438506519,0.8557737782691033,0.8377656310708484,0.8496993017902756,0.784561777424896,0.8369591090413122,0.8782107886304285,0.9184464043709665,0.8736307919821876,0.9015512119272003,0.8276922276808479,0.8715359947079385,0.7694987881983371,0.8142850657505568,0.866932337700199,0.8614754961561709,0.8490746854419252,0.8566281836565021,0.8598011811047448,0.8680947187130263,0.9200087337767334,0.8576895920140359,0.8623891817284152,0.9172426499839299,0.9166717914256017,0.7996887814636164,0.8224633395178995,0.9174565495026059,0.9191693985909516,0.8651680197944276,0.8774715169947394,0.8787886859797491,0.8316001407709327,0.8234006439127901,0.9249511510617845,0.8661788694586853,0.9108470030628468,0.8910915390154768,0.8261817936865967,0.7798401222570158,0.8799818645175251,0.914773586497678,0.84380538432625,0.8474672502299169,0.9207678783729263,0.8495262782522621,0.9246443381235038,0.877954695114331,0.9185910932505282,0.9070083750920764,0.9166070646525892,0.9111798003080841,0.8720613492471345,0.813889020327084,0.8773155170907283,0.8894129693465241,0.8418792842580883
+AZ,0.8409724790144536,0.7702331725998373,0.8096117383777612,0.8101912939331046,1.0000000000000002,0.7946707980679668,0.7869330406562788,0.785554073513549,0.7895688740625453,0.796659925406302,0.799363854829796,0.783640188718913,0.8023413692408572,0.7902217815078161,0.765497390572864,0.8011128031318676,0.7873432570323659,0.7764468934252373,0.8036205537805485,0.8102450429185984,0.7723736889148344,0.8185227829719758,0.7919466854712488,0.7891742411067552,0.7880255766762454,0.7920581376933946,0.8203855015465691,0.7816242807238875,0.8022589190464643,0.7830929350839833,0.7817823511265091,0.8039129581773587,0.7967652096529103,0.8186311445124141,0.8225846788758998,0.8406529006182888,0.8132168958061126,0.7510354455329733,0.8037553162640625,0.828648405925739,0.7943378657413486,0.8087772813154582,0.795848031970199,0.7779770026482618,0.7783215120358179,0.7773589134286042,0.7822323877218706,0.7849909684359765,0.7895744209293064,0.8039718050540112,0.797355955570329,0.783219721917967,0.7914785598098305,0.7853510630529893,0.7976206839916216,0.8075608263649768,0.7793747558686039,0.7806853045305928,0.7767558148342669,0.7771020985000472,0.7818851690515599,0.7851588868161312,0.7735619953562166,0.7841035550211639,0.7789706924235197,0.7741094015049652,0.7808218251315006,0.7814328226552248,0.81812143744141,0.7856497242512706,0.7924927674139026,0.7744702152736398,0.8000798674569011,0.8150478814025673,0.7749561520382742,0.8160833054602779,0.7954742043077448,0.8130783680695597,0.8159403085025793,0.778219970706785,0.8012590156035064,0.8014012086061989,0.7947777383577499,0.8034110940667274,0.8089094827396484,0.8060713735399618,0.8023642204808513,0.797422039992737,0.80968803879526,0.8190187515323517,0.8455188901770431,0.7588809860616335,0.7898508078214028,0.7828591407370011,0.7799968593320614,0.8060959553246734,0.8011652725118815,0.8000862563236808,0.77942369993913,0.7385051915732083,0.7804775897812127,0.7665470441617102,0.7945354401227065,0.7943098497771877,0.7912820010464512,0.8210729085008197,0.7997830100503918,0.796139360279539,0.7896577672520869,0.7762522053141094,0.7619622241789342,0.8040190591640277,0.7867031738476353,0.8140386391145877,0.795822125552548,0.7878991509661185,0.7833231243329796,0.7783481368837178,0.7838971251891287,0.8099498489428297,0.7459899146049258,0.7996218353658084,0.7829614449489792,0.7808825543298418,0.7810001959605406,0.7693921560927484,0.8108190872877721,0.810618586291378,0.8371397516972667,0.7884048153187582,0.8018422532326277,0.8075972286692898,0.7860974378005343,0.8056124946242315,0.8014310812898013,0.8007204454403886,0.7948237836873325,0.8165656686199382,0.8056256001338308,0.7839634657974014,0.7897980603430241,0.7985495106459259,0.7460911094398004,0.7763195643844921,0.7884810151966002,0.7740373678133474,0.7988831077584011,0.7951450237933734,0.7988829371738216,0.8020046746196272,0.7893849523769543,0.7985333193562502,0.7885840161282472,0.7880256472826265,0.788284756468934,0.7961124864354504,0.7780051960097543,0.7954522444940682,0.8242029281337583,0.7829151586858748,0.7813886743024714,0.7916395698935776,0.7919359297774384,0.7982937273386796,0.7793158393541647,0.7978750702265024,0.7907835593614658,0.8123084560168721,0.8100556652952313,0.7959115662759139,0.8143696029488001,0.8043946825766748,0.7955002983078618,0.7817746761314966,0.8116449068314394,0.7907730973749174,0.786519520289333,0.7832712870680273,0.794203947025509,0.8064059725913133,0.7939006583508738,0.7901329387096463,0.7879776621491684,0.7971512315420105,0.7376796373619743,0.7419140841589802,0.7778468458684643,0.7993253101336919,0.7915265690989661,0.7967337120082492,0.8077555962426064,0.7974380164233577,0.7702253415660195,0.7820315267338619,0.8089605415618724,0.7914099522161091,0.814958646456764,0.8073314724638943,0.8428651928883282,0.7765466192090894,0.7852182334828306,0.8155064488216028,0.7941269655269496,0.8089986404187001,0.7853628012669824,0.8192903816681851,0.7959826743443612,0.7725540234863785,0.7730884372221106,0.804588230774818,0.8022463231721827,0.7798771104100563,0.7813870352606578,0.7998545849144634,0.8061058259651273,0.7945285895974531,0.7856507045811791,0.8003475965213832,0.7938830234021041,0.7829650636289454,0.704951941025814,0.8335493151135915,0.7910913935873567,0.7994741529627127,0.803142255111713,0.8065985851859446,0.8100616195581514,0.8149865252284447,0.7635150670651475,0.8170478718170087,0.7974966233213168,0.7864329892193993,0.8058273977173532,0.7742034206633989,0.6931260189794598,0.8104704397443632,0.7820620063569056,0.7783738583136676,0.7837981610600971,0.797268389709475,0.7862810266497531,0.8016289538034106,0.7990885441819265,0.7947442264860773,0.7741077456464999,0.7855718822679334,0.7741360444879595,0.8156545008632465,0.7595109701743947,0.7937965122616227,0.8089308088505696,0.7706752766972501
+Abruzzo,0.8171179956513095,0.8300084052790083,0.8491577398580015,0.8626259834613985,0.7946707980679668,1.0,0.8683272665849209,0.8672736230126898,0.8802169112582251,0.9760294039302674,0.8856652974881398,0.875163736283114,0.8775972012373826,0.8711290706446386,0.8659314388757022,0.8851952408750888,0.895428452563843,0.889211485655076,0.7744156057448374,0.8683544348617037,0.8533249754377946,0.8862112712168144,0.880255687414812,0.9809474642142134,0.8704256331796131,0.8741311351758552,0.8907519541555733,0.8969605457629909,0.8872680019948782,0.8891348906456201,0.8940302637920335,0.8721787540324406,0.8787025939193888,0.8965887565957232,0.8557434330329107,0.8636665060429278,0.8599950144070772,0.7897020909957885,0.8539809787730455,0.8516434412450976,0.9831742552312128,0.8748763348827764,0.9829043753264151,0.874913195155934,0.8790434311497493,0.8911057386388719,0.8769147026448023,0.8753528101684102,0.8712263594993171,0.8855258745459936,0.8848431231139213,0.8945187119005719,0.8696021572848772,0.8766474180420503,0.8733559131487132,0.9062145059203751,0.8773779646915749,0.8766257304857723,0.8745363031883112,0.8753356851031187,0.8794025575581161,0.8841597269362674,0.8752413396271217,0.8812051305379645,0.8772961485980039,0.8741496772860653,0.8783421186020955,0.8816204224552535,0.8652733426523715,0.8270793826316016,0.8742492854081853,0.8747015997770763,0.8820531749044224,0.8519233029761455,0.7937345057096076,0.8729196705886744,0.7477370317565881,0.9855748443954763,0.8938429715235318,0.8680647548935815,0.8214536623422389,0.882749535553183,0.9011250453135373,0.8848050325187578,0.8872228083247589,0.882735311496376,0.8869956657321426,0.877825329174711,0.9804068106638097,0.86103290297105,0.814510817914534,0.7829873240472244,0.8481236990936868,0.8360996209433598,0.8744576734915042,0.8846386165943859,0.8743201249344692,0.8804094521687105,0.8910877056368235,0.7887878109392179,0.8366327349577469,0.8031608315150304,0.8419412386124195,0.877890124355955,0.8536626074974166,0.8864585128199097,0.7841135585214873,0.8619049220576221,0.8399419757290637,0.8069849069204017,0.75017952147014,0.9649776407060905,0.8658379937937646,0.8889419014994714,0.8724039971964063,0.8677974292548101,0.8647209283476261,0.7743675728874853,0.7912489226118041,0.7952691704208825,0.7808987562733097,0.8118014360076716,0.8620907911628862,0.8628732358807399,0.8814796279935874,0.7771016958876766,0.8320126003037628,0.8193568340483777,0.8503445154046394,0.8761387147968311,0.891364190241914,0.9875504175456792,0.8947097429341577,0.9829884263672362,0.8844386999112247,0.8851883986507917,0.9029207831816087,0.981779240303643,0.89266087871038,0.8628693498704975,0.8071555388122724,0.8484244200849105,0.7988195785540378,0.888507987424701,0.8720162197809355,0.8608536881072358,0.9884951389058849,0.8686736669583417,0.8735667309838179,0.873828963678507,0.8687165794390069,0.8827289071499261,0.8623340309160065,0.866510016036097,0.86742473278983,0.9916892442778228,0.8661030407926652,0.7817902480181173,0.8582565584075202,0.8203444688306166,0.8605474650574878,0.8764660018518022,0.8714082617717055,0.8731031519270958,0.8598117710475259,0.8677623719956018,0.8741510441437039,0.8807156830570788,0.8757282764529106,0.8816548063464031,0.8804139235719088,0.8820293824853402,0.8738926755752316,0.8624976425910582,0.8870409060509796,0.8882249170224081,0.8668762590133432,0.8669054820689859,0.8719716954122009,0.8874608297582005,0.8275735577027791,0.8129262895260403,0.7707270628185062,0.8646353962467384,0.8246717107400869,0.7716238551969187,0.8707895580856907,0.8775580733141649,0.8704494161821515,0.8817361454139026,0.9804186381964838,0.8830521337122665,0.8890756838712649,0.8903963442117907,0.894533150045164,0.9840716569730777,0.8710230937164744,0.8247419000718861,0.8031716011498456,0.7526687730418034,0.8743236891211977,0.8866056610555839,0.8727550146530809,0.8906812391233476,0.8810827226108989,0.7961390865634593,0.8386246407050197,0.7694422337912796,0.8364727286682914,0.8781361775454772,0.8725585992339776,0.8921563165290347,0.9753251790461225,0.871988207798134,0.8731300614575446,0.8845181022135623,0.897258092785423,0.9814245227983752,0.8729119616365323,0.8676130141687478,0.7690377279687203,0.8265416397501568,0.87139893536006,0.875461427183703,0.876302986835993,0.9641089125622622,0.9842273202324813,0.8145536816936161,0.7919910135751509,0.8527916439635046,0.9854489478281101,0.8579114290980763,0.8835469691211745,0.8083036616477165,0.7647750109581135,0.9794357142111666,0.867375131215739,0.8884633415251947,0.8935019154131861,0.8733338722570483,0.891233461276913,0.8872745883557228,0.8941943786525047,0.8683984193739668,0.8598825652597692,0.8664090826369105,0.8630106453450982,0.8563829247859852,0.7736668500336488,0.8751915712387693,0.8859914471336755,0.8903987872211708
+Alabama,0.8049955656740724,0.8095713309255921,0.8443599349224811,0.9117873028470743,0.7869330406562788,0.8683272665849209,1.0,0.969806591270714,0.8541879882029303,0.8690441558975178,0.8740695174629314,0.8485997665616832,0.9809261396229076,0.9873365721271273,0.8351947426294266,0.8721148080267549,0.8580489472543091,0.8521721393728124,0.7740907459118048,0.8614543259947003,0.8443754721818865,0.8791760077920097,0.852589182951687,0.8607263392172956,0.8502201267363134,0.8660664526131563,0.8844296980520838,0.8537502061547246,0.8752658965429391,0.8494148246695986,0.8522593906881558,0.8722181217328339,0.8706529319859143,0.8864602874242533,0.9160191563034368,0.8551474437916865,0.8470854060424439,0.8007662236122794,0.8390605336970743,0.8417644223496071,0.8650231823424538,0.9667022358627144,0.8662934652790241,0.8455329508445562,0.8512136144354241,0.8520872632419273,0.8500549047291377,0.8487291972384439,0.8482739864046682,0.8766841344297512,0.8726438324811449,0.8586427030802675,0.9751504589202146,0.8499072897192188,0.9751194731420192,0.8826973182670121,0.8947266850719315,0.8943928724721572,0.894748701838858,0.8899574960375792,0.8943134061146493,0.8997560899920505,0.8912009849144066,0.9007183912071818,0.8931594326146182,0.8937555409249069,0.8986896503861196,0.8996235460824121,0.8633545152582496,0.8329923592647089,0.9841601086747614,0.8953617538468741,0.8864567473316798,0.8530773995183332,0.7908867938517263,0.849071327248245,0.7591865365348444,0.8842544460905242,0.9301832394703127,0.8446074622164992,0.8355979200318957,0.8768356219397957,0.8681782680739086,0.8805419833899386,0.8951534226710735,0.9834353205553263,0.8745990130827791,0.8834909501923078,0.8850356830391003,0.8996889554797549,0.8058443771641253,0.8045822557259936,0.8169419841772931,0.821678642254279,0.8457853697779634,0.8891374900907444,0.9877400334265036,0.886156534134584,0.8498085777196247,0.8007251819010114,0.8373651757245422,0.8172386468834827,0.8334553085858983,0.8703659199679529,0.9525253459450967,0.8816382620856439,0.8053465960367198,0.8846253029254701,0.8511785229098442,0.8286386908103041,0.7495957290565666,0.861458345524165,0.9781652367445113,0.8783579443958528,0.9772969953172189,0.9816717125744522,0.9794339956837235,0.8136235131952967,0.8103227901615789,0.8005682946627195,0.7970930815769512,0.8200872505828086,0.9771739082298835,0.984062559962619,0.8998761051296267,0.7888131218980924,0.8283402203597561,0.8165374091511246,0.8508619815265686,0.8488090964881739,0.876313689545848,0.8784924981099711,0.8580143621593328,0.882304909047206,0.8855349576482141,0.874455005711821,0.8693895431192022,0.8840039745495037,0.8790849147689229,0.9798302550611228,0.798944994914986,0.8407881520723174,0.8109724582778711,0.8484870869578227,0.8507104271789923,0.9691684983650816,0.8724515507758648,0.9754378327779646,0.9759024023317434,0.8713845530487049,0.9812818354809076,0.8708604153967959,0.9747145207514377,0.9881166234211276,0.9833798299639712,0.8657142240019574,0.975383905628821,0.8083207414590063,0.8618319679290272,0.8241651996264467,0.9074266933012373,0.8517241488320785,0.9845832967229641,0.9730425117057159,0.971442078540136,0.9711792767937538,0.9760225770954579,0.975352179639516,0.8745880246915048,0.869214829407532,0.8763304186854832,0.8856397461740576,0.98578822784131,0.9774905040735171,0.8916923734403341,0.915215842866705,0.983007910131025,0.9820505652688677,0.9751370467958907,0.8905378343761806,0.8090463144664112,0.8302707152323815,0.7745619395456915,0.8427452121597533,0.8377412008391274,0.7702823570342133,0.8322229726016193,0.8698890073916087,0.9809719385577267,0.8715642163934082,0.8787693644622812,0.8740914163110091,0.8455387704931101,0.8521019487683287,0.8795899705526108,0.8649071554856783,0.849162752918747,0.8081001599696798,0.8136820297069871,0.772473885641363,0.8443826793425399,0.8835936985374022,0.976041694632364,0.8773531635927672,0.899937633858823,0.8015369554522833,0.8621933197816234,0.7627378982858717,0.8328214629886731,0.8728025082724978,0.8693148307590681,0.8534597785341144,0.861817941224359,0.8685050631113395,0.8745862118741407,0.9193071065623842,0.8621325108688997,0.8706938744315817,0.9871267626154417,0.9797355324982945,0.7819782783176445,0.8279534212316404,0.989613300718601,0.9807529593603177,0.8726470169137046,0.8773980381670058,0.8825777659346402,0.8256696437618297,0.8168579112879285,0.9493182417113073,0.8706000752639743,0.9677726145345034,0.8903201965693469,0.8105209937562511,0.7751109776107479,0.8816989162425471,0.9691040923894692,0.8450665226591585,0.851660131311925,0.984059435319947,0.8532596849565763,0.9260069960140662,0.8800181958605565,0.9715504821961671,0.9803397301692905,0.9778687655722242,0.9748705781863973,0.8767478819044623,0.8074976631357715,0.8786692169532556,0.8903613073661213,0.8457736097897764
+Alaska,0.7974016636909163,0.8031314268023403,0.8451347478872776,0.915360287526248,0.785554073513549,0.8672736230126898,0.969806591270714,0.9999999999999998,0.8537299687265166,0.8718956723301055,0.8759313397935837,0.8494441495131557,0.9756403965666708,0.9755974843387945,0.83685497329656,0.8727811283616487,0.8560736015713265,0.8507822403936086,0.7648601670502332,0.8619346526508922,0.8361869810421853,0.8770870498567219,0.8554791336103308,0.8555775630815126,0.8511219236674461,0.8660823458820479,0.8834776197213755,0.8511137361858027,0.8753663740969683,0.8466100859175477,0.8488570136656858,0.8703183304409643,0.8718032381324344,0.8861047301259779,0.9185717131450747,0.8586048666255673,0.8464922179801424,0.7918023951869158,0.8344688402124775,0.8372522582639346,0.8600774020837028,0.9668310496529365,0.8618888902729712,0.8491595459635685,0.8517064598462672,0.8498293731280104,0.8496701337041115,0.8467930195841569,0.8509570235916885,0.876301256192143,0.8722497570907444,0.857274034336374,0.975708616575287,0.8505250382029625,0.9727680494598893,0.8837266335287737,0.891450235908735,0.8918049764505871,0.8886972535091504,0.8851167099075165,0.8889153639576328,0.8955971665316365,0.8869348744916142,0.8967016698958639,0.8864201846219618,0.88790141079308,0.893344958043596,0.8948217974885988,0.8607318678850953,0.8205326834929211,0.9771875647443935,0.8891201563530496,0.8822772606656507,0.8512350316293111,0.7822775231569884,0.8471365704659103,0.7546018105817858,0.8836826214766403,0.928938020312495,0.8431863652296364,0.8339195869750006,0.877742907002342,0.8685181435372165,0.8795505365134945,0.8907055030789239,0.9745335988574535,0.8747456800225104,0.8805212012778997,0.8858269802336176,0.8981773670881488,0.8005425566238286,0.7900873554568955,0.8091222924901413,0.8159778960847337,0.8464926810750792,0.8856050649175873,0.9741020718186654,0.883974353391179,0.8465315016181715,0.796890706139442,0.8328156271648967,0.810040147766358,0.8270883089858351,0.869176571049014,0.9598683916333954,0.8795137183619067,0.7956763954608493,0.8823152943349233,0.8405838563077194,0.8206305466373788,0.7422071120912866,0.8595150216130117,0.9772144537677852,0.8782696431811966,0.9720414312754381,0.9756432338015533,0.9747066599866274,0.8120139192138439,0.7947143663205574,0.7953644299256439,0.7900405354494086,0.8104441474478732,0.9711925915317321,0.9741176471054026,0.8968556551673753,0.78124277859554,0.8182225689134027,0.8078546432116525,0.8474333569954026,0.848199973771084,0.877795996567356,0.8775349918213421,0.8568229748648223,0.8827050430727438,0.8819603075132084,0.8743539188832888,0.8696062675752916,0.8836159051944712,0.8790421848229957,0.9660484224627749,0.7931730096519521,0.8376468792518008,0.8022543487812721,0.8476745994531873,0.8519913579887386,0.9728920673304413,0.8718007903346063,0.9701567210452683,0.9725807895915864,0.8685302224240198,0.9745441477304678,0.8722856039211102,0.9727834856876154,0.967999909847036,0.9766526473147719,0.8618131303408259,0.9799876364064183,0.7942365655552435,0.8587377038752363,0.8236043396636087,0.9102767228817161,0.85159000036771,0.9797922323767839,0.9680782243047213,0.9711957931221542,0.9636103741169691,0.9720390715884103,0.9680653354405337,0.8718775958783233,0.8681440170794027,0.8734228732679464,0.882169054123226,0.9746551391933813,0.9742133416298191,0.8911509718738398,0.9104313012632889,0.975223227485594,0.9740038118286651,0.9811892835992795,0.8865420180603323,0.805531159201953,0.8246559809113264,0.7651227465157184,0.8380959586436806,0.8287013301776882,0.7590366608818141,0.8298985550379092,0.8703741937693799,0.9768483354374954,0.8698405016664996,0.8786740230451217,0.8745391733162393,0.8418002674671881,0.8503267284072267,0.8808157809211759,0.8608740793418131,0.8390248311877591,0.8031635396598221,0.813674160121865,0.7654281653192886,0.843824558518788,0.8811220095497201,0.972072644423588,0.8787609290300664,0.8944906266278446,0.7931634448880501,0.8592926745556796,0.7493194733762083,0.8266405651200537,0.8701993581131976,0.8679775472777315,0.8516735915851215,0.8610556201583246,0.8658600965686678,0.8728845993238773,0.9178873688265885,0.861045374797192,0.8668275313416617,0.9718924824266819,0.9751098279310695,0.7713229533246203,0.8180462861053844,0.9757552069957403,0.9713939035665509,0.8705710822307863,0.8802794739705939,0.8821116675456983,0.819338571309542,0.8049691390013808,0.9436200701546894,0.8689864713076545,0.9678932667849967,0.8886237009310876,0.8145805684174149,0.7693046938318512,0.8814256716170301,0.9746082082031255,0.8432742236436968,0.8484211382942538,0.9770315630942196,0.8504183173956932,0.9242900494973791,0.879619363083001,0.9767247154825727,0.9722498607385341,0.9761290202156926,0.9753757552601369,0.8671192788847109,0.7950242467655357,0.8763586679391727,0.8871336010619312,0.843831929608716
+Andalusia,0.807935636692256,0.837339622413245,0.8222272965832158,0.8453183663068992,0.7895688740625453,0.8802169112582251,0.8541879882029303,0.8537299687265166,1.0000000000000002,0.8822258064048928,0.882985765986116,0.979857232805999,0.8741385059885546,0.8582178727299893,0.9693590614347722,0.8810139809946718,0.8883501996274413,0.8782039724993251,0.7693042083992194,0.8510900467593001,0.8389251926486331,0.8837661019613045,0.9718036280523296,0.8725514534380819,0.9751544493607522,0.8727128436602282,0.8884796492966777,0.8874341653392128,0.8828004251105486,0.8816506263487238,0.8852953803639318,0.874166268263118,0.8791272254505146,0.8905867226057094,0.8386334120711004,0.8471750830806696,0.8715375905495869,0.7948159638009132,0.882259746822672,0.8154099777232221,0.8751239887357312,0.8796998344011284,0.8773038858404544,0.964120845484252,0.983677453608799,0.881200830291467,0.985835064561561,0.9877021056625086,0.9704589762570118,0.8838717110950831,0.876750740730928,0.8850954979337624,0.8653155051399986,0.9810022008383998,0.8706144563648599,0.8877972638053957,0.8522995530108223,0.8558911150158908,0.8485060299825569,0.8502337780101987,0.853670106090969,0.8575186045619573,0.8480498552030172,0.8577011766335859,0.8504157877522851,0.8463550379574782,0.8538083171023445,0.8542140420145039,0.8572010089340877,0.8474380074451745,0.8648742845745497,0.8468345050161203,0.8818453988178889,0.8410475315489233,0.7749356881906383,0.9262225418093225,0.7563908759052852,0.896646049082524,0.8873379266254163,0.9764343755134932,0.8156819278731775,0.8757482357704414,0.8954034648042488,0.8825983645249552,0.8877733301124211,0.878913685396149,0.88120637202904,0.8796761572935655,0.8933423219285042,0.8424613300009238,0.800652401782616,0.7691859076332805,0.8049663528261144,0.8507922431090321,0.9779567838387982,0.8872405593940842,0.8665946283250286,0.8808203713303174,0.8831081820683249,0.747926282414278,0.8636082843768571,0.8121642488424982,0.8088192268444145,0.8739033458043551,0.8550446716068739,0.8862576104073333,0.7858425113809108,0.8373513617338882,0.8196501267510967,0.8166026343619613,0.7285709674683244,0.8618241119718446,0.8585739489557637,0.887990730425638,0.8659498365744875,0.8576335369367468,0.855563754829696,0.7941712417435918,0.7766553705086637,0.7721056031639877,0.76747149323393,0.8120971436541163,0.8517722201893052,0.848064287572558,0.8558868788522161,0.767323432943476,0.8106422210153534,0.80382317745698,0.8415852042669942,0.9775902459987095,0.8856393181873606,0.8920468407091726,0.8873902578163541,0.8924917812012909,0.8822827689390984,0.8818391710648353,0.8948508984253514,0.899075997774531,0.8834358961410685,0.8478609453515695,0.799582474096056,0.8539818959714695,0.7628459621913323,0.875330164991973,0.9814132765744675,0.8461000701082106,0.883748210438213,0.8653726633021928,0.8713670756883243,0.8727075953825689,0.8596267325846566,0.8803537795521736,0.8589527817334038,0.85161077279536,0.8577840088207966,0.8783661310051581,0.8520156416125851,0.7750655176357021,0.8508116893426493,0.8112526526355829,0.8486432190730498,0.9799784128065842,0.8641102751532109,0.8695029618831431,0.8526898232648097,0.8671387453890859,0.8651375153156744,0.880392012129679,0.876668914295692,0.8732154448175933,0.8792865349384388,0.8842574381061812,0.8656036580905663,0.8511626373882304,0.8886150882480494,0.8620944300302149,0.8569376875853951,0.8533857194513946,0.8664992538335694,0.8870054699582907,0.8437099573394682,0.7978850952717497,0.7537458412574782,0.8401150925593561,0.8104486510823729,0.7459109529677721,0.8516853412080013,0.8782275051886824,0.8615247188477928,0.8756504911853983,0.8911210672276924,0.8803684817473378,0.8807077873663557,0.882642505826767,0.8870344566872406,0.8743477331636224,0.8464199933973812,0.795187391900096,0.8180004472905297,0.7665654104244259,0.9783868186288416,0.8843945107129769,0.8670413814843548,0.8863310551627246,0.8564107721030035,0.8006698031582463,0.8203468195170305,0.7560697713393582,0.8506752030824279,0.871831391107799,0.8717386699236097,0.8838142795637508,0.8688437086960396,0.8693418254746923,0.8750492280352067,0.8670162090742839,0.8882832955767678,0.882585331833511,0.8631248022139223,0.8548365428203618,0.7344366673789849,0.8294348586400544,0.8593390453876477,0.8700111411768985,0.872379268781825,0.8889366220265505,0.8956872211382716,0.8025740627616235,0.7759834200362165,0.8361098268506224,0.8815527853606377,0.8582725027885874,0.8871672371752457,0.8498673579095906,0.7319836161226656,0.8948229533121175,0.856905340810535,0.8809088734943258,0.8855574448812276,0.8670109798542796,0.8851341351637281,0.8751883682109332,0.8778020985061105,0.8658017027085501,0.8404419753561397,0.8569600241031813,0.8486693839032183,0.8496300251908022,0.7702990017362612,0.874571102431096,0.8879430519111193,0.8781421642878574
+Aosta Valley,0.8176931904364898,0.8275839038346385,0.8573991707797285,0.8674320664621846,0.796659925406302,0.9760294039302674,0.8690441558975178,0.8718956723301055,0.8822258064048928,0.9999999999999999,0.894210498078346,0.8788570537136379,0.8819760286091208,0.8726559856329594,0.8685986362493441,0.8940374885395992,0.8922513889524463,0.8858108074779909,0.7729538734974968,0.8751028941890177,0.8491031261740263,0.8932201183481161,0.8843409902043914,0.9688498951942411,0.8757642554969465,0.8820587005403535,0.8987569703117517,0.8929137064964306,0.8952076140270007,0.8849379053280552,0.890030858892334,0.8787672387006705,0.8864677952755657,0.9021575999134025,0.863196273753856,0.8778550305844889,0.860081582797037,0.7882104489181947,0.8541372686709313,0.8473913345806624,0.971378362574634,0.8807543111406964,0.9693997397254683,0.8768632202022405,0.8819196261731772,0.8874646502228664,0.880399752239261,0.8779737988653247,0.8767695028884118,0.8933245729044442,0.8924289480583147,0.8913482440705736,0.8769725075029047,0.8797695080717852,0.8783040676255649,0.9116200751384829,0.8779238846409118,0.8770720040417065,0.8743796384662291,0.8750631004706643,0.8790765527018252,0.8842408192763677,0.8749190607089461,0.8820491700862403,0.875737956490928,0.8734568489689852,0.8786101785197061,0.8815663103752945,0.8711244409071357,0.8257996278836737,0.8771232526318542,0.8734300077016216,0.8891171538171556,0.8575532443790175,0.7893297324942776,0.8754963693407161,0.7481824391172557,0.9805294234135757,0.8991001339688942,0.8697220837752443,0.8294245970271479,0.8907717079364484,0.9000798388506314,0.892078057091738,0.8934605300649866,0.8852584850769054,0.8957909527497459,0.8850533235975319,0.9784375068094151,0.8648392414878203,0.8177653446152063,0.778244596218585,0.8435016956959085,0.8326189664355009,0.8773016811906366,0.8918197138131483,0.8764042770435236,0.8871419817005902,0.8882916180467277,0.7864785844651984,0.8349079428320381,0.8044645227360657,0.8432671495148786,0.8850918393321187,0.8599670985562187,0.8929204087172247,0.7843952794650452,0.8630595469371253,0.8379485425115044,0.8090519135162658,0.7464213317543178,0.9564698639955775,0.8708507981169271,0.8962948877208325,0.8761510288494267,0.8710509431267976,0.868021627100688,0.7849254953183971,0.7867629590721403,0.7952196714754253,0.7816125952734441,0.8119208581621298,0.8648750447855257,0.8646505075179589,0.8821984784776421,0.7770623072480155,0.8295045009990882,0.8178774275044319,0.8530846094096823,0.8798767092071436,0.8990655894201467,0.9753608423605143,0.8921721703498631,0.9814893141039858,0.8910551667773812,0.8930350524945646,0.900486466801034,0.9808134147809444,0.9002305430425412,0.8642916551313067,0.8062372000182301,0.8471908586665678,0.7943137728147436,0.8853270624161199,0.8761667163919711,0.8656423666911692,0.9768177582376181,0.8722777751967065,0.8785972614034046,0.879095214498678,0.8722139632552514,0.8913929210363192,0.8680040169642047,0.8670918465412684,0.8702954980564145,0.9746166121255412,0.8717782631087748,0.7791577780041289,0.8640402330263539,0.822160037626789,0.8655281733450321,0.8807646650647905,0.8745457064302874,0.8785136012365156,0.8661817141446281,0.8724875921489363,0.8778748454265083,0.885781396947016,0.8817147759943736,0.88797704208882,0.8865006275470535,0.889474056841684,0.8769834756461696,0.8664139432333894,0.8944815937752149,0.8886962795639394,0.8699218835084316,0.8691233104646844,0.8775692662015742,0.8943577560238992,0.826143284621805,0.8130762787674034,0.7675252899395096,0.8637604333717965,0.8202680870115657,0.7660170316806267,0.8674818777685167,0.8856651590544918,0.8741332243166322,0.8885618504455095,0.9831630098622289,0.8911400750306081,0.8844283225549124,0.8867727240018767,0.9027765181722363,0.969987591183616,0.8689315735338025,0.82439476465329,0.810980358278289,0.7559641391186775,0.8760280016574284,0.8930230624053114,0.8771826627830149,0.9015615155951463,0.8808786983863798,0.7981665001055506,0.8401758592409815,0.7670482386435176,0.8336787136529747,0.8841163631423682,0.8789006400694627,0.8887820339782294,0.9662365815331381,0.8772576448707066,0.8791834962659153,0.8878520350762702,0.8940930553936086,0.9701391254363065,0.8751649647076661,0.8714385749218583,0.7644050710876374,0.827559887691602,0.8738099555670241,0.8781093527340724,0.8825097723744367,0.9698018654556407,0.978562516510127,0.8150841638406588,0.7897554210929235,0.8566304328262041,0.9748734957614633,0.8648606886058822,0.8910781616458904,0.8096681051782041,0.760755173503803,0.9772904742977114,0.8748279364932137,0.8849691374722032,0.8901590303566137,0.8768669422638496,0.8883627639147416,0.8914159353943655,0.8997322239926426,0.8742352227336931,0.8625246045888936,0.870911113502353,0.8678972694081797,0.8557534013679451,0.7711550951262677,0.8828585421042356,0.8923799586618779,0.8860549033171585
+Aquitaine,0.8201348761430175,0.8044559547367289,0.8462062919324633,0.8712667005820595,0.799363854829796,0.8856652974881398,0.8740695174629314,0.8759313397935837,0.882985765986116,0.894210498078346,1.0000000000000002,0.8818835016968367,0.8956148886003507,0.8772355927143307,0.8615622533108854,0.9865174554812245,0.8779183725890884,0.8681890106733302,0.7776321339753434,0.9020037873799662,0.832405784043999,0.9121606416071227,0.8851071971628408,0.877885602434958,0.8890305356681861,0.9805147624112022,0.9166374940594175,0.8725351134324162,0.9885085446357428,0.8696470147781018,0.872190153883807,0.9045219964078691,0.9843712887884312,0.9438065849022316,0.8740616415036008,0.8826893119027263,0.8492840910374547,0.8218304846574157,0.8548496838187308,0.8227274765060267,0.8803066546649365,0.9004949370686236,0.8833687424279604,0.8694751297231915,0.8790041021357533,0.8675167190032921,0.8812192558638052,0.8824687153617543,0.8860026921578892,0.9883574858767478,0.9840836772472513,0.8734892570780877,0.8881005423485823,0.8802483402553254,0.8924560616184175,0.9779185136793457,0.8700578580387494,0.8729609814486111,0.8654191685993133,0.8631144934690367,0.868638664563213,0.8738638183360851,0.8622489493733874,0.874577754323205,0.8640012946114132,0.863116294012533,0.8709625093282988,0.8713017210969548,0.8863079048826171,0.8172929562091569,0.8853982842922491,0.859939638104671,0.904333296874617,0.8649328991422615,0.7707720682321683,0.8686116136931438,0.7668790099924294,0.9075801864454721,0.9159861356780202,0.870542717265195,0.8366628864916477,0.978407437066316,0.8859733107202955,0.9160485449854096,0.9118718516348673,0.8964239187959138,0.9874455450104369,0.902156789394148,0.9053734641128867,0.870548162345,0.8199325961380288,0.7776183380448912,0.8157276913523606,0.8208534915655595,0.8745498438110989,0.9105479540176036,0.887106339272429,0.9049507665852811,0.8713322179600228,0.7597848351271886,0.8347128980379888,0.8438889868744988,0.823011624037869,0.9801221309625421,0.8805774197632205,0.913945095032881,0.790652536768965,0.8559580453643006,0.8261242029019799,0.8298604433678172,0.7281542988317082,0.8743367930965639,0.8812700577542572,0.9876568125874226,0.8871439278642601,0.8788963249774386,0.8748666816929314,0.8214765236965692,0.7723876930194825,0.7911548854883377,0.7854716350293054,0.8188153513337335,0.8720046100640649,0.8684800595782523,0.8723266033923407,0.7731745059473534,0.8155743206664207,0.8139635836864636,0.8574271173828684,0.883447134428829,0.9870516504371581,0.9008917498940846,0.8768677482478022,0.9020577483806855,0.9057249121563329,0.9878991447172476,0.8868309054177919,0.9117035187849801,0.9852197829010988,0.8682704693888711,0.8106620106924655,0.8288922080588296,0.767455765338021,0.8626724617342016,0.8853367289393492,0.8691460227360345,0.8913032281144504,0.8868670029067084,0.8944037713262927,0.9023014449169172,0.8824818548693473,0.990944227004135,0.8818994732321052,0.8704271723183833,0.8779724330273155,0.8846559199580183,0.8726044251872828,0.7822151282777079,0.8739536450349963,0.8230398366506059,0.8761359868245476,0.8904609046285908,0.8840916568179829,0.89009904181893,0.8771810324867689,0.8884263139037446,0.8846451421225555,0.9035325497556292,0.9056467659946338,0.9799374055180482,0.9084433679582773,0.908587380988996,0.8864461231559182,0.8719411045824617,0.91378135975328,0.8810341317479294,0.8791466477889673,0.8728219092208663,0.8909484636195871,0.9103047329000438,0.8166191564608162,0.8149590206400535,0.7674279482365535,0.8575081279820242,0.7877208179539353,0.7407098970944691,0.847801477291389,0.9852185728787412,0.8840270679096247,0.9829024721636691,0.903641751004557,0.9900173299391771,0.8617229391759808,0.8710958815399189,0.9866071932515942,0.8802086130452345,0.8571726574390603,0.8085089662636744,0.8389981775783546,0.7861571320263948,0.877508620244671,0.9128896817869774,0.8898815606072911,0.9886579446550237,0.8725075698384811,0.8092374480540283,0.838411224304472,0.794877496629108,0.8173523458033456,0.8999353880073525,0.9011733330788875,0.8711669762149121,0.8721015372371206,0.89849525307455,0.9046746689193725,0.8922553463423434,0.8776814848892887,0.8883406998900055,0.8830833797489201,0.875967356711866,0.7389270945576345,0.8386726399438655,0.8796854036465686,0.8875556716585137,0.9017491474719906,0.900599202406044,0.9062022096141046,0.8139796910688482,0.7853039116088414,0.8583945611422776,0.8902620860290014,0.8818133095670155,0.9112315102329132,0.8158473621730618,0.7435448326781877,0.9051135092687602,0.8801196012843683,0.8675117884443952,0.873683250647809,0.8897969920106378,0.8761797186614833,0.9022374226315325,0.9443282089433557,0.8889273066351526,0.8615111466477758,0.8788369176504218,0.8679013959514138,0.8580313933440813,0.7758364663251395,0.8991574353518129,0.9108664275015107,0.8626293014249721
+Aragon,0.80213683794584,0.8299414050283154,0.8182091544986559,0.8390465322783665,0.783640188718913,0.875163736283114,0.8485997665616832,0.8494441495131557,0.979857232805999,0.8788570537136379,0.8818835016968367,1.0000000000000002,0.8697682584825303,0.8521795456127521,0.9666871053463999,0.8791254937420012,0.8817045744587162,0.8715847486543763,0.7619491883796367,0.8462184758512397,0.829668809216882,0.8813296278913656,0.9680506831703914,0.8666465471484666,0.9767939274063038,0.8705669870457862,0.8861440273341159,0.8799824837061587,0.8807298526000622,0.8749944854710662,0.8795272264520851,0.8718011140790206,0.8775744627971727,0.8872035296432971,0.8329267535858808,0.8437792962560233,0.8641213888647434,0.7900644245233679,0.8765128894333518,0.8073872686642443,0.8688032971829999,0.8750944074334569,0.8708728996494429,0.9575569979783889,0.9818796321775725,0.8746022995638958,0.9822001230018949,0.9831368856221341,0.974326173961658,0.8816402691947713,0.8749470489743295,0.8787789191530985,0.8614051314369366,0.9777522767800854,0.8659974443573284,0.8831164720125068,0.8479191327059057,0.8520211819570578,0.8438414001012128,0.8450991179800187,0.8484896588221339,0.8531290819488114,0.8429113108864771,0.8533146516782345,0.8454484465093645,0.8417653203498335,0.8496252587303064,0.8499598853603748,0.8540180473266044,0.8378720198774021,0.8599257930906773,0.8408869574809447,0.8769186236419745,0.8353810545010457,0.7644249376793171,0.9224597400983058,0.7514149542891575,0.8926825294190118,0.8840564539227844,0.9672094009307403,0.8116055225882979,0.8738054188138106,0.8883504504036104,0.8783338625900401,0.8830066788369706,0.8737086763718538,0.8795107692306464,0.8752197059502226,0.8897081026550263,0.8377998189923449,0.7955536998708417,0.762965056948838,0.7993416948892016,0.8429242444168706,0.974395736990813,0.8828885240394307,0.861163242053006,0.8771401973698735,0.8772175796027125,0.7413223711621145,0.8563275677217769,0.8069046189779637,0.803770492414335,0.8716281542542766,0.8503064112773175,0.8836045066518703,0.7777974479753731,0.8329230471415306,0.811977748286272,0.8115461560530062,0.7193228729731688,0.8566175701206757,0.8541969474068861,0.8860528379133515,0.8612433159633779,0.8523906548651267,0.8501733121911207,0.7890151714609616,0.7664831955975095,0.7663372165946898,0.7628733772399786,0.8030981738325559,0.8468172726592107,0.8427255904438039,0.8513386030179944,0.7591349356868877,0.7996177167569685,0.795445715832154,0.8360034855557126,0.9806789312176446,0.8836375397837283,0.8871824836446697,0.8807065994680581,0.8878136845069942,0.8776644197223039,0.8799170769896322,0.8889258981802027,0.8950023161443026,0.8811078811265639,0.8421491299307453,0.7923321989250379,0.8473547469684268,0.7540741988165255,0.8685199310944975,0.9793927766515832,0.8415499246838261,0.8788423375072153,0.8603000972621886,0.8670769641122424,0.869953356836497,0.8545334264320936,0.8790523900045902,0.854275007255023,0.8452788040890313,0.8522781585455611,0.8729081517462272,0.8472654813463977,0.7686390098342228,0.8454927810472489,0.8066875937159136,0.84214104785887,0.9826039823291454,0.8590024914175379,0.865134047598745,0.8485697752681742,0.8625858518971045,0.8603007966236486,0.876609581609089,0.8739089927837219,0.871181485461156,0.8766721703015002,0.879982333084628,0.8599896213685808,0.8454589235106063,0.8851189928094371,0.8572875711745929,0.8520732509162456,0.8481056928611385,0.8626643930552551,0.8825420301944131,0.8362229279823411,0.7909549947218273,0.7467431865053664,0.8357719156790232,0.8013816834492974,0.7355720839718632,0.8444651366183733,0.8764493215680326,0.8562669924613534,0.8733483244728856,0.8868778235417965,0.8786048523426411,0.8733444876646219,0.8759857253627281,0.8846940045402436,0.8681774919294486,0.8422714960275707,0.7897097153863408,0.8136903338729132,0.7623277594178578,0.9733540046146332,0.8817210824466192,0.8624731753580179,0.8845990790829098,0.8517223006213148,0.792650896591145,0.8130300149015762,0.7500802828365315,0.8442019920583821,0.8690846244778507,0.869727501431673,0.8772196464169599,0.8632300336246077,0.8668687673470317,0.8723434902407774,0.8637773243753538,0.8816500670037744,0.8762888300214021,0.8574120074166128,0.84975994376192,0.7284026235983346,0.8224033500817092,0.8538387403209104,0.8648414874817774,0.8700365987521856,0.8853608058648744,0.8916777346037934,0.7964587089502401,0.7699418301997426,0.8295266030680378,0.8768466107936322,0.8539725363424496,0.8835056373402448,0.8458003737891872,0.7266011951709627,0.8907640844354171,0.8526823485427004,0.8744494507788089,0.8798732240216041,0.8620361006478213,0.8790667856184211,0.8713833780275408,0.8739187926206918,0.8615862341048457,0.8351235074434159,0.8524254699268949,0.8437684051002308,0.8413787895557245,0.7650175595370028,0.8699635377294581,0.8836842570974175,0.8709754988639672
+Arizona,0.8194233055004967,0.817831202353405,0.8554392741682234,0.923408483075694,0.8023413692408572,0.8775972012373826,0.9809261396229076,0.9756403965666708,0.8741385059885546,0.8819760286091208,0.8956148886003507,0.8697682584825303,0.9999999999999999,0.9801920282358535,0.8533167773566407,0.8931994438288459,0.868435329180474,0.8604194589893678,0.7819249848038867,0.8774450219738179,0.851102367938949,0.9007793960726794,0.8763447710364743,0.8672048188705023,0.8738123443063907,0.8867525060609263,0.9061573708985472,0.8613156283107736,0.8959885158410357,0.859070012733429,0.8595391101662275,0.8925118620541049,0.8931755653725609,0.9053914907760605,0.9255794215823784,0.8733399275964127,0.8621668171307567,0.8107573341283694,0.8593264354031934,0.842781483934955,0.8708970399383863,0.9858655128884043,0.8739770238206843,0.8660546258429971,0.8694220969608187,0.85977857821455,0.8696949908183803,0.8691289812248428,0.8723226897549693,0.8978148262822595,0.8917060554540622,0.8678884495810759,0.9859660865712753,0.8711260269751103,0.9833456800135102,0.8980062869395203,0.900336593916152,0.9025765071163159,0.8985294305302742,0.8942626430114751,0.8983599264153603,0.9066004323581612,0.8943219562242359,0.907529640059059,0.8955389203513794,0.896637546207982,0.9031752741428952,0.9045491542160381,0.8807794133525778,0.8438184418571525,0.9844943183492644,0.8968165174094218,0.9015290625608481,0.8686893986099373,0.7896238283690228,0.8643980617529088,0.7736493011603768,0.8976892955357735,0.9445737558193634,0.8635179730840488,0.8498107424772096,0.8969430001748482,0.8802556636468525,0.8997451197110524,0.9117001024146417,0.9880054282732821,0.8946182632129156,0.8998680049369938,0.8980102359227666,0.909534618321821,0.8178481698142817,0.8043418181105808,0.8176604573312141,0.8338691516453132,0.8643567959442449,0.9069578488342637,0.9837680526842573,0.9042900144323628,0.8578559397087802,0.7962586368775861,0.8550647754032359,0.834916410701487,0.8352784173894406,0.8895491613132922,0.9676478600012357,0.9030479829493154,0.8114432080950984,0.8919827655831569,0.8495713248491172,0.8439787870696805,0.7476196799485946,0.870831292397055,0.9835047484700041,0.9014310818019994,0.9836324202215573,0.9815445078316767,0.9792379116859962,0.8338399672837341,0.8070971343148207,0.80700352476374,0.8014593102514854,0.8288599349993608,0.97724286407139,0.976808972123593,0.9051964820615191,0.7933286265315506,0.830204286099176,0.8233342069040336,0.8608375265229221,0.8701062065500942,0.8972216025371684,0.8912219282503978,0.8678771025086828,0.8938687565465824,0.9024957286877657,0.8949816035272955,0.8814511006634682,0.8992271217927225,0.8984731222819842,0.9719524494810031,0.803938703952239,0.857407475858806,0.8041764624298197,0.8576206428798359,0.8752990618818136,0.970029254803706,0.8825289782633393,0.9799516433474558,0.9867339955688241,0.8903704670815459,0.9823672788758925,0.8925805116404222,0.9806751594250196,0.9748092292043637,0.9822911243369296,0.8729997921238771,0.9760775588500964,0.8097726974684978,0.8767831004788166,0.8348352971624832,0.9196394988419773,0.874980435853486,0.9868154910580874,0.9878302116077309,0.9782727300308507,0.9805787697199089,0.9837985445747787,0.987670663079156,0.8957774486790231,0.8879942212002573,0.897077454875275,0.9043444963220278,0.9838747460464805,0.9772119709001723,0.9125609226209623,0.9198536120825161,0.981564599916536,0.9785960809832314,0.9861426702954841,0.9065839263902463,0.8241365530399153,0.8413901872679993,0.7789593309212325,0.8518051745939267,0.8393591967431758,0.7634425196367115,0.8405205536069041,0.8922512506766371,0.9830270788832228,0.890290287866659,0.8924094933589877,0.8952827919007673,0.8507670249522016,0.8622029810016009,0.9003717579567718,0.8720148972088521,0.8521314615186004,0.8136745060374962,0.8332324394810855,0.7884525797968608,0.8657389567751802,0.9037822679579413,0.9850244554208943,0.8994366268559476,0.90397430411009,0.8127840688895559,0.8710760249485408,0.7665526874325417,0.8442780385268981,0.89139864619568,0.8896931896111657,0.8616507322248382,0.8686496496732106,0.887130539237528,0.8959825635893128,0.9292784411054611,0.8719767236965327,0.8793762854834497,0.9815930951279398,0.97987700037255,0.7708654853335133,0.8386905488818819,0.9822205165893273,0.9842455652032261,0.891271804479298,0.8908508050462117,0.895697009925761,0.8276084568525767,0.8177940368243999,0.9512274733370418,0.8805818744860628,0.9789237610056779,0.9102337725434156,0.8354788860072552,0.7658688026042652,0.8949924927030866,0.9743990478200991,0.8539982555837449,0.8603293280256742,0.9861404817842848,0.8636890885453303,0.9365317883914768,0.8943272276917086,0.983413671011555,0.9710244283207617,0.9807318914498587,0.9747775591510449,0.8835000148188145,0.8093691639829127,0.8948410178193412,0.9087510746750312,0.8529085266772755
+Arkansas,0.8037250064736163,0.8138894647148549,0.8482558914555255,0.9163563060050538,0.7902217815078161,0.8711290706446386,0.9873365721271273,0.9755974843387945,0.8582178727299893,0.8726559856329594,0.8772355927143307,0.8521795456127521,0.9801920282358535,1.0,0.8396143313240015,0.8752786889844194,0.8611738783861398,0.8552206215036535,0.7763187644604792,0.8659282317532366,0.8480807235299016,0.8815927526318081,0.8569887847897413,0.863027608047252,0.8541650597458239,0.8694735509970619,0.8872441527231952,0.8567682118650997,0.8785651992079793,0.8522128020757433,0.8548965249932974,0.8756494590206658,0.8737602863105853,0.8889222265257269,0.9217008122426529,0.8600796609936253,0.8521017432853419,0.8013017820632833,0.8431020888673924,0.8439781539770997,0.8672894080288917,0.9688525097483228,0.8684707256464544,0.8497684897026331,0.8551379417859774,0.855472870887326,0.8544408298720958,0.8525677250359731,0.8527433532539831,0.8797943089643976,0.8759183984376727,0.8616960705109786,0.9776277689763104,0.8536418575636511,0.9769032305485841,0.8855222557044207,0.89670347208288,0.8957477477254274,0.8959984989302081,0.8920705167641796,0.89717439833043,0.9008856972065311,0.8930441972299747,0.9024932182793194,0.8944955215719156,0.8954540989620378,0.9002874879649698,0.9011078543671635,0.8666465797171047,0.8355459350262066,0.9844265622458948,0.8972455552682164,0.8899672766215051,0.8560106824052588,0.7920673798205417,0.8534349748176872,0.7627437241028321,0.8874058788013159,0.9326580871704063,0.8487804483111046,0.8395172739364403,0.8800416959036675,0.8714859867685496,0.8837623073711303,0.8978179312415342,0.9823076944421409,0.8776848526432477,0.8870046974678324,0.8882944250261977,0.9025243258053082,0.8054533827714123,0.805426250301367,0.8176391147448602,0.8256581042361943,0.8502665282946313,0.8922445725245434,0.9860730073885133,0.8890491748788757,0.8529692009816128,0.8022896833597457,0.840730232872424,0.8175578645402586,0.8359702677409148,0.8733400467642253,0.9568628250821023,0.8843806099484955,0.806806320803557,0.8868211753058425,0.8513027562493187,0.8319026989663723,0.7517019932972407,0.8648599230003594,0.9793356931713255,0.8808915518002,0.9795639987614972,0.9853923265689967,0.9845272644268056,0.8170211350859765,0.8119527984762633,0.8013877810876354,0.7962675409971546,0.821586708728483,0.9806537157514614,0.9868348414870948,0.9012871422977501,0.7891377458227414,0.8290839812844973,0.8189596660832931,0.8529281850611065,0.8527501576640029,0.8794528808240295,0.8814857738981865,0.8614413154575844,0.8853612149251611,0.8881172198013085,0.8777233511807041,0.8723402846005017,0.8871787876502855,0.882209266576756,0.9805172166882934,0.800969511249652,0.846383954304729,0.8131301489122402,0.8517335423942975,0.8552041348455467,0.9742953319629019,0.8753165436585616,0.9777406465941171,0.9747024922360482,0.8745555526946186,0.9822999982825296,0.8738418363606247,0.9765200262542681,0.9868542579772958,0.9874350618703719,0.8684867429583455,0.9805376600139395,0.8101193918193437,0.8659800685102861,0.8267844799871485,0.9114136278304552,0.8558337076169317,0.9879838356842938,0.9729903486308742,0.9731055692820728,0.9695230887394196,0.9796898571357632,0.9742607363079202,0.8776777311093006,0.8722569795707407,0.878982995652928,0.8883886562374546,0.9865419031086893,0.9806448770238488,0.8943469877160211,0.9168173792926148,0.9850242367738503,0.9880139612547564,0.9799237480730589,0.8937074654447092,0.8142149921301949,0.8330986923281983,0.7776117578149229,0.8447806831932418,0.8396251092016369,0.7693476013949155,0.8353944484995136,0.8728862481196463,0.9837375613951482,0.8746359141132477,0.8820980414058311,0.877380715455422,0.8483601932661395,0.8549001957151944,0.8823070376548986,0.8673275493770394,0.8499701823039475,0.8091366096068426,0.8169239165677271,0.7758410309904366,0.848481298053998,0.8863679089461038,0.9764774793870794,0.8801308668893626,0.9021911449156006,0.8055882871539078,0.8652087974861296,0.7640392770409319,0.8357962263365907,0.8754716440370395,0.872590036306017,0.8569649796038634,0.8649941540248738,0.8719111936242379,0.8778452089019146,0.9212577605012188,0.8651889208321957,0.8734905587809223,0.985398484782459,0.9839420031401286,0.7825138699360181,0.8304318772044966,0.9896358646866447,0.9853178850193206,0.8759505185982851,0.8809463636019113,0.8854791818014468,0.8278239130128099,0.8172644028351136,0.9524852524915787,0.8732924099550452,0.9690032052211862,0.8932642574173334,0.8171485694308667,0.7758285817065331,0.8847034883841953,0.9729272960523241,0.84839920661843,0.8544855798489055,0.9854607197297627,0.8562967182579823,0.9281583854807398,0.8830088796360889,0.9755373707522527,0.9841336026206902,0.9815121777893636,0.9788644582665336,0.8794592136941047,0.8098399473747337,0.8817175475825096,0.8927123572249338,0.8492761134919491
+Asturias,0.7819777503333087,0.8243669081391782,0.8073303976618533,0.8273284707675834,0.765497390572864,0.8659314388757022,0.8351947426294266,0.83685497329656,0.9693590614347722,0.8685986362493441,0.8615622533108854,0.9666871053463999,0.8533167773566407,0.8396143313240015,1.0,0.8586115406241845,0.8745267618686067,0.8657309178701933,0.7440530925370458,0.8335954985200053,0.8207309596078041,0.8596775031376911,0.9560088750433255,0.8575201155252267,0.9631040933700427,0.8498682183972048,0.8647595698192022,0.8752162796931668,0.8600820634181746,0.8689438513375081,0.8737453055331753,0.8497514652155203,0.8559812523733782,0.8689792550963779,0.8194644838716008,0.8266946097973246,0.8538290321671681,0.7675281299702013,0.8582886154308501,0.8008799540361,0.8595468559455058,0.8566053742229657,0.8606438344771263,0.9514578560105628,0.9792060451000539,0.869473372574996,0.9768696614880574,0.9719761796439543,0.9573804402744142,0.8604480790473593,0.8550277073332239,0.8728880370458546,0.8456863980869816,0.9645113605408367,0.849995777903233,0.8691317618541878,0.8381457803233323,0.8407417139260126,0.8335202026036951,0.8362757952097873,0.8390735427921671,0.8429508920814965,0.8344735578659002,0.8426309212660219,0.8361638335284679,0.832062984348108,0.8393248222539764,0.8399216079466704,0.834892490484839,0.8236634821228466,0.8458095333902237,0.833720617008757,0.8604171183764916,0.8193174388233113,0.7548492183679824,0.9125659465262916,0.7278738046493668,0.8794738737185661,0.8661474847912685,0.9598339375104187,0.7976124745139025,0.8539232362470115,0.8805638406734339,0.8613385045351728,0.8645395588972126,0.8579251033566537,0.8589889863691738,0.8576011755805029,0.877668731471966,0.8248674929344378,0.7781694608605788,0.7458601971678949,0.7920898264734627,0.8306257694523833,0.9728815658347397,0.8643548799586329,0.8456266614802367,0.8592263519277058,0.8714411461399522,0.7386647747711372,0.8406411248592903,0.781991373020446,0.7939814959789747,0.8517103798200597,0.8332380280867485,0.8617603563631384,0.7599960218712162,0.8225531217622318,0.8016074558948489,0.7878209155876209,0.7090432677914785,0.8476018520006371,0.8402657702030175,0.8642680596122347,0.8452832177968731,0.8387746020683252,0.8370016411885748,0.7662590066809378,0.7542319259180786,0.7517407862259899,0.7501774769419639,0.7843023769305082,0.8330937101958289,0.8305197992036338,0.8423122258347934,0.7460359144213524,0.7894451386051454,0.7793645807346259,0.8208797742374798,0.9635443121064023,0.8642330700099733,0.8741598288022865,0.8743490382693265,0.8770762289534033,0.8606840793730269,0.8590521936714789,0.8809304850554484,0.8805257449047309,0.8617552923406547,0.8292782483331668,0.7769727463880182,0.8365142406660186,0.7493437070798887,0.8637269913886964,0.9674906159787747,0.8299525925555232,0.8693319291049876,0.8441133917823281,0.8509115150384589,0.849186924034757,0.840017143891294,0.8582035125587928,0.838778550649328,0.8324689021169513,0.8383885905039041,0.8629899856133554,0.8354806953837629,0.7508494611716428,0.8298573073409061,0.7883341677795866,0.8285642283388309,0.9661792490029714,0.8448350944985951,0.8491687515754344,0.8349495847020885,0.8460234010621619,0.8459664256416477,0.8581971526103644,0.8524818013085562,0.8521940949757398,0.855151952835686,0.860947836104577,0.8453348879445762,0.8326650945469763,0.8653959128603677,0.8474062301261381,0.8375709146502902,0.8352934208240947,0.8469767680493289,0.8649057267649047,0.8239589448121302,0.7750970262017817,0.7341635907668399,0.826248358273178,0.7992561464807755,0.7293039563112492,0.8405003943350046,0.8545643151106924,0.8419562430506982,0.8535645108580513,0.8739319163450828,0.8576759685649453,0.8700500507763441,0.869840875605249,0.8651699805785216,0.8590944642682463,0.8287275619485062,0.7787556478547071,0.7890381703297554,0.7375818934638007,0.9596413038992608,0.8606578600824053,0.8473607830183573,0.8639174455390367,0.841492962172316,0.7728371205149178,0.799387859069059,0.7335888912798393,0.8335004477473293,0.8495268428318398,0.8483172091979729,0.8719024950023916,0.8565345360231612,0.8461371434494943,0.8511117372002516,0.8502840619564029,0.8749120821261628,0.8652451772717985,0.8430433968143566,0.83678893253121,0.7251099304611092,0.8034725746815173,0.8401510351930201,0.8494043102956382,0.8497079931434697,0.8732367076074667,0.8789281232644857,0.7830502431867907,0.7535582726685129,0.8176312735723915,0.8665777012015408,0.8375248711456927,0.8639337957240075,0.829480360736492,0.7221791015996624,0.8779815816168578,0.8396597956194957,0.869969506205793,0.8734093508816327,0.8464316585968945,0.8711802206431799,0.8568781603062855,0.8597841562759052,0.8457934143103168,0.8248343692487963,0.8385360728245381,0.8325201884074553,0.8241742335028046,0.7463993291195882,0.8535753064398055,0.8645539816441814,0.8662867658029613
+Auvergne,0.8203718136988523,0.8024199407893556,0.8457927938873432,0.8670105857200201,0.8011128031318676,0.8851952408750888,0.8721148080267549,0.8727811283616487,0.8810139809946718,0.8940374885395992,0.9865174554812245,0.8791254937420012,0.8931994438288459,0.8752786889844194,0.8586115406241845,0.9999999999999999,0.8772642882853736,0.8670420224473784,0.7796664772414633,0.9009863519771838,0.8295863519647176,0.9136800846839586,0.8809855014314666,0.8789092961611452,0.8850154219350448,0.9844529396248788,0.9179239704198335,0.872159064501124,0.9922842213430134,0.868831928235974,0.8724879598334534,0.9078115067928217,0.9858558711655865,0.9424355520305487,0.8706212785568699,0.8821888373918719,0.8471885034157517,0.8237527593953125,0.8543946422019366,0.8207171620544622,0.8808835653130872,0.8963956372772323,0.8832742259447357,0.8650970699299126,0.8752883731284575,0.8669010141329254,0.879136583006571,0.8810472135974033,0.8829291513920093,0.9913459252392579,0.9879905766171326,0.8721577379036556,0.884944821911796,0.8772836167309648,0.8884826053045027,0.978646834901995,0.8688061313445514,0.8709307386960663,0.8652600725278924,0.8618845833540345,0.8682520915041633,0.8722789031512655,0.8611570765308103,0.8733394838267369,0.8632923915457784,0.8630701419282939,0.8706665029731706,0.8703695187228485,0.8883285856176453,0.8152909671020112,0.882382925468079,0.8584045132057193,0.9063301140289826,0.8627382860256305,0.7705762355661213,0.8662236742050592,0.768215749080953,0.9069640650874302,0.9147032473072889,0.8684126695812873,0.8359762437695298,0.978425078115194,0.8839530126854782,0.9163328599428707,0.9125496062296702,0.8926356694845106,0.9909615643537621,0.9036188609434271,0.9049470579279311,0.8684284159769691,0.8177032267709138,0.7780316205301404,0.8145161143673282,0.8210610704295118,0.8720548675963411,0.9113555475508487,0.8842487296845221,0.9052470884959903,0.8715083822264088,0.7550814551588364,0.8345690554785014,0.8431285128307339,0.823967635398692,0.9839207429955131,0.8757760501865639,0.9153156568172451,0.7933813161524348,0.8531713651441325,0.8222048467322087,0.8313996726783854,0.7279670472092936,0.8721092490704856,0.8797873712471483,0.9860577858451609,0.8841037764501121,0.8770833730003323,0.8728611805148119,0.8165534801504529,0.7718087872468731,0.7908160134428963,0.7838874062930281,0.8185828624457681,0.8699540166734538,0.8664846365668417,0.8705643327885104,0.7735387249408135,0.8147549864863647,0.8167376256065667,0.8569841044464626,0.8806432604153063,0.9875065682818126,0.9002163283905996,0.8758001378269638,0.9013468504027,0.9064101568662979,0.9907168637645986,0.8840878683576265,0.911529226132856,0.9885858144465562,0.8655384128182558,0.8117431477084404,0.8268956455364362,0.765653127788845,0.8609031384090912,0.8820839255491012,0.8668412036076641,0.8903932978125297,0.8831402385050614,0.8901216709214919,0.9057473907579126,0.8803400096160414,0.9874901008373953,0.8795715354768675,0.8684924119941144,0.8760300385117749,0.8855142509508199,0.8703923295467552,0.7831739130713558,0.8734806866413436,0.8237351841541085,0.8735349807483633,0.887114706323252,0.881912364514373,0.8872788926227951,0.8741613609735254,0.8844632760001204,0.8827929976441728,0.8998808084444142,0.9080259394776208,0.9820981758960811,0.910025249902483,0.9090344257191476,0.8837868632514588,0.8699015850058338,0.911961061029505,0.8799331558180117,0.8771487775219269,0.8708462189281225,0.8876860264547828,0.9113811576094053,0.8161253485491192,0.8128473522275982,0.7683687314902553,0.8591158260199019,0.7829263087498854,0.7395646856445617,0.844250482652458,0.9865946500604876,0.8815072438723304,0.9875810272692208,0.9036892675167435,0.9900932514238676,0.8613966181990024,0.8698018912529734,0.9869645955153038,0.8800578321483169,0.8596536665467714,0.8095185982185876,0.8377368139538721,0.7850361882595123,0.8753869399041262,0.9146834326166305,0.8861721708933791,0.9915028042367542,0.8723974819255313,0.8103276775348486,0.8351991260102652,0.7960400035490652,0.8163791396628334,0.9021794701540872,0.9043475972393705,0.8705965126449472,0.8715057407272563,0.9022140158458417,0.906737625783596,0.8907847463938658,0.8762114879861761,0.8890037202835942,0.8805692393582593,0.8743229542996516,0.7369928916426124,0.8409477895872092,0.87754632379753,0.884794624512558,0.9049972720854329,0.9003733057844535,0.9054997906303474,0.8136941031483805,0.7835067587134725,0.85569002041704,0.8901165434598588,0.879504309922343,0.9102019627635183,0.8151201801731731,0.7410658624816575,0.9046476963033857,0.8774187794152349,0.8665261477301341,0.8738337325580268,0.8868095300846891,0.8764610249676895,0.9020395225208098,0.9461076680737689,0.8857581843276164,0.8602959095337391,0.8766776946186171,0.8662253005987507,0.8595390806850731,0.776422692022337,0.8996079313339447,0.9106283680213026,0.8615940600124052
+Aveiro D,0.8043860385860663,0.8435628302263593,0.83603152649878,0.8556174836778404,0.7873432570323659,0.895428452563843,0.8580489472543091,0.8560736015713265,0.8883501996274413,0.8922513889524463,0.8779183725890884,0.8817045744587162,0.868435329180474,0.8611738783861398,0.8745267618686067,0.8772642882853736,1.0,0.9783622366053396,0.7701824517762704,0.8558605085142023,0.8896522708719631,0.8752614993643812,0.8846711870046068,0.8925656774612346,0.8785931771219058,0.8660894104038604,0.8796525529450735,0.9819772719702737,0.8788759112105049,0.9881067651607905,0.9882260776841038,0.8635477367828831,0.871686640255233,0.8887989693810453,0.8437231447559372,0.8485645302500037,0.8646398415908957,0.7868818542565829,0.8597484166878407,0.8437240081854642,0.8934135936754295,0.8654692650115645,0.8916409997450234,0.884142858446246,0.8873908620692402,0.984031894450687,0.8859598311103687,0.8842961050361924,0.8795154366332917,0.8784520852940675,0.8761735647841816,0.9909787451698587,0.860790978095084,0.8840943546844588,0.8625910987051247,0.8953157645023557,0.8734727343901999,0.8718453074787444,0.8711193213315392,0.8717098192493823,0.8776110517194278,0.8778145543083269,0.8703502281519292,0.87633921981251,0.8739748485350677,0.8715479845053675,0.8752158838301145,0.8785662070758005,0.8534444349766115,0.8296489868488861,0.8628066834255568,0.8706170759911955,0.8719323125858834,0.8432081667000578,0.7870341813672286,0.8744729017141242,0.7534707796897553,0.9039195217526255,0.8860109634275007,0.8788504795199062,0.8135685267797038,0.873294601771249,0.9815670843897604,0.8765095338580285,0.8770169693060551,0.8732108410303945,0.8788772716865216,0.8691648892501593,0.9044680111715507,0.8493108197416345,0.8092170521251054,0.7752954234380482,0.8355308082923492,0.8422133918158357,0.8878574401600616,0.8741169701414462,0.8639903497976731,0.8704681335279765,0.9867726864744054,0.7726207705896221,0.8421748750580892,0.800416918808773,0.8321488433807224,0.8703110674504934,0.844729214652918,0.8753282790429336,0.7722249413725917,0.856407915828765,0.8289423440765368,0.800906127872715,0.7377856863507616,0.8802423779177316,0.856876585113075,0.8802955757832471,0.8623568763221375,0.8585417266200405,0.8561104660469903,0.7627390167217991,0.7869831059851228,0.7890049846872361,0.7646083502532722,0.8030474069503368,0.8528943716137366,0.8529531982019827,0.8772986249633795,0.7635310121473938,0.8226552387045702,0.809541876465532,0.8401945703477541,0.8821193175697295,0.8819362479261407,0.900345666882355,0.9880406254007812,0.902961726715464,0.873461839600084,0.8774688173674386,0.9870646830445873,0.9026966340967318,0.8832138376827463,0.8518137179628134,0.8010529606399701,0.8473194618078176,0.7839085612029694,0.9771456038969267,0.8821474260593845,0.8504692091939693,0.8989741601193333,0.8592828728299782,0.8652749990338975,0.8657617558903504,0.8585460853089858,0.8745015684346821,0.8527009629507867,0.8556849486033175,0.8576285752026895,0.8956425017982044,0.8557127346964968,0.7770116875337104,0.8469788125494886,0.8115458751761166,0.8546426858432953,0.883785413809043,0.8624657348615603,0.8642005634204262,0.8504286424698668,0.8583155348979052,0.8663938530287718,0.8702023886636336,0.8674268374355567,0.8738877611314582,0.8703253551996651,0.8713606972434641,0.8635641693466058,0.8534220039223545,0.875768482404454,0.8810199204315946,0.8569320675050742,0.8571504943710713,0.8619005428308215,0.8770429733850061,0.8372064904909705,0.807703696697753,0.7647420636195503,0.854479718524302,0.8251522924698667,0.7630469277884546,0.9570833051109392,0.8707595652894704,0.8600350297319175,0.8744451267241192,0.8992671001047153,0.8758932667179999,0.9834135581905515,0.9916421854585415,0.8832906150191617,0.8938984750737814,0.863966308736524,0.8150793464087706,0.7918172148217115,0.7532837735211525,0.8816616779366707,0.8758067902822816,0.8632933028547052,0.8812507084103403,0.8781826843799662,0.7876450043248757,0.826340747724914,0.7664469186026864,0.8431302719095718,0.8674862576654859,0.8636750576125637,0.9858144248402998,0.8902912789131091,0.8632130224334565,0.8651048228726496,0.875727230421084,0.9854039299622628,0.8955729866588155,0.8618880857186463,0.8581407493421369,0.7590967732321823,0.8190958006517713,0.8612953408546719,0.8660738908565173,0.8670048251654516,0.8969370581031477,0.9027394606296918,0.8037574037077603,0.7860616418030637,0.8425852098168221,0.8960300018842281,0.851255023723774,0.8724523401199887,0.8270017217403601,0.7535079248114664,0.9031609825160385,0.8558639707270164,0.984387961044604,0.9900963504799757,0.8632921571375511,0.9896092509898152,0.8797190883516544,0.8841778073602333,0.8595631781952582,0.848867625757127,0.8564607344561541,0.8540862105412489,0.8482341468900872,0.7731547732484384,0.8649653180199534,0.8754741725762332,0.9799071969752852
+Azores,0.7950477590930222,0.8389487858509509,0.8253338031958678,0.8466421009551238,0.7764468934252373,0.889211485655076,0.8521721393728124,0.8507822403936086,0.8782039724993251,0.8858108074779909,0.8681890106733302,0.8715847486543763,0.8604194589893678,0.8552206215036535,0.8657309178701933,0.8670420224473784,0.9783622366053396,0.9999999999999999,0.7602239951446915,0.847770544102991,0.8884835738083091,0.862535510720324,0.8761813322215627,0.8873413435244154,0.8670513028552659,0.8564121797272641,0.8669692205775792,0.9771719236921051,0.8687274164084858,0.9728113613143565,0.977988434696152,0.8516052909206981,0.8615002266457759,0.8794973743737746,0.8358910703655058,0.8364135076006275,0.8585092074480976,0.7788074780700707,0.851314993510683,0.8365946406010183,0.888664573927221,0.8558909184645042,0.887395934777199,0.8808164675000068,0.877948633084752,0.9750338007827939,0.8746915932130002,0.8734793488387138,0.8689464718456242,0.868438393333079,0.8668641876293433,0.9772886159687217,0.8533253353303543,0.8741423085347478,0.8543420203512708,0.8881485581043324,0.8674978429956659,0.8649806953105488,0.8650202068803232,0.8651831253129781,0.8721956190101227,0.872228101411789,0.8646937508865614,0.8701236460223587,0.86766346815284,0.8664808187741919,0.8690562149151564,0.8733013576844529,0.8403981901652454,0.8254171527850076,0.8564068405691351,0.8650779397380723,0.859866244916787,0.8324481772363674,0.7790967763295533,0.8642692999638464,0.7419617510007185,0.8964315499132673,0.8768095214152777,0.8696939844264491,0.8000937079249031,0.8624090658204377,0.9752824749960466,0.8664643717456584,0.865594843424188,0.8663619271135813,0.8689524773799405,0.8574902595763921,0.8977082732512471,0.8396700789223754,0.8013213399433787,0.7677336842137045,0.8280805403843425,0.8366161428512259,0.8775752321676047,0.8612853502312614,0.8567622160760494,0.8579541124901794,0.9754697598949463,0.7665227696826868,0.8381222036021924,0.7917877789049147,0.8229134080560133,0.8611023814626103,0.8366282129202527,0.8628535954655483,0.7614217116869426,0.8480729893369563,0.8178543610083907,0.7884760937351117,0.7309325121211764,0.8745986229317013,0.849962158685132,0.8690453360332825,0.8542833087824112,0.8519505811628272,0.8490648540871985,0.7454976899449819,0.7758545503140338,0.7780719979550628,0.754475733576923,0.7918514999979661,0.8468974342499275,0.8477283570168503,0.8713365381612719,0.7543626496428067,0.8144658804705812,0.800992673416672,0.8278360632803216,0.8706768411653593,0.8730436750268811,0.8940033748420333,0.9785751745129108,0.8972560963562981,0.8614382591623212,0.8674309443533533,0.9792163341571617,0.8945157187093611,0.8741145015476145,0.8464450300329713,0.7949528718787343,0.8427135558166464,0.7779719496616021,0.9768066284397969,0.8708558409793559,0.8454719582660528,0.8928909503247725,0.8518054405927683,0.857009103060725,0.854933080609192,0.8515359769264812,0.8643297947087654,0.8445530647731738,0.8497612958835942,0.851497172223099,0.8898864014077913,0.8497106495435045,0.7660797066145764,0.8332019479439717,0.8034128515984038,0.8459301324744021,0.8717468854112241,0.8554679648579245,0.856424290856443,0.8431679926662355,0.8503111198100052,0.8606242335319259,0.8610981288518464,0.8548848494753807,0.8651375525161268,0.8581396501825127,0.8586019570896806,0.8564857387349146,0.8468894883879718,0.8630204445346898,0.8748734275765443,0.8499698326190873,0.8512496986146899,0.8541176935060558,0.8646226728033223,0.8309195286516754,0.7999266939699077,0.7562815565197135,0.8449340331290555,0.8260873626091739,0.7571632940438537,0.9469065749276743,0.8609114941968897,0.8531348934679611,0.8652788919119313,0.8920801339156446,0.867086059141129,0.9776883494574732,0.975741378338887,0.873677629539966,0.8892744794907466,0.8555393126030176,0.8065903617844263,0.7771024346771966,0.7410921033551962,0.8713293951634394,0.8638716593591964,0.8559001568109106,0.8703983420853153,0.8713798411095935,0.775185183294822,0.8153231813327355,0.7576790838197134,0.8402728340094835,0.8563272521356879,0.851971555615476,0.9780188308028865,0.886313254561045,0.8523481668059384,0.8531501220552177,0.8686790177841119,0.9789921130380003,0.8906454961875064,0.8550900662395509,0.8516107790121508,0.7532785698062985,0.8081362395863231,0.8549402377759918,0.8585593655879545,0.8558350920721156,0.889237912582093,0.8957884412904716,0.7926175578810961,0.7779154888580911,0.8340719960815223,0.889764598530086,0.8432082771427442,0.8592353962007148,0.8256881083411568,0.749137891152985,0.8955247279783239,0.8490175309786407,0.9726467867793507,0.9780227251091461,0.855886884327615,0.9755882756726081,0.8718780832323847,0.877203714936474,0.8512581522254827,0.8447959418296135,0.8493947889305462,0.848533442315212,0.8385569806359636,0.7625940856957028,0.854500432471774,0.8635113101751696,0.9745699064829493
+BD,0.7944974915411656,0.7720395612763847,0.7978538201089194,0.7911052152863411,0.8036205537805485,0.7744156057448374,0.7740907459118048,0.7648601670502332,0.7693042083992194,0.7729538734974968,0.7776321339753434,0.7619491883796367,0.7819249848038867,0.7763187644604792,0.7440530925370458,0.7796664772414633,0.7701824517762704,0.7602239951446915,1.0000000000000002,0.7822525821044627,0.7847268731748045,0.7925418999868971,0.7631996810905085,0.7751889401044476,0.7672325898272561,0.7726780170707765,0.7948322113266846,0.7685674688503495,0.7805653825246933,0.7642686402047643,0.7698360100718191,0.78678260420919,0.7760493840721119,0.791832407432484,0.8060106163239363,0.8047715987737536,0.7973215621235148,0.7800734182784198,0.8153870306311853,0.790938773754536,0.778075380544567,0.7840451259874501,0.7760977205053766,0.7518274212044874,0.7579609025816255,0.7619422455730095,0.7614873330882925,0.7652495006289435,0.7633340388238249,0.783699882464744,0.7768482739067825,0.767376672464003,0.7698928513881801,0.7609089436967552,0.7751346824803991,0.7798583861852829,0.7593548458480334,0.761442408460246,0.7589742348671709,0.7588827374815034,0.7648991209192714,0.7625875785695851,0.7574274392662648,0.7630762188138104,0.7588557610612681,0.7571038863848006,0.7625801103512496,0.7636337621508137,0.8166866249096578,0.7841971190847448,0.7739312697800882,0.7570142913102638,0.7753879826720026,0.7936226473619953,0.796718062671663,0.8150898085767848,0.8372440724688688,0.7897041801237769,0.7966715133518238,0.7593222647987563,0.7746862827540048,0.7946079909729628,0.7747417621219677,0.7745493395876895,0.7820316378266282,0.7854597100712686,0.7803606165646197,0.7723328531130156,0.7876257363498493,0.815592257049715,0.8011153611320007,0.7985019852840455,0.7933113765697574,0.8022667734662493,0.7586449091303288,0.7792526757348953,0.7831334215171978,0.7757259822491445,0.767713507533139,0.7531768067860778,0.7761757212144356,0.7762654689433254,0.7888472188359132,0.7742509476019349,0.765336726295224,0.7963425622013123,0.8374351995774755,0.789741476978014,0.7923458583109204,0.8514382798554453,0.7714188195883274,0.7853238591208646,0.7694610479474523,0.7942654666302185,0.7763032143976244,0.772331120308928,0.7662729102607948,0.7731156915959955,0.8328386160233683,0.8377749780190357,0.7456382521462636,0.831892910435778,0.765342392711307,0.7648436342619607,0.7618667597935009,0.7893905161606989,0.8068219898560652,0.8620001142917335,0.8019120044232407,0.7656325996231708,0.7783959150232999,0.7885442049653796,0.7677070175512295,0.7829521894292898,0.7734379467777783,0.7806456386767902,0.775953221899387,0.7929477445690524,0.7834219262125081,0.7668728008920667,0.792918476958306,0.7936870961640838,0.7907806985093409,0.7552175289654766,0.7654044484303495,0.7565303648062912,0.7767711495566658,0.7754057847147781,0.7761329447895253,0.7862932255556244,0.7735673971223735,0.777157127731716,0.7673620947650077,0.772717673692645,0.7714884186765413,0.7798663276216108,0.7612450287480834,0.8441983445808814,0.8120119532161342,0.8491172132901987,0.7848476895378049,0.7707517227179886,0.7742580650393838,0.777263397917553,0.7582886940297576,0.7752543998662632,0.7759050855036138,0.7908171186018897,0.7885184021109022,0.7743217182000183,0.7901610250970942,0.7764655744996138,0.7771517990644261,0.7630014555481732,0.7815323754784935,0.7707442671034483,0.7697346561986531,0.7681920910197005,0.7740453814625136,0.7798778429218203,0.810880428253971,0.8249628502429709,0.8774139996644891,0.7956486208419195,0.727690759091622,0.7359698256995834,0.7807058271565732,0.7804330109104752,0.7725967882437359,0.7774960726463118,0.7852318456180601,0.7770940715105357,0.7585716178848184,0.7620162996355873,0.7828026442976985,0.77503211449358,0.8054267673986112,0.8001161800309232,0.7856139517635665,0.7984958261583904,0.7642477235164058,0.7924685209579129,0.7717474049167987,0.7853791879192141,0.7699755864754698,0.861996547562363,0.8186403184622247,0.8111709851910079,0.774823707691859,0.7831238111456917,0.7856495297950018,0.765572878285419,0.762566597732623,0.7840862167366778,0.783930891769712,0.7732515647747064,0.7686492230207536,0.783997176445286,0.7786697627343461,0.7676155816601936,0.7366570419862947,0.7850875137214367,0.7744656606656422,0.781953967736885,0.7874768874542892,0.7825283908817791,0.7885279154876084,0.7938287243043969,0.8200334616233554,0.8092448297393683,0.7764743161805479,0.7659135897690391,0.7776011440702366,0.7575320865322532,0.705108591420557,0.7866968306185516,0.7614704881737554,0.761580571669193,0.7698328330534638,0.778222005765152,0.7715163675443326,0.7833659144822803,0.7717807965797447,0.7740171903987161,0.7605006991999936,0.7665944140278653,0.7589924205518724,0.8212402719676225,0.8070880765285275,0.7644687271290727,0.7813961740609332,0.7549001565085244
+BE,0.8166171778795492,0.8380906131478449,0.8980556235288113,0.9024222185626545,0.8102450429185984,0.8683544348617037,0.8614543259947003,0.8619346526508922,0.8510900467593001,0.8751028941890177,0.9020037873799662,0.8462184758512397,0.8774450219738179,0.8659282317532366,0.8335954985200053,0.9009863519771838,0.8558605085142023,0.847770544102991,0.7822525821044627,1.0,0.8525916280393294,0.8871904341707244,0.8520110430030058,0.8605424952919298,0.8471784121664877,0.8956607981235398,0.892233890967422,0.8528688687093817,0.9038371449471727,0.8505493657494797,0.8503847172384211,0.8779572034943447,0.8972506320258381,0.9524867165873607,0.9088570344073991,0.9019705728965218,0.8618904201159033,0.7933393295717608,0.845844971083909,0.8696029528863771,0.863446859934669,0.8796197839661026,0.8672753266736197,0.8400958070171467,0.8502662811727327,0.8505829559480932,0.8465796266157185,0.8471601329076874,0.848599684138336,0.9051594895996034,0.905003810281559,0.8528714077983723,0.8682363850002275,0.8488955704662,0.8744220262021218,0.9083195620653954,0.8640609895636976,0.8633484448181956,0.8615945729462223,0.8599336117609179,0.8649829594623503,0.872613183460081,0.8588618550897799,0.8708653378713793,0.8624299491315885,0.8597372030662359,0.8655995069251654,0.8675059586365704,0.8758233406706872,0.8207430678999657,0.8712993576509009,0.8600416919615581,0.9129215942051944,0.9028068812902029,0.7903624877813384,0.8794779869334287,0.7582820806126814,0.887555225182353,0.8982583304725118,0.8364043053057163,0.8862620746217726,0.9055998648589783,0.8647629277296947,0.9527165414598339,0.9165746478366577,0.8796813032073137,0.9036229270651215,0.907601520277708,0.8857164009331772,0.8882943211303169,0.8517789221591481,0.7806689886428728,0.8566846512793111,0.8134383806050248,0.844008428940785,0.9145843913552444,0.8710834707115555,0.9082891578663801,0.8492073645133693,0.8080779321194501,0.819955475460264,0.8194517101192054,0.8570934745226624,0.8988615614993883,0.8601993978035293,0.8894733607527423,0.800224784087786,0.8903134504013461,0.8507475811684496,0.8217769172707673,0.7524503710642844,0.9051081478042906,0.864219280984816,0.9059225096243021,0.8717620078162883,0.864981281696777,0.8627602170474836,0.8384840343139424,0.8055896340700816,0.8036541610706887,0.812130038928795,0.8212425266017406,0.8591431915537393,0.8578577796505087,0.8668199358780418,0.7928128315098237,0.8360081067833925,0.8118820700594893,0.8810401104589036,0.848603735033134,0.9034986173344238,0.8788564348500536,0.8571108099192228,0.8821860129529672,0.9186237795116985,0.9011715213895004,0.8637876155077024,0.8884659400680838,0.9096124580180573,0.8559988127545042,0.7953243391988892,0.8622987267606037,0.8134980351746709,0.8461126612347586,0.8479814560296259,0.8547432091819104,0.874432126259425,0.8688447373104139,0.8755765243925457,0.8782135783583751,0.8683723382560861,0.8980629644308559,0.866029618972644,0.8604041767761071,0.8651664008782516,0.8667226708850255,0.8594075896682802,0.7974345900031179,0.9104690482888835,0.8104148836385642,0.8746358894705266,0.8488501584886374,0.8714228385870681,0.8728647255484948,0.8587627587682903,0.8703347750179262,0.8667670249075508,0.8820897184257938,0.8821121105890221,0.9055266343273318,0.8848838624399116,0.9140455501458115,0.870940818055768,0.862138485091587,0.9111067793290091,0.8769179898118832,0.8652692631148896,0.8610461897832913,0.8721629975023195,0.9170958158554853,0.8239018292007566,0.8541812260546044,0.7900983328031258,0.8768123063825982,0.8264760187094417,0.7641931928005922,0.8813861106568566,0.8987207733708581,0.8686781641103113,0.9024142693599655,0.8816297255125635,0.9012772333013288,0.8430680397382782,0.8494930024511145,0.9057837772141285,0.8649805566653403,0.864329465820617,0.8564544139053902,0.8580474630862786,0.805980158522703,0.8444043824520445,0.8911478900254267,0.8711969875276772,0.9061184002399915,0.8686058761790195,0.8293975736754989,0.8500995029235895,0.8069306132465739,0.8167777795896187,0.8799774142597273,0.8748064835830628,0.8497355325009679,0.8579944273749844,0.8744636189547313,0.879861297467057,0.8814599982884757,0.8562536287121524,0.8706478550297065,0.8694710352510872,0.8640210574040085,0.7841006287151986,0.848490095146485,0.8668473907909509,0.8711690813027664,0.8788555334111343,0.8830340717159332,0.8837288473029127,0.8436711165358896,0.8182077438450637,0.8742196806390405,0.8721851658653643,0.8620917420052647,0.9127632210486276,0.808936261443821,0.7696477177750487,0.8848841090673554,0.86530444292177,0.8473032612225652,0.8513497460036534,0.8728865656391538,0.8534787071503445,0.8890497067151567,0.9491718408173394,0.8710933302161696,0.8532936150350466,0.8650819737902206,0.8560285880293605,0.8480344661008548,0.7874020844641335,0.9099116002122183,0.9130277296595434,0.8422107633693127
+BR,0.7861107094447433,0.8801473124150831,0.8429727436209161,0.8488815281314666,0.7723736889148344,0.8533249754377946,0.8443754721818865,0.8361869810421853,0.8389251926486331,0.8491031261740263,0.832405784043999,0.829668809216882,0.851102367938949,0.8480807235299016,0.8207309596078041,0.8295863519647176,0.8896522708719631,0.8884835738083091,0.7847268731748045,0.8525916280393294,1.0,0.8289017962387143,0.8322030024693094,0.8512372170548115,0.8270615846346022,0.821245770514125,0.8328760869865385,0.8875686003887322,0.8315455671345868,0.881063642509634,0.8885386916371115,0.8209487301034991,0.8245840129387911,0.8427060476464368,0.8546740643933496,0.8280274852183231,0.877660476778472,0.7813594824165887,0.8870357349544984,0.8348394708966821,0.854600051514614,0.8474601785929538,0.8542212727286842,0.8339174384107726,0.8354852391484655,0.8838065526611941,0.8322019718666289,0.8313942133861357,0.827196521083341,0.8327690295353657,0.8301435828061897,0.8877534656949707,0.8417633163132506,0.8319194155406181,0.8439285737704535,0.8473796922467186,0.8260549282113616,0.823642291891933,0.8248858439482212,0.823548501659174,0.8296420525840122,0.8312043363181233,0.8234127025039463,0.829474115773872,0.8262884657421247,0.8237754630542701,0.827845404719916,0.8319600935725411,0.8246584130117197,0.8436050613497794,0.8460119031313755,0.8232558124893364,0.8321287108475095,0.8543605883889805,0.7949773583239086,0.8633219999230538,0.7389452503948433,0.8628069950085832,0.8476233813815528,0.831334428269276,0.8152295253004852,0.8475164954443903,0.8939465848703856,0.8280044087805946,0.8393390336367839,0.8579709340618575,0.8311824691941797,0.8294345854519408,0.8614170737401637,0.8491822520076013,0.8190986078073689,0.7861534180706709,0.8344330118224512,0.8462170420852569,0.8311429653276048,0.8341237223799924,0.8504915099000256,0.830937003791386,0.8823285953803833,0.795859644243718,0.8373986832915066,0.8143273256213619,0.8241408164957407,0.8259477862228509,0.8267722850034113,0.830648238352976,0.8085180277187086,0.8463028211093818,0.8425818930186576,0.8203255766486075,0.753702285899122,0.881245964501707,0.8377063923715133,0.8364701047681513,0.8460142033831597,0.8431413543568328,0.8393946633586761,0.800434453999606,0.8277888503713037,0.7983771557145004,0.7955315507293927,0.8202746787042934,0.8387540156470104,0.8402452680356681,0.8284108951685175,0.7849785513747983,0.8252885612634386,0.7923398798524223,0.821381980885925,0.829593702180823,0.8346999678398731,0.8598421636530296,0.8873143134383453,0.8613592374344788,0.8316836210070723,0.8305327175955802,0.896667846880943,0.8606707630073972,0.8369455490129503,0.839896645148208,0.7764731379664518,0.8787035716961802,0.8151654989458097,0.8843651055407546,0.83035208582447,0.8307323347582066,0.8551773444811636,0.8428047493037438,0.8456313998464924,0.8229286569594636,0.8424777645301935,0.8285777377561662,0.8327273637876224,0.8424632660889069,0.8424703638501356,0.8547017432142069,0.8366024125838981,0.8054449588312751,0.8437440226095363,0.7933993717465848,0.8416131315496423,0.8305752365430107,0.846020869504042,0.8458600094339424,0.8302584661898587,0.8402188433422467,0.8498993091147259,0.8515444941204571,0.823446855148323,0.8273196613951752,0.8256155705266907,0.8296084695880692,0.8481907791994948,0.8357420930674152,0.8341118366327333,0.8390238584128449,0.8416462136009252,0.8422428987081872,0.8426104335001258,0.8356999040255193,0.8639699717674951,0.8420134361048953,0.7897160787871393,0.8484876509932595,0.8449875349155134,0.7622653463909762,0.9134098477945857,0.8250666813570111,0.8434799175285597,0.8293815249788831,0.8576897105814778,0.8291155296678794,0.88570111679664,0.8835681424210163,0.835633465688539,0.8550046842011899,0.8215618791918682,0.8226020751794554,0.7959679304098077,0.7754422126801988,0.8312546760794843,0.8317592758185878,0.8435611721031463,0.8343493668548907,0.8329018309851102,0.8148520605426612,0.8361680609123928,0.7959199747865418,0.8543032051687245,0.8237395664077617,0.8196144924117832,0.8864605155489352,0.8503227555783268,0.8202942319501239,0.8202291089043834,0.8361620612338982,0.8926596486946186,0.8584733817433555,0.8479124727803093,0.840110684056897,0.7860084889502464,0.8156228963405528,0.84671044609237,0.8513789348382141,0.8247627485779543,0.8517057224262443,0.8601653525829951,0.826995161744719,0.8278540307442008,0.8591284595111917,0.8540072206823787,0.8330010330773047,0.8318203418466288,0.8258617294006455,0.7519032773584191,0.8584899562401109,0.8355812667188887,0.8807283896690664,0.8850472432667567,0.8468367286573426,0.8831942418690866,0.8409076345425923,0.8380916138240813,0.8404975024974896,0.8361890315128704,0.8382685267694753,0.8368685286380158,0.8259258042891177,0.7957140404617035,0.8222472829674181,0.8344433900176668,0.8815296086801924
+Baden-Wurttemberg,0.8380152852839442,0.7959660187565862,0.8981223936155525,0.8746624141891456,0.8185227829719758,0.8862112712168144,0.8791760077920097,0.8770870498567219,0.8837661019613045,0.8932201183481161,0.9121606416071227,0.8813296278913656,0.9007793960726794,0.8815927526318081,0.8596775031376911,0.9136800846839586,0.8752614993643812,0.862535510720324,0.7925418999868971,0.8871904341707244,0.8289017962387143,0.9999999999999999,0.8858336239951178,0.8811490800683534,0.8889680671269233,0.9074044576531769,0.9938417105907962,0.8692989023699366,0.9163664233792324,0.8681238010370564,0.8691190618929298,0.9808473536146254,0.9125200504457158,0.9218787164921075,0.8698527222268347,0.9038022230804956,0.8403362589665054,0.8120307417641391,0.8578937947911015,0.8331408361662095,0.8818077027097365,0.9070172211358155,0.8841050764435631,0.8661029109334751,0.8784726775578982,0.8633089191579847,0.8819416707078173,0.8841961538451816,0.8847376400251163,0.9181739449549038,0.9116693297146498,0.8703275936471218,0.8911172310946963,0.8805951151600734,0.896704553484289,0.9086856568929514,0.8764397505694713,0.8796372966788583,0.8729152070132759,0.8718576867543466,0.8763736467065648,0.8819481044730941,0.869293962207889,0.8820604507657746,0.8729471901649328,0.8700034925257488,0.8783702147405702,0.878457348789416,0.9634531114721935,0.8218311947214133,0.8894488827478918,0.8688336199485577,0.9250070347551431,0.8807834862959953,0.7803413876641836,0.8654806204856941,0.7776426825651236,0.9089539608089539,0.9249746196089731,0.8684878945038076,0.8531861212384451,0.9122227459512215,0.883118527507828,0.9217862602921034,0.9302553545854785,0.9003933235008607,0.9163228402818359,0.9216176562349772,0.9070469038948978,0.8785174895149545,0.8299205035405802,0.7963726118695722,0.8268772791136673,0.8220689678413876,0.8739644457533849,0.9312511602087731,0.8922088485126911,0.9248992848655504,0.8681785742441029,0.7632863385959177,0.8395720377070087,0.835706735358326,0.8410761302574348,0.9075997066207235,0.8858233820546919,0.9925366912494124,0.8056419987991609,0.8619193845456216,0.829843083923967,0.8509632338355793,0.7438548808586996,0.8737150678417842,0.8834660281806667,0.9226152841853807,0.8930490598852551,0.882623080653512,0.8790383437801005,0.8343512278958244,0.7909818389787956,0.8012538078160515,0.7955566173999203,0.8408544476404183,0.8744993731146443,0.8714763315147738,0.8791590328792711,0.7875198657637378,0.8274532926513678,0.8310404100786257,0.868111045657365,0.8843484261618481,0.9133554747196473,0.9019234981590586,0.8732447400820487,0.9001209259870507,0.9265406969167737,0.9149420403876646,0.8828868856811959,0.9147887608269444,0.9189714030800992,0.8717508770833193,0.8037569539801239,0.8264479202517541,0.7781454866257286,0.8587005679672011,0.8869861360972033,0.8692413112154818,0.891297401442445,0.891918172801258,0.8982709113742698,0.981984063264181,0.8866127057057775,0.9102707491266023,0.8867002479386237,0.8762879348091274,0.8815434311323512,0.8872677210932075,0.8735495248384968,0.7983764173880478,0.8921096517598782,0.8339424918580554,0.877861103966454,0.8906347564476949,0.8879157357168656,0.8970064576223467,0.87946423018906,0.8941129918086924,0.8883904304539952,0.9107301268980285,0.9869264289117257,0.906634423574455,0.9887847628697607,0.928514655947125,0.8902570827822088,0.8746261818231446,0.9318953030087623,0.88926270049436,0.8837339107993231,0.8757342318081831,0.8932126159353726,0.9309419765855563,0.8139558665122629,0.8242046608192969,0.7840139900328872,0.869410624147224,0.7816453321528443,0.7508521517956448,0.8412215444008083,0.9133856697718472,0.8880270412322262,0.9101416034641522,0.9043175322566935,0.9134116395659412,0.856099937318434,0.8680558912039033,0.917731803684007,0.8806884625706185,0.8752342216876919,0.8247899279603041,0.8528466851366149,0.796042407473745,0.878056864595709,0.993724739838879,0.8940418499324424,0.920493455011627,0.881097607355805,0.8287885921082594,0.8521381426343173,0.7750909616162603,0.8165179566504004,0.9805551476742043,0.9805540623941861,0.8662815522182938,0.8701658138468192,0.9798901147340604,0.9845757591538805,0.9004963149725438,0.8734066841346532,0.8898882517730577,0.8879395050770973,0.8794141459900106,0.7476720241831573,0.8605778564101064,0.8839836356335014,0.8928743949011725,0.98214492656103,0.9149336811160781,0.9064542246368792,0.8228333424039792,0.7952377357106928,0.8625768205482944,0.8904085877007722,0.8863993038395801,0.9302982144581838,0.8074870053403507,0.7433300846495551,0.9073800239201946,0.8821411400080623,0.8617970708233034,0.8714352101810725,0.8935617466079226,0.8748766632371804,0.9094399303524375,0.9050162632936121,0.8931436872841573,0.8637664641520927,0.8831626867910424,0.8690668701093925,0.8714002265026312,0.7919632385016276,0.9159417349208483,0.9301198575523343,0.8566600470374579
+Balearic Islands,0.8091534355370723,0.8312694135264761,0.8234134531869033,0.8506818545794331,0.7919466854712488,0.880255687414812,0.852589182951687,0.8554791336103308,0.9718036280523296,0.8843409902043914,0.8851071971628408,0.9680506831703914,0.8763447710364743,0.8569887847897413,0.9560088750433255,0.8809855014314666,0.8846711870046068,0.8761813322215627,0.7631996810905085,0.8520110430030058,0.8322030024693094,0.8858336239951178,1.0000000000000002,0.8697312065021787,0.9654950804966679,0.871733381057203,0.8904406087718222,0.8812156704130388,0.8825809776826049,0.8784496218720451,0.8792554986526863,0.8729245037740138,0.8798941755309314,0.892874969140513,0.8394890636665936,0.8513297311492211,0.8684042121199057,0.7885007368186514,0.8777729092908088,0.8135979847928343,0.8728407720874278,0.8825207443398774,0.8773907507739304,0.9611228540741558,0.9693483835835307,0.8754348690807726,0.9694159569746379,0.9701520955741972,0.9690725711144437,0.8833253398899404,0.8761246036147408,0.8819101430609526,0.8674609830465625,0.9718066542905078,0.8721578121812947,0.8888872325208218,0.8543780912897242,0.860207434116734,0.8488592602084811,0.8503616410555286,0.8536228356097421,0.8610453107046253,0.8480281554838873,0.8598281377501308,0.8507771232017375,0.8468389291557136,0.8547612581810766,0.8566367903954865,0.8582659138089962,0.8407277752364316,0.8647867132116859,0.8467593594804498,0.8767442747674036,0.8417209637676761,0.7669217276794142,0.9165155183495294,0.7555534696535429,0.8987023307420217,0.8895769517391521,0.9567756105047919,0.812941381116997,0.8772763625294574,0.894807424680402,0.8829057392500113,0.8851821904262531,0.8807453834033809,0.8811442896347247,0.8754082651684008,0.8954114297096799,0.8455425464627753,0.8051668622439287,0.7620794311270676,0.80107934324142,0.8438159116784986,0.9652415667114691,0.8845307744384416,0.866563850684285,0.8790825404401315,0.876891856528822,0.7452344164504868,0.8573148838596307,0.8114916542120877,0.801973888224113,0.8727702527644063,0.8597947894739498,0.8878368171834368,0.774224838161209,0.8411288726458443,0.8119951970901659,0.8095973801722112,0.719317259499082,0.8627874042333451,0.8579649211966838,0.8908672992446912,0.8670532997033953,0.856844410641156,0.8542325142977855,0.7922453888217997,0.7656753370112115,0.7726800707410693,0.760303278317594,0.8039015397005347,0.8511647616591168,0.8469065896927391,0.8586057204294928,0.7599458355922722,0.803686270962697,0.7990608142702715,0.8365153539298176,0.9667179767199426,0.8880717779128153,0.8929917081291668,0.8831472869687468,0.8946991408890356,0.8804250647161507,0.8813459748742624,0.8941449082311698,0.9009758166850262,0.8833678913360405,0.8471169346976327,0.7941501110589367,0.851024908314741,0.7562847360328974,0.8743220863558784,0.9722785672301331,0.8465327855507855,0.8850900786308906,0.8662341640048554,0.8738270443887128,0.871550247541528,0.8592921537200738,0.8820226264445192,0.8596654896328935,0.8496678711515042,0.8568035725955567,0.876162928789418,0.8516313894577501,0.7682850655572474,0.8493299812203524,0.8101795328055302,0.8522966026338697,0.9703366017138761,0.8636720890470869,0.8718034325078813,0.8540072415105403,0.8692983348358138,0.8659098903830451,0.8829840307391202,0.8774734973128007,0.872929279235002,0.8804741003308979,0.882372961967392,0.8657638799683554,0.8504832439479273,0.89075370108462,0.8645471756157912,0.8564419780467053,0.8525698490625763,0.8684545935010926,0.8830503933213297,0.8397937432084783,0.7960993942752498,0.7464374741692544,0.836489598714237,0.8103327983622985,0.7350491893364947,0.8493756425029555,0.8787096569532817,0.8616153199231164,0.8741465815884325,0.8925649282844642,0.8807788392145879,0.8727193684292751,0.8806928361983097,0.889847721882989,0.8738511063531439,0.8372921092311997,0.7920467839871861,0.8145167070107605,0.7649874610085635,0.965496428665263,0.8850123458811103,0.8697637361374123,0.8883930052832932,0.8557552034084226,0.7924634686319921,0.8202004669651047,0.7517194863673702,0.8458671453300843,0.8718956924174356,0.8711140574678016,0.8781858138264151,0.8693618492084387,0.8676021326432757,0.8758019745246591,0.8704198486750875,0.885831712241751,0.8809160762303774,0.862210348362812,0.8538941329319313,0.72562490041535,0.8209927483801511,0.8584801250045173,0.8701748585469462,0.8712495456365361,0.8902491433521262,0.8974375916334245,0.7929263600211635,0.7717210469393292,0.8363622110716984,0.8819359890595758,0.8591285243263668,0.8865115651125131,0.8509847428898384,0.7256583336843103,0.8962624718547375,0.8573563649963293,0.8771482731513086,0.880673164393498,0.8673254815951931,0.8799398213544355,0.8762609682308425,0.8771942214750924,0.8675759771087721,0.8384504950933408,0.8574792638157122,0.8473378218191508,0.8461133208286347,0.7649327799317119,0.8729225729782542,0.8870601757946486,0.8725836172041197
+Basilicata,0.8134627404105215,0.8250730320822767,0.8402140465841741,0.852046540885788,0.7891742411067552,0.9809474642142134,0.8607263392172956,0.8555775630815126,0.8725514534380819,0.9688498951942411,0.877885602434958,0.8666465471484666,0.8672048188705023,0.863027608047252,0.8575201155252267,0.8789092961611452,0.8925656774612346,0.8873413435244154,0.7751889401044476,0.8605424952919298,0.8512372170548115,0.8811490800683534,0.8697312065021787,1.0,0.8618166846797211,0.8682023528305537,0.8851306674874454,0.895312592588639,0.8810029562519683,0.8863311478473836,0.8935518217096002,0.8684577286620982,0.8717274500759727,0.8889947425528949,0.8450332669347608,0.8544429778613253,0.8524820041486535,0.787858767261552,0.8503631052883319,0.8461874870379145,0.9882515140549436,0.8647224845595266,0.9831904755776798,0.8648809400882872,0.8707294745507783,0.8877910936580126,0.8696793224896997,0.8684374788422063,0.8623730373922497,0.8797359305849575,0.8793352435819294,0.8908933150959822,0.8580300028520679,0.8675819653145551,0.863130103294078,0.8994162576955903,0.869713649097681,0.8672966926249221,0.8683277064804932,0.8683935069804976,0.8740627823135053,0.8755983359472215,0.8686345544590715,0.8730603435319638,0.8714715980500124,0.8685623232858934,0.8717865432053286,0.8747108674593037,0.8598531065085063,0.8224592801835998,0.8646332026788952,0.8678262570840175,0.875387999551953,0.8432321312676461,0.7910689824701477,0.8640886453064143,0.745911700504628,0.9775783322620895,0.8861019826623959,0.8614895181245094,0.8096734897435052,0.8765284719080108,0.8960698365758317,0.8770642871718857,0.8808599640933106,0.8732575500152685,0.8811506179572459,0.8709634452904729,0.972678280686911,0.8527765765111165,0.8117906629763869,0.7835482672393642,0.8471671010811804,0.8335922964780147,0.8674018994128183,0.8774952481102616,0.8662345941895883,0.8728697257280178,0.8904524612955343,0.7797811953720835,0.8322794713018242,0.7981919169021404,0.8376409061717465,0.8728475532540545,0.8425940926354263,0.8818165365392694,0.7817579879258411,0.8538708719636758,0.8341538152791735,0.8073733923929698,0.7477350077820508,0.960079735579848,0.8559339640857856,0.8824828186160137,0.8633007955778474,0.859277540188098,0.855230625020431,0.7660951852145645,0.7909424028805885,0.7931594393844685,0.7739631579321602,0.8121944448941544,0.8525633757324781,0.8544281796098104,0.8731655024743631,0.7733545526251316,0.8280395654303743,0.8199851991849939,0.842039740097812,0.8677919673309298,0.883998466926987,0.9804031545197158,0.8916197800917685,0.9761955408956349,0.8774194365726272,0.8792126065921683,0.8979896594495103,0.9755883314566026,0.8868954351714818,0.8547494103002121,0.8036470023493039,0.8422005206462247,0.7955086719793893,0.8846970598964775,0.8636233956710468,0.8498163672293526,0.9775097818108831,0.8592881650529844,0.863028303616193,0.8706160400066641,0.8596756150521717,0.8752764572606071,0.8515195536762747,0.8593386696985134,0.8583920286451724,0.9879882942224519,0.8553194510331384,0.781294520162397,0.8505610355423635,0.817498027165409,0.8505711890518521,0.8682309859035129,0.8620711039591975,0.863177949389058,0.8482195915441176,0.857713562595709,0.8658095443659249,0.8714765694782958,0.8712543276493948,0.8760865383897436,0.8759956728670776,0.8750590281905303,0.8649788032017546,0.8527417771621091,0.8786801093279796,0.8812697836213329,0.8578102674278498,0.8585649596846671,0.8608179841740912,0.8807809366729106,0.8240907409264205,0.8090486376414348,0.7721954110033002,0.8605912944892565,0.8198161401354391,0.7701850107444641,0.8678609066407005,0.871126162797913,0.8610822758256853,0.8770487171378843,0.9755440619105058,0.8764562393804615,0.8885111177907437,0.8869737343579829,0.8871427185562129,0.9892627472094749,0.8713495984365037,0.8207351495022167,0.7954350256442027,0.7501421462252537,0.866475291002749,0.881578207397954,0.8622358701921168,0.8833788582736781,0.8748557272273164,0.7976012392535293,0.8307428250656131,0.771082641687572,0.8302085072339102,0.873736773050546,0.8684234251113822,0.8901016904959935,0.9710128785815553,0.8689217411284118,0.8678916615153033,0.876070656232343,0.8932108656368742,0.9819272286675994,0.8645149131732391,0.8586477780787946,0.7672326958094258,0.8258259246417243,0.8631491440734688,0.8669624521617137,0.8730037091290819,0.9552858226755421,0.977098675348738,0.8085426826274347,0.7905567312794193,0.8434327384822834,0.9783490856621053,0.8478476887811582,0.8750850698159013,0.8015559276841756,0.7597552408476456,0.9721985306171712,0.8560055173788136,0.886039560656474,0.8918759235535717,0.8638606217885477,0.8897324921177823,0.8797201162347469,0.8867854829237163,0.8576126485814074,0.8519489487017721,0.8562895730460128,0.853458124781555,0.8516917295475844,0.7740216718379475,0.8676820804200112,0.8787497668520037,0.8880687171230591
+Basque Country,0.8046172179392853,0.823267145448439,0.8167376540812772,0.840777850979555,0.7880255766762454,0.8704256331796131,0.8502201267363134,0.8511219236674461,0.9751544493607522,0.8757642554969465,0.8890305356681861,0.9767939274063038,0.8738123443063907,0.8541650597458239,0.9631040933700427,0.8850154219350448,0.8785931771219058,0.8670513028552659,0.7672325898272561,0.8471784121664877,0.8270615846346022,0.8889680671269233,0.9654950804966679,0.8618166846797211,1.0000000000000002,0.8773351061753505,0.8932289883618179,0.8753829969597255,0.8864496769090173,0.8718939116197906,0.8753814064275373,0.880083243401942,0.8848033977632692,0.891228574603439,0.8346159121934037,0.8467615578791832,0.8625660303922276,0.7977498279147551,0.87870040780113,0.8012946352428121,0.8637981460903583,0.8811132390321524,0.8663625691509574,0.9518780486815702,0.9803650157323522,0.8694818926678435,0.9793459524037702,0.9787749999888129,0.9700497300910345,0.8886944100524794,0.8798329701111394,0.8747861081212785,0.8649228266636683,0.9723839205950368,0.8706778903894138,0.8847360394904313,0.8469362382177266,0.8520902641536606,0.8423109217896513,0.8432415310188116,0.8463919971817292,0.8515484957404855,0.8410281562077909,0.8521240664400999,0.8430403740393486,0.8391969397010733,0.8484979037220085,0.848041077344581,0.8605510098917899,0.8386072907514949,0.8625376332445218,0.8385324299722559,0.8836695713603681,0.8405577370169501,0.7627164651109086,0.9166172091845336,0.7576034260235747,0.8905691689605589,0.8892456300654443,0.9620940111711697,0.8161686882703709,0.8798609668662629,0.8857669937768463,0.8831547883564748,0.8904843437534133,0.8770482821540475,0.8848613593305349,0.8820216966285659,0.8867943196280371,0.8402575665865635,0.7956026056063671,0.7656512563338095,0.7949733165323404,0.8419587762192592,0.9714165844357695,0.890500789702522,0.8648745147848322,0.8847813167487326,0.8733603525375985,0.7360604451225522,0.8584686050779755,0.8163647572247046,0.8011341725666377,0.8776331579051283,0.8570916574732941,0.8914181153114975,0.7845370016238026,0.8322296048283276,0.809967024187815,0.821012726572115,0.7180237703568562,0.850827068386922,0.8572547460632309,0.8936030872626276,0.8648512957039995,0.8550715673683952,0.8528419091746652,0.8003237074506957,0.7662822991935446,0.7657008992267166,0.7659192269275579,0.8081049755025149,0.8482446929452615,0.8436051027139194,0.8501974054366632,0.7611175038507041,0.7986321945935606,0.8001954515801614,0.8392684093855612,0.9762757530359751,0.8884130517627953,0.8845493344615732,0.8771675751642724,0.8849532201792674,0.8840856852621167,0.8858530663490425,0.8860095938379855,0.8942108435661146,0.8858449633065294,0.8436222302126012,0.7923696427542117,0.8425491240826194,0.7500359507957616,0.8635371629417321,0.9773797422278605,0.8424162361974564,0.8748072568331919,0.865016247727881,0.8718877029910773,0.8770179213989772,0.8578022476657838,0.885227266624202,0.8589559211853266,0.8469821637994829,0.8542556884122133,0.8684462131991922,0.8484966522875744,0.7742011699715345,0.8505210493746076,0.8119019520754158,0.8456852056820525,0.9865410075696874,0.8618551005793534,0.8693802644853732,0.8517693779046435,0.867630726405502,0.8630768067554208,0.8826748814215079,0.8817368146389359,0.87629150124735,0.8841817746803614,0.8877067138871911,0.8632523259863081,0.8478273190446441,0.8933240269671604,0.8560006762688889,0.8549724412004166,0.8492588852533828,0.8667548091623902,0.8895035557611007,0.8363506774989008,0.7922925558203503,0.7489974428767784,0.8353479448923539,0.7915793847190757,0.7315508211880121,0.8388566619458465,0.8837443598026193,0.8597324793905581,0.8786370116055535,0.8849671117013729,0.885111704098592,0.8669766792579,0.8723828755950163,0.8897841657402575,0.8629775216694442,0.8415254592811134,0.7881508441012617,0.824213697304708,0.7714593079991541,0.967842893342761,0.8887867094067535,0.8672170876345495,0.8907008493377573,0.8503465986537045,0.7996490411062138,0.8147880270449226,0.7517265436887652,0.8395047779402269,0.8750595089826335,0.8773944465070882,0.8724002006746013,0.8568342092508134,0.8737088631830228,0.880356930602987,0.8654526822895121,0.8778515602892043,0.8724678661854074,0.8603361045150493,0.8516751332085992,0.7230873042186969,0.8298153980982659,0.856114094897702,0.8681125476149368,0.8768540759085431,0.8830154440723339,0.8893078884405237,0.7991008266066897,0.7702545269032183,0.8311831317165848,0.872836991973906,0.8591636358290169,0.8913960129627166,0.8478649762291959,0.7219076604771169,0.8879134836404385,0.8547896725407387,0.8703881626533968,0.8758976255652252,0.865672873230876,0.8763559277605714,0.8744378742570978,0.8748928559191111,0.8663212283183735,0.8351882228230152,0.8556464595065674,0.8443150943994489,0.8450674708213316,0.7680185345663264,0.8774242343580005,0.891270481253643,0.864827586163798
+Basse-Normandie,0.8124958971386796,0.7916256314896698,0.8364440322761115,0.8590611399260243,0.7920581376933946,0.8741311351758552,0.8660664526131563,0.8660823458820479,0.8727128436602282,0.8820587005403535,0.9805147624112022,0.8705669870457862,0.8867525060609263,0.8694735509970619,0.8498682183972048,0.9844529396248788,0.8660894104038604,0.8564121797272641,0.7726780170707765,0.8956607981235398,0.821245770514125,0.9074044576531769,0.871733381057203,0.8682023528305537,0.8773351061753505,1.0000000000000002,0.9113426366816724,0.8603100963137558,0.98870976901704,0.8573361456730137,0.8605091848247413,0.903849198893235,0.9860611974664637,0.9356530891785361,0.8646538152703791,0.8723088347614647,0.8373670137323502,0.8185508680767037,0.8458829877505353,0.8107974145410964,0.8709485303926621,0.8905991424987668,0.8733400170389242,0.8552120247794706,0.8669299226071606,0.8563201155852812,0.8707534101975194,0.8731606593894498,0.8734938645650715,0.988310851641661,0.9855540952214755,0.86072158911909,0.877946991027282,0.8687592876275533,0.8828190718473562,0.971259351410733,0.858242283154933,0.8607705889415246,0.8556197869637459,0.8518900462126464,0.8589484123721594,0.8626817902287242,0.8509935276219552,0.8638045140413722,0.8532069156155385,0.8530695230428538,0.8608450007536363,0.8600113212620438,0.8820438694291262,0.808497172953988,0.8767137237976255,0.8487877937243441,0.9022398352886598,0.8578716013310078,0.7630228683338025,0.856820561958337,0.7597185379415665,0.8968550060822539,0.9093859009120788,0.8605138986755445,0.8307046878487419,0.9744637977944852,0.8728129315095375,0.911143921804545,0.9084447286584465,0.886799661890661,0.9872519415800679,0.8996874952121268,0.8941938664991161,0.8621798866089553,0.8076972826621512,0.7725423907206473,0.8050722942463291,0.8116238878075339,0.8631209568442036,0.9071765333084332,0.8784225104497009,0.9006260580774244,0.860378996814654,0.7485939149327127,0.8274939083257522,0.8380865969496215,0.8162171460720092,0.9912466822997605,0.8704543701908466,0.9094632323325623,0.7899050526549223,0.842640130256767,0.8150392628140606,0.8291765694922781,0.7209583424232257,0.8626620076934413,0.8736361941928773,0.9812980502803752,0.8782825920980879,0.8715747114120057,0.8672149972768477,0.8153313743747779,0.7656705747480902,0.7832051113342736,0.7810717175121271,0.814552134333152,0.8640880896487836,0.8606041191514031,0.860138514721573,0.7692038220019917,0.8075110057894217,0.8098547199687632,0.8504161214252445,0.8720788538854748,0.9808454007117283,0.8901605335038139,0.8649712600899219,0.8911979849800117,0.9014847580617681,0.9854788389253656,0.8726428062719025,0.9017402803487542,0.9850192662947107,0.8597992457940159,0.8017829249800831,0.8171281704195362,0.7598066541348838,0.8491612519429756,0.8737059651647663,0.8606370290946681,0.8794552240483173,0.8777134017733977,0.8838663867155617,0.9015694486656319,0.8750203154980551,0.9813509391745315,0.8739063455611555,0.8626378937255662,0.8701230496291127,0.8748874912396548,0.863099659639643,0.7776402225399327,0.8679644514219668,0.816026707533735,0.8651165241909107,0.8789966840464615,0.876116940567069,0.880826206924697,0.8679625253702382,0.8786766173591786,0.8759480747241913,0.8937074180859562,0.9030253207391694,0.9799555761480051,0.9046508316504367,0.9045931431388691,0.8778707732028241,0.8641200698280056,0.9063851610625054,0.8718726431549905,0.8717012389920762,0.8646849299345288,0.8814863273061817,0.9069854551739882,0.8061403899843022,0.8071422912223299,0.7615727599661856,0.8509912924343462,0.7727535659641982,0.7324398305665248,0.8332655599247593,0.9855838661502122,0.8758393596203858,0.9861458084666711,0.8937040432961956,0.9868593774699033,0.8496435315411026,0.8579368022750589,0.9804403688485138,0.8695269537388465,0.8526083482415263,0.8005077182753153,0.8337412190493596,0.779720005446448,0.8668642467023119,0.9091481021120396,0.8800588828245297,0.9834484457512312,0.8629881975999617,0.8054672579378981,0.8300899570950281,0.7883333305300567,0.8069297059015932,0.8966194853146467,0.8994277639005825,0.859397385217528,0.8602168300244339,0.8978950212563948,0.9022085449891856,0.8841509528624237,0.8652243369678808,0.8794389568583759,0.8748921609764261,0.8683953020501227,0.731891034707737,0.8355715515238649,0.8714995404687611,0.8787418482727714,0.9000433408194505,0.8887466014951132,0.8955676035790463,0.8096087045757454,0.7767356199924266,0.8487864927270105,0.879045025866654,0.8735283980737625,0.905344168651397,0.8049855261678014,0.7356953119716418,0.8940709928048156,0.8708830266925144,0.8547550278931054,0.8620731503750217,0.881055664609067,0.8653788656695329,0.8957081449832709,0.9412017088420885,0.8798758065830374,0.8544567358588737,0.8708796724135675,0.8592979863757687,0.8522859900504115,0.7700458847133539,0.8950190223499374,0.9057897079970557,0.8496023949759849
+Bayern,0.8411469679869327,0.8001204134877808,0.9054941270935778,0.8808205354787068,0.8203855015465691,0.8907519541555733,0.8844296980520838,0.8834776197213755,0.8884796492966777,0.8987569703117517,0.9166374940594175,0.8861440273341159,0.9061573708985472,0.8872441527231952,0.8647595698192022,0.9179239704198335,0.8796525529450735,0.8669692205775792,0.7948322113266846,0.892233890967422,0.8328760869865385,0.9938417105907962,0.8904406087718222,0.8851306674874454,0.8932289883618179,0.9113426366816724,1.0000000000000002,0.873720716168334,0.9205120388683662,0.872148557555177,0.873307119249226,0.9848757042773347,0.9168025856074363,0.9256534167848335,0.8761489796279863,0.9070809196169519,0.8446630045440714,0.8140327363592907,0.8605625020183761,0.8371172336539208,0.8854328643525671,0.9121644871536205,0.8880526659072854,0.8710501205896826,0.883633219874184,0.8680533516018635,0.88677691781545,0.8887779848680093,0.8891964618152928,0.9220400252101685,0.9156315944856402,0.8752075509542067,0.8974327807765938,0.8852653997794945,0.9021904935008682,0.9134501040922027,0.8824204803918635,0.8851842461940712,0.8784505601644881,0.8781829991614676,0.8818911765003195,0.8875330435226787,0.8750031666765374,0.8876906179702064,0.8787678489333813,0.8754383035351805,0.8840274024546707,0.8843124006863776,0.9649988134925622,0.8247344138589822,0.8948149094724837,0.8750661664012621,0.9297200681417337,0.8852726971321455,0.7831012347939025,0.8689691462199669,0.7809304280546613,0.9138036471862064,0.930082598693701,0.8729570528822681,0.8586467131481305,0.915544007306403,0.8877810880227633,0.9262601082878094,0.9342290744470796,0.9054167586192956,0.9201784369543665,0.9264409566523701,0.9123135134830066,0.8825173731451553,0.8340763935100461,0.7985398558596389,0.8308607794301675,0.8257068716544643,0.8788171256909328,0.9355796657426081,0.897218316882679,0.9294880851397042,0.8725278718384225,0.7678198703013367,0.8429172014552052,0.8386326771750507,0.8453073101942687,0.9111898898295804,0.8908378258763933,0.9945810182761836,0.8068215779775814,0.8671209879949514,0.8333586701110051,0.8531647508569132,0.7454868769585451,0.8786259081344705,0.8898308550960274,0.9262904150202097,0.8984491185008201,0.8881916080759283,0.8852347274619332,0.8379511700573932,0.7942706047781439,0.8050242863289107,0.7989358347510515,0.8425463406492565,0.8804147196178327,0.8772322676372982,0.8851114742759097,0.7909000935609715,0.8303658065794807,0.8336914885736152,0.8723547037433969,0.8886777842941052,0.9176993679989367,0.9063166930564641,0.878058340685017,0.9048933096919292,0.9308044498879892,0.9191346082802985,0.8875885578046806,0.9194198784247812,0.922720565459669,0.8768849951597544,0.8055432575500725,0.8310718404455071,0.7815165311671556,0.8633936779837024,0.8913277771866358,0.8760046117270947,0.8961343872181694,0.8970881981466025,0.9040515025633492,0.9864254287146949,0.8921586363364187,0.9145620449782709,0.8929759760600503,0.8814545427015049,0.8873907473069215,0.8913134997590558,0.8804564496092202,0.7995715950936443,0.8954087205350585,0.8388187275161494,0.8833732272064754,0.8951572371757142,0.8938487365621485,0.9022698330831059,0.8860858074188588,0.898965297644962,0.8939554561262367,0.9156852853386477,0.9907627626175926,0.910554954067322,0.9913861478220436,0.9328856608796868,0.8956968154140559,0.8806927474413289,0.9362852593970743,0.8949549840169563,0.88931460076909,0.8816899297366035,0.8995542706840631,0.9354862524028421,0.8167968034589798,0.8282951955238913,0.7862464134470892,0.8747235264366844,0.7865262741151555,0.7542912127427047,0.8458218988620646,0.9173901619441834,0.8936694806763614,0.9139591038699658,0.9090108798805957,0.917629475679706,0.8606801795793385,0.8724417851233871,0.9220030381700962,0.884888432379277,0.8783726253781389,0.828416862774232,0.8558771748002388,0.7993008253880356,0.8824622888719371,0.9944040996526664,0.8995235363668059,0.9248448068117208,0.8867872645923585,0.8300419687113896,0.8562300720636984,0.7767593531944971,0.8206115358614214,0.9828539312007727,0.985387185519376,0.8710601815778362,0.8748659953733077,0.9841413452048893,0.9886375247130618,0.905965142260942,0.8778614431592252,0.8936900615106403,0.8933658236071562,0.8856015139818766,0.7520692195581359,0.8611497927870252,0.8895053790537175,0.898008181010564,0.9868351847761241,0.921837032298177,0.9111884469809832,0.8256733767336647,0.7986603379326793,0.8673456585006615,0.8949287173240247,0.8920548317259338,0.9346270771660561,0.810601877182113,0.7481258387947987,0.9126023323534475,0.88921326900909,0.8662744241306527,0.8755940652584778,0.8991590118874793,0.8791100603955612,0.9147592001847523,0.9096491021418387,0.8991892744029066,0.8697946515697406,0.8893018341446215,0.8757316564259933,0.8756973262793283,0.7942475820400933,0.9204168464920985,0.9338745848246983,0.8615469427288536
+Beja D,0.7994782897324363,0.8447238491283687,0.8331585684986273,0.8498406720876578,0.7816242807238875,0.8969605457629909,0.8537502061547246,0.8511137361858027,0.8874341653392128,0.8929137064964306,0.8725351134324162,0.8799824837061587,0.8613156283107736,0.8567682118650997,0.8752162796931668,0.872159064501124,0.9819772719702737,0.9771719236921051,0.7685674688503495,0.8528688687093817,0.8875686003887322,0.8692989023699366,0.8812156704130388,0.895312592588639,0.8753829969597255,0.8603100963137558,0.873720716168334,0.9999999999999999,0.8737906246476639,0.9776928935138907,0.9851379003269428,0.858717887188696,0.8652838192701257,0.8832817556738495,0.838602262015515,0.8437818782412407,0.8643628702731924,0.7830234744946541,0.8571900516124035,0.8434102142832612,0.8957007653578006,0.8577391314953332,0.8930034640242803,0.8816633350615245,0.887488465976549,0.9809351261388385,0.8854936884755894,0.883365918538477,0.8758968540031097,0.873113645734138,0.8717119087366231,0.982013400390889,0.8544140311971702,0.8816787439288571,0.8559512393086234,0.8925114256888318,0.8704685961354984,0.8679275295847827,0.8684204944968393,0.8701337000917285,0.8759637038270076,0.8745042376712441,0.8691290542065383,0.8730384163189624,0.8732964111292164,0.8698369616205056,0.8731063642454135,0.8763028919930316,0.8480920030563147,0.8294436673801705,0.8574149805189644,0.869620129618688,0.8683858448786025,0.839587268468552,0.7859911321132372,0.8738305945476885,0.7459912681744811,0.9024827381947225,0.8802959432302051,0.8791719985151191,0.8086527417194924,0.8676598734103546,0.9847746372852487,0.8713236770002736,0.8719268288776396,0.8671335833755311,0.8741215993910855,0.8645612502605677,0.903456270155572,0.8443650152973297,0.8046571814359843,0.7731390507200616,0.8396661685188336,0.8439146061581446,0.8862542005762547,0.8689517138109314,0.8582847777711613,0.8649634039584823,0.9829748988208135,0.7785049661864005,0.8393985834535063,0.7927017336643438,0.8350820597232174,0.8655560760808308,0.8377607530626077,0.8696054394953237,0.7712870597214408,0.8525924791667158,0.828270530118448,0.7968023865512807,0.740816459049053,0.8808101268458662,0.8517190487283747,0.8736628819363471,0.8557263499663228,0.8531737294015211,0.8507113218197934,0.757269445010653,0.7859765616164486,0.7878429764243312,0.7672525087643282,0.8019639831023054,0.8478705709077096,0.8488157435482159,0.8749995178419355,0.7661356459418273,0.8222305227929602,0.8089544377870265,0.8388276252370246,0.8805567056258574,0.8769909871436292,0.8999529378353305,0.9836636190113264,0.9022933830761948,0.8685629791604745,0.872588463765771,0.984032097656467,0.9013143471913619,0.8785879807004572,0.8481423998374458,0.8003518500170929,0.8463659851905719,0.7885998667898985,0.9747931627266352,0.877965314409329,0.8466960629341974,0.8994705355145765,0.8525019861474602,0.8580326936204151,0.8613869928166303,0.8527319504045191,0.8687925704424525,0.8455150056205564,0.8517144107070731,0.8524588096507907,0.8978099489683391,0.851499086891709,0.773803769217273,0.8422886129430068,0.8098123935285156,0.8487222854480851,0.8818636982106394,0.8566454354666394,0.8572173796848729,0.8448176799433398,0.8517930883225894,0.8611192703148206,0.8633362815073924,0.8613617791058841,0.8687884215452785,0.8645344203091931,0.8657240744751015,0.8578742142698069,0.848077715096322,0.868992960094797,0.8789870304039297,0.8511285138575058,0.8527838492025417,0.8553623594344268,0.8726103958681389,0.8356010527791214,0.8042476918578383,0.7665162092922178,0.8542197196272656,0.8272798660689333,0.7662328743580875,0.95139230573829,0.8645318607726813,0.8542142606671306,0.870234901993518,0.8980342064747106,0.8703973002120345,0.9919476128340813,0.977506356498443,0.8781658743974492,0.8952718565755967,0.8693496415282325,0.8154397745944274,0.787467470919249,0.7462875713319607,0.8796198769102733,0.8704631151241294,0.8565981577122701,0.875645647037205,0.8766486725529173,0.7865509877536991,0.8242126772052798,0.7658328670772628,0.8431933411085196,0.8629880811681163,0.8585388003396197,0.9864526931662183,0.8918754721636781,0.8593130275720922,0.8591479482842773,0.8716323320360344,0.9864752880826194,0.8970963976978744,0.8570052143837351,0.8535927312693741,0.7680294691466018,0.8186678582510111,0.856400850983128,0.8605347003303147,0.8630324599378691,0.8964973044271553,0.9017994294718196,0.8063116856208059,0.7818856532105083,0.8372299140904428,0.8968683511237013,0.844230913082759,0.8660941961754474,0.8207807877408354,0.76253524777366,0.902082341225441,0.8509964693639065,0.978255268841278,0.9843445660625925,0.8570618586486921,0.981753671401873,0.8756766708914958,0.8808076123723078,0.8522774962725124,0.8457400420167294,0.8502003318519082,0.8504135118181313,0.844848406500149,0.7685742545180553,0.8609418971332555,0.8699787718911023,0.990854423972039
+Bourgogne,0.822465756131046,0.8031968563583459,0.8461587622741248,0.868308274900635,0.8022589190464643,0.8872680019948782,0.8752658965429391,0.8753663740969683,0.8828004251105486,0.8952076140270007,0.9885085446357428,0.8807298526000622,0.8959885158410357,0.8785651992079793,0.8600820634181746,0.9922842213430134,0.8788759112105049,0.8687274164084858,0.7805653825246933,0.9038371449471727,0.8315455671345868,0.9163664233792324,0.8825809776826049,0.8810029562519683,0.8864496769090173,0.98870976901704,0.9205120388683662,0.8737906246476639,1.0,0.8700957248039943,0.8738122915131276,0.9114018473928823,0.9893618725117707,0.9454277870554266,0.8727162278622309,0.8831203707255253,0.8476942047783574,0.8266627781868683,0.8552898936309156,0.8221886054681375,0.8837710691414298,0.8993140806781301,0.8860642372539813,0.8666469035651044,0.8770682243337284,0.8685804448332092,0.8810193085160957,0.8831150986528111,0.8843543496425451,0.9950210643959708,0.9929367814646537,0.8737290440744188,0.8871307626345896,0.8792917007949456,0.8915152495215042,0.98139321726125,0.8692650868890741,0.8720298143350577,0.8664706842445644,0.8629300180408909,0.8698683073657878,0.8738757197397043,0.862014521303774,0.874642229031002,0.8645835264881268,0.8641926222195054,0.8717124672869124,0.8714412166869663,0.8904897042753732,0.8173981332527275,0.8853337771513751,0.8597618969972867,0.9094603298659565,0.865562630527735,0.772649373778806,0.8668624578490547,0.7678960361333269,0.9090975389910455,0.9174775182731096,0.8703765357166142,0.8371998058965423,0.9815387227408668,0.885616024712179,0.9191538697573924,0.9155557126549935,0.8957890347878373,0.9962679099841519,0.90641940405782,0.9069492253540219,0.869781550127203,0.8191891051928946,0.7797878126908562,0.8156348305978881,0.8224114311537856,0.8733791074727986,0.9142050191667471,0.8873782287959224,0.9078459041473874,0.8731458397715938,0.7584061820264804,0.8366443609688007,0.8467398427702297,0.8258025675665881,0.9883300070747597,0.8790082669820487,0.9182668456469755,0.7960077833123512,0.8535089571534417,0.8240320614541011,0.8352199906811837,0.7302478629428774,0.8743708601229607,0.8824324301932943,0.9893845784611137,0.8873216011262393,0.8805021883822057,0.8761201895595904,0.8206523761005426,0.7743724287002333,0.7926704397823976,0.7878268062052955,0.8226933032816008,0.8731778370193385,0.8698249617937195,0.8714078422059015,0.7768146001454664,0.8172474565460972,0.8180169109026308,0.8577694988788486,0.8826504353667117,0.9899064590613936,0.9027015781706236,0.8773482727047232,0.9033943477318793,0.9092607409952366,0.9926869253941331,0.8857048577993946,0.9138017853442988,0.9930949534266597,0.86896406294714,0.8122791767931108,0.8278877776550134,0.7687873332934168,0.8625879021001355,0.8836906641525705,0.8699095445632451,0.8924145607274903,0.8860671647064632,0.8928249450450948,0.9089824973419146,0.8836033903904782,0.9892198746509404,0.8823696223277014,0.871735001241017,0.8792169304802778,0.8875285774685558,0.8725147505626817,0.7847855861800521,0.8749713484656295,0.8248249584642678,0.8745933640032753,0.8885266404811952,0.8851149669044458,0.8900964639170375,0.8770323587315053,0.8874863183841045,0.885462159160217,0.9028098575856267,0.9110861003537986,0.9867031360413081,0.9132090386702184,0.9119140138941686,0.88692354899416,0.872664744027653,0.914473599507853,0.8819748453210994,0.8805601524645181,0.874150478400448,0.8905620706897922,0.9142023788260017,0.8164504242577586,0.8161419375292207,0.7695796683213801,0.8605795221575027,0.784808456764082,0.7425929135293613,0.8457416973478306,0.9901161386396538,0.8846418150268156,0.9923398230641503,0.9059863688986318,0.9933660091666913,0.8633349830532573,0.8712684056820096,0.9900917927212356,0.8826029734558024,0.8617670433113892,0.810423975701952,0.8401316758953392,0.7864324909876921,0.8774805330458321,0.9179940694299503,0.8892505543376914,0.9926808206443285,0.8736350393751053,0.8127078490739585,0.8386819098048607,0.7970779876233192,0.8175499064805595,0.9053423373915331,0.9073138634951753,0.8724957376254677,0.8735006520502998,0.9057440176750249,0.9099950301383326,0.8930150291536764,0.8781808613627936,0.892171996011931,0.8837063086915049,0.8773357114331691,0.7401208765980161,0.8439082677055755,0.8805879183462427,0.887996762290953,0.9081007934625559,0.9012907370005641,0.9077418047397602,0.8157805709079228,0.7854576057348059,0.8574419704742773,0.8920190789208765,0.8821423667248376,0.9129144716521423,0.8155638343694309,0.7445416855990192,0.9064482724113374,0.8799954545088103,0.8682199242182109,0.8754889649002335,0.8897056738017741,0.8781651658789956,0.9039563493844377,0.9503020252284379,0.8884514584961415,0.8635599694679139,0.8797725792726279,0.8685511008547789,0.8613489554912804,0.7781045479017996,0.9020328173470505,0.9135798524456911,0.8636625335281424
+Braga D,0.7999443982128314,0.8370980058839945,0.8300149790990843,0.8475050612843196,0.7830929350839833,0.8891348906456201,0.8494148246695986,0.8466100859175477,0.8816506263487238,0.8849379053280552,0.8696470147781018,0.8749944854710662,0.859070012733429,0.8522128020757433,0.8689438513375081,0.868831928235974,0.9881067651607905,0.9728113613143565,0.7642686402047643,0.8505493657494797,0.881063642509634,0.8681238010370564,0.8784496218720451,0.8863311478473836,0.8718939116197906,0.8573361456730137,0.872148557555177,0.9776928935138907,0.8700957248039943,0.9999999999999999,0.9855694300028557,0.8543563194250343,0.8629194883212072,0.8837744111924599,0.835727695993167,0.8428157151837488,0.8572948535979553,0.7791691158775709,0.8522291485080135,0.8408639532631375,0.8867936874538624,0.8564655595517807,0.8851241805084491,0.8770089598553328,0.8810701423068692,0.9797832995056,0.8798499006603301,0.8779154234734866,0.8730986754292616,0.8696612647743993,0.8680320057822482,0.9832861331375906,0.85131778149102,0.8776943714481575,0.8533197236559494,0.8886231792332059,0.8682500395194168,0.8669448448749071,0.8665238805767236,0.8673980546166246,0.8732868770612445,0.8743294825100054,0.8662394885946958,0.8720257396874189,0.8704614750904156,0.8673188689947372,0.8707695189118723,0.8740447080933742,0.8465338087641241,0.8241054391397928,0.8537553519655955,0.8669248987055085,0.8653147547394173,0.8370198099253872,0.783140726426085,0.8686914059986066,0.746957055971655,0.89660128945656,0.878457599587758,0.8721024170753752,0.8070810686762929,0.8656769214936155,0.9752522881588783,0.8713229397576939,0.8707467608841956,0.8643301915410201,0.870722060062913,0.8624690235963719,0.8971378219983329,0.8427519104649465,0.8032332737202175,0.7694606588402749,0.8321446913911681,0.8364463931390974,0.8825380767470511,0.8675342939453289,0.8551517284619087,0.8636138741061564,0.9808862032317707,0.7682895898668414,0.8349805460557639,0.7919314337425641,0.8273439356959552,0.8620344885477783,0.8348203951429866,0.8677466853741874,0.7645477084487504,0.8517881959363311,0.8254778797933264,0.791572831849376,0.7344606727160807,0.8733842346220183,0.846895814569352,0.8728908963320212,0.8535704144136498,0.8490109258054767,0.846666316852033,0.7564335017922308,0.7825053946024181,0.7865944931367554,0.7590292625670473,0.7977162141243399,0.8436905133233631,0.8442719917053981,0.8722109043887626,0.759877638402203,0.8191926928930789,0.8041862341713734,0.8345046179963662,0.8754910713713334,0.8737085443050835,0.8930860707890215,0.982112444765374,0.8955624770804589,0.8671414576814365,0.868780003369863,0.9818999245242584,0.895456606635706,0.8752690248947276,0.8437344234420003,0.7969874761189304,0.8391596145367904,0.7795812653033909,0.9716831263890298,0.8761325680501176,0.8402817200401322,0.8922351850298148,0.8508805725986774,0.8563929361403351,0.8568759810759754,0.8490645856890757,0.8661987443407562,0.8435726741421583,0.8473232177871117,0.8476177426096306,0.88897440153998,0.8454911068103628,0.7700753093436739,0.8414762787707941,0.8042583346112081,0.8463569690270186,0.877735202545924,0.8532738673554374,0.8552966131446172,0.8404012954541089,0.849972782784777,0.8563584219621532,0.8614127966717221,0.8594871034113292,0.8663502499649454,0.8630032084251708,0.8651783609233065,0.8541582814055025,0.8448041671668188,0.8691508230711211,0.8761428960839539,0.8473264836417297,0.8479807074008311,0.8513117466109245,0.8709151438966786,0.8312740124995289,0.7991596033954632,0.7595864669726939,0.8486479582119995,0.8196185308551796,0.7601685684623677,0.9538684517689074,0.8620895971155315,0.8507213560805708,0.8661728423622425,0.8916512306880556,0.8668221240365842,0.9784845695319591,0.9918247526522908,0.8756633162172694,0.8877815407967055,0.8594240799723858,0.8107892287178624,0.7854905702162215,0.7468548342346278,0.875339859060254,0.8679171954019552,0.8538724147500344,0.873655682988375,0.8738945187180784,0.7814221250969714,0.8214712564182743,0.7622863134850496,0.8366159116626662,0.8599133256224053,0.8548797938429796,0.9803049314263048,0.8832414554403419,0.8546220390944599,0.8567881835112738,0.8693732769411587,0.9801474426899808,0.8883432043402909,0.8527398984210365,0.8486987719184038,0.755438258195123,0.813115245529947,0.8523791406273292,0.8573498538304046,0.858481489966359,0.8900147878308676,0.8952722159025088,0.7979963176078627,0.7795830332999814,0.8337298268289355,0.8889910723461387,0.8417743584643355,0.8659383384529812,0.8153570213483577,0.7488524044958331,0.8962476946589708,0.8452967813791116,0.9894450284591235,0.988850068206527,0.8542967010018768,0.983312105197971,0.8722607156397414,0.8786774278207635,0.8499995853415301,0.8395405908255208,0.8469756368720179,0.8440593543321384,0.8413727627602943,0.7677078115638505,0.8586183462097744,0.8692748905624355,0.9744099042344496
+Braganca,0.8009004789814427,0.8419778101338884,0.8312806321332903,0.8461475227205016,0.7817823511265091,0.8940302637920335,0.8522593906881558,0.8488570136656858,0.8852953803639318,0.890030858892334,0.872190153883807,0.8795272264520851,0.8595391101662275,0.8548965249932974,0.8737453055331753,0.8724879598334534,0.9882260776841038,0.977988434696152,0.7698360100718191,0.8503847172384211,0.8885386916371115,0.8691190618929298,0.8792554986526863,0.8935518217096002,0.8753814064275373,0.8605091848247413,0.873307119249226,0.9851379003269428,0.8738122915131276,0.9855694300028557,1.0,0.8577037453608687,0.8656918802898048,0.8832094977812582,0.8365440869289734,0.8426996938452366,0.8621932315721225,0.7829365869310719,0.8582413425736088,0.8421422676164713,0.8941758225161509,0.8566881229679746,0.8902943179559257,0.8791632767694942,0.8858253716833137,0.9831144319952281,0.8847910796675517,0.8829296405866567,0.8753326783427271,0.8734768079514174,0.8719737252560806,0.9858041397485624,0.8523418357741965,0.8802100964701238,0.8547952124257602,0.8910843645567378,0.8683734634339203,0.866166747681865,0.8665166412258805,0.867682732786487,0.873938717070046,0.8725787809617367,0.8663469663179909,0.8707060901743736,0.8711758828700684,0.867689447327143,0.8711786558032891,0.8740860842377149,0.84782738569034,0.8270611136077088,0.8557361685344734,0.8667129204362066,0.8659326525919476,0.8352194279827156,0.784779041583007,0.8725657114827475,0.749258463656648,0.8996313271799329,0.8788548255387029,0.8765660573265444,0.8052889318999463,0.8682681799061003,0.9777878035763414,0.8703771372578507,0.8700487287134411,0.8653140737040687,0.8744835536928915,0.8624145655005692,0.900967731876956,0.843429288295102,0.8051335729697706,0.7746503291214984,0.838676301151736,0.844866769362054,0.8869188780992131,0.8672093734051436,0.8572556185383114,0.8637240175544779,0.9884978123401091,0.7715468662033421,0.840032267729517,0.7948866918092095,0.831586694766847,0.8656498285297443,0.8349374043262575,0.8693319880212038,0.7700731724412541,0.8510890113518926,0.8261908045211109,0.7961268593804304,0.7403151401114009,0.8779675449360596,0.8493127340246128,0.8745861231798202,0.854806379848733,0.8514043486014339,0.8486103321975824,0.7555298905620028,0.7866324124676114,0.7880795547961617,0.7648319981506275,0.8006498241451855,0.8457151365130815,0.8467258538851101,0.8724523944990715,0.762207492170163,0.8221988294405099,0.8072533070675403,0.8355075303306942,0.8802232018295201,0.8763325819829542,0.8971677315489527,0.9840603524701729,0.8990774358243452,0.8671010215242853,0.8726994404957805,0.982475906419118,0.8986239606198705,0.8787411889315592,0.845984264443665,0.8006078414972688,0.8459966664859387,0.7835568047118496,0.9747501955223197,0.8777573788566465,0.8434666698196043,0.8962275843253582,0.8514181520388717,0.8572355950953794,0.8604318908984118,0.8512857901019428,0.8688699348295177,0.8439994964696808,0.8501470824463951,0.8505755805919949,0.8962158236992268,0.8488136165313577,0.7743447935454337,0.8410945287012941,0.8096478281951317,0.8453658775139314,0.881524557770115,0.8550887529468617,0.8559276447236664,0.8421584133989126,0.8504097490979216,0.8596610903329344,0.8627280394446257,0.8609445526035084,0.8697830379239007,0.8644099592665077,0.8641003815263325,0.856403045909744,0.8461465996677862,0.8676314331752525,0.8761762621498249,0.8496706125648568,0.85078810472753,0.8532755691019621,0.8706783626038586,0.8364008746553032,0.802902676411507,0.7668352217402498,0.853249839456979,0.8240712887668822,0.765152888180507,0.9532858642668434,0.8648324192979454,0.8529709967948212,0.8704814324989049,0.8955834404947642,0.8701788588887999,0.9877178930558079,0.9863906912735178,0.8777517488487075,0.892788279665165,0.8667968631333272,0.8166534859957967,0.7844177806960156,0.7483256139622367,0.8791817691616142,0.8698550941462456,0.855378426908791,0.8757594556865387,0.8743560394054422,0.7853625954715597,0.8210299329819759,0.7674303244998131,0.8436464408390896,0.8623332868821636,0.8579131774821697,0.9857570312257865,0.8886008444635753,0.8583095440467751,0.8584580479093271,0.8694163984385329,0.9822236654593433,0.894337016266003,0.8551074166137995,0.8513176334924027,0.761650978314626,0.81680500749323,0.8546744497079357,0.859154577245205,0.8621753921903568,0.8934066501175181,0.8989553121605917,0.8021627954110736,0.7830583693942104,0.8367044697745672,0.894264252957595,0.8427291348864206,0.8644428866119657,0.821484758466458,0.7554336106366514,0.8994887263139038,0.848509229533432,0.9848104103341845,0.993579331814793,0.8554840051606695,0.9880935443293688,0.8733656067681983,0.8797772909492719,0.8503475344917593,0.8432758949240912,0.8484839524298261,0.8476623543845753,0.8434364850575725,0.7705483381220694,0.8582173081899731,0.8681907501701959,0.981900654421874
+Brandenburg,0.8231786039118676,0.7866068558240272,0.8862261500876629,0.8632400815291839,0.8039129581773587,0.8721787540324406,0.8722181217328339,0.8703183304409643,0.874166268263118,0.8787672387006705,0.9045219964078691,0.8718011140790206,0.8925118620541049,0.8756494590206658,0.8497514652155203,0.9078115067928217,0.8635477367828831,0.8516052909206981,0.78678260420919,0.8779572034943447,0.8209487301034991,0.9808473536146254,0.8729245037740138,0.8684577286620982,0.880083243401942,0.903849198893235,0.9848757042773347,0.858717887188696,0.9114018473928823,0.8543563194250343,0.8577037453608687,1.0000000000000002,0.9068706843817489,0.9085812752788602,0.8631350992287977,0.8878111393267601,0.8317847545921688,0.8045394443265435,0.8484061110327742,0.8187646377014821,0.8693230595763803,0.896786598638495,0.8704637568647564,0.8537949320106127,0.8683686514141971,0.8522138114505932,0.872354293689591,0.8756049487491109,0.8738163929556751,0.9135427235855514,0.9070808816330461,0.85865966791352,0.8829409868935362,0.8700397261963707,0.8879260128685912,0.8986136095511411,0.8621011606152436,0.8642219888881597,0.8596837062294752,0.857551037827777,0.8628382401626933,0.8664488208764111,0.8549767713978013,0.8674106865109823,0.8582241546698824,0.8563234898244456,0.8647801511927754,0.864030190113099,0.9569972418089927,0.8125956314355132,0.8818097449838145,0.8545817816184943,0.919470196821915,0.8715333259652299,0.7699556607250407,0.854351190522006,0.7682060774876783,0.8954217302471777,0.9158779577531004,0.859597999103905,0.8471800327962444,0.9033047035683069,0.8710326363577444,0.9115781732955367,0.9223534179783517,0.891526427330787,0.9100948024665916,0.9153356808236771,0.8934777128371849,0.8674828573682757,0.8154668457485322,0.7886391206871124,0.8151078217305092,0.8140404107067996,0.8636637877661052,0.9229095417426774,0.8839536634860794,0.9169777357313569,0.8579966113895814,0.7530464700265407,0.8321995574886799,0.8278767261391785,0.8331213342119228,0.9035474448152978,0.8772100834065492,0.984423274486763,0.8026710172237344,0.8461161963945757,0.8167507337461483,0.8490067307774016,0.7338943052538818,0.8616295875038961,0.8786931282659859,0.9123168389265426,0.8843922352418819,0.8770835593915558,0.8733944669521025,0.8274208609001577,0.7820433178331526,0.7902366890895149,0.7917916493497749,0.8307319590055049,0.8691300654785694,0.8663734832206019,0.864478114667279,0.782225509179952,0.8150914179504732,0.8236218630664484,0.8605556114820072,0.8738572992573344,0.905455981523274,0.8892978829294468,0.8619889570353901,0.8875113212079766,0.9174492800328059,0.9099274875749809,0.8700863215131639,0.9014875430631902,0.912620148615331,0.8644810055014188,0.7912864310083635,0.8192432015943069,0.769152249623512,0.8459030155543457,0.876047880802364,0.8649772770273768,0.877131964095904,0.883369403856459,0.888796427308518,0.990357725313427,0.8805229140416152,0.903084188537677,0.8797047373135544,0.8688755578133451,0.8759916443401646,0.8743167488943662,0.8673260227714064,0.7896889610999492,0.8816601474851588,0.8261052976532216,0.8657615491624486,0.8807469146081206,0.8814873444852537,0.8879307568091285,0.8738449397364434,0.8849173823923335,0.8814703210530607,0.9008034416793458,0.9855074144565991,0.9014787928759204,0.9827158467476901,0.9192494181770405,0.8829275274270145,0.8683513503597013,0.9199794992470526,0.8770383032249924,0.8778207509047883,0.8696274308380607,0.8865241347586263,0.9230982563625294,0.80543496614149,0.8165383371256012,0.7770097745296835,0.860818348029566,0.7687658561953777,0.7401400328531673,0.8290711331383535,0.9081112414469795,0.8812831952139605,0.9066855415033738,0.8916221322495294,0.9090592334368757,0.8462756831354745,0.8548358162771234,0.9082117151175939,0.8674137215059639,0.8673440522136818,0.8120338399611857,0.845109024773845,0.7896037975334291,0.8676896202776164,0.9852149608381112,0.8850654727275464,0.9112639903540488,0.8678079522662953,0.8211700466645464,0.8413972924624816,0.7651591317335613,0.8083942289084778,0.9757935832366158,0.9880468033763767,0.8562413665318458,0.856948924410977,0.9892783665814044,0.9844695781718446,0.8900519285631948,0.8623193029061547,0.8784108744623441,0.8808027253048725,0.8736879060914762,0.7416463930658657,0.8509638103851282,0.8770818857197661,0.8843646237276437,0.9877780817341831,0.8993733746475034,0.8934742580990078,0.8174408875794804,0.7847628715536499,0.854729685223033,0.876946178145809,0.8799267671151717,0.9196622208837775,0.7989979345547763,0.7379852916251867,0.8933564057396924,0.8757761818595421,0.8496192527153521,0.8598036571526027,0.8859508812058225,0.8639726480243841,0.9014399738019314,0.8964948567401287,0.8855800183612348,0.859842220831918,0.8766789396538055,0.86383610964372,0.8611620061334223,0.7817220350483328,0.9074517239291148,0.9198249193909348,0.8460080809376589
+Bretagne,0.8166807247814216,0.7944088768104649,0.8384615043633122,0.864943950009834,0.7967652096529103,0.8787025939193888,0.8706529319859143,0.8718032381324344,0.8791272254505146,0.8864677952755657,0.9843712887884312,0.8775744627971727,0.8931755653725609,0.8737602863105853,0.8559812523733782,0.9858558711655865,0.871686640255233,0.8615002266457759,0.7760493840721119,0.8972506320258381,0.8245840129387911,0.9125200504457158,0.8798941755309314,0.8717274500759727,0.8848033977632692,0.9860611974664637,0.9168025856074363,0.8652838192701257,0.9893618725117707,0.8629194883212072,0.8656918802898048,0.9068706843817489,1.0000000000000002,0.9409839779258297,0.8670258324350206,0.8762057262026234,0.8412166718996881,0.8244373514310578,0.8509074510757106,0.8127991974133857,0.8741993683987755,0.8973264647017024,0.8767688704510264,0.8633028106038529,0.8735234419027607,0.8607488587760272,0.8772852266478262,0.8793709791254922,0.8816157611444027,0.9897669778055351,0.9846893926960213,0.8668834962458739,0.8849201073339004,0.8756459574887879,0.888704736991821,0.9724525327576553,0.8643459944528016,0.8676392578443677,0.8601453886237088,0.857427860281582,0.8631971144762007,0.8682251805583355,0.8563534893802149,0.869055578245296,0.8581788705442142,0.8572490760970741,0.8655639252754457,0.8652085933104997,0.8846441766521851,0.8107583811031911,0.8816039142844441,0.8539279029798226,0.9043730004277355,0.8608213248833178,0.764704006130433,0.8599640428040095,0.7666062598585711,0.902058613978493,0.9144062278560895,0.8668203715016584,0.8323140645215427,0.9771059274420352,0.8793161376401232,0.9146996169543022,0.9113920328916401,0.8926672630332617,0.9878047996745604,0.9024396444450369,0.8996069242897147,0.8646642471297528,0.8137466564979764,0.7755134246806901,0.8056985678279638,0.8153153693995696,0.8701299954201053,0.9107116988778068,0.8839027418602475,0.9050318591882818,0.8653039927578716,0.7488505153426849,0.8323983075905137,0.845582476218966,0.8155492259747079,0.9821759039089778,0.877789040956016,0.914384786441251,0.7903394050572384,0.8492301709399794,0.8183626390569746,0.8330687851531532,0.7216104924578755,0.8655289487415346,0.8789400610735466,0.9866606881454757,0.8838079081067977,0.8760306271909558,0.8720653512049351,0.8173589647645298,0.7680825486476996,0.7846853317657757,0.781603526809723,0.8165330921954477,0.8690085202903194,0.864990879775077,0.8661669245692561,0.7689981013425874,0.8088502408455509,0.8123057133602294,0.8525311399289575,0.87909686873656,0.9843354206809701,0.8952544132268119,0.8705227889578057,0.8956904902029915,0.90472848536382,0.9860708116002856,0.8797685453585705,0.9067570595505573,0.9850025430330045,0.8641332643230034,0.8058654660848297,0.820055152834681,0.7601923544006627,0.8546804633487503,0.8821079601019188,0.8659486471389047,0.8845749472445521,0.8834279462635112,0.8906143340590349,0.9044263595790588,0.8798822583167274,0.9846401096229734,0.8797514750933515,0.8664102835727439,0.8748332194229879,0.8784764416793928,0.8686765096944116,0.7811819020423564,0.8695980266251666,0.8228099805579124,0.8715585778490397,0.8866806348573157,0.8811663281459807,0.8862637041950122,0.8742228078765343,0.884844095209594,0.881346131041877,0.9002536881568177,0.9074099061390422,0.979015713122821,0.9090529199273948,0.908314243204097,0.8830865745855798,0.8687169369546984,0.9126301369708392,0.8761492875875502,0.8764179120853114,0.8692332288945788,0.8880989216204774,0.9099713388209938,0.8099833499488841,0.81143358248992,0.7632585704632475,0.8541659909348408,0.7753538917525635,0.7347574218337699,0.8379134127895144,0.9916491644660227,0.8806349892327636,0.9840177208715634,0.898470924140661,0.9887246635525978,0.8540816918471406,0.8640092812926408,0.9837291837298517,0.873388159894791,0.8527820634535394,0.8024902497699639,0.838077352272553,0.7875135644584499,0.873776330146327,0.9132161706819616,0.8863344907750845,0.9871397300377841,0.8675124336811652,0.8080076299293226,0.831700475033649,0.7903956720234533,0.8102701341680437,0.9000620338364036,0.9033004653446675,0.8643982516364078,0.8646813120357651,0.9003967022727594,0.9064183969175934,0.8890605932698425,0.8708308885911924,0.8827739009213182,0.8797800447846376,0.872842723646291,0.7311557032206331,0.8384380139543159,0.8761612169884402,0.8837822180555319,0.9030997440491025,0.8944446900192211,0.9007390623276109,0.8086463379889014,0.7827423956958263,0.8515807340371199,0.8836974376496354,0.8800197815432544,0.9105798045449233,0.8145778899570374,0.7357625698947456,0.8993851261589336,0.8766422952236058,0.8604070707819725,0.867360847143712,0.8865450059813984,0.8705341930284469,0.8997246308964246,0.9421652131688992,0.8862893286929943,0.8575456300915736,0.8761168471748938,0.864017906454473,0.8564055397880797,0.7763622565871973,0.8984461493903002,0.9101206537134753,0.8549805824404445
+Brussels,0.8389863965608104,0.814662795333329,0.8629949696923701,0.8852339542873808,0.8186311445124141,0.8965887565957232,0.8864602874242533,0.8861047301259779,0.8905867226057094,0.9021575999134025,0.9438065849022316,0.8872035296432971,0.9053914907760605,0.8889222265257269,0.8689792550963779,0.9424355520305487,0.8887989693810453,0.8794973743737746,0.791832407432484,0.9524867165873607,0.8427060476464368,0.9218787164921075,0.892874969140513,0.8889947425528949,0.891228574603439,0.9356530891785361,0.9256534167848335,0.8832817556738495,0.9454277870554266,0.8837744111924599,0.8832094977812582,0.9085812752788602,0.9409839779258297,0.9999999999999999,0.8834468472222167,0.8939473792034287,0.855402438238168,0.8301234213128202,0.8614268184406125,0.851464552230447,0.8914880987459314,0.9100062344502722,0.8951522641089193,0.8775850979857146,0.8854276206921489,0.881293103272899,0.8865819738036604,0.8876384133229814,0.8913953908833333,0.9469778008786303,0.9436415109061536,0.8863107597039857,0.8970269269066585,0.8883154958372046,0.9023959375193991,0.9450633571531769,0.8914280998686769,0.8952650712496915,0.8877849465154176,0.8861324116405361,0.8912535382104622,0.8992643593740229,0.8852457255805447,0.8977050671904583,0.8873566042442593,0.8858826840809456,0.8926839260500319,0.893943965314819,0.8972377172131993,0.8327020866434565,0.8966940143408083,0.8840088643582603,0.929920483718048,0.8806747623000067,0.7984728121654486,0.8772756389068473,0.7822361035084393,0.9178484929586825,0.9290366824657943,0.8764651310409823,0.8492258889653604,0.9428352013485856,0.8982616939191091,0.9748154624379529,0.9392525748667447,0.9079182033358081,0.9449572267547655,0.9272321757324563,0.9159237308641247,0.8861641982142363,0.8330947682293598,0.7972144080711463,0.8361457766546079,0.8315733688832866,0.8814052084578257,0.9365908529559013,0.899086358994017,0.9298587957677592,0.8811903434256916,0.7785648550650873,0.8444037082361492,0.8467229665018253,0.8441544357400218,0.9377685419048184,0.8885801928990632,0.9239302659752431,0.804054679218356,0.877801872952945,0.8505525678812529,0.8366982969289888,0.7584163063088746,0.8859736626493512,0.8895835284165424,0.9547610395399543,0.8986213457627811,0.8897288124424423,0.8860619376843537,0.8246110187372546,0.798252375249543,0.8055215375411948,0.7897561843097842,0.8428357611972955,0.8831700387508439,0.880524950119182,0.8944608519136489,0.7880072134869733,0.8439575546393587,0.8320763861938009,0.874393978676634,0.8885676092090201,0.946647622102055,0.911086351823322,0.8886022304509611,0.9119386419730614,0.9377753999072894,0.942922203895382,0.9000535558760054,0.920500151604113,0.9485403491072516,0.8811734824556527,0.8323434488624767,0.8374474501903986,0.7895910122159863,0.8768629190273494,0.8915804478730309,0.8782384058680097,0.9028751465792552,0.8982212112000282,0.904633813932319,0.9072036373197873,0.8932098348200601,0.9420672995132201,0.8922854753983427,0.8839529667365215,0.8890056327370459,0.8951009939283395,0.8825614496509955,0.8009417632333524,0.9040626675001922,0.8366531695096937,0.8884346946622826,0.8935997795034658,0.8952253216721308,0.9005443574496822,0.8850349316827857,0.8992302964878733,0.8943154923639319,0.9136711755130157,0.9132102943220992,0.9449259166888464,0.9186411587146197,0.9373810071826736,0.8972548020829257,0.8836397608305069,0.9401586880550927,0.9005285020236206,0.8898686179958766,0.8842326688139398,0.8994790994577117,0.9376526010093454,0.8250690834045973,0.8283653897515116,0.785592971784936,0.8680757619783593,0.8043506696576596,0.773098485281096,0.8589748033917529,0.9418523657910279,0.8943408196414232,0.9409293789587413,0.9124197132880343,0.9431016902123436,0.872835998562424,0.8838533693220576,0.9498378454122365,0.8920828504502915,0.8748737974672713,0.8292362403892999,0.8498787392813654,0.7968109635788982,0.8851919853088424,0.9219793477145057,0.8993753471326081,0.9499218193401283,0.8947638075656904,0.8255102689509762,0.8593317782270671,0.8029559407476565,0.8303494052458996,0.9095359800972918,0.9062233754278817,0.8813822624929407,0.8840039534725888,0.9034795838477755,0.9112952469607697,0.9075513442431178,0.8903488190045452,0.8985435962598957,0.8944419574196656,0.8863887802086986,0.7559943832264772,0.8533134486761621,0.8919443354005127,0.8990773678139453,0.9074826681191974,0.9125109723423321,0.9156284511660405,0.8322528902355506,0.806016173097188,0.8712281332289403,0.9006241199164726,0.8898185709652664,0.9380623688932971,0.8194546360175896,0.7565936448582403,0.915405794799765,0.8891588365594106,0.8790838874633332,0.8842546473648206,0.9004091773326444,0.8864227261977583,0.9145703571791869,0.9817742254213823,0.8986401770848738,0.8727440849003387,0.8894473476434822,0.8777872843448884,0.8759002640268785,0.7950725027227334,0.9296215485182077,0.9391968695938504,0.8733505638705631
+CA,0.8342922899701243,0.8529984952581876,0.9056164186172992,0.9313696546546989,0.8225846788758998,0.8557434330329107,0.9160191563034368,0.9185717131450747,0.8386334120711004,0.863196273753856,0.8740616415036008,0.8329267535858808,0.9255794215823784,0.9217008122426529,0.8194644838716008,0.8706212785568699,0.8437231447559372,0.8358910703655058,0.8060106163239363,0.9088570344073991,0.8546740643933496,0.8698527222268347,0.8394890636665936,0.8450332669347608,0.8346159121934037,0.8646538152703791,0.8761489796279863,0.838602262015515,0.8727162278622309,0.835727695993167,0.8365440869289734,0.8631350992287977,0.8670258324350206,0.8834468472222167,1.0,0.9117790391420608,0.8834049087363306,0.7774383488443505,0.8448429717565004,0.8780372949769907,0.8498779709101298,0.9242041455886454,0.852377323793305,0.8303389453757415,0.8371123410057948,0.8371057163378607,0.8325658721935841,0.831140342438958,0.8338343760882178,0.8754989869972873,0.8718299467666518,0.8428294472785846,0.9218615775848295,0.8351514875416145,0.9258137020718643,0.8805182353557927,0.881596726626237,0.8802975951573423,0.8789741942163213,0.8763822734419067,0.8791194819170759,0.8869301319040448,0.876947177124719,0.8880181967943803,0.8783098132764986,0.8772616459552971,0.8827982271200211,0.8841024280039559,0.8851247497984216,0.8536671001904906,0.9248596773083098,0.8788750095735008,0.8830049531817247,0.8886011714091303,0.8074947007747624,0.8902827332680517,0.7825242678164975,0.8752024475045813,0.9195167680076832,0.8258634788544135,0.9066138277826022,0.8769695627246651,0.8549084473480593,0.8765345387390079,0.891786131879981,0.9263083816073515,0.8726887575821445,0.8790718868628371,0.8748881468129912,0.9329593901696808,0.8363413639724311,0.8081726746767267,0.8645493684681519,0.8286530652354405,0.8317871432924153,0.8862786589312238,0.9230574512640575,0.8823538705336382,0.8341427485252144,0.8345440403473544,0.8170388778843848,0.8050855051661674,0.8640169046209516,0.8693445420925812,0.9085726645750961,0.8728001166814825,0.828097854224517,0.9021757106597242,0.8574330210292375,0.8214292464736846,0.7673294710799292,0.8888156275142858,0.9193109709718624,0.8785940420449625,0.9241596936601485,0.9207093087267281,0.9195301781920607,0.8513892121587499,0.8379850034567687,0.8264401706174109,0.8151381576403544,0.8229440862936142,0.9155347258522821,0.9165201719708581,0.8855663990623955,0.8132120430171053,0.8456836504677421,0.830318514574569,0.9000960951707316,0.8348131176980449,0.8728985725398649,0.8663210164604733,0.8445296713499743,0.8706305801479415,0.8823759202365244,0.8715620877137068,0.8545369291744501,0.8749817289369548,0.878079186363649,0.9114110769339997,0.804248515958541,0.8857456796359718,0.8237919218430194,0.8341179389280564,0.8363151127221514,0.91240005357231,0.8609187075922764,0.9196400321770379,0.927151487343127,0.8614083493960469,0.9240015977769822,0.8701735626867263,0.9208521051307084,0.9149564546914252,0.9204227288175743,0.8523007005465768,0.9175364906067321,0.8276224586236194,0.9060497470892286,0.8147535777559491,0.905561491604559,0.835925168088851,0.9253829362301617,0.9205382832205127,0.9162358925387016,0.9196413643335681,0.9182711832132937,0.9288385594598064,0.8654773236919556,0.8683288914924436,0.8668600194812077,0.8826565711137768,0.9223489038092916,0.920564948171203,0.8885904840220687,0.8989813276809214,0.9212782842451395,0.917119122157546,0.9250920165562792,0.8868120555143507,0.8400149943368425,0.860435341254306,0.8130644061606374,0.8595085292861675,0.8411946704066335,0.7594958005563854,0.8645599909652336,0.870644765661127,0.9235604287601059,0.8697191767139967,0.868920256704279,0.871479313018467,0.8287836069540649,0.8375387377468932,0.8778227194374414,0.8505816590746771,0.8637533455416487,0.8585001852439236,0.8481542608941581,0.7973659634834498,0.8293175500353347,0.8743169511357236,0.9215612572857405,0.8769189297450781,0.8855687273812629,0.824175664862374,0.8880217504193059,0.8079977519148274,0.8416901683251481,0.8630991744011088,0.8600827670018952,0.8380632882478841,0.8467918073351359,0.8571081109250467,0.8646622786245228,0.9057109822710434,0.8454002392863803,0.8573506596830717,0.9217780435651589,0.9207140190705508,0.791984175570041,0.8359438023026395,0.9215684131495836,0.9221218317847311,0.8635152375580606,0.870927115796216,0.8709257608413397,0.8674851118750916,0.825113441692601,0.9447066966424233,0.8592193949027034,0.9156718726854939,0.8880914499499938,0.8056789214680674,0.7694924998640708,0.8720870929114506,0.9189544032510485,0.8320550507153545,0.836637172959493,0.92537995107078,0.8393095108516606,0.9122048770528142,0.879038604377768,0.9228134443196232,0.9117372277559077,0.9199173705200312,0.9140972321602758,0.8820546347446496,0.7963182675866781,0.8746337319828471,0.885250608805341,0.8297758579603283
+CH,0.8248086930238445,0.8304476023579147,0.9196591363729554,0.896657650514266,0.8406529006182888,0.8636665060429278,0.8551474437916865,0.8586048666255673,0.8471750830806696,0.8778550305844889,0.8826893119027263,0.8437792962560233,0.8733399275964127,0.8600796609936253,0.8266946097973246,0.8821888373918719,0.8485645302500037,0.8364135076006275,0.8047715987737536,0.9019705728965218,0.8280274852183231,0.9038022230804956,0.8513297311492211,0.8544429778613253,0.8467615578791832,0.8723088347614647,0.9070809196169519,0.8437818782412407,0.8831203707255253,0.8428157151837488,0.8426996938452366,0.8878111393267601,0.8762057262026234,0.8939473792034287,0.9117790391420608,1.0,0.8763515727954009,0.7872600346690733,0.8491494978708172,0.8601079240395615,0.857713799186143,0.8791175135591927,0.8602080518848272,0.8360894400827813,0.8426697824549356,0.8386837492567502,0.8426102582944107,0.8425364503710979,0.8469702320324404,0.8843217521137233,0.880024777629693,0.845428231829283,0.867116590513359,0.8457150264669687,0.8727829041502614,0.8885873139348084,0.8566362754574506,0.8572899078617594,0.8514040777993682,0.8519015197633405,0.8551347650705042,0.8616844025187289,0.8491187470738523,0.8620255605340167,0.8532567773236693,0.849562361208651,0.8564657008434834,0.8585563660858443,0.9160751470413044,0.8223691788806031,0.8658628503226983,0.8498917323615681,0.8849388786738231,0.8705876977613394,0.7853519292019393,0.8974255734352409,0.7920857324856907,0.8837802921525812,0.8926488921070772,0.8325408356771448,0.8863193139516846,0.8891585324311628,0.8584569003665553,0.8844308151110346,0.8915412538450314,0.8748516936735533,0.8867973544538807,0.8817082337484012,0.8824264037585494,0.9040565139734865,0.8330241471967141,0.7783426695595395,0.8489577673602757,0.827687032485837,0.8405895774669554,0.8908548171502316,0.8675856694591685,0.8840735940468171,0.8410277248488744,0.8061545633156627,0.8135534972759536,0.7892463487891546,0.8722134157435246,0.8753192738980162,0.8608333230829273,0.902727484524919,0.8169519530523219,0.8846898569636183,0.8407889593919089,0.7986682875156278,0.7528622848739309,0.8774631446618625,0.8596091825377602,0.8909060659632887,0.8686076306791075,0.8587366427452511,0.8562742113947216,0.8332451014927668,0.805087059666829,0.8222210412552037,0.7943659585604049,0.8007797573251484,0.8523194399351579,0.8507311901512841,0.8594658298632292,0.7944496994459878,0.8281189704225558,0.8274861206060223,0.8985098113163363,0.8464568375045786,0.8830459680109332,0.8754334767069841,0.8474006608156304,0.87803664875839,0.8874860303532631,0.881178255535384,0.8570451024859477,0.8882089379463647,0.8872126124071137,0.8508599666703835,0.8040304980312228,0.8569893304290439,0.7846865759576309,0.8361222998244883,0.8473361269108433,0.8490948894379473,0.8692922862727511,0.8648560847255111,0.8755592258917413,0.8876575191014432,0.8621511786348492,0.8806411062230535,0.863233288568763,0.8552914395197507,0.8585763702169079,0.8615885959195909,0.8542459990736159,0.8218355084696383,0.9132124858025497,0.8030003867741075,0.8690066519163797,0.8491972590952444,0.864618355270459,0.8703621922367114,0.857605988471901,0.8696323114752084,0.8617104282519135,0.8837977687349056,0.893843446074278,0.8759915285924487,0.897605184532787,0.8880984698959592,0.8657649418753829,0.8548817227322791,0.893716371929628,0.8665303456572893,0.859365068893413,0.8540163060650033,0.8680655149704376,0.8913113445099776,0.8449471711266602,0.8287815966690134,0.7885147414200426,0.8614943292357713,0.7975044951676382,0.7359880264273949,0.8507393931816214,0.879998981255293,0.8642588257439632,0.8766377276140697,0.8794161895303984,0.8793860130433206,0.8316285039204102,0.8429361836939788,0.8895626462040969,0.8578725296481445,0.8721513166777498,0.8558874310191594,0.8589547277686291,0.7841507047934607,0.8402111395256913,0.9025996573584844,0.8691576988991888,0.8926938780969225,0.859561472434132,0.8257731456419809,0.8522416744057569,0.8002923121359604,0.8117729801117424,0.8913635624891022,0.8876058780604672,0.8408549523962443,0.8506981364892121,0.8840570847207683,0.8914890619083992,0.8737886768185932,0.8467838861070138,0.8634482826027352,0.8637298940741465,0.8578667112976067,0.7544719857689147,0.824623591331771,0.8608216221235959,0.8692572684440125,0.8895571761365249,0.8895959653546521,0.8805543526332473,0.842730889560371,0.7932545523682348,0.8958912170200932,0.8675204079206384,0.8615451945437882,0.8918815133699707,0.8131595085218156,0.7412917825113864,0.8824450318538658,0.8625171248109208,0.8380395722713614,0.8444684531992293,0.8683134673321435,0.8473448270843897,0.8801627756857522,0.8837124195619617,0.8678766952030573,0.8450608064047533,0.8604996579691794,0.8496356427345523,0.8666294457602821,0.7837806747476034,0.87874051607063,0.8899848346071233,0.8328472930439025
+CL,0.798842086681562,0.9209264333814691,0.8603533193320342,0.8767739422433376,0.8132168958061126,0.8599950144070772,0.8470854060424439,0.8464922179801424,0.8715375905495869,0.860081582797037,0.8492840910374547,0.8641213888647434,0.8621668171307567,0.8521017432853419,0.8538290321671681,0.8471885034157517,0.8646398415908957,0.8585092074480976,0.7973215621235148,0.8618904201159033,0.877660476778472,0.8403362589665054,0.8684042121199057,0.8524820041486535,0.8625660303922276,0.8373670137323502,0.8446630045440714,0.8643628702731924,0.8476942047783574,0.8572948535979553,0.8621932315721225,0.8317847545921688,0.8412166718996881,0.855402438238168,0.8834049087363306,0.8763515727954009,1.0,0.786191541750677,0.9157687215645037,0.8495694273723392,0.8562013103254084,0.8606824582501356,0.8586836995167816,0.8699894833267118,0.8664537514108375,0.8592123739407266,0.8658913558013375,0.8664894496994576,0.863257113226063,0.849269500299341,0.8463480209692413,0.8636811302863894,0.8527023769515109,0.8672236328885599,0.8542441657789304,0.8604884151436182,0.835007314531465,0.8333452608882007,0.8337900139652858,0.8316913343167619,0.8365645129636639,0.8421613841836839,0.830870615230737,0.8400735197077286,0.8336344920497482,0.8327160231618495,0.836504049229823,0.8407014960594593,0.8552496751815182,0.8841436639500461,0.8538985132779308,0.8307915537547121,0.8405790681669484,0.8361780796697043,0.7971331892980037,0.9150309540454684,0.7806907515769032,0.8714864906828059,0.8609978496667078,0.863360323636761,0.8476020771745177,0.8492277422107959,0.8717680690093744,0.8422860404224397,0.8491553103747601,0.8661902607168352,0.8473537255853013,0.8380961985432336,0.8700863284096227,0.8695461265985135,0.8077538848757536,0.7870281133064758,0.8414872853381115,0.9001086598091215,0.864004351611868,0.843748329233382,0.8563848996302703,0.8405915938716573,0.8577638170257905,0.8076266861279067,0.8730567183278073,0.7894784809439569,0.8512923757675224,0.8423271588853254,0.8369842466376158,0.8417866550768308,0.8116877596338076,0.8582168970540994,0.8422195567517942,0.7904324007817362,0.757185109824874,0.8721549160683969,0.8469505878688017,0.8533153341956069,0.8542930914661176,0.849052879431878,0.8460524814271038,0.7747694321531482,0.8134122636033823,0.8094261641419304,0.7793998712018587,0.7883796692789079,0.8434255580401508,0.84383069762236,0.8382217782364749,0.7902541805234238,0.8278286138881751,0.8210816266305552,0.8681568341931952,0.8644165701935296,0.8507519836932499,0.8676985372785336,0.8632750026402027,0.870450042465089,0.8419693178188079,0.846488884266597,0.8726851307328329,0.8704902519400624,0.8521861616879481,0.84130572328474,0.8101504952364217,0.9292813145862419,0.7991053080502841,0.8576096531088756,0.867923249964147,0.8371777444008817,0.8629479922170326,0.8501019903493772,0.855598597869039,0.8331032449034526,0.8486873814494285,0.8468444171419522,0.8435786751067789,0.84579561193865,0.8473640002570012,0.8577282823709027,0.8447352951704741,0.822698377824618,0.864839154941923,0.8012627410505507,0.8506459979117369,0.8664260435245219,0.8538111314575382,0.8584721674652753,0.8391329562943131,0.8502967297977121,0.8596504468612557,0.8626377656968484,0.8353933221492851,0.8438954962514176,0.8371935264633733,0.8402476153962262,0.8535949300667633,0.8432110716687355,0.8456290593888376,0.8484549108555665,0.8480858188384844,0.8483687784120901,0.8532227979923752,0.8453645835591281,0.9276069693808108,0.8301498377067668,0.7793311021011411,0.8450416540916268,0.8677024140174946,0.7527269588312473,0.8671199826965417,0.8436954645868615,0.849125244903626,0.8449228722337149,0.8665441527956702,0.845522984095789,0.8572451480495394,0.8596499588279871,0.8524921367285997,0.8575970730134611,0.8627090564460924,0.8388037240457143,0.8151684284371336,0.7737051343786089,0.8650998960444407,0.8430202601485409,0.8561247504549419,0.8509816443458466,0.8403215117272426,0.8125899087692443,0.8348246532529279,0.7935337518406191,0.8953324328224622,0.8346574198592613,0.8312950587590715,0.8614380103866257,0.8543083326240455,0.8309562342736957,0.832862940507656,0.8487424064191932,0.8666602235619079,0.8617391394309425,0.8527817832441927,0.8469762006639527,0.7653430127304871,0.8149964170066412,0.8510068862832729,0.8620068030812392,0.8341121363077539,0.8619318808722928,0.8686355150959193,0.827973852403099,0.803036056570792,0.8801554854255068,0.8608425277638885,0.8444456660597056,0.8434878792093713,0.8808476740993553,0.7495931535784416,0.8687319227168399,0.8442262756207727,0.8575101700575153,0.8618152229017625,0.8540455681171036,0.8601074400440379,0.8541788184050175,0.8512360353413851,0.8513405104953973,0.8390463511535174,0.8474830952999688,0.843825578950457,0.8575689386233052,0.7840037704579254,0.8344169207290593,0.8453554919634402,0.8560990472384604
+CM,0.7649530203289062,0.7505834931647494,0.7730636705925498,0.7898695068381569,0.7510354455329733,0.7897020909957885,0.8007662236122794,0.7918023951869158,0.7948159638009132,0.7882104489181947,0.8218304846574157,0.7900644245233679,0.8107573341283694,0.8013017820632833,0.7675281299702013,0.8237527593953125,0.7868818542565829,0.7788074780700707,0.7800734182784198,0.7933393295717608,0.7813594824165887,0.8120307417641391,0.7885007368186514,0.787858767261552,0.7977498279147551,0.8185508680767037,0.8140327363592907,0.7830234744946541,0.8266627781868683,0.7791691158775709,0.7829365869310719,0.8045394443265435,0.8244373514310578,0.8301234213128202,0.7774383488443505,0.7872600346690733,0.786191541750677,0.9999999999999999,0.817051623140282,0.7596012501673728,0.7913526492040578,0.8129330391911882,0.7938460549451519,0.7777751516117233,0.7825574141278984,0.7762156934633705,0.7887846571440189,0.7925706046899781,0.7919216804524207,0.8297460822227282,0.8215519266562392,0.782667077915106,0.7996126743050166,0.7865660673722109,0.805526169622557,0.8211888851939554,0.7751326214276208,0.7775562394964182,0.7729003100502405,0.7711066816089917,0.7764004409495462,0.778727418712983,0.7715524616893118,0.7784187875326404,0.7713883535286695,0.7706414571277603,0.7776442718535911,0.7769971907004141,0.814286226332167,0.8059447065127442,0.8035486086196406,0.7684603399737197,0.8003986457681758,0.7999419199869695,0.7844226651227112,0.7971966653746249,0.7945489431274263,0.8079436967099649,0.8162163573579623,0.7877612253819996,0.75033989052667,0.8420594769638325,0.7937355390432375,0.8041888434929406,0.8084845600118185,0.814078943427773,0.8248865225979847,0.799713365986808,0.805758130467036,0.7852538611838361,0.7663959849780996,0.8403976330164766,0.7658214480633146,0.807208666391631,0.7831090104105598,0.8064310724703352,0.8113042544248092,0.7993915725369057,0.7805321239338853,0.7394157580382107,0.8114478465795592,0.8550211449142854,0.7797380988173211,0.8204752027600914,0.7973004804276065,0.8144972594359455,0.7962110631744457,0.7907573322887783,0.7971617974412857,0.8270943453262728,0.7588968722891601,0.7823902845901373,0.7971686771895807,0.8376590643501727,0.8031395209137694,0.7976210726046898,0.7924490721376258,0.7626156708464468,0.8231133425003995,0.7693624654171778,0.7445980808679401,0.812239618720678,0.7929784320365997,0.7908705929270817,0.77622428429292,0.7866450429507004,0.8048937608466581,0.7987556054930812,0.7833940870484364,0.7922373103004062,0.8250776733088452,0.8061524752987725,0.7840491524968876,0.8028979996481784,0.79905066385313,0.8264885917395104,0.7941803290882292,0.8135882902265195,0.8255079093483836,0.7953577692740244,0.8230758142177769,0.7644769079127202,0.7632958218193228,0.7755712416394559,0.7912488557579526,0.7830883638517343,0.7931359504668895,0.8043998523547568,0.8059152165538874,0.8015239631985822,0.8003184626292064,0.8222831159422137,0.7969031842648068,0.798524163847397,0.7985894264762723,0.7936964825054379,0.7867878996672188,0.867579557489183,0.7855405192699577,0.8054680669826615,0.8083959514261554,0.7971191806124316,0.8023002835048111,0.8054207933818985,0.7874282180673174,0.8050304491438995,0.801931271005503,0.8181376703680795,0.8057183558836973,0.8175359087374139,0.8080212307527962,0.8029183793124263,0.8054792085135992,0.7890496662510765,0.8094918693994734,0.7850990171455073,0.7981585629884502,0.7942299478488449,0.8029513914818451,0.8062440315445557,0.7888144936000333,0.7930391712235603,0.7459339724440687,0.7859585896140655,0.7316268958665295,0.7397521001787594,0.7720351552408641,0.8243474199528522,0.799193170577588,0.8214362963346195,0.8051271876392514,0.8248791076592503,0.7715027114737814,0.7793133660388272,0.8263923701712829,0.789241505483751,0.8050294259680784,0.7710341181297717,0.7896911282213013,0.8232630449963066,0.7867468971919513,0.810396162802902,0.8011551097962653,0.8280913425964189,0.784001876515757,0.8174604626168255,0.7880257970508996,0.8572376439471692,0.7786633479421962,0.8011208781326923,0.8009497861999291,0.7788840402767137,0.778567235229946,0.7999864579168932,0.8032485089780136,0.7906716879458112,0.7869932252116786,0.8000970752666721,0.8055997417372484,0.792645011572182,0.7187346203372332,0.8134622573364803,0.8014308968202348,0.8073946732883616,0.8019070751411508,0.7997854721076817,0.8076807615350097,0.7892618976853423,0.8591328808837696,0.7917715677551558,0.7927092505540939,0.7957408104643557,0.8058778696280828,0.7897848183024739,0.7336446361347992,0.8048749853032109,0.7895237459632225,0.7750283664648462,0.7840626433953957,0.8079859659409856,0.7862266055005095,0.80149291911414,0.8138595496802761,0.8022815058083432,0.7830042527548833,0.7941938035692733,0.7846861592472085,0.8384929820067952,0.8438647164236467,0.7914877852137444,0.8090945994080858,0.7700035253128618
+CO,0.7999485693109392,0.886587810392978,0.8361755820219446,0.8503210414784454,0.8037553162640625,0.8539809787730455,0.8390605336970743,0.8344688402124775,0.882259746822672,0.8541372686709313,0.8548496838187308,0.8765128894333518,0.8593264354031934,0.8431020888673924,0.8582886154308501,0.8543946422019366,0.8597484166878407,0.851314993510683,0.8153870306311853,0.845844971083909,0.8870357349544984,0.8578937947911015,0.8777729092908088,0.8503631052883319,0.87870040780113,0.8458829877505353,0.8605625020183761,0.8571900516124035,0.8552898936309156,0.8522291485080135,0.8582413425736088,0.8484061110327742,0.8509074510757106,0.8614268184406125,0.8448429717565004,0.8491494978708172,0.9157687215645037,0.817051623140282,0.9999999999999999,0.8144930564928896,0.853118698658141,0.8634122867602826,0.855108223669198,0.8739093362243076,0.8735377758329383,0.8509191960653841,0.8764940596584645,0.8796500710771634,0.8748850745481189,0.8575610900517041,0.8506756225626022,0.8552712278978598,0.8472931489838876,0.876203641832688,0.8503158732684214,0.856417049480723,0.8234109411276718,0.8242177159132245,0.8204665523157598,0.819170998698698,0.825442374202879,0.8290101984200547,0.8170831423504995,0.8278466399448657,0.820808403550245,0.8186296296869517,0.8250945941569963,0.8268436493181439,0.8522972241936398,0.8756465301034658,0.8465479204092464,0.815283799389967,0.8476224191998346,0.8571761996488944,0.7824132583874869,0.9058461327342544,0.7892312155582961,0.8698685474102043,0.8599748247885666,0.8745411277976652,0.8127827701245193,0.8696218829580383,0.8658726239538732,0.8492855767894065,0.8561738892868441,0.864354742538943,0.8546597292309673,0.8459114462653191,0.8664067607598036,0.8590922960081618,0.8271582672255944,0.7860993560368317,0.8221765008184821,0.9019934817635943,0.8699898015596628,0.8539816579399335,0.8531144009502258,0.848853751049613,0.8546843335016511,0.7684223141443352,0.8912889529426467,0.8367591165290359,0.8242868156615037,0.8475888850589903,0.8350031004600833,0.8596874647940111,0.8281684551859199,0.8472408130896897,0.8433559913544977,0.8335292311396182,0.7442889609256421,0.8660841948254459,0.8395169522307108,0.8636505943577764,0.85001584077031,0.8414599807930764,0.8361466504108366,0.8200361831116313,0.8246554286614591,0.8168871427086468,0.7950314997159506,0.8287925817042879,0.8349060641414033,0.8316764147973457,0.825307555260777,0.7873653640944884,0.8222316756191674,0.8089580220471931,0.8398397650457261,0.8770781911023859,0.8559728672565824,0.8676161541215024,0.8564687206525736,0.8655145365671634,0.8493531286796927,0.8551931814198248,0.8661154092627746,0.8734770261769896,0.8563411144681351,0.8334668038934939,0.7954495284535683,0.90021494387116,0.7955752981602631,0.84758332163369,0.8809692005959964,0.824675898429396,0.856590164703693,0.8478063306103905,0.8511653273765228,0.8483948287572268,0.8413521397127416,0.8525166103554216,0.837026640972021,0.8379516181006625,0.8400960722596662,0.8551373021908738,0.8312580654009193,0.8311665763710239,0.8660423811478588,0.8107019710388567,0.8461417258239425,0.8830479245133991,0.84656703708366,0.8542940819207333,0.8292197830939688,0.8482450770531104,0.8530694456379146,0.8635859804862585,0.8517078453830033,0.847764652446715,0.8534591258108467,0.8509270060624717,0.8487688654312977,0.831018544084735,0.8562314798310832,0.8345115884404581,0.8402986489273594,0.8380975978803653,0.846510008076714,0.8530059281364412,0.9151247377530921,0.8442657287719395,0.7961238682348476,0.8557328184214882,0.8426176368851154,0.7431645550778403,0.8620677762231359,0.8523743390258905,0.8437382197981756,0.8501554822237275,0.8658158482779843,0.8523169436974882,0.8488031979054781,0.8524438496549049,0.8574454961034582,0.8523357838099334,0.8348036548263523,0.8238572090046962,0.8290758895580056,0.8032761588120272,0.8781118055387929,0.8584713579328839,0.8477865082966494,0.8590301032607173,0.828593666135512,0.8450901972372423,0.8288438007903526,0.8068239144034035,0.8851234100179536,0.8464608935619499,0.846337635484724,0.8536343099536781,0.842677716549973,0.8453423627099866,0.8489872689767414,0.8392706706338917,0.8591336145738897,0.8605234897286657,0.8474146795922443,0.8372708948117074,0.7570420893831029,0.8210561859885696,0.8435906856950567,0.8589694858963524,0.8490155825705447,0.8599549248494404,0.8686935375752343,0.8230918772470861,0.8277241403593679,0.8650929832989512,0.8570038143831097,0.8392237022255895,0.8528431647852689,0.9013823731853577,0.7211743637016375,0.866398740776185,0.8347438496123426,0.851098038784018,0.8577875246730602,0.8497996364303285,0.8581449725300848,0.8473791384372846,0.8456722059004719,0.8468065287967168,0.8266444645365967,0.839322354649007,0.8303613825766522,0.8434092784105051,0.8200879038349936,0.840813184130318,0.8556523704992915,0.8470003755753236
+CY,0.8319958391777874,0.8339593892270422,0.8740846330700367,0.8636057619506748,0.828648405925739,0.8516434412450976,0.8417644223496071,0.8372522582639346,0.8154099777232221,0.8473913345806624,0.8227274765060267,0.8073872686642443,0.842781483934955,0.8439781539770997,0.8008799540361,0.8207171620544622,0.8437240081854642,0.8365946406010183,0.790938773754536,0.8696029528863771,0.8348394708966821,0.8331408361662095,0.8135979847928343,0.8461874870379145,0.8012946352428121,0.8107974145410964,0.8371172336539208,0.8434102142832612,0.8221886054681375,0.8408639532631375,0.8421422676164713,0.8187646377014821,0.8127991974133857,0.851464552230447,0.8780372949769907,0.8601079240395615,0.8495694273723392,0.7596012501673728,0.8144930564928896,1.0,0.8498371536060981,0.8391323093050969,0.8510814703368573,0.8114473324993178,0.8157734292800286,0.8424333884476939,0.8090031185507396,0.8079422279013863,0.8045855519450641,0.8222924118430838,0.8217768341262701,0.844649358044109,0.8327276692480495,0.8125467561195349,0.840921073723607,0.846761958393995,0.8543556812186507,0.8499189518831499,0.8529449533525817,0.8537208815252665,0.8567414992430352,0.8611249582898748,0.8523951717903888,0.8579324671664222,0.8579854730914357,0.8530982204985014,0.8547693394607248,0.8591647579026028,0.8386946787588825,0.8191198811987337,0.8438937776863188,0.8559918694779531,0.8379556511328973,0.8685328771096227,0.8231750607462208,0.8565811862065278,0.7641349312719773,0.8586839204453279,0.8605956786882455,0.8033119315799392,0.8558077607862651,0.8274218057882919,0.8502304201174478,0.835857832099452,0.8452841727089837,0.8492229876470269,0.8235861360019252,0.8344695184907822,0.8604060417916047,0.8719746907670833,0.8358341115962311,0.8012086379671628,0.9139279962933521,0.8124057325273529,0.8084452560851834,0.8383191788897106,0.8454709705536422,0.8353403593573171,0.8374590887255433,0.8305456620226861,0.8053834564819475,0.7760628799507862,0.8644554725139129,0.8177951118400014,0.8209657160484923,0.8345271568969155,0.7947114548108247,0.8648903492734354,0.8534178553394194,0.7906637284356817,0.7974203504469756,0.8784431262512854,0.8337353146909695,0.8304869480878002,0.8417150167270024,0.8387442531899181,0.8367655573903863,0.7797483082893009,0.8337059147320038,0.8149837159708972,0.7921726911850668,0.8214532547170458,0.833621499330513,0.8361975668552726,0.8582167734119297,0.7954005414098138,0.8775052546295343,0.8265955350462025,0.8714994123184141,0.8084320213683444,0.8265379290821324,0.8547359104118596,0.8444315720952028,0.8571756150869095,0.8400454624188781,0.8203550907096728,0.8508100659776633,0.8550657705326865,0.8318282432047234,0.8365397558388928,0.8050623104312125,0.85231674005777,0.8167416007516498,0.8415427430075526,0.8054532173287815,0.8285021592112853,0.8546116793710957,0.8388986632722499,0.8421417720629314,0.8205185035198773,0.8395452185234042,0.8193550288745572,0.8339327467575399,0.8425531790639881,0.8386246920719245,0.8501673272758002,0.8354631271703323,0.8035966687795661,0.8585757091496891,0.8053047898284651,0.8347937951041817,0.8049233202310588,0.8434816159901629,0.842184447906894,0.8261725808573338,0.8373423762137573,0.8373730007371399,0.8466917919425881,0.8240338816713125,0.8217284573773278,0.829168629526927,0.8351751142723617,0.8424881001039352,0.8381831323955937,0.8391494311425359,0.8627936257455865,0.836990998268067,0.8390574986743945,0.8377726277395767,0.8427854898542823,0.8159612284671709,0.8306350995456899,0.8060099575453701,0.8428437294410372,0.8221787431680118,0.8039097179107687,0.8586710064227844,0.8157850987705361,0.8397574590758148,0.820694449582044,0.8509785043083268,0.8179962201403969,0.8367058844082265,0.8402133282607676,0.8313264732038341,0.8511746814894934,0.8705342957011116,0.8708045983828191,0.8208657676030933,0.7648559668229747,0.8085021170205492,0.8338940308955743,0.8386936929047558,0.8287131171315231,0.8600251053423474,0.8053505538363126,0.8581409534744965,0.7944647627104756,0.8260279813996001,0.8273536411717276,0.8181253908486443,0.8406436997889762,0.8469440860909047,0.8182189600538549,0.8205342978403879,0.8535096034092758,0.8446647640519698,0.8525104052016693,0.8422800852321987,0.8385054454569509,0.7874005617150182,0.8407763962700092,0.8433214907044727,0.8438775994110216,0.8234978418824678,0.8541295092201024,0.8553968349909808,0.8666431941361142,0.807791429389008,0.866751479804467,0.8515069158442821,0.8246694414815681,0.8374975633950167,0.7642500291560116,0.783122176447945,0.8576303869740327,0.8320479465062515,0.837575357692015,0.8407237864110125,0.8426951102724325,0.8388981626574415,0.8552814291294707,0.8468289259937731,0.83598894774018,0.8338276148899538,0.8365449402581456,0.8326919170563002,0.8404554530185087,0.7754233066700765,0.8289074269987602,0.8405814926261238,0.8352572656579583
+Calabria,0.8170923326246805,0.8267452802693233,0.841720280667486,0.8557257755707642,0.7943378657413486,0.9831742552312128,0.8650231823424538,0.8600774020837028,0.8751239887357312,0.971378362574634,0.8803066546649365,0.8688032971829999,0.8708970399383863,0.8672894080288917,0.8595468559455058,0.8808835653130872,0.8934135936754295,0.888664573927221,0.778075380544567,0.863446859934669,0.854600051514614,0.8818077027097365,0.8728407720874278,0.9882515140549436,0.8637981460903583,0.8709485303926621,0.8854328643525671,0.8957007653578006,0.8837710691414298,0.8867936874538624,0.8941758225161509,0.8693230595763803,0.8741993683987755,0.8914880987459314,0.8498779709101298,0.857713799186143,0.8562013103254084,0.7913526492040578,0.853118698658141,0.8498371536060981,1.0000000000000002,0.8684511822981115,0.9856715734790218,0.8681627334431794,0.8725710720119153,0.8885195354408423,0.8712062226661422,0.8703478534877027,0.8646245854779655,0.8822988391445985,0.8823000485349742,0.8919622080991789,0.862097405645785,0.8700238350680657,0.8672863482396009,0.9024059377750652,0.8712556837729638,0.8702015477962446,0.8703279440381778,0.8698429176016108,0.8759467223599638,0.878079507898157,0.8703548379796398,0.875099092205951,0.8732377354511245,0.8705119007630886,0.8738119589295423,0.8767042129322404,0.8608374303976007,0.8267736510976436,0.868891974006357,0.8696062063922674,0.8764789023754811,0.8464053688395727,0.7953587988294091,0.8671005212624907,0.7497313198894174,0.9801967628920676,0.888808172550872,0.8638056020342251,0.8120717414559891,0.8789307108896205,0.8973277857037564,0.8787972302832189,0.8824528849094115,0.8778535344161362,0.8837582160232048,0.8717517055392457,0.9749904535296416,0.8557406725981824,0.8154725882978344,0.7866015639469571,0.8490281030338496,0.836271868885127,0.8690873414042263,0.8790165645875638,0.8705549012999135,0.8738143501602847,0.8907745524509332,0.7837913175474857,0.8357393981378827,0.8008835648571261,0.8386273802443792,0.8755311428067329,0.8474299565694093,0.882757839157952,0.7854546906942802,0.8563957427443445,0.83646475368172,0.8090750033552682,0.7512320459467406,0.9634920418619879,0.8597520891858496,0.8850682840646147,0.8673245444837023,0.8634873309865208,0.8592007784909674,0.7712389864777229,0.7939219328164288,0.79639852102574,0.777425534216033,0.815646620445177,0.8571755662817417,0.8592258909169791,0.8753468310908136,0.7765136536171887,0.8314262154726638,0.8227260561122314,0.8449596652418785,0.8696664980995834,0.8864061088602206,0.9836127296718036,0.8923330628979131,0.9796748950778191,0.8788326394494718,0.8813365611600907,0.8995195068526032,0.9783738564847754,0.8895316837399493,0.8597498626627473,0.807585369023637,0.8461634714331547,0.7987925148874162,0.88588495400527,0.8657912687467312,0.8542981508379272,0.9798700652183235,0.8632849488955203,0.8669882452146275,0.8713107118096737,0.8636824348062788,0.8774743930097364,0.8552493783166892,0.8636436252238092,0.8627337501160116,0.9887955980422585,0.8589648867634656,0.7853504662000252,0.8527873582230948,0.8199282657676704,0.8535727828602532,0.8706738100584389,0.8661446290301068,0.8662717843249804,0.852618949016073,0.8625886060266733,0.8692320182198334,0.8753549908205621,0.871757255239472,0.8790456352831282,0.876768596149433,0.8762318696796837,0.8691360716777885,0.8566057710290953,0.8804204376222141,0.8839602488200032,0.8619103243162082,0.8629348045914637,0.8646761205020354,0.8817460207605129,0.8273099394580984,0.8134234864430311,0.7751194195086403,0.861853676752818,0.8237818961682325,0.772939746099266,0.8692183798399699,0.8736631049720213,0.8651300471777426,0.8798670225229425,0.9783345823146871,0.878913193097482,0.8890365289908317,0.8882199383466909,0.8899061101650709,0.9875099875497466,0.8712575254784712,0.8226567457133346,0.799851387056696,0.7533286742978067,0.8690936840103052,0.8823945106057293,0.8663360539248477,0.8856297150810654,0.8763032620507508,0.8010177642545218,0.8344706624463224,0.7736402142563648,0.8344934196738375,0.8745787069920906,0.8688556780079786,0.8907571151683821,0.9744829726044125,0.8697238002140802,0.8690750384596387,0.8786597923391811,0.8947321048163759,0.9885164185084643,0.8687636617121524,0.8621742917389793,0.7688958689281125,0.8285620511900912,0.8672486185058521,0.8708814822411401,0.8734800131199566,0.9565940557955043,0.9799632258898929,0.8121056287935989,0.79312570731129,0.8479493918970434,0.9808065332889978,0.8521632413275073,0.8764346436802957,0.806479030693259,0.7636908151736661,0.9742647413886378,0.8594155251651934,0.8870259645041095,0.8923934642082719,0.8678616171957299,0.8902444350819965,0.8823320732076332,0.8893398915719162,0.861064524855882,0.8561808597695182,0.8602618179777155,0.8568580979431716,0.8548814443353425,0.7760856775981557,0.869643877803774,0.8804474912033352,0.8890859657342717
+California,0.8291604989489139,0.8138026662005204,0.8545622028479096,0.9198590687654986,0.8087772813154582,0.8748763348827764,0.9667022358627144,0.9668310496529365,0.8796998344011284,0.8807543111406964,0.9004949370686236,0.8750944074334569,0.9858655128884043,0.9688525097483228,0.8566053742229657,0.8963956372772323,0.8654692650115645,0.8558909184645042,0.7840451259874501,0.8796197839661026,0.8474601785929538,0.9070172211358155,0.8825207443398774,0.8647224845595266,0.8811132390321524,0.8905991424987668,0.9121644871536205,0.8577391314953332,0.8993140806781301,0.8564655595517807,0.8566881229679746,0.896786598638495,0.8973264647017024,0.9100062344502722,0.9242041455886454,0.8791175135591927,0.8606824582501356,0.8129330391911882,0.8634122867602826,0.8391323093050969,0.8684511822981115,1.0,0.8719370663642257,0.8691832326524495,0.8748214207306841,0.8558994416468525,0.8754066763206844,0.8748903462787567,0.8789497680964706,0.902005312941618,0.8941932508352558,0.8642545512573035,0.9792531083858546,0.8761008478469188,0.982804921041258,0.8993298650234965,0.8944343460745213,0.8978864698859452,0.8900777191522419,0.8872072213749905,0.8900218164695542,0.8997387437506997,0.8872642639892259,0.9013102749061033,0.8885086526004662,0.8872937953656749,0.8957075750014101,0.8960300452969445,0.8859735879244967,0.8476753266946494,0.9786597383231198,0.8886866608630769,0.9063302123114974,0.8735890743981954,0.7878185120557588,0.8671817502163692,0.7747391576701601,0.8979710356508589,0.9444159104837868,0.8675667291694897,0.85297452018005,0.9029245936321546,0.8778322900529175,0.9039703822169354,0.9180324632215392,0.9843774821196261,0.8975308235984188,0.905231179887806,0.8967468083993135,0.907715858810421,0.8223479872808173,0.8053315683920157,0.8164317990195274,0.8356315946035374,0.8691842548196492,0.9140640354271481,0.9790885547099817,0.9101829623791357,0.855112268536994,0.7926125898123236,0.8578249564099021,0.8402648926831691,0.8309562595131618,0.8927113396365776,0.9716800165014363,0.9100813021128776,0.8144300232231632,0.8878020911274891,0.8492887710842039,0.851161490866007,0.7478381802741952,0.869083409064639,0.9704932901574247,0.9094923456996468,0.9798188700442867,0.9716912229025367,0.9682155625947257,0.853216651022291,0.8059436244642311,0.8105579550364392,0.8068188974820117,0.8380134592184737,0.9655904484710978,0.9643640392691052,0.898295720452498,0.7982723849801847,0.8315877926019856,0.8262014858541348,0.8639228237191846,0.8768913965561923,0.9009195978033571,0.8911535880142217,0.8650142976969717,0.892665148806649,0.9082050408956531,0.8982041303437174,0.8792836282482174,0.9011096177092605,0.9008749604035541,0.9622823775770405,0.8021947484129708,0.8544220992049234,0.8000808351237995,0.8534007733458707,0.882708753418242,0.959123661753825,0.8807958192004413,0.9782948974832946,0.9845577462383918,0.8932067124370209,0.9736797631746061,0.8969665593042866,0.9720855618222974,0.9639391829238422,0.9712268768040228,0.870913729450189,0.963418970312995,0.8097056020639222,0.8821326899852033,0.8374576615134736,0.91679936937565,0.8826630463743541,0.9768777696612306,0.982141557583855,0.967829797847625,0.9778830699494779,0.9724325324926305,0.9869177336690695,0.9007904921991655,0.8905629627235294,0.9029931533354714,0.9123441100548296,0.9767903540743219,0.9647313491425452,0.9219565795731636,0.9115623237180605,0.9733781219258207,0.9661775502743913,0.981734302172304,0.9126619509753492,0.8234092955088856,0.841931724082301,0.7806079959133198,0.8513793229281715,0.8308924118131604,0.7610589908334287,0.838216643098083,0.8972429068968245,0.976123103115486,0.8927330962664866,0.8923829816294894,0.898776470784622,0.8460738792844943,0.8593533609760705,0.9052699608353642,0.8687872579403582,0.8530200961992221,0.8125240955566652,0.848789588315518,0.7970653650857908,0.8712503334453379,0.9087344355163962,0.9798017989969932,0.9049167938973846,0.8970048199797681,0.821557679906424,0.8751753931877351,0.7689448630059195,0.8427536703028081,0.8948092354763927,0.8929701151952927,0.8572355154668964,0.8632368057460374,0.8894842945567385,0.9008700804756222,0.9240343592946901,0.8682794510212538,0.8774035878433715,0.9731774171077398,0.9665266568306381,0.7679406980356092,0.8473379829292164,0.972412297470597,0.9786751720168935,0.8942137213033438,0.8909952142282084,0.8961260091632964,0.8303454484310675,0.8158845423381472,0.9450633557134753,0.8786930959202778,0.9717271185839256,0.9191392176545597,0.8342805945981091,0.7634445584726085,0.895060105273911,0.967293647842375,0.8510884724421441,0.8574646478531692,0.9812598475853672,0.8612895813130728,0.9322101461684478,0.8936927098840228,0.9808515838183173,0.955882695311081,0.9713650572845173,0.9585304235373764,0.8828334110455746,0.8078747297788378,0.901028608438444,0.9165878386663856,0.8484634491881408
+Campania,0.8208403696849601,0.8292097989173787,0.8436300452703558,0.8592348093969938,0.795848031970199,0.9829043753264151,0.8662934652790241,0.8618888902729712,0.8773038858404544,0.9693997397254683,0.8833687424279604,0.8708728996494429,0.8739770238206843,0.8684707256464544,0.8606438344771263,0.8832742259447357,0.8916409997450234,0.887395934777199,0.7760977205053766,0.8672753266736197,0.8542212727286842,0.8841050764435631,0.8773907507739304,0.9831904755776798,0.8663625691509574,0.8733400170389242,0.8880526659072854,0.8930034640242803,0.8860642372539813,0.8851241805084491,0.8902943179559257,0.8704637568647564,0.8767688704510264,0.8951522641089193,0.852377323793305,0.8602080518848272,0.8586836995167816,0.7938460549451519,0.855108223669198,0.8510814703368573,0.9856715734790218,0.8719370663642257,1.0,0.8709855456329088,0.8741511951606918,0.8858988062551485,0.8720874301038817,0.8720219577876426,0.8672413655507332,0.8849565921003874,0.8846849104000644,0.8900147688742739,0.8644609754011638,0.8735257605272402,0.8706867003080262,0.9048829084122466,0.8743528370949836,0.8726567666314206,0.8727589283430617,0.8721149139899391,0.8773536422074132,0.8821516966285032,0.8719210074086999,0.8784981979577905,0.8744558786326487,0.8725880324011949,0.8757660638203472,0.8794014014559147,0.8634118595087881,0.8323204426071578,0.8714879766100494,0.8717534472349245,0.8796933317398756,0.8506838769081189,0.7975497729985881,0.8689520237868172,0.7465705539298799,0.9807300521097193,0.8933657340777914,0.8647959913133612,0.8165723220144114,0.8813890460036227,0.8973497734404982,0.8833334884964604,0.886769787726873,0.8805769790116333,0.8856721793902682,0.8752037252020692,0.9743196970078025,0.8599886712971123,0.816116390405634,0.7863620047183678,0.8493100731803956,0.8379219872833994,0.8698332368986287,0.8826304347441599,0.8727659763812241,0.8771894056070745,0.8873927960885203,0.7920517709919179,0.8392016859416149,0.8047246011427147,0.840731663790105,0.8779560837023527,0.8506835716250111,0.8848533872303471,0.7868806463698883,0.8587401074494415,0.8414662038376827,0.8087061856492138,0.7522184899475526,0.9654774276024768,0.8606922096859764,0.8882536533824246,0.8704971949096693,0.8655819813440511,0.8613473955207965,0.7753148086423024,0.7930120168167027,0.7988864914108038,0.7828311984132101,0.8172384600927171,0.8590049302497391,0.8606077140367688,0.8783843732958851,0.7830660214663929,0.835972906802726,0.8224005979487364,0.8477089079238141,0.8720687009083449,0.8895198672278478,0.9848205059647767,0.890491556652333,0.9791775581275969,0.883298231457499,0.8838131156323533,0.8987948347761359,0.9782828723003915,0.8922885918427886,0.8618604205319155,0.8076887182358257,0.8493526191571023,0.8027671385017713,0.8853272339363122,0.8682233190612787,0.8557054140315655,0.9802740324927695,0.8661829204244803,0.8702314520948279,0.8721736823433827,0.8659150388969847,0.8803167906965276,0.8581025660148205,0.8649983233822329,0.8643893490926192,0.9873022065347493,0.8600207659478951,0.7847030238047608,0.8561399778369334,0.8190857200148391,0.8568764076627141,0.8718499432110018,0.8682131884369303,0.8709782615491594,0.8549791026354642,0.8659905434967726,0.8709268392632972,0.8786393548067044,0.8739812344027994,0.8820495112717315,0.8793049927407827,0.8807046413111136,0.8714057666840234,0.858383336406594,0.8852314142232061,0.887296964590677,0.8643412946677008,0.8637911159549645,0.8672832423460741,0.8857160799732068,0.8288584294859581,0.8172595220279355,0.772284405111941,0.8624045149655881,0.8265326687415524,0.7738326792394841,0.8677729497859606,0.876489994095876,0.8672931100905774,0.8823459986312149,0.9765932700028336,0.8815883122841578,0.8851470717680802,0.8871402194818778,0.8934196125519837,0.9864199355327331,0.8730169102808619,0.8248111085157874,0.8035412454261828,0.753414432462574,0.8716774822563811,0.8848746989619958,0.8701237780642677,0.8885250076768532,0.8781085391527295,0.8001921376882484,0.8409724913111758,0.7739919490555366,0.8381429480572891,0.8766706449816747,0.8698814447146737,0.8880091558088695,0.9724024232282491,0.8707569400576914,0.8712850715687136,0.8832744625659346,0.8941263155436535,0.9845570274305933,0.8708060535110329,0.8635369500506828,0.7729399715523158,0.8287714390098645,0.8687520207536117,0.8733307385020493,0.8742801127184997,0.9556660772092069,0.9801713984129836,0.8140213635086933,0.7936509187053804,0.8498790144108392,0.9793008390333914,0.8542445558417315,0.8812546119093879,0.8083574307188924,0.766858570750765,0.9740098872451847,0.8612444728209168,0.8844246511781153,0.8898845042860408,0.8701689529430527,0.8880207176440053,0.8860482005155104,0.8929695103525277,0.8635948279108403,0.8569982816920807,0.8627700891546793,0.8573227383174687,0.8565128222480733,0.7731178286460955,0.8733638320902314,0.8849704884726939,0.886725865929758
+Canary Islands,0.7938054345502584,0.8398980447514678,0.815890343817893,0.840508524205064,0.7779770026482618,0.874913195155934,0.8455329508445562,0.8491595459635685,0.964120845484252,0.8768632202022405,0.8694751297231915,0.9575569979783889,0.8660546258429971,0.8497684897026331,0.9514578560105628,0.8650970699299126,0.884142858446246,0.8808164675000068,0.7518274212044874,0.8400958070171467,0.8339174384107726,0.8661029109334751,0.9611228540741558,0.8648809400882872,0.9518780486815702,0.8552120247794706,0.8710501205896826,0.8816633350615245,0.8666469035651044,0.8770089598553328,0.8791632767694942,0.8537949320106127,0.8633028106038529,0.8775850979857146,0.8303389453757415,0.8360894400827813,0.8699894833267118,0.7777751516117233,0.8739093362243076,0.8114473324993178,0.8681627334431794,0.8691832326524495,0.8709855456329088,0.9999999999999998,0.9618190606512808,0.8766011508752203,0.961724721297582,0.9604390591590625,0.9526115536181579,0.8667246116703445,0.8609921997500712,0.8822492100733101,0.8585822393129293,0.9616725783133214,0.8610636354740968,0.8784553872178247,0.8489813397913994,0.8519880036801102,0.8437439375410566,0.8458115514724741,0.8488378564760486,0.8542222268636575,0.8444367987991381,0.8530874231124244,0.8452082919691303,0.8425645712627907,0.8488958835188246,0.8513827450852469,0.841734889529441,0.8413468995294153,0.8572003122361785,0.8434917087594311,0.8600231451279408,0.8269710996391492,0.7647195984941745,0.9117010819013702,0.7440605400958423,0.8892631918703194,0.8733102359256326,0.9511962524852872,0.8019024361313353,0.8614234852107588,0.8928513404732096,0.8656265366132885,0.8670692545301802,0.8719924860019713,0.8651625299672362,0.8585886974249702,0.8876832621376147,0.8332777637995883,0.7940184392377874,0.7567413095579361,0.7959178315307455,0.8458456962868586,0.9585468378577078,0.8652512381795033,0.8569142151720531,0.8611509336782264,0.8762365475525206,0.7430560909343898,0.8548941830961843,0.7988466714466023,0.7975556061828856,0.8569370609043,0.8477495849767971,0.8675934362035849,0.7623265100072877,0.8346449810135146,0.8061266816469055,0.7930338590720621,0.7164097573768735,0.8580812966114089,0.8499168130932044,0.8721620788367976,0.8567858892973967,0.8490885593537746,0.8466969604955441,0.7668507686122054,0.7630287005468498,0.7632629882238501,0.7492502277492351,0.7903270276979919,0.844756973152153,0.841089532173148,0.8534530794127477,0.7505934850081317,0.7976689379177847,0.7879497291854269,0.8249406322604607,0.9546710897800494,0.8730254392482187,0.8841241163054052,0.8833172170181905,0.8871763459892378,0.8624663892206315,0.8651610415560379,0.8934637015879431,0.8894405574543318,0.8684168637572873,0.8407194999031783,0.7920878581905558,0.8563889278793405,0.753955331112332,0.8773749859475942,0.9610883073535569,0.841631697351231,0.8785900471543646,0.8559340365515846,0.8620069132393482,0.8539944605662829,0.8503468357768453,0.8655927938782834,0.8489080823309378,0.8423336214900099,0.848981812828008,0.8707983256667766,0.8465523243979958,0.7599974500411345,0.8332569116781475,0.7988767115035278,0.8420361085784033,0.957376872258588,0.8553116810281238,0.8616747132402908,0.8453987825309971,0.8582001781087674,0.859006632183173,0.8693448785321372,0.8582420939731497,0.8588310367839026,0.8608171561806846,0.8626998881000288,0.85692673927933,0.8433275289316989,0.8704517741752078,0.8568363784474199,0.848198345797062,0.8466547691611972,0.8587376314224309,0.865065301902704,0.841561174718476,0.787662005648531,0.7366093628057755,0.8261069713835814,0.8233759841008061,0.7346846595360179,0.8522730671706564,0.8621748125615782,0.85258287843855,0.8589894430526618,0.8832862858249819,0.8654645242683595,0.8757720371014498,0.8801142657947834,0.8735261483477984,0.8692150522474751,0.8265089029211562,0.7847727174058806,0.7912312722189198,0.7504533962312199,0.9561450062871376,0.8661600712976961,0.8591035176051441,0.8710006201167534,0.8502345241186292,0.7767921400221286,0.8095625974376053,0.7440636659668096,0.8510462906166567,0.8551591127603987,0.8532092839204221,0.8796385267865803,0.8674139644099715,0.8505465522827987,0.857064163755627,0.8584649380460355,0.8860436755134683,0.8744943229159279,0.8538093444991612,0.8472065254203617,0.7237534497503162,0.8047830842273571,0.8509037464619817,0.8619716259571808,0.8540205817357898,0.8815956294535262,0.8876317031247013,0.7825626555904982,0.7679761050909221,0.829942403380673,0.8752828100945775,0.8485004662022134,0.8665916139955006,0.8516037149094614,0.722681233581333,0.8869150782242792,0.8501250066376302,0.8771136476635362,0.8802257428036618,0.8578408588362532,0.8777100301098312,0.8634441327146477,0.8665494890299743,0.8569701265608111,0.8346270657731779,0.8492889139826253,0.8430235606242267,0.8369620514575797,0.75790679889954,0.8557776556451455,0.8678112995375424,0.8747942979730101
+Cantabria,0.7995485850936663,0.837581705380914,0.8236117469991949,0.8428474491295394,0.7783215120358179,0.8790434311497493,0.8512136144354241,0.8517064598462672,0.983677453608799,0.8819196261731772,0.8790041021357533,0.9818796321775725,0.8694220969608187,0.8551379417859774,0.9792060451000539,0.8752883731284575,0.8873908620692402,0.877948633084752,0.7579609025816255,0.8502662811727327,0.8354852391484655,0.8784726775578982,0.9693483835835307,0.8707294745507783,0.9803650157323522,0.8669299226071606,0.883633219874184,0.887488465976549,0.8770682243337284,0.8810701423068692,0.8858253716833137,0.8683686514141971,0.8735234419027607,0.8854276206921489,0.8371123410057948,0.8426697824549356,0.8664537514108375,0.7825574141278984,0.8735377758329383,0.8157734292800286,0.8725710720119153,0.8748214207306841,0.8741511951606918,0.9618190606512808,1.0000000000000002,0.8810009386905691,0.988089623738358,0.9859302466729734,0.9715613655992125,0.8778096128397976,0.871654307900172,0.8845555728909102,0.861461691800024,0.9787856472833706,0.8669238764135587,0.88481011862715,0.8532115427083209,0.8561067464633054,0.8487071157040788,0.8514500789364302,0.853583896703817,0.8581317616017984,0.849658401381253,0.858062283636487,0.8522795769649282,0.8470512466021078,0.8546024674743351,0.8550126677899429,0.8533811034070249,0.8386925646975467,0.8622798868104856,0.8486977118831075,0.8781728033988813,0.8387939859021436,0.7687722783084632,0.9249362725752461,0.7407515765241474,0.8939058691188267,0.8839902905015021,0.9717586509834697,0.8152288498807247,0.8715130544534788,0.8937095031159351,0.8784155900972358,0.8830197789993468,0.8746824519023931,0.8758372263824336,0.8756716823942404,0.8915341706679554,0.8413328176627298,0.7947446436543545,0.762454259521154,0.808176675920596,0.8437397821334597,0.9803952106299937,0.8829287070729777,0.8623400225402891,0.8773087837039186,0.8832135867835611,0.7511007007505756,0.8548041613111255,0.8027355877264305,0.8083019287167207,0.8683945709746677,0.8505711220159209,0.8806555983125158,0.7757181496571671,0.8380686743462448,0.8161278339245045,0.8078479142887274,0.7235118727621371,0.8621503102185818,0.855315653031501,0.8816296286284193,0.862117798675877,0.8543984638220729,0.8526099506355288,0.7869497681046637,0.7708616809040888,0.7655434487029542,0.7671900358532759,0.803305413743101,0.8478340546436085,0.8447551760877935,0.8574006439542208,0.7619561155745002,0.8057676886739795,0.7939636935992122,0.8363937051236794,0.9786882014173008,0.8808725929640006,0.8881648510628192,0.8869796021708929,0.8906027697076567,0.8784854582624273,0.8760972965781733,0.8937350684068792,0.8955072255730157,0.8782858220895999,0.8442207018585006,0.7901167122407244,0.8503613822182394,0.762862709260151,0.8752891779177794,0.9799555930538674,0.8440252264167611,0.8824938845196795,0.8614372361463162,0.8675324976288592,0.8673221085991544,0.8565234490668744,0.8752717004811579,0.855562072765729,0.8481962686968094,0.8539605707954163,0.8762104772741529,0.850638272404289,0.7650715807860817,0.8479104851291618,0.8035763429501318,0.8454726978794648,0.9819185708498963,0.8610115828137559,0.8651149138069034,0.8495041807015082,0.8624188028732496,0.8607405188310904,0.8757119082715186,0.8710725926524131,0.8686803849840177,0.8739242911051059,0.879895624691169,0.8618879617997006,0.8486650815203742,0.884292471958727,0.8624430738035367,0.8538475977718192,0.8504051509819076,0.8637564651080576,0.8834089670137639,0.8370506370743915,0.7913670536454503,0.7507147985193692,0.8418313045205779,0.8102014490560785,0.7420492158028321,0.854068639938343,0.872306748167369,0.8579750925479918,0.8700930679901555,0.8882062777134337,0.8750424069075348,0.881334542738795,0.8817616503111382,0.8821124066982516,0.8719899554530267,0.8450504542204195,0.7935001003562752,0.8074964520586643,0.7537526998951342,0.9736178404550345,0.8792844189634823,0.8634217494122777,0.8810091393941759,0.8565940868063053,0.7903632256475774,0.8183885887625303,0.7490533598638691,0.8470653796490105,0.8673139998019164,0.8663963906857729,0.8838682956268837,0.8684959421203786,0.8638996409031786,0.8698083713258729,0.8664919448832488,0.8870243742399386,0.878653775724826,0.8593141443395386,0.8524081353611779,0.738218236533637,0.8215581136608168,0.8561390633063851,0.8658297700255985,0.8675394223660361,0.8876538282443047,0.8929854824152353,0.8001267559294033,0.7698086659493397,0.8335689863612624,0.879929271306397,0.8535206347122888,0.8831112208047875,0.8383664942215853,0.7354985362789938,0.8921861638414372,0.8549989437400451,0.881612129302748,0.8855564111455866,0.8633367404431914,0.8840200425522471,0.8736279144861724,0.8747344808265963,0.862300548585896,0.8386833196426378,0.8541490348002438,0.8470454584269913,0.8408790384805181,0.7617803550242146,0.8708928789289146,0.8833340807499623,0.8782905981309229
+Castelo Branco D,0.7941140264627164,0.8398959289076783,0.829722727513622,0.8480152277199811,0.7773589134286042,0.8911057386388719,0.8520872632419273,0.8498293731280104,0.881200830291467,0.8874646502228664,0.8675167190032921,0.8746022995638958,0.85977857821455,0.855472870887326,0.869473372574996,0.8669010141329254,0.984031894450687,0.9750338007827939,0.7619422455730095,0.8505829559480932,0.8838065526611941,0.8633089191579847,0.8754348690807726,0.8877910936580126,0.8694818926678435,0.8563201155852812,0.8680533516018635,0.9809351261388385,0.8685804448332092,0.9797832995056,0.9831144319952281,0.8522138114505932,0.8607488587760272,0.881293103272899,0.8371057163378607,0.8386837492567502,0.8592123739407266,0.7762156934633705,0.8509191960653841,0.8424333884476939,0.8885195354408423,0.8558994416468525,0.8858988062551485,0.8766011508752203,0.8810009386905691,1.0000000000000002,0.8787228452911255,0.87713258855473,0.8698138199879772,0.8677307592983713,0.8662554668115493,0.9874485678360316,0.853620763974075,0.8767355272500809,0.8540554238737367,0.8868570106506235,0.8666020582152599,0.865540141342067,0.8647455405941862,0.8659471848579012,0.8723531296468916,0.872796970259605,0.8646299192988063,0.8703062587058583,0.8685961405127197,0.8652573737614158,0.8691519513456595,0.8723013086066388,0.8429370176823402,0.823114082081373,0.8557810591044663,0.8656398027768039,0.8652803104704055,0.8352118187195111,0.7831245638887402,0.8689302259053002,0.7417971694438321,0.8978959319448206,0.8764166174070462,0.8728095739070404,0.8078307635928641,0.8630275157787662,0.9770476145678139,0.8704506319109624,0.8699036460807008,0.8652226930471137,0.8687161608307515,0.8630189359737124,0.8997607128465721,0.8410316651076608,0.799716985121397,0.7677593906116101,0.8312592259585252,0.8379901689525535,0.8810913985512215,0.8667081735801684,0.8561420579443288,0.8633608424567898,0.9872792142156552,0.7704275767676314,0.8351112998703506,0.7874091715543042,0.829220927185032,0.860727210759045,0.834232130836715,0.863702096295077,0.762531963574384,0.8497627282046903,0.8268713575530884,0.7900536927834764,0.7354489825801277,0.8755007087113279,0.8505324885684941,0.8689273645377998,0.854290635341643,0.8516001777954978,0.8497458620272966,0.7506692546821143,0.7836638324074839,0.7810039363187755,0.7591393084888444,0.7951147471816147,0.8470441145683323,0.8479839644700727,0.8701700282020739,0.7563842951592147,0.8207675052024037,0.8018718597384055,0.8327626709985668,0.8734455310302618,0.8718217736728964,0.8941908999040635,0.9868344347800766,0.8979851999126482,0.8664035798002544,0.8669789753699719,0.9834417673607418,0.8955312663063566,0.8737107759710231,0.8451119490713009,0.7945415039905918,0.8413124563545018,0.7818763896895571,0.9714862400782184,0.8730843011151314,0.845545135156214,0.8945613306921774,0.8518143546389693,0.8568346340937786,0.8549822933878163,0.8516765035035918,0.863997321480814,0.845322554523542,0.8492433402062024,0.8508576639401682,0.8910846051105363,0.8495988747794352,0.7680330380643808,0.8404240508419272,0.8034787689867467,0.8468008969455133,0.8747840815548702,0.8555867516112268,0.8558699316347338,0.8433790699295466,0.8500312244669858,0.8589095287198871,0.8607866271679175,0.8554852741687963,0.864474461019547,0.8588798093396044,0.8638073640359543,0.8560423442151128,0.8478295843548755,0.8668308225877694,0.8746628967931291,0.850103978334613,0.8509356872441959,0.8539189906763996,0.8702659325747146,0.8294213418462665,0.7991356309797434,0.7589466010245248,0.8485693230341494,0.8231984796749489,0.76409468857145,0.9516861579862413,0.8596450313274349,0.8530596514634099,0.8646570486535387,0.8931645909605099,0.8654682091066694,0.9843210103505864,0.9789731915751706,0.8727568959035854,0.8890489777539389,0.860167755405886,0.8093446672542417,0.7816136939223388,0.7408853313877896,0.8738138130513124,0.8645420787177466,0.8543513887901037,0.8705538371955367,0.8721334142507617,0.7787079574130086,0.821321783846864,0.7574190766030797,0.838160131381807,0.8570160842217052,0.8528350899397819,0.9856472126194464,0.8864750795600854,0.8527031517432332,0.8533835373040239,0.8683535265467869,0.9839192422989889,0.8900463827027397,0.854588687767357,0.8520470457696037,0.7587134808158997,0.811556148085827,0.855152936434008,0.8580149361886725,0.8566573172922056,0.8925435962305935,0.897140981533244,0.7985224647726252,0.7784400320885345,0.8357692015217832,0.8909832924197004,0.8428708997058271,0.8648528131503347,0.815052615645326,0.7523163309845586,0.8979353193001134,0.8495338269015075,0.9778667696632813,0.9830667146391672,0.8561771535119023,0.9839397680854763,0.871386553584714,0.8793610117455699,0.8521488670371967,0.8447270627048971,0.8495886805442494,0.8485432291552695,0.8419042516805527,0.7663764506299768,0.8577244511549679,0.8678074120670048,0.9798695520882847
+Castile and Leon,0.7999597376888667,0.8313569995199249,0.8184905979020188,0.8394541445863116,0.7822323877218706,0.8769147026448023,0.8500549047291377,0.8496701337041115,0.985835064561561,0.880399752239261,0.8812192558638052,0.9822001230018949,0.8696949908183803,0.8544408298720958,0.9768696614880574,0.879136583006571,0.8859598311103687,0.8746915932130002,0.7614873330882925,0.8465796266157185,0.8322019718666289,0.8819416707078173,0.9694159569746379,0.8696793224896997,0.9793459524037702,0.8707534101975194,0.88677691781545,0.8854936884755894,0.8810193085160957,0.8798499006603301,0.8847910796675517,0.872354293689591,0.8772852266478262,0.8865819738036604,0.8325658721935841,0.8426102582944107,0.8658913558013375,0.7887846571440189,0.8764940596584645,0.8090031185507396,0.8712062226661422,0.8754066763206844,0.8720874301038817,0.961724721297582,0.988089623738358,0.8787228452911255,1.0,0.9898822262568144,0.9737975374063215,0.8819800623079374,0.8751742787150953,0.8829313016096126,0.8612471260485015,0.9802902690069034,0.8670880893299431,0.8850025177241705,0.849333013336821,0.8521344134107514,0.8452535651216033,0.8470066361703713,0.8503366930174069,0.8537851699533787,0.845154482447373,0.8542891165379902,0.8477123057523087,0.8432553031881039,0.8509842127554108,0.8509066091832493,0.8546596181657223,0.8393834319140386,0.8611027551485751,0.8434287608900292,0.8790340191608982,0.8355815772376592,0.7669521123577113,0.9237869247366098,0.7498495145185325,0.8930988432190786,0.8839137579967407,0.9764437990101048,0.8117001988685694,0.8739535388129246,0.8914309370259664,0.878702125717202,0.8842846236340821,0.8745957471125558,0.8794559424988779,0.8766034312098313,0.8899858541330227,0.8382553627734571,0.7937514683056106,0.7643969825569696,0.8024620946855295,0.8454409257987662,0.9823761958264201,0.8844598201364876,0.8626642503173683,0.878402077724787,0.8822790367800494,0.7429679135180937,0.857704308984957,0.8058406759142589,0.8051026110221021,0.8720494816145544,0.8506494179345495,0.8842981694046093,0.7790709368259466,0.8331001313647524,0.813919104640355,0.811182564463308,0.7219292912375839,0.8573481575458541,0.8548695830543499,0.8860979619115786,0.8624749749743544,0.8540330028096403,0.8517562134001684,0.7911053956694621,0.7681988771062565,0.7663737336755065,0.7646885895187729,0.8046582092430729,0.8475966216570476,0.8439440271804233,0.8527058199807542,0.7605944331867899,0.802528631097296,0.7973042990637587,0.8368332680318412,0.981468553271622,0.8833872902119919,0.8877009397841481,0.884695514977038,0.888879404808869,0.8789369289712076,0.880006914829939,0.8919556565081714,0.8955516265479863,0.8813445327174598,0.8436017481776298,0.792612788242549,0.8470694817800307,0.7569446886255591,0.8717815390949477,0.984375514451832,0.8426785482277227,0.8800851923429551,0.8616199963380832,0.8676347700861234,0.870599665433798,0.8557707237137305,0.8785216558706792,0.8550208195896821,0.8472749743776208,0.8537538136862532,0.8753717140408132,0.8488340455996514,0.7690762450726052,0.8462078914825716,0.8067761126471873,0.8426210220592786,0.984750449062632,0.8606719254303596,0.8645084969330904,0.8493001786813015,0.8630345495525668,0.86123811255561,0.876925728096832,0.8747350678768478,0.8715211512020111,0.877344917812903,0.8812222695711324,0.8616339366089738,0.8471498145479225,0.8856057456399823,0.8587633058668411,0.8534748636462745,0.849672859062374,0.8632205439771391,0.8843208390618533,0.8375914517251069,0.7903593169385444,0.7506259267423039,0.8408471033326328,0.8039040546832716,0.7392692424399278,0.8479701452270914,0.8762967904801051,0.8579276180578557,0.873775766093962,0.8876954000906216,0.8782863013418054,0.8791457276065509,0.8804457764516634,0.8845860964955219,0.8702354889741976,0.8450480972910098,0.7906216344759283,0.8130154122092693,0.7615122406675634,0.9758385207206604,0.8824244881366403,0.8636657714705752,0.8845384333128491,0.8538000631267499,0.7952029578345998,0.8131454689519261,0.7504737815675778,0.8436714067114963,0.8699303624758132,0.870232022493081,0.8815634295614384,0.865113098434901,0.8676358372994661,0.8731280652906954,0.8641326111843172,0.8849160395089889,0.8780111790366961,0.8589024445626516,0.8514383477951404,0.7329100816437228,0.8250990277151383,0.8554943671037508,0.8660343837878031,0.8709748708922243,0.8864665662878182,0.8923027150171766,0.7982692065020421,0.7688595778591109,0.830855598621935,0.8784430391109612,0.8540243092455014,0.884135956210514,0.8440553890660326,0.7302578767224863,0.8911345032032602,0.8539707379515875,0.8797004404101834,0.8849754126424525,0.8628339631497521,0.8835884098768448,0.8721175013426126,0.87420118768596,0.8621597552304332,0.8371705420927449,0.8535718587496124,0.8453150881127697,0.8420290780730322,0.7646019147007118,0.8712971937640851,0.8849161309088642,0.8758689416313367
+Castilla-La Mancha,0.8047696624700984,0.8306071371792257,0.8169479790270467,0.8372220288448782,0.7849909684359765,0.8753528101684102,0.8487291972384439,0.8467930195841569,0.9877021056625086,0.8779737988653247,0.8824687153617543,0.9831368856221341,0.8691289812248428,0.8525677250359731,0.9719761796439543,0.8810472135974033,0.8842961050361924,0.8734793488387138,0.7652495006289435,0.8471601329076874,0.8313942133861357,0.8841961538451816,0.9701520955741972,0.8684374788422063,0.9787749999888129,0.8731606593894498,0.8887779848680093,0.883365918538477,0.8831150986528111,0.8779154234734866,0.8829296405866567,0.8756049487491109,0.8793709791254922,0.8876384133229814,0.831140342438958,0.8425364503710979,0.8664894496994576,0.7925706046899781,0.8796500710771634,0.8079422279013863,0.8703478534877027,0.8748903462787567,0.8720219577876426,0.9604390591590625,0.9859302466729734,0.87713258855473,0.9898822262568144,1.0000000000000002,0.9738651452629271,0.8844830631380322,0.8771262676246059,0.8805831054300328,0.8595575631113949,0.9821771771724183,0.8656200518050013,0.8848030540360834,0.8468549175098088,0.8498562939341842,0.8430001739066496,0.8446003013814544,0.8480946143775054,0.851578369530169,0.842173906767212,0.8519673607538952,0.8450781299403565,0.8406608167484583,0.8488178870475975,0.8483910338684382,0.8562876071221482,0.841596144012126,0.8596330788150774,0.8403911792477654,0.8814921582974987,0.8371413724360944,0.7662484765770881,0.9236462166410978,0.7533091834560574,0.8920880112914481,0.8837582896442223,0.97682117860347,0.8131525677781621,0.8749491910906948,0.8897812759459721,0.8806053935005488,0.886988351929817,0.8733091328898099,0.8812793303926131,0.8793030106055608,0.8885929088899469,0.8365171109930966,0.7952023981805423,0.7663967201310765,0.7998135188981879,0.8472034085457331,0.9799376257286468,0.886784328014271,0.861283274391931,0.8804217203521018,0.8806003194220612,0.7406404222725899,0.8604165991217465,0.8097496069476098,0.8047024897938083,0.8742375852670847,0.8497378455464006,0.886622060361807,0.7819371043284822,0.8306496413813249,0.8133459123177943,0.816585892906835,0.721375433939947,0.85572421873432,0.853301997308427,0.8879376094966177,0.8609774062088211,0.8522346864427524,0.8499650101979044,0.7928087555648641,0.7699781787070467,0.7659116101107147,0.7660906389540348,0.8073794438626024,0.8461022199504512,0.8421547930287195,0.8497857481993445,0.7622391976318664,0.8039646906462031,0.800201263306101,0.8374129855721623,0.9807354993461634,0.8845541481075516,0.887158347463174,0.8829486797941475,0.8873602729494373,0.8811423291398675,0.8820774609977313,0.890389205393606,0.8952459251648294,0.8830921427920762,0.841877452538007,0.793191568501412,0.8482694942480806,0.7561452671839991,0.8701697188769495,0.9877545081457009,0.8401463807224585,0.8783875021550315,0.8603561297134453,0.8663935482632493,0.8737298348140977,0.8545991686796559,0.8799694249055792,0.8541445399748989,0.8456428584801453,0.8518325280213291,0.8743634162493784,0.8455558375415779,0.7714476112672431,0.8477024448230558,0.8080366469647621,0.8410274649560459,0.9845868731243362,0.8589724467247781,0.8646148469839274,0.8472233533704309,0.8624534352580805,0.8594477419686384,0.876754415524811,0.8777454213493988,0.8731956731889177,0.8799832281148039,0.8835800885736871,0.8600980255116383,0.8450893132815461,0.887206119691305,0.8564249047513462,0.8520818871960887,0.8474569675112855,0.8613438956987367,0.8867630841734063,0.8380819636668245,0.7917055973108721,0.752248522123729,0.8409460351166614,0.8007001400636521,0.7379261340699178,0.8457158890826976,0.8785362620449174,0.8562690276377211,0.8761809723251414,0.8871168928115023,0.8803368914267217,0.8770183930394203,0.8783377843988739,0.8855438569325546,0.8692158868138973,0.8468180196820179,0.7905477840468593,0.8174552447411093,0.7651448914039183,0.9799093932881128,0.8849328839622087,0.8622250060211645,0.886042319591162,0.851448064323843,0.7976669557146407,0.8142776992307255,0.7518739927442256,0.8454551685146924,0.8723053303012405,0.8730094072727191,0.8801493433660142,0.8626182516555458,0.870757767025909,0.8761460433811415,0.8624444078616451,0.8837212062588511,0.8779147150939922,0.857412901354897,0.8493372486048342,0.7292577875098374,0.8288697608851628,0.8538943226979911,0.8650122563973038,0.8734641414969738,0.8841651895217972,0.8912810743249996,0.7987854386242597,0.7702721586831872,0.8287552018885566,0.8769130050851721,0.8532188338478148,0.886147900695336,0.8465404985624825,0.7261307484930118,0.8901870379080498,0.8509580921017218,0.8775201423357823,0.8828579330759111,0.8617908014669814,0.8822931065058116,0.8710924215148824,0.8751363478125608,0.8605933298420654,0.8346605806328047,0.8519531500130673,0.8420515619156703,0.8439799471099368,0.76678425392935,0.8733248606142021,0.8868940784838938,0.8734869298468309
+Catalonia,0.8044694705270916,0.8248346665372938,0.8175844361556116,0.8419746686160307,0.7895744209293064,0.8712263594993171,0.8482739864046682,0.8509570235916885,0.9704589762570118,0.8767695028884118,0.8860026921578892,0.974326173961658,0.8723226897549693,0.8527433532539831,0.9573804402744142,0.8829291513920093,0.8795154366332917,0.8689464718456242,0.7633340388238249,0.848599684138336,0.827196521083341,0.8847376400251163,0.9690725711144437,0.8623730373922497,0.9700497300910345,0.8734938645650715,0.8891964618152928,0.8758968540031097,0.8843543496425451,0.8730986754292616,0.8753326783427271,0.8738163929556751,0.8816157611444027,0.8913953908833333,0.8338343760882178,0.8469702320324404,0.863257113226063,0.7919216804524207,0.8748850745481189,0.8045855519450641,0.8646245854779655,0.8789497680964706,0.8672413655507332,0.9526115536181579,0.9715613655992125,0.8698138199879772,0.9737975374063215,0.9738651452629271,1.0000000000000002,0.8856007311738646,0.8774713842543189,0.8761352450910678,0.864922777879642,0.9717225742657014,0.8683775168486494,0.8855117560587763,0.8460904613791109,0.851505788900359,0.8409505815821751,0.8420003277511188,0.8454745524003563,0.8511665060717545,0.8395388985738443,0.8512743152666363,0.8416041437625392,0.839086650523939,0.8474166316473482,0.8481556761722554,0.8566502658241281,0.8367455772627473,0.8606942583871898,0.8377836833472442,0.8759207171902061,0.8355391142404144,0.7636406204989652,0.9180114623870373,0.7593625929241933,0.890896017324085,0.884848658612117,0.9583740204374347,0.8108048052594613,0.8782441469140954,0.8875984001967661,0.8806504069036872,0.8833066651290521,0.875740282785781,0.882642005198073,0.8743154951104166,0.8880747346225205,0.8378570578971387,0.8017623477366863,0.7656898313411101,0.7925970755172567,0.8417202400054262,0.9654845674625174,0.8829483415324522,0.8624190770976371,0.877795255219147,0.8728933626169272,0.7371705729382476,0.8574114159849523,0.8131137084458768,0.7978967480454232,0.874623400616028,0.8560863316777823,0.886945291401114,0.7760801039691059,0.8324390111851442,0.8070817900636403,0.8127631200668943,0.720368783432311,0.8526696025301155,0.855329275277031,0.8920587962865687,0.8627394692836466,0.8532535487091788,0.8505037223268761,0.7949804818373252,0.7615973379840147,0.7672492361628515,0.7593671188273374,0.8042851126279895,0.8476533987638343,0.8430905284226011,0.8496367060690213,0.7572133607664708,0.7982262291969388,0.7965001459291154,0.8328399825751054,0.9699874626606108,0.8881320151552403,0.8854524525627274,0.8780361439147115,0.8866011118475191,0.8775801252686453,0.8832523533138718,0.8888738619919212,0.8941002912556417,0.8839223134743046,0.8427203583177385,0.7960738968376867,0.8446799925673563,0.7493884949405171,0.8664323941491856,0.9749668052747291,0.8430733757350541,0.8760405362786835,0.8622754528500447,0.8693528426031121,0.87120082949937,0.8556631464975089,0.8834551833065167,0.85589006460209,0.8446980376616816,0.8525845919226595,0.868778231749123,0.848229069911097,0.7702464122163534,0.844620491520197,0.8084225368057996,0.84542640133524,0.9756257770717603,0.8597475142056572,0.867870857388001,0.8512318545498122,0.8658701563240121,0.8625575095041799,0.8795682736502124,0.8772752952511996,0.8732958919679917,0.8795912413885615,0.8802583692657334,0.8610648787958596,0.8461216330753762,0.8881300123705733,0.8548181855905708,0.8532349347408417,0.8485989984427609,0.8658875340855793,0.8817422702601718,0.8369599629676262,0.7910597212869213,0.7477312883120119,0.8353495373452005,0.7978025035156245,0.7326654391073643,0.8419598977992929,0.8808706336225361,0.857424546180823,0.8760301565369748,0.8857355946434223,0.8823539978986011,0.8677372887764662,0.8747063389752233,0.8890776968514645,0.8642975598013589,0.8357187500835018,0.7881523412404321,0.8184420412890496,0.7712948087037003,0.9641771067628322,0.883917348789405,0.8650369576770314,0.8892176126519122,0.8490524747993798,0.796234330513644,0.8128628078591359,0.7519952931720933,0.842810385647471,0.8709080074848538,0.8717728072976597,0.8735673700005204,0.8603732822240635,0.8684027217172986,0.8752263145962964,0.8634064972129019,0.8798597785787063,0.8726897636649621,0.858079111974179,0.8502527393236888,0.7206765964365113,0.8227351996429768,0.8543914734091026,0.8664057956308234,0.8716435517029751,0.8845994408494885,0.8900339399741409,0.7917209497885033,0.7696484095518381,0.8303648391190734,0.8741832791024026,0.8576304072914412,0.8843958860508089,0.8510890982031464,0.7195933502096873,0.8886628189815323,0.8543185411727966,0.871470426826128,0.8768476516903744,0.8635319053345071,0.8764755065958056,0.8711679952949927,0.8749175931815479,0.8647605929933103,0.8347948670892784,0.8535006357467151,0.8443739636492078,0.8400892406538671,0.7664441965804536,0.8710301156368611,0.8849698066062889,0.8665253575944708
+Centre,0.8252552423977592,0.8030381642957056,0.8469168948134486,0.869856971901419,0.8039718050540112,0.8855258745459936,0.8766841344297512,0.876301256192143,0.8838717110950831,0.8933245729044442,0.9883574858767478,0.8816402691947713,0.8978148262822595,0.8797943089643976,0.8604480790473593,0.9913459252392579,0.8784520852940675,0.868438393333079,0.783699882464744,0.9051594895996034,0.8327690295353657,0.9181739449549038,0.8833253398899404,0.8797359305849575,0.8886944100524794,0.988310851641661,0.9220400252101685,0.873113645734138,0.9950210643959708,0.8696612647743993,0.8734768079514174,0.9135427235855514,0.9897669778055351,0.9469778008786303,0.8754989869972873,0.8843217521137233,0.849269500299341,0.8297460822227282,0.8575610900517041,0.8222924118430838,0.8822988391445985,0.902005312941618,0.8849565921003874,0.8667246116703445,0.8778096128397976,0.8677307592983713,0.8819800623079374,0.8844830631380322,0.8856007311738646,1.0,0.9910327652787363,0.8731576621322539,0.8888124714589563,0.8799910123536671,0.893872369762656,0.9788296596227397,0.8687874541653751,0.8714389222337554,0.8657769486462,0.8621247248305927,0.8688964642457595,0.8730125242411373,0.8614651864263467,0.8741031716130335,0.8635928152879823,0.8632943673005101,0.8711517924988972,0.8705734237352403,0.8924431165728085,0.8206963332485492,0.8873248896089557,0.8589927740306701,0.911689885731679,0.8677998127313131,0.7746514353247641,0.8682945727534472,0.7719169383682052,0.9083755804327636,0.9196344252918212,0.8717014635560745,0.840421537316336,0.9816756497880812,0.8857413086837845,0.9206603345043962,0.9185817096534804,0.897881593772729,0.9933671716456247,0.9086941608664137,0.9057773074853104,0.8720536806521486,0.8203343126162874,0.783094956634221,0.8164534177126734,0.8234919791864379,0.8744065127630213,0.9168374157485278,0.8896168321239913,0.9103818356317283,0.8728056485365728,0.7594969411885237,0.8386162603415652,0.8492456895693504,0.8268938713110505,0.9882537141060427,0.8814839607414906,0.9203725028306753,0.800365593758545,0.8540189632971643,0.8268501329560745,0.8384085910647042,0.7329473792923483,0.8738808742331412,0.883703964321068,0.9913056026503956,0.8893266306920916,0.8819717886117782,0.8773412711261845,0.8258773408368993,0.7758929329456015,0.7934103983165334,0.7903646650939793,0.8260595673255312,0.874509249919027,0.871167746743731,0.8711450211179805,0.7790135046895639,0.8189739976241907,0.8207540740741687,0.8613862829650772,0.8837066080752158,0.988800314888088,0.9020536212709321,0.8771822693134195,0.9024438461359425,0.9114704978199598,0.9919290877441348,0.8857967919175845,0.9134582462612496,0.9914699079974019,0.8706189543163577,0.8146143857038283,0.8291621663477338,0.7704840803831611,0.8617629042418817,0.8856078207712524,0.8705238104824895,0.8910170057562772,0.8885444706184558,0.8954009275161159,0.9107962302844581,0.8854296190145293,0.9887276377321879,0.884168460666106,0.8732537223069855,0.8805801973362108,0.8862768315838276,0.8731241433240269,0.788680583183569,0.8779529294601112,0.8266678807022878,0.8756556384165097,0.8900926431397457,0.8865828282462589,0.8918957753252559,0.8785245252192905,0.8901003342195797,0.886685673150987,0.9055895753527666,0.9130756803756142,0.9860517055354944,0.9151260799977747,0.9144505462468652,0.888781361197721,0.8738169229996906,0.9172648588029537,0.8815713204239628,0.8822004483238653,0.8750769192065339,0.8922240055762163,0.9167038819088896,0.8181894394200204,0.8189854186476776,0.7730434617448118,0.8618623875879446,0.784081944848306,0.7434932162463449,0.8459456126307608,0.9919032785683046,0.886328415679746,0.9913405280746568,0.9051053539239472,0.9931744589004391,0.8622161792902641,0.8706983893322618,0.9891082041518562,0.881168923920535,0.8636630652691766,0.8121544212866907,0.8452957968187755,0.7914469510585479,0.8781774956002867,0.9195851098017895,0.8911432318109438,0.9919371455404667,0.8730438349764943,0.8171202736240541,0.8406814981532107,0.800256007115159,0.8186892581935602,0.906625370057098,0.9090949249108957,0.8718756604842349,0.8716754981970328,0.9074921416354684,0.9120288871101052,0.8940427049598114,0.8778615321519508,0.8909145463028748,0.8854984194719319,0.8782531378505588,0.741309332799656,0.8474085317217789,0.8821802343926205,0.8897555953059215,0.9097585547084281,0.9000629410372014,0.907036907173,0.8192854583088266,0.7878224150424052,0.859636118496628,0.8907398210808324,0.884317048386139,0.9156970163364279,0.8175044743983552,0.7449390733989433,0.9056036208393211,0.8808509940122161,0.8673524707766651,0.8746916441049746,0.8918442643301371,0.8780983453002539,0.9053974146983175,0.9496003140981809,0.8902994043187474,0.8643305805136751,0.8811183137853349,0.8692886634767358,0.8629009396452355,0.7807606948637297,0.9044625318140046,0.9162631843993736,0.8624595455482336
+Champagne-Ardenne,0.8179066041144845,0.802286126746341,0.8451120165958594,0.8663391649072574,0.797355955570329,0.8848431231139213,0.8726438324811449,0.8722497570907444,0.876750740730928,0.8924289480583147,0.9840836772472513,0.8749470489743295,0.8917060554540622,0.8759183984376727,0.8550277073332239,0.9879905766171326,0.8761735647841816,0.8668641876293433,0.7768482739067825,0.905003810281559,0.8301435828061897,0.9116693297146498,0.8761246036147408,0.8793352435819294,0.8798329701111394,0.9855540952214755,0.9156315944856402,0.8717119087366231,0.9929367814646537,0.8680320057822482,0.8719737252560806,0.9070808816330461,0.9846893926960213,0.9436415109061536,0.8718299467666518,0.880024777629693,0.8463480209692413,0.8215519266562392,0.8506756225626022,0.8217768341262701,0.8823000485349742,0.8941932508352558,0.8846849104000644,0.8609921997500712,0.871654307900172,0.8662554668115493,0.8751742787150953,0.8771262676246059,0.8774713842543189,0.9910327652787363,1.0000000000000002,0.8711616264691718,0.8832172410731071,0.8732820637843453,0.8875410043535595,0.9795944025972143,0.8680109072368113,0.8699904043517289,0.8657717610861818,0.8615895123992666,0.8694610770305045,0.8730267558764273,0.86130862511481,0.8737653530556787,0.8639655353387388,0.8638446681202729,0.8706752503432733,0.8707553718054186,0.8872891795438621,0.8150576737626983,0.8824254609412793,0.859132195335679,0.9065278520611441,0.8615002386973948,0.7714038168357954,0.8643729799060534,0.7605536557720183,0.9055345847414841,0.9149440781835696,0.8645694991913155,0.835125898726055,0.9775342288439723,0.8825306334150778,0.9176801556185896,0.9128134984089532,0.8920875850045028,0.9922769981843285,0.9031466369428914,0.9035440445557186,0.8696488643004409,0.8149152879319829,0.7777294805786196,0.8175064178675138,0.819896828449823,0.8675766385935749,0.9111258145648656,0.8840121868953124,0.9042830682716808,0.8708651224649328,0.7611929785429475,0.8321767148171914,0.8398234734296438,0.8273910375076714,0.9862309327388743,0.8741205992293054,0.9134798505179539,0.7938053450423544,0.852561046412944,0.8228809688398699,0.8291626094929853,0.72965780343051,0.8735627661157465,0.8787341740393134,0.9843052465360244,0.8840560451421073,0.8776245360885818,0.8732245974778434,0.8130623545132699,0.7726190798038421,0.7909869847824968,0.7865644510690143,0.8186194690208065,0.8706124980161186,0.8677859743295454,0.8703116744475111,0.77524349282369,0.8160771202877874,0.815237043566415,0.8558853199866941,0.8766141607704666,0.9857968866207334,0.8993722055790919,0.8748519429223423,0.9005986098485913,0.9067772079893859,0.9887766418267765,0.8826240071286829,0.9098329286522492,0.9913337092754999,0.8670472747550823,0.8097550177460788,0.827233345799366,0.7708903616532196,0.8603049334879938,0.8769467984842766,0.8669322397275779,0.889734842540594,0.8823067431080317,0.888424254419723,0.9054951768525461,0.8805297323257664,0.98501840961188,0.8782886963246017,0.8695689950831111,0.8763179408218437,0.8855856846246776,0.8695717302508872,0.7822912037335359,0.8737413033479022,0.8199624946218222,0.8706872714751986,0.8823885061188549,0.8820180678850934,0.8860124752141838,0.8732712580240644,0.8833614442346107,0.8824500211403146,0.8983077433709469,0.9066827536715251,0.9859407381910228,0.9088975368109743,0.9085308729932429,0.8837172229475452,0.8699648749807554,0.9102278774703153,0.882442969050639,0.8774669792412009,0.8716197353602968,0.8862082197703691,0.9112592262214456,0.813963286944794,0.8136420837805485,0.7681893266951018,0.8596924595336513,0.7853339443870507,0.7420231773583181,0.8447737762290084,0.9853086057972752,0.8814203664465484,0.9921102958893043,0.9024980971982483,0.9895628949986656,0.861765216513471,0.868951933601433,0.9858239310754299,0.881178649170826,0.8622475797439029,0.8099251016086753,0.8341387959368798,0.7799802327690185,0.8716218051478686,0.9138095604786924,0.8853690631239511,0.9874412759283364,0.8726030622444609,0.8088082839186982,0.8370450894855076,0.7953691264170536,0.8153189961514125,0.9018945676635178,0.90302749049953,0.8702576858945776,0.8722455210959023,0.9023387317465719,0.9055788964204297,0.8922268043441158,0.8757587534122574,0.8900052139689401,0.8807509653553183,0.8745066633095305,0.7429589934953011,0.8391826689622346,0.8778481961900413,0.8848307405814728,0.9045805065847561,0.8976890475153038,0.9041419393619412,0.8154993889892831,0.7825138132792316,0.8564485513170909,0.8894099838093087,0.8780412256823892,0.9088703760345455,0.8095305491599524,0.7470930533334942,0.9028244447126186,0.8763209546645352,0.865717431225117,0.8733824923068481,0.8861368868828944,0.875674245746248,0.902383942151089,0.9509977506396459,0.8839876251301123,0.8618480830763205,0.8765344366305152,0.8662471171505489,0.8576263851455678,0.7732794326288441,0.8997538179237312,0.9100526261493176,0.8616489403502565
+Coimbra D,0.8001571001251081,0.8415799707623475,0.8343611236644208,0.855133223716002,0.783219721917967,0.8945187119005719,0.8586427030802675,0.857274034336374,0.8850954979337624,0.8913482440705736,0.8734892570780877,0.8787789191530985,0.8678884495810759,0.8616960705109786,0.8728880370458546,0.8721577379036556,0.9909787451698587,0.9772886159687217,0.767376672464003,0.8528714077983723,0.8877534656949707,0.8703275936471218,0.8819101430609526,0.8908933150959822,0.8747861081212785,0.86072158911909,0.8752075509542067,0.982013400390889,0.8737290440744188,0.9832861331375906,0.9858041397485624,0.85865966791352,0.8668834962458739,0.8863107597039857,0.8428294472785846,0.845428231829283,0.8636811302863894,0.782667077915106,0.8552712278978598,0.844649358044109,0.8919622080991789,0.8642545512573035,0.8900147688742739,0.8822492100733101,0.8845555728909102,0.9874485678360316,0.8829313016096126,0.8805831054300328,0.8761352450910678,0.8731576621322539,0.8711616264691718,1.0,0.8618999366539459,0.8812189621364657,0.8622804156715479,0.8916435253215501,0.8737041251061387,0.8728928348803204,0.8709394257264345,0.8723032548308557,0.8776797324385922,0.878269086934462,0.8707555813527839,0.8766677639991365,0.8741374111214361,0.8714452089220418,0.8752981009708214,0.8793036208438364,0.8495894382767389,0.8264440725177127,0.8627849416779381,0.8712216392836981,0.8683452987073548,0.8386774201837425,0.7862453454742947,0.8714898041689967,0.7516526485493227,0.9025884658169505,0.8837836672957229,0.8757674849914743,0.8108323022882529,0.8687661505578786,0.9814142552365649,0.8737864110530793,0.8735835371967277,0.872674979791535,0.8739018251171168,0.8660269459975258,0.9039245563228392,0.8476693530773354,0.80509807566566,0.7732413748540955,0.8334184726466901,0.8405900880598292,0.8853867759696732,0.8707244582660302,0.8635171974648171,0.8677881864167795,0.9875825941504116,0.772935677265799,0.8388720700129502,0.7953633425612165,0.8296463211254055,0.8651209318281888,0.8440341365432645,0.8705306392838857,0.7665825172654762,0.8566654767786647,0.8281728264798005,0.7956190599575778,0.7371747305724344,0.8786687266407912,0.857687551434788,0.8757342478784852,0.8618496517804488,0.8586970821684787,0.8567665103814118,0.7560151066254368,0.785225967363921,0.7849371119893119,0.7607353418859717,0.7981469144542619,0.8541011563392275,0.8544567483392868,0.8776589241015437,0.7589262540856305,0.8212170616989121,0.8068208056166721,0.8372947234966649,0.8780707575638659,0.877704971403179,0.8992157632996811,0.990758201822201,0.9022623067018432,0.870175902149486,0.8724075165614452,0.9881959191037849,0.9007029006755349,0.8786042671015019,0.8524834002969749,0.7991254765499185,0.846179118051074,0.7826434596343808,0.9755317875919678,0.8789359940907198,0.8525618966349595,0.8981932515255183,0.8589032138967465,0.8652075866844872,0.8610545271921528,0.8586434516435774,0.8700915436532941,0.8527320212171631,0.8555952354066884,0.8578565949657557,0.8942143839619948,0.8573720158953212,0.7743407120656257,0.8438444462465349,0.8109181672758483,0.8538980099885263,0.8799359874240433,0.8628012368207013,0.863220588840073,0.851823243364667,0.8582397165550335,0.8664753080984772,0.8689579776640017,0.8624079705360025,0.8687660123857106,0.8656056297179731,0.8676921850304853,0.8633855392233419,0.8546686605964499,0.8728912602364061,0.8806090270783283,0.8569195045730564,0.857981220906715,0.8622471415268934,0.8735053526367516,0.8348025674252106,0.8032749211548852,0.7618447356881072,0.8506359788052023,0.8260654009838242,0.7639755082640123,0.9549087620773046,0.8656710504593477,0.8599696518112931,0.8690715147382634,0.8978275528221937,0.871015924881704,0.9844229327377317,0.985457091137292,0.8788653343276703,0.8928903053236095,0.860885110104113,0.8118049296082909,0.7860046311573021,0.7494692680675846,0.8782876803248907,0.8711628149422653,0.8631310992328738,0.8766592823236312,0.8781517867505069,0.7817153478805188,0.8253316479635457,0.7612654514007914,0.8426753703962765,0.8632324148563806,0.859263621898355,0.9876495977068129,0.8905834965261551,0.8585116641381624,0.8602221295176787,0.8746299065669739,0.9862185760988517,0.8938681651789924,0.8618072758531506,0.8587463289084133,0.7571321897222402,0.8133784550169556,0.8616453853700003,0.865395975581578,0.8625735238483193,0.8960641685409771,0.9016764255668029,0.8003651721061357,0.7841223165858896,0.8424378058311185,0.8950909964399014,0.8518875376586919,0.8696657195592201,0.8242799318891965,0.7530842956524855,0.9019107527315898,0.8570426338171859,0.9810020158429265,0.9875688317466714,0.8632373388733001,0.9891361121117137,0.8779631047661716,0.8819581494154525,0.8596613184212416,0.8500360467359787,0.8568838601317273,0.8556092076469947,0.8464639828103472,0.7725100179120742,0.8622465733269946,0.8722292430766815,0.9819413095885724
+Colorado,0.8043392020608061,0.8068451440537752,0.8490135488594753,0.9196461687213139,0.7914785598098305,0.8696021572848772,0.9751504589202146,0.975708616575287,0.8653155051399986,0.8769725075029047,0.8881005423485823,0.8614051314369366,0.9859660865712753,0.9776277689763104,0.8456863980869816,0.884944821911796,0.860790978095084,0.8533253353303543,0.7698928513881801,0.8682363850002275,0.8417633163132506,0.8911172310946963,0.8674609830465625,0.8580300028520679,0.8649228266636683,0.877946991027282,0.8974327807765938,0.8544140311971702,0.8871307626345896,0.85131778149102,0.8523418357741965,0.8829409868935362,0.8849201073339004,0.8970269269066585,0.9218615775848295,0.867116590513359,0.8527023769515109,0.7996126743050166,0.8472931489838876,0.8327276692480495,0.862097405645785,0.9792531083858546,0.8644609754011638,0.8585822393129293,0.861461691800024,0.853620763974075,0.8612471260485015,0.8595575631113949,0.864922777879642,0.8888124714589563,0.8832172410731071,0.8618999366539459,1.0,0.8619612364473385,0.9813461690238902,0.8906942551302626,0.8952056659416818,0.8970931246531075,0.8921813462004833,0.8884264229533271,0.8922870631371901,0.899906966058781,0.8887768849916536,0.9014692610788874,0.8895882882223397,0.890673183654251,0.8971479490922343,0.8983698177617669,0.8720717448247097,0.8309556421915748,0.9823341834834793,0.8916997777424642,0.8940330264693631,0.8593745304433189,0.7795527601386362,0.8555675274945544,0.7632696044700921,0.890082821400688,0.9372318408243645,0.8542532158642876,0.8426852988083013,0.8893775557324194,0.8735389186468526,0.8912867525167315,0.9035283169172709,0.9832494988277685,0.8861880130453226,0.8925510773669596,0.8911211471306196,0.9033632417098438,0.8059307103860411,0.7937816854535508,0.8071788941886245,0.8234300985618804,0.856681417079348,0.8992609024662137,0.9799285160438932,0.8970821660915206,0.8506608917402452,0.790039572009135,0.8433821964078799,0.824526554489723,0.8270635686916938,0.8804280334439272,0.9714368271304786,0.8930044034693354,0.7999754051601428,0.886308750022216,0.842053223400558,0.8313100148800694,0.7384206789034926,0.8620090466029984,0.9812601204991387,0.8926633265100014,0.9795502002638775,0.9786488952265912,0.9785816371155939,0.8253945328685206,0.796071572359287,0.7975635680996748,0.7931339390528129,0.8164581119594985,0.9839818366997461,0.9825154419803097,0.8999016712481581,0.7835346089860673,0.8201061535753899,0.8117267596038343,0.852325878598318,0.8604010504724416,0.8892421623315562,0.882780246598827,0.8613080702675772,0.8871990182715263,0.8943094262204736,0.8865536580966962,0.8747983891710003,0.8911627767108815,0.889618442710364,0.9761244145944551,0.7951981766251264,0.8450711246826853,0.7962922177415926,0.8505837645828956,0.8662863814603294,0.9791718587935121,0.8752060216661789,0.9771532747390947,0.9818317758473433,0.8802784338367637,0.9804465496365129,0.8849346005200847,0.9791299857265826,0.9700102732324786,0.979469240404362,0.8646446806895993,0.9791872805233574,0.7993945610029383,0.8689244410316334,0.8286248080462295,0.9166730422388539,0.8658738175073796,0.9844491046451915,0.9793509472635455,0.9852603052763375,0.9831136612302956,0.9812430795944179,0.9805627238566662,0.8854790078746353,0.8784071998774899,0.8868389195163796,0.8962478406295893,0.9802373695506602,0.9776394452599162,0.9056860311431235,0.9131018791849718,0.9794517957025004,0.9775385250836405,0.9855518408381159,0.8988182957754027,0.8136271182378544,0.828695260453018,0.766034952620511,0.8422939590183246,0.8293920967886728,0.7550216292295951,0.8324181302237423,0.8837373524740317,0.9811519629915522,0.8808546887520335,0.8847234170511518,0.8867080710666637,0.844437541690167,0.8549576125175256,0.8921134357250541,0.86337459862682,0.84148022897374,0.8029397932874143,0.8225712708913098,0.7784282178236621,0.8558249687314632,0.8941337404247524,0.979133701794923,0.8917511761681695,0.8981110752833816,0.8008232340112919,0.8638096750780211,0.7532270179439903,0.8329074064991939,0.8817540163674947,0.8807207596197586,0.8550518462793638,0.8616875768383088,0.8774978936711276,0.8863233159369206,0.9230548667819539,0.8652827685005263,0.8697243504803674,0.9789065776045105,0.9787639781457629,0.7659433966644181,0.8259699436923879,0.9802948035647701,0.9806350962445514,0.8819602648995258,0.8862390793571029,0.8877925728219807,0.8182337670682596,0.8088004783128149,0.947443260865513,0.872683718232504,0.9834955310156146,0.9033692529172833,0.8239904531862016,0.7601982247102633,0.8875005086853409,0.9759878991905707,0.8469974032334288,0.8531689451827099,0.9842389859277487,0.8557405497232003,0.929618062733774,0.8862892698379424,0.9825720106844685,0.9696347000225791,0.9789100657790577,0.9784167598298055,0.8732181449363399,0.8002182266184984,0.8876193180506277,0.9004242879029529,0.8469115883047688
+Comunidad Valenciana,0.8022757149039157,0.8323372915290377,0.8198212564429667,0.843598823186474,0.7853510630529893,0.8766474180420503,0.8499072897192188,0.8505250382029625,0.9810022008383998,0.8797695080717852,0.8802483402553254,0.9777522767800854,0.8711260269751103,0.8536418575636511,0.9645113605408367,0.8772836167309648,0.8840943546844588,0.8741423085347478,0.7609089436967552,0.8488955704662,0.8319194155406181,0.8805951151600734,0.9718066542905078,0.8675819653145551,0.9723839205950368,0.8687592876275533,0.8852653997794945,0.8816787439288571,0.8792917007949456,0.8776943714481575,0.8802100964701238,0.8700397261963707,0.8756459574887879,0.8883154958372046,0.8351514875416145,0.8457150264669687,0.8672236328885599,0.7865660673722109,0.876203641832688,0.8125467561195349,0.8700238350680657,0.8761008478469188,0.8735257605272402,0.9616725783133214,0.9787856472833706,0.8767355272500809,0.9802902690069034,0.9821771771724183,0.9717225742657014,0.8799910123536671,0.8732820637843453,0.8812189621364657,0.8619612364473385,1.0000000000000002,0.8669617882866069,0.8843890555227382,0.8511194888113289,0.8547884226629318,0.8469032445028231,0.8486661634732887,0.8514780934391858,0.8570640255078937,0.8460213742014917,0.8565128898910476,0.8488970367035675,0.8447539157289956,0.8525828386911872,0.8533428921253725,0.8538967669758808,0.8390417344105208,0.8612130795230787,0.844905950743328,0.8769455854736893,0.8369833449629343,0.7678592836021687,0.9243738167683349,0.7496580256068399,0.894112471449759,0.8850893923952056,0.9661483147638464,0.8124589130655625,0.8726450520167769,0.8918150962460324,0.879598445958073,0.8837387527525521,0.8752870648116728,0.8776402681682476,0.8752237912754844,0.8910284060917217,0.8409054868229221,0.7972070933193335,0.7618154850663035,0.7998503100385572,0.8432761146443084,0.9722580095145749,0.8827201251129495,0.8622777452018396,0.8769860194811308,0.8781424427154569,0.7454322105144334,0.8568913750341104,0.8053753976235027,0.8048394692629804,0.8700918724086405,0.8518667906076952,0.882739812623259,0.7770482056897919,0.8372391506830654,0.8141735848093133,0.8098370883038176,0.7217080218903305,0.8591224390340744,0.8548106633759418,0.8852461342140607,0.8622000934408659,0.8534406185274949,0.8511387483385864,0.7900457714052742,0.7664525405183147,0.768948001122744,0.7625296361966593,0.8041281141983883,0.8472818538559428,0.8437429468401524,0.8549887242259285,0.7619879915907222,0.803870226820466,0.7967153420647656,0.8369703143891298,0.9739492609058366,0.8829677182587562,0.8881558553182235,0.8829601984736428,0.8899830069364725,0.8782407985545494,0.8779821109648122,0.8917436025704111,0.8961920292766993,0.8800321512575672,0.8435032385504448,0.7914284303032103,0.8502349317500468,0.7563792085747026,0.8716905107289465,0.9787136267584818,0.8427848348292141,0.8809243510697665,0.8612026055120229,0.8681177131656979,0.8684330313371456,0.8554194444789702,0.8773527896987124,0.855371071491096,0.8465784316153587,0.8532385696498116,0.8734379348094323,0.8480743345735902,0.767884255023073,0.8471207081607359,0.8055752076377269,0.8451126141475198,0.9767438582926163,0.8601321231378554,0.8666791282757556,0.849657529792242,0.8639327811815586,0.861338089921829,0.8774836226812073,0.8729584907234668,0.8701811395577448,0.875877235464154,0.8802526982471977,0.8610293378888271,0.8466423333310557,0.8858713386921568,0.8603721901578103,0.8531453843622389,0.8489931117168825,0.8635776630833963,0.88253076865932,0.8381526512383044,0.7930998179008757,0.7459715553834942,0.8353325795433312,0.8075910177006181,0.7381462160290526,0.8482815736346832,0.8747471339640723,0.8573814266985861,0.8718150663815826,0.8882445719692941,0.877022365004464,0.874821616433915,0.879077286318088,0.8843270143510517,0.8707250295777582,0.8406192919167534,0.7898786517607848,0.8136139507251314,0.759352905652054,0.9790748361082197,0.8808863087660913,0.8641161665715911,0.8835860178652781,0.854584905173212,0.79310824401905,0.8163395066837529,0.749149265729703,0.8447906325744532,0.8682882854871834,0.8677952911210335,0.8789005791130802,0.8657918702289806,0.865183128583049,0.8713447083447621,0.8657354142050923,0.8845679518661943,0.8779716287567476,0.8582323936981403,0.8508413080207413,0.7302791778231305,0.8209316135807888,0.855037513805282,0.8658985616306448,0.8683997487089283,0.8859061203478744,0.8927965921773982,0.7957785443287223,0.7687551605194997,0.8325422321462315,0.8782325335285366,0.8544038395624123,0.8835125059703597,0.8462615019317834,0.7287855506004794,0.8920175191211437,0.8533914878037281,0.8773434175726466,0.8810538925629924,0.8629309484056124,0.8803629265950356,0.8727668905077678,0.8751860912963275,0.862568382523861,0.8364464599158203,0.8535645143318633,0.84444429751231,0.8430585103407586,0.7640221803626607,0.8707477822355788,0.8842140918990699,0.8731181161426934
+Connecticut,0.8165400275073299,0.8093301839855412,0.8521760532545875,0.9205406899915208,0.7976206839916216,0.8733559131487132,0.9751194731420192,0.9727680494598893,0.8706144563648599,0.8783040676255649,0.8924560616184175,0.8659974443573284,0.9833456800135102,0.9769032305485841,0.849995777903233,0.8884826053045027,0.8625910987051247,0.8543420203512708,0.7751346824803991,0.8744220262021218,0.8439285737704535,0.896704553484289,0.8721578121812947,0.863130103294078,0.8706778903894138,0.8828190718473562,0.9021904935008682,0.8559512393086234,0.8915152495215042,0.8533197236559494,0.8547952124257602,0.8879260128685912,0.888704736991821,0.9023959375193991,0.9258137020718643,0.8727829041502614,0.8542441657789304,0.805526169622557,0.8503158732684214,0.840921073723607,0.8672863482396009,0.982804921041258,0.8706867003080262,0.8610636354740968,0.8669238764135587,0.8540554238737367,0.8670880893299431,0.8656200518050013,0.8683775168486494,0.893872369762656,0.8875410043535595,0.8622804156715479,0.9813461690238902,0.8669617882866069,0.9999999999999998,0.8944523882274116,0.8983407115451664,0.9002132544422107,0.8957612100010406,0.8922440426691614,0.8955190585474873,0.9037582220347807,0.8930502784357849,0.9053264032843784,0.893927442187282,0.8936920740094109,0.9007637133704863,0.9013732679106897,0.8779217977722525,0.8390841133904459,0.9873412840156168,0.8957913592750076,0.9008336082927647,0.867294724476777,0.7860094517270397,0.8619575353044137,0.763496263737434,0.89379416174444,0.9439665532890915,0.8592393828702776,0.8487011456864733,0.8954526590771933,0.8747077309114769,0.8965467644545674,0.9117767299297891,0.9863286147897897,0.889934608679331,0.8989574376273509,0.8935631574041426,0.9104329066282106,0.8118788929875689,0.800840744927254,0.8161448988813532,0.8255652806147593,0.8613452512693875,0.9066313929548956,0.985051902530345,0.9035637492735179,0.8527191899579762,0.7991513886108622,0.8472606985441208,0.8284137557508706,0.8347038658354328,0.8859035008793065,0.9673279546149046,0.8996128859820685,0.8092723983022098,0.889869900389365,0.8514829690468741,0.8398718977799201,0.7451704039751549,0.8673754751460032,0.9746657200770213,0.8991169966059228,0.9839596536646329,0.9801646188373098,0.9777951412456224,0.8398516723078453,0.8041037747546252,0.8030122666310656,0.8042037281686771,0.8274707247324686,0.9735511235298911,0.974737758722412,0.9036050125403403,0.7923055208162699,0.827974994747286,0.818996895364313,0.8617702350432379,0.8669252732764134,0.8934435805206656,0.8871980412242045,0.8624859526152444,0.8900463240357469,0.9017954086708054,0.8907771656012752,0.876018038463854,0.8956247304934344,0.8941702684836038,0.9721569288968381,0.7983887833587291,0.8442243329477565,0.8041130440004044,0.8517326458116202,0.8716238971466844,0.9729252287074629,0.8786482793186369,0.9831441953848779,0.9913591535075786,0.8847317471547096,0.9807914961662636,0.8889085392623566,0.9786838105670966,0.9723246462768189,0.9798536236558278,0.8691188246563657,0.9728682369780969,0.8050984580554604,0.8768678503547879,0.8302369535569416,0.9160190772283444,0.8722544290129959,0.9833610133536533,0.9787869832558198,0.981206517128741,0.9827702157042424,0.9753238880767349,0.9890739574085009,0.8909312864384062,0.884070160029848,0.8931357211457525,0.9042137204011081,0.9832230722475558,0.9746853934777673,0.9133304632472435,0.917351529256257,0.9812971271095902,0.9752944162241067,0.983346882304963,0.9064058501452638,0.815348455323132,0.8337442114038897,0.77464751107222,0.8497497793787737,0.8331615161557362,0.7619604947481519,0.8352241497404674,0.8882577977082895,0.984990295903044,0.8861234194845472,0.8881473577952482,0.8909067600153028,0.8458307732534054,0.8567213580790968,0.8972591153316375,0.867846350034019,0.8521385155398707,0.8106730979352595,0.8361164983025089,0.7824946807464624,0.861403486319668,0.899721821084138,0.9886264831418446,0.8959429843712553,0.9019958481446267,0.8101882292100288,0.8724368356250098,0.7620256304461056,0.8336708427461283,0.8872111805869128,0.8841831348013042,0.8558073098449515,0.8637204390326152,0.8816197300159954,0.8913533053760094,0.9276941114984709,0.8662191765208087,0.8752651903425422,0.9816115365351511,0.9753885623200376,0.7741288252848485,0.8373778285602549,0.9806173024755991,0.9813038647513536,0.886298459908924,0.8869404460462353,0.892051974774603,0.8315034892858089,0.8122873791972247,0.949780253844811,0.8763441758152942,0.9733114759273757,0.9108577759481165,0.8233036863035327,0.768597349219652,0.8909787871304106,0.979152317161366,0.8485110776896005,0.8549804862797468,0.9873253754810236,0.8579748183698186,0.934661328677639,0.8904808090879855,0.9803628858812539,0.968249961174919,0.978660247999098,0.9686047262690121,0.8790030770270162,0.8035805583179356,0.8941765164241154,0.9088685623035279,0.8480346820871434
+Corse,0.8269474112526383,0.82170795541343,0.8577940533856812,0.8809780978109387,0.8075608263649768,0.9062145059203751,0.8826973182670121,0.8837266335287737,0.8877972638053957,0.9116200751384829,0.9779185136793457,0.8831164720125068,0.8980062869395203,0.8855222557044207,0.8691317618541878,0.978646834901995,0.8953157645023557,0.8881485581043324,0.7798583861852829,0.9083195620653954,0.8473796922467186,0.9086856568929514,0.8888872325208218,0.8994162576955903,0.8847360394904313,0.971259351410733,0.9134501040922027,0.8925114256888318,0.98139321726125,0.8886231792332059,0.8910843645567378,0.8986136095511411,0.9724525327576553,0.9450633571531769,0.8805182353557927,0.8885873139348084,0.8604884151436182,0.8211888851939554,0.856417049480723,0.846761958393995,0.9024059377750652,0.8993298650234965,0.9048829084122466,0.8784553872178247,0.88481011862715,0.8868570106506235,0.8850025177241705,0.8848030540360834,0.8855117560587763,0.9788296596227397,0.9795944025972143,0.8916435253215501,0.8906942551302626,0.8843890555227382,0.8944523882274116,1.0,0.8844885444283168,0.8847857162722118,0.880793375709614,0.8789776261306504,0.8849147834968548,0.8897396719983504,0.8792164664412435,0.8888306973807233,0.8824376439226661,0.8802048947664759,0.8858117688291823,0.88678531196716,0.8858728165330615,0.8256346312569773,0.8911051839951223,0.8785615540874725,0.9065212092432503,0.8706025732497659,0.7873154497994475,0.8777533685969487,0.7603590949882606,0.9221675436866805,0.9177625469278212,0.8753548023487479,0.8389698990351471,0.9714316783741048,0.902934216541698,0.9167981059017536,0.913161988881898,0.901445968987391,0.9823225352463477,0.9030190475221317,0.9208730423405753,0.8789341823873216,0.8265728466094339,0.78256713600415,0.8376295164587292,0.8289493545856939,0.8807251727429496,0.910367908284272,0.8915617910714971,0.9039064649122512,0.8886196622666958,0.784166325332048,0.8392532662984439,0.8348885268599627,0.8415134865498666,0.9734640133297766,0.8807519108336441,0.9102364558232061,0.79488165281273,0.8695074695037437,0.8413652598556497,0.8221891827567765,0.7457378744139029,0.894518029118554,0.8860750616792697,0.9765646181116762,0.8907111559887935,0.8849385044944968,0.8811438393733978,0.8102222412941301,0.7856088615829356,0.8052408184102154,0.7925553335341345,0.8253373744667467,0.8791550541698141,0.8770774783174808,0.8876946537138622,0.7836091433355797,0.8323354995145633,0.8223238646151423,0.8655642712872041,0.8851711005825598,0.981947958576256,0.9161577825269295,0.8949121074403745,0.9196796053561018,0.9082665121628427,0.9790473159564452,0.9024379036278245,0.9238291996725627,0.982263822401105,0.8775977208932279,0.8244098036450407,0.8395937569476002,0.7898431276823996,0.8845867537243053,0.8842417557237974,0.8766926494278554,0.9108111865618289,0.888926224796599,0.896104804435518,0.8981257678662831,0.8874566649970298,0.9774536533011822,0.8846644054438187,0.8797643469737859,0.8844964064573249,0.9052325183086231,0.8807438634099911,0.7858532973201265,0.8791134377871258,0.8263949760398506,0.8805437946535013,0.8883256690023792,0.8898850007961591,0.8942578322829765,0.8807220063779081,0.8907055047365667,0.8898450555225241,0.9041193746509917,0.9005106090511524,0.974524405114457,0.9046315545860931,0.9084225798052897,0.8914578509108805,0.8797318553083507,0.9120654067169881,0.8968164329660495,0.8844434290544196,0.8810598576074735,0.892637282035842,0.9122052967778304,0.8242845436718244,0.8184266807939662,0.7742761325234228,0.8692101526623564,0.8128086659824032,0.7622758695021511,0.867467934236879,0.9720697755803372,0.8889529608572097,0.9775188114838903,0.9178197080130666,0.9788108988957546,0.8834739243136656,0.8898128090633272,0.9849317373694478,0.9022922946591707,0.8716171906287516,0.8232949287795915,0.8340110088772563,0.7731939101486187,0.8809838399197726,0.9101694988192668,0.892892137607118,0.9807754202912045,0.8873078673192331,0.8119995319346492,0.8491978807262416,0.8019097007519264,0.8288842263494228,0.8996874711756548,0.8961370047580993,0.8900229661187433,0.8980719160495899,0.8951021976246955,0.8991758907179643,0.9010860790371016,0.8955434400126648,0.9081401036136476,0.8889546620637817,0.8831860750260144,0.7635345739247018,0.8384004553273091,0.8866837558747168,0.8925968805494426,0.8988646615559224,0.915965863834913,0.9208228993564973,0.827167831711546,0.7916030894207813,0.8678653709253801,0.908995358008323,0.8827444214505376,0.9093881010836355,0.8155395219573508,0.7657712895624249,0.9202430015325617,0.8851813677771326,0.8868131314009599,0.891890842925259,0.8931885189748054,0.8922185238142933,0.9079969748439365,0.9521189315569728,0.8902537491521104,0.8718913224823723,0.883507940645363,0.8769038850232189,0.8651635608284352,0.7799075075151897,0.9010408520913067,0.9113204853139738,0.8833580579330574
+County Clare,0.8056467872673544,0.8017541801465181,0.847895633571459,0.8994017387777078,0.7793747558686039,0.8773779646915749,0.8947266850719315,0.891450235908735,0.8522995530108223,0.8779238846409118,0.8700578580387494,0.8479191327059057,0.900336593916152,0.89670347208288,0.8381457803233323,0.8688061313445514,0.8734727343901999,0.8674978429956659,0.7593548458480334,0.8640609895636976,0.8260549282113616,0.8764397505694713,0.8543780912897242,0.869713649097681,0.8469362382177266,0.858242283154933,0.8824204803918635,0.8704685961354984,0.8692650868890741,0.8682500395194168,0.8683734634339203,0.8621011606152436,0.8643459944528016,0.8914280998686769,0.881596726626237,0.8566362754574506,0.835007314531465,0.7751326214276208,0.8234109411276718,0.8543556812186507,0.8712556837729638,0.8944343460745213,0.8743528370949836,0.8489813397913994,0.8532115427083209,0.8666020582152599,0.849333013336821,0.8468549175098088,0.8460904613791109,0.8687874541653751,0.8680109072368113,0.8737041251061387,0.8952056659416818,0.8511194888113289,0.8983407115451664,0.8844885444283168,1.0,0.9791410050754024,0.9821732233650353,0.9769160358744723,0.9778195663009159,0.9803559495173924,0.9797195912812541,0.9843664446586714,0.9782868386307155,0.9823017238219277,0.9894347768138411,0.9835956614284527,0.8580150968314099,0.8041248764971195,0.8999537197794506,0.9743741712205184,0.883483145827979,0.8555269750923923,0.7781775440729619,0.8524128379910169,0.7398400743996766,0.8893892328904454,0.9384975378105291,0.8402484976501494,0.8307362427010201,0.8685984744575923,0.8820571651810034,0.8846841935131958,0.8913990870629617,0.9033474415256135,0.8699489881069137,0.8799823484105161,0.893515465564701,0.9088559538981471,0.8056430137496632,0.7788645821236103,0.8382197867336539,0.806962797290722,0.847336006604222,0.8862101109921678,0.8993211087334023,0.8828907721817156,0.864435756826984,0.7903697873797186,0.8119315855097734,0.7869006950642347,0.8435788328933952,0.862895981019001,0.8760367983386544,0.8766749266726962,0.7719401553422193,0.9572118277263848,0.8390195644939052,0.7967198040174653,0.7401225749626236,0.8681152226584415,0.8917328435283336,0.8737650313214765,0.8984757916277306,0.8964486937105789,0.894601885732245,0.7684058164659573,0.7953506164589862,0.7856821480094016,0.7702205212861418,0.8044090750138102,0.8913644800882572,0.8936642336656405,0.9880339328070292,0.7636351375670056,0.824534626443089,0.8140208011586073,0.8538728012045509,0.848122888207319,0.8737686090489439,0.8837154768261243,0.8729920588253341,0.8864863983158113,0.8858464154819078,0.8693248625577243,0.8826179173999111,0.8881543682152935,0.8755837214299317,0.8896593870260996,0.7840650082251507,0.822640361226316,0.7956937399051669,0.8668618920946045,0.848166338481776,0.8887204803257386,0.8809301661299268,0.8949324513846296,0.9006632908207647,0.8641122259480531,0.8965471034508975,0.866864647609754,0.8924404996463821,0.8935399572478137,0.8958932007358111,0.8741174427077726,0.8939561447193418,0.7784323461541903,0.8619974040117923,0.8113156450267497,0.8972928130108115,0.8503896678872385,0.9008590959387635,0.895973785210715,0.8897598580503279,0.892523781672802,0.8970682580922479,0.9011967658041113,0.8684152874816199,0.8660932199279231,0.8726062757967596,0.8841974354200232,0.8997122211887446,0.8945309066682908,0.8896404567562275,0.9573251207832895,0.8950736483662176,0.8950405041328429,0.89673345718389,0.8890717172882802,0.7995116477915473,0.8122608232361906,0.7661419735913767,0.852395781266557,0.8155509102849718,0.7596560747865426,0.8468301946966337,0.8628363787758163,0.8974733285800236,0.8653823478723235,0.882680736708392,0.8673390051205737,0.8628570340968003,0.8694724260617159,0.8774669517682341,0.8738671229432293,0.8550401590703098,0.8173766990790616,0.7991170828367009,0.7425182137618589,0.845602838988782,0.8785121858777355,0.8981543402636892,0.873927625121981,0.982060411653315,0.7785706285865941,0.8525373205932935,0.7494031701168871,0.8105516277986781,0.8691178884386493,0.8617771862761919,0.8683895741034906,0.8714775739942416,0.8605946050843873,0.86704639188526,0.9377592389212268,0.8745737550874034,0.8744884655322334,0.8972692172296395,0.8959828948353314,0.7662231412198923,0.8041799663929581,0.8990704500841848,0.8984213364764803,0.8658645317081918,0.8876379753171192,0.8868652500101866,0.8161065037343024,0.7901482613215451,0.8811411623176438,0.8789398252524782,0.8856230243604187,0.886741051330308,0.782234643656481,0.7618186524924028,0.8900395919734002,0.8934088831370737,0.8643002502156499,0.8684060939974323,0.8997547402165261,0.86859667927749,0.9383230855217973,0.8858925152994779,0.8931114764751232,0.888368398790103,0.8957917276439605,0.8913500489422908,0.8613161417653733,0.7746333988223014,0.8758438685580646,0.8881558157835261,0.8636911262210785
+County Cork,0.8088949216109279,0.7971018165528903,0.8450784786976377,0.8984247888748442,0.7806853045305928,0.8766257304857723,0.8943928724721572,0.8918049764505871,0.8558911150158908,0.8770720040417065,0.8729609814486111,0.8520211819570578,0.9025765071163159,0.8957477477254274,0.8407417139260126,0.8709307386960663,0.8718453074787444,0.8649806953105488,0.761442408460246,0.8633484448181956,0.823642291891933,0.8796372966788583,0.860207434116734,0.8672966926249221,0.8520902641536606,0.8607705889415246,0.8851842461940712,0.8679275295847827,0.8720298143350577,0.8669448448749071,0.866166747681865,0.8642219888881597,0.8676392578443677,0.8952650712496915,0.8802975951573423,0.8572899078617594,0.8333452608882007,0.7775562394964182,0.8242177159132245,0.8499189518831499,0.8702015477962446,0.8978864698859452,0.8726567666314206,0.8519880036801102,0.8561067464633054,0.865540141342067,0.8521344134107514,0.8498562939341842,0.851505788900359,0.8714389222337554,0.8699904043517289,0.8728928348803204,0.8970931246531075,0.8547884226629318,0.9002132544422107,0.8847857162722118,0.9791410050754024,1.0000000000000002,0.9753144303736286,0.967683891355735,0.9689160040082353,0.9748000632907496,0.9700435343999467,0.978268534567348,0.970559055840368,0.9740988949646182,0.9825534140718893,0.9761289106760853,0.8582460431462526,0.8035394753317227,0.9006392851490976,0.966217812089836,0.8835992884392457,0.8563242726362743,0.7756689836825099,0.8510556737463681,0.7447254629441827,0.8901752348947969,0.9382463097548175,0.8430419253853798,0.8297941927662218,0.8704037861211595,0.8814188847753749,0.8876645327815887,0.8926854970043783,0.9047824482763466,0.8724439668275704,0.8807543967140856,0.8944585731889556,0.9053845013480952,0.8050923751594516,0.7784457283709072,0.8317576998119016,0.8054456713381761,0.8497448062707289,0.889331759807435,0.8994136216293275,0.8854145215387456,0.8628335429720132,0.7837538643312144,0.8128074099649144,0.7910483516511934,0.8361002193401289,0.8649331348810285,0.8792869617243075,0.8803777846036537,0.7727391156109826,0.9521730894182392,0.836415029471512,0.8008882831023112,0.7372113199205104,0.8659177407137192,0.8929732348749643,0.8781090840902593,0.899614388535689,0.8962177553731112,0.8948762037274554,0.7739436982052593,0.7924396958023893,0.7825637137645425,0.765986818303134,0.8049522731914271,0.891179018898372,0.8920990001631658,0.9831534616898612,0.7601026766686088,0.8217594287720111,0.8135920157730305,0.8517806034437077,0.8519616769104534,0.876195165322048,0.8847129639685852,0.8714298746481819,0.886648501789262,0.88757586916006,0.8713460526606224,0.8825879974500103,0.8897299240423319,0.8775627415622033,0.888024108762065,0.7832767940656931,0.8220507294378762,0.7914735109992386,0.8647568951901126,0.8534094857480636,0.8884502165367413,0.8806941363589573,0.8959958234198905,0.9028709816296709,0.8656298119310164,0.8970656441025634,0.8699573438829167,0.8940576163292885,0.8915107621727214,0.8961855614623718,0.8724573883719235,0.893908005362607,0.7786337126279254,0.861703862758605,0.8143572078294483,0.8977694671923482,0.8551437235348577,0.9014811951461187,0.8970932429366294,0.8910709828290364,0.8945401796794245,0.8975559771439644,0.9038666932704018,0.8710249292414843,0.8679529487242519,0.875308081007344,0.8868041550874164,0.9003124192160833,0.8944532776114235,0.8938814579917439,0.952800467352244,0.8952931133866866,0.8942411832114365,0.8987856897447687,0.8903005014763209,0.7976073780318915,0.8109908324060772,0.7658907218381363,0.8493491161492018,0.8108004032651502,0.7564161583672132,0.8432916747567362,0.8660267593136697,0.8981334254199321,0.8670251900227633,0.8835987393976465,0.8702420593143236,0.8603976756962236,0.8687884543080722,0.8801669276193174,0.872303263656868,0.8505813136810259,0.8137522599149511,0.8047434369117119,0.7479684649835973,0.8495545537757714,0.8811026140240119,0.8999730142939364,0.877456405826141,0.9733640277338056,0.7780234821967027,0.8518131575002494,0.7473895941758646,0.8102769356424098,0.870758834891737,0.8642414131169255,0.867199212541718,0.8705678085881079,0.8619391274317343,0.8697452942840617,0.935801667976596,0.8740296253431985,0.8736691533510622,0.8975410219183161,0.8956659762121189,0.7588505518670255,0.8049109734833194,0.8990042444995563,0.8994287236866488,0.8674780381851408,0.8874567783537661,0.8876851586378521,0.814290053997403,0.7887797733750072,0.8786368678864637,0.8785155599213202,0.8883712814284568,0.8904232194221041,0.785381692246866,0.7566699090006838,0.8902871713854793,0.8942969051607669,0.8628703831784275,0.8671444313308586,0.9007754239333706,0.8678474986056229,0.9356773947221954,0.8869757944588427,0.8954084448202625,0.8861055265181079,0.8967312968789258,0.8908244420500157,0.8623032371855851,0.7752114747675911,0.8779525611650959,0.8911230456717453,0.8620028922535026
+County Laois,0.8038122250433352,0.8007678800793319,0.8446525126914024,0.8961041089267929,0.7767558148342669,0.8745363031883112,0.894748701838858,0.8886972535091504,0.8485060299825569,0.8743796384662291,0.8654191685993133,0.8438414001012128,0.8985294305302742,0.8959984989302081,0.8335202026036951,0.8652600725278924,0.8711193213315392,0.8650202068803232,0.7589742348671709,0.8615945729462223,0.8248858439482212,0.8729152070132759,0.8488592602084811,0.8683277064804932,0.8423109217896513,0.8556197869637459,0.8784505601644881,0.8684204944968393,0.8664706842445644,0.8665238805767236,0.8665166412258805,0.8596837062294752,0.8601453886237088,0.8877849465154176,0.8789741942163213,0.8514040777993682,0.8337900139652858,0.7729003100502405,0.8204665523157598,0.8529449533525817,0.8703279440381778,0.8900777191522419,0.8727589283430617,0.8437439375410566,0.8487071157040788,0.8647455405941862,0.8452535651216033,0.8430001739066496,0.8409505815821751,0.8657769486462,0.8657717610861818,0.8709394257264345,0.8921813462004833,0.8469032445028231,0.8957612100010406,0.880793375709614,0.9821732233650353,0.9753144303736286,1.0000000000000002,0.9793736553627396,0.9837304535384315,0.9853389242296139,0.9808054674895158,0.990479992893434,0.9835861906483092,0.9922029086332808,0.9907267400004786,0.9900561602166662,0.8546210946054297,0.8032007822269503,0.8987720600975443,0.9779185616847388,0.8814453278942258,0.8517060489427196,0.7772852386570426,0.8485925925795579,0.7381891213487413,0.8858656895531195,0.9379699823202392,0.83629643505767,0.8267909220823504,0.8640856862558365,0.8784661582697455,0.882235610921087,0.8891384155541188,0.9009837579488977,0.86692381647624,0.8770969627485116,0.89051099782896,0.9082366350052514,0.8028447538727845,0.777926793737763,0.8375333078837931,0.8053347381451257,0.8430053421689752,0.8827567680229341,0.8977297525489043,0.8792556700928369,0.8627234429552537,0.7891803953102746,0.8096066247078724,0.7827351354391265,0.8430364425351952,0.8606796039433423,0.8712405858961277,0.8731251252874128,0.7719089053390946,0.9580254364296582,0.8382336262437317,0.7951653515060496,0.7387048544653612,0.8657877190387118,0.8906518889583074,0.8688263969738194,0.8967818793858756,0.8960321884509366,0.8940640148129531,0.7622514465348184,0.7949107281639707,0.7845075035149691,0.7675530227604447,0.8014681814659823,0.8907572941204686,0.8932935810561852,0.9850746115058655,0.7625255233225036,0.8223671068187943,0.8122453330914947,0.8523678275871218,0.8435718674389266,0.8697008575397138,0.8807526765545489,0.8699739365428926,0.8833692307874093,0.8832782425920472,0.8660306268348342,0.8795403518852495,0.8844801261234164,0.8732455994155743,0.8891608241326977,0.7831051637361018,0.8225075236718172,0.7962355082965101,0.8646505207605434,0.8433840820789456,0.8871121796552007,0.8778045627228104,0.8920778748400771,0.896973971957386,0.8620916967159379,0.8952941902326341,0.8626356147499785,0.890417868402605,0.8933927898576275,0.8954101657371477,0.8722939585069667,0.8922267753108041,0.7784085269472777,0.8585966589876154,0.809034792181278,0.8934257246873831,0.8452497265988871,0.8999810927217684,0.8945337622443285,0.8870833957151145,0.8896081882969911,0.8963745356827316,0.898490869447923,0.8657736067578201,0.8641420349421824,0.8698295253523173,0.8812293962468263,0.8981449086552722,0.8938848577010836,0.8842287285495137,0.960000996504961,0.8944481737602217,0.8950044111957886,0.8937976917970847,0.8864717158108614,0.7978476620948026,0.8116774115881235,0.7656046119307426,0.8497471978160249,0.8156229613744532,0.758849888458473,0.8442557107402291,0.8591470540115858,0.8961860300899722,0.8636992578573075,0.8797729292529008,0.8639836189778098,0.8614942763754819,0.8674916093720055,0.8731396406435815,0.8726602655280754,0.8545269529136634,0.8171713959879581,0.793757120722929,0.7403613513614695,0.8415489519417915,0.8757326445310561,0.8954879945723597,0.8693748701307078,0.9858199321365239,0.7755813982795848,0.8490539682479815,0.7491393803144922,0.8099781911004427,0.8670087110800238,0.8595067916681927,0.8663335877754262,0.8695896183750403,0.8593591251092655,0.8640511924653184,0.9383977824686693,0.8728319993823288,0.8733144242320282,0.8966336734567247,0.895472004926316,0.7675267291426151,0.8021954914433922,0.8984706726443876,0.8971655376145294,0.8640263069221319,0.8832386345273341,0.8832121232875099,0.8146418063228554,0.789052182968367,0.8790362580178529,0.8762738251238148,0.8830563625503917,0.882027585358419,0.7793815380517974,0.760765307819324,0.8865672584270536,0.8910990742437521,0.8621876848258808,0.8671793645558853,0.897683595559964,0.8670665153037254,0.9390884217446454,0.8848925518753527,0.8898148566507529,0.8889903161024323,0.894579538455976,0.8907039970450805,0.860565329816841,0.7730610192592821,0.8733105081113078,0.8846944050639196,0.8615743532315748
+County Leitrim,0.8036251031492391,0.8009972245987771,0.8447742097542545,0.8955845766735457,0.7771020985000472,0.8753356851031187,0.8899574960375792,0.8851167099075165,0.8502337780101987,0.8750631004706643,0.8631144934690367,0.8450991179800187,0.8942626430114751,0.8920705167641796,0.8362757952097873,0.8618845833540345,0.8717098192493823,0.8651831253129781,0.7588827374815034,0.8599336117609179,0.823548501659174,0.8718576867543466,0.8503616410555286,0.8683935069804976,0.8432415310188116,0.8518900462126464,0.8781829991614676,0.8701337000917285,0.8629300180408909,0.8673980546166246,0.867682732786487,0.857551037827777,0.857427860281582,0.8861324116405361,0.8763822734419067,0.8519015197633405,0.8316913343167619,0.7711066816089917,0.819170998698698,0.8537208815252665,0.8698429176016108,0.8872072213749905,0.8721149139899391,0.8458115514724741,0.8514500789364302,0.8659471848579012,0.8470066361703713,0.8446003013814544,0.8420003277511188,0.8621247248305927,0.8615895123992666,0.8723032548308557,0.8884264229533271,0.8486661634732887,0.8922440426691614,0.8789776261306504,0.9769160358744723,0.967683891355735,0.9793736553627396,1.0000000000000002,0.9839438374006118,0.9795263283212817,0.9828463411861045,0.9825458734649122,0.9829660785405889,0.9817224447883032,0.9808630152838109,0.9839235571018767,0.8526229017224779,0.8010082335754488,0.8949466197986458,0.9821189185465418,0.8805018201295779,0.8524989813844671,0.7788035964891903,0.8484849591808451,0.7369462301334474,0.8863581858363178,0.9344394986553589,0.8380304754329916,0.8280322454357545,0.8620922461526951,0.8798820303493863,0.8800806473150756,0.8872193928178879,0.8971512037409571,0.8636695289790022,0.8763939001273635,0.8904691977516541,0.9049917319775856,0.801612837387573,0.7769744433345271,0.8369947230385871,0.8043895089937829,0.8451237675078884,0.8822738760572023,0.8932034882424187,0.8787846642123469,0.8643101380700203,0.7910751468188486,0.8083915524298462,0.7830070441443677,0.8425797828992032,0.8564508044665852,0.8689218050696119,0.87206165537155,0.7687233779630573,0.9529272233831046,0.8404507671328639,0.7936834558131892,0.7411069279900313,0.8665847234964507,0.8860060616893576,0.8666934177237907,0.892406322586863,0.8908478020320973,0.8897312975827435,0.7636484027923107,0.7964967853492111,0.7840350647339583,0.767150999169329,0.8019283423977502,0.8861344906632134,0.8884131997162388,0.97915925924658,0.7614230425905055,0.8245974641471896,0.8127241394994036,0.8528051948093154,0.8450940706762783,0.8672085605381559,0.8803203580530674,0.8717178768855133,0.8828733861558832,0.8826385278236974,0.8627983874148389,0.8800151958535863,0.8846296042054612,0.8696322312309198,0.8847756404819607,0.7815653284328199,0.8197342659972325,0.7982213416902834,0.8653901651054847,0.8448744123961106,0.8835823023165664,0.8787915021419155,0.8883878987465522,0.8940615254307639,0.8598027411676702,0.890235700474287,0.8599653079161053,0.8870715939132816,0.8889675848470042,0.8911176778861998,0.8721075768626969,0.8893648938999045,0.77584708035554,0.8578571923805223,0.8096746999433371,0.8917022736500897,0.8471655287294325,0.8959589633538227,0.8899826210685119,0.8839811463284871,0.8863303748058572,0.8909668981435329,0.8951488899804702,0.8635783129478314,0.8598916437848281,0.8681945740916409,0.8803842209253723,0.8941317246748615,0.8906011748247539,0.884687323570294,0.9593146265709117,0.8890404030950434,0.8905935570815949,0.8902237362563624,0.8857252498590478,0.7956573662303422,0.8094486262455889,0.7662419330398967,0.8508805575799285,0.8145728690514742,0.762212435093436,0.8456070933042438,0.8558636570788716,0.89110895329926,0.8589720372151497,0.8793104469257307,0.8606299553403992,0.862457616121438,0.8675523519012582,0.8707200119624702,0.872308249053971,0.8555763913952639,0.8143023326460134,0.7941638389309356,0.738833805156108,0.84314930895215,0.8740398287985294,0.8921631643658491,0.8673016361375746,0.9890419198889934,0.7758795182254012,0.850025474266895,0.7466390734208325,0.8085292306500415,0.8650888421681461,0.8576356493441737,0.8675491525384551,0.870268616611849,0.8563126702641359,0.8619634409510792,0.93580719914877,0.8727166981471458,0.8725000343235498,0.8921323477085814,0.8921691862131123,0.7681960667871368,0.8012763234163371,0.8938443553005562,0.8925851589666419,0.8619611068481188,0.8849644495359361,0.8835738840447037,0.8136913961320756,0.7890079427076568,0.8746700302980995,0.8764999197784956,0.8787082346010718,0.8820355480418344,0.7758721536378044,0.7620340926745768,0.8871648933792049,0.8890702237875542,0.8639643158426755,0.867861949293515,0.893703257377687,0.8676328997716773,0.9347876292987513,0.881351970459388,0.8861453055666577,0.8837167055937906,0.8897893547598941,0.887858828585635,0.8589457044344291,0.7732882095260947,0.8727889616024959,0.8836430881264851,0.8630029803171884
+County Longford,0.8065729007658101,0.8051476780671488,0.8472211441968293,0.8978394348932152,0.7818851690515599,0.8794025575581161,0.8943134061146493,0.8889153639576328,0.853670106090969,0.8790765527018252,0.868638664563213,0.8484896588221339,0.8983599264153603,0.89717439833043,0.8390735427921671,0.8682520915041633,0.8776110517194278,0.8721956190101227,0.7648991209192714,0.8649829594623503,0.8296420525840122,0.8763736467065648,0.8536228356097421,0.8740627823135053,0.8463919971817292,0.8589484123721594,0.8818911765003195,0.8759637038270076,0.8698683073657878,0.8732868770612445,0.873938717070046,0.8628382401626933,0.8631971144762007,0.8912535382104622,0.8791194819170759,0.8551347650705042,0.8365645129636639,0.7764004409495462,0.825442374202879,0.8567414992430352,0.8759467223599638,0.8900218164695542,0.8773536422074132,0.8488378564760486,0.853583896703817,0.8723531296468916,0.8503366930174069,0.8480946143775054,0.8454745524003563,0.8688964642457595,0.8694610770305045,0.8776797324385922,0.8922870631371901,0.8514780934391858,0.8955190585474873,0.8849147834968548,0.9778195663009159,0.9689160040082353,0.9837304535384315,0.9839438374006118,0.9999999999999999,0.9831985974474419,0.9805402945215917,0.9860904591504545,0.9835157184383574,0.9874321432186248,0.9839704435083869,0.9894604022347226,0.857326746584121,0.8078875678637567,0.8988731793404036,0.9790403027445101,0.8838373971903284,0.8548958265530374,0.7824791256251842,0.8521541788114124,0.7432458421015137,0.8903127001622558,0.938816156304991,0.8414535992036817,0.8287112404600452,0.8680445475086571,0.8848661359518188,0.884876012105222,0.8910017568228764,0.9011664710892456,0.8704412930222076,0.879455060175675,0.8949338604020315,0.9087471850095528,0.8083833179601839,0.7824585776978763,0.842072191896463,0.8115894049489397,0.8483393322167343,0.8855004032697106,0.897700576573979,0.8815723804733986,0.8702245011581232,0.7921412706436605,0.8144092121132906,0.7879443795844119,0.8479142189084767,0.8641173302875077,0.8717146907199188,0.876234655713803,0.774058392551629,0.9538598562643213,0.8431230013849772,0.799013579084566,0.7451015506345383,0.8699931424110837,0.8900837738326377,0.8723523841911845,0.8971946411451662,0.8960671012818947,0.8937156571671397,0.7651963548496302,0.799197042381673,0.7910185684402518,0.7694327073293364,0.8072100453431809,0.8911021814157948,0.8943734480689461,0.979751635181436,0.7667645799217739,0.8271101824137325,0.8176280569741317,0.8545885622508655,0.8485836121761368,0.872879861034792,0.8848610680201848,0.8773693661528353,0.8873502882453302,0.8851440109955491,0.869348375838416,0.8854393017134932,0.8887139563577403,0.8767010216926053,0.8897319070183043,0.7883273360607866,0.8256000154363958,0.8016332497914362,0.871114894322076,0.8481510610218227,0.8872293436510887,0.882383297172823,0.892194626617689,0.8968220364260593,0.8654564132816805,0.8948038461882452,0.8654599533584607,0.8895851401789939,0.8942258853927101,0.8954648639308456,0.8776812478973034,0.892594741942238,0.7814317431086156,0.8604140486775764,0.8137282193353247,0.8945776711683886,0.8505538432671425,0.899957108609761,0.8933947425318918,0.8866593552716738,0.8897733644879497,0.8970768007749795,0.8986039404028608,0.8686717910368158,0.8673207405381359,0.8729207570041432,0.8828411420089692,0.8985659943347865,0.8938857917637507,0.8867609888539967,0.9625883940968815,0.893561374097628,0.8954273339081689,0.8936007277301583,0.8886618484456136,0.8027839637326328,0.8156728827245032,0.7725059133525355,0.8561991492848154,0.8210130602016927,0.7657942977222143,0.8509623702436186,0.8619913333473679,0.8957443526227316,0.8671219382783112,0.8839180493435395,0.8667798836440237,0.8690107994152522,0.8736460925912934,0.8761232811673587,0.8776159971983437,0.8613960537825885,0.8199692820976595,0.7962662620937674,0.7445695856886004,0.84672003657618,0.8787751209872056,0.8950137702937988,0.8726236807752479,0.9883098656097836,0.7820893840157908,0.8519823612646081,0.7538187684924751,0.8135227066723427,0.87022502960152,0.8627014367880619,0.8734434817722091,0.8747189419525356,0.8626629585442214,0.8667756789987162,0.9390764901728399,0.8791788125807691,0.8783326035875687,0.8963568311586444,0.895962079112634,0.7732816327642887,0.8064226704234488,0.898716025693019,0.8977564385585488,0.8672905916813678,0.8879884306063089,0.8874326639328723,0.8163634126930915,0.7939134162025813,0.8786868709697545,0.880751173092062,0.8831483981599512,0.8841218791955266,0.7829996182423409,0.7650390709921204,0.8911611251057908,0.8908988848118061,0.8697330307135253,0.874013926029652,0.8977143707414736,0.8737769434377108,0.9395782621682992,0.8879045077567124,0.8891420422800491,0.8895408159623518,0.893784266363465,0.891587010803867,0.86306562408679,0.7789485710333885,0.8754116199410538,0.8867716174091578,0.868701659597439
+County Louth,0.8122799993497908,0.8080028627970396,0.8534052579698671,0.905726451246971,0.7851588868161312,0.8841597269362674,0.8997560899920505,0.8955971665316365,0.8575186045619573,0.8842408192763677,0.8738638183360851,0.8531290819488114,0.9066004323581612,0.9008856972065311,0.8429508920814965,0.8722789031512655,0.8778145543083269,0.872228101411789,0.7625875785695851,0.872613183460081,0.8312043363181233,0.8819481044730941,0.8610453107046253,0.8755983359472215,0.8515484957404855,0.8626817902287242,0.8875330435226787,0.8745042376712441,0.8738757197397043,0.8743294825100054,0.8725787809617367,0.8664488208764111,0.8682251805583355,0.8992643593740229,0.8869301319040448,0.8616844025187289,0.8421613841836839,0.778727418712983,0.8290101984200547,0.8611249582898748,0.878079507898157,0.8997387437506997,0.8821516966285032,0.8542222268636575,0.8581317616017984,0.872796970259605,0.8537851699533787,0.851578369530169,0.8511665060717545,0.8730125242411373,0.8730267558764273,0.878269086934462,0.899906966058781,0.8570640255078937,0.9037582220347807,0.8897396719983504,0.9803559495173924,0.9748000632907496,0.9853389242296139,0.9795263283212817,0.9831985974474419,1.0,0.9786205402423477,0.9932895947212043,0.9871381548169035,0.9864106079004403,0.985343611149377,0.9890918455214277,0.8628595072548217,0.8118060665480431,0.9055723525175416,0.9807884651482252,0.8893368865132986,0.8625433201197891,0.7834677138599763,0.8580286628913556,0.7407304198120452,0.8961646845911652,0.9477226856868823,0.8440954852429705,0.8365274129293586,0.8730651136179635,0.887441643438013,0.8933356324723937,0.8987746969235466,0.9090243312300691,0.8742593741166362,0.8856665350307987,0.9004759099787779,0.9182298752425091,0.8102997970535606,0.7833960975466815,0.8449529041525742,0.8140581287873239,0.8517153065685854,0.8922567696394221,0.9044984718312339,0.888958032362975,0.8689675363201894,0.7992198560394751,0.8188247123369828,0.7925867058443093,0.8497142296822031,0.8675833214902494,0.8799285848586,0.8818080743211838,0.775834057834256,0.9595944397922775,0.8465315678138117,0.8008167114119884,0.7442140992450631,0.8759723110264265,0.8954202782475617,0.8783399183111686,0.9045625733340086,0.901539464746981,0.8991574069648157,0.7724661824830947,0.8012408233682428,0.7922463920384947,0.7757283574865861,0.8081278349946508,0.8960963488875211,0.8985252081384196,0.9830506574187967,0.7694048528893958,0.8317213392766004,0.8169166199318613,0.8596061288275578,0.8525997093599692,0.8780515441175056,0.8906629592373027,0.8773400030901455,0.8932169506012602,0.8928565208667333,0.8728143485690226,0.8879589827089939,0.8946898415340208,0.880933365217226,0.8951896758770188,0.7893936921126439,0.8304003317841896,0.8033463348068764,0.8715963692551136,0.8539534179700424,0.8922697276105871,0.8878731847657687,0.9002105256946715,0.9058947780097161,0.868551624232479,0.9010369706586832,0.8706167549562258,0.8975796439409685,0.898816785151213,0.9011140544039176,0.8801534634605657,0.8972679450544204,0.7836970922251544,0.8686443080866921,0.8143884988596191,0.9016335477338491,0.854565648122315,0.9057100774284912,0.9032211524402963,0.8934978201299496,0.8985650540436644,0.9022308098911952,0.9073911450375223,0.8733852308475277,0.8716723557884013,0.8783252446668858,0.8910505661284956,0.9046219157982012,0.8994632378586002,0.8962135956201265,0.9708733201579539,0.8999310036337891,0.9000525449890227,0.9009843384274288,0.8952367698854271,0.8052267867474813,0.818837463589031,0.7702628885616554,0.8573354475403974,0.8242763042976462,0.7659356617784681,0.8524899215144451,0.8668764115579956,0.9023867363893412,0.8703624728959619,0.8893276974654153,0.8711545466032443,0.8665623074601329,0.8752516134635188,0.8821973044027089,0.8813599887646341,0.862827218995,0.8241386990205566,0.8010655723968695,0.7468180028037467,0.8513997603880437,0.8839074721798225,0.9036413256160176,0.8781952428024176,0.9845783122897015,0.7813395597265916,0.8611126033222096,0.7541420219386058,0.8188431924078509,0.8749207855558689,0.8663859435868225,0.8723131272729772,0.8788251180302133,0.8654815038107465,0.8719746431266465,0.9490788326624857,0.880554206635352,0.8816180406243648,0.9025218696203953,0.8999542756355914,0.7729625253144716,0.8074998991583586,0.904239500559914,0.9040981313221392,0.8706437788643978,0.8929687222560334,0.8933963065677082,0.8201271947083755,0.7965132397021775,0.8864846853343206,0.8853297444756896,0.8900051385886792,0.8932410281254748,0.78513826093412,0.765435270923011,0.8967053408270749,0.8966155236392416,0.8691913235036937,0.8734064286852055,0.9047629137289577,0.8732943900582868,0.9471866863302001,0.8943701997032224,0.89749604157613,0.892870510982242,0.9007579253113936,0.8949257544990639,0.8676676476371903,0.778025293126493,0.8828089352087011,0.8953348801611462,0.8676931911394127
+County Mayo,0.7983703694158912,0.79926940474808,0.8427227199458863,0.893621192929465,0.7735619953562166,0.8752413396271217,0.8912009849144066,0.8869348744916142,0.8480498552030172,0.8749190607089461,0.8622489493733874,0.8429113108864771,0.8943219562242359,0.8930441972299747,0.8344735578659002,0.8611570765308103,0.8703502281519292,0.8646937508865614,0.7574274392662648,0.8588618550897799,0.8234127025039463,0.869293962207889,0.8480281554838873,0.8686345544590715,0.8410281562077909,0.8509935276219552,0.8750031666765374,0.8691290542065383,0.862014521303774,0.8662394885946958,0.8663469663179909,0.8549767713978013,0.8563534893802149,0.8852457255805447,0.876947177124719,0.8491187470738523,0.830870615230737,0.7715524616893118,0.8170831423504995,0.8523951717903888,0.8703548379796398,0.8872642639892259,0.8719210074086999,0.8444367987991381,0.849658401381253,0.8646299192988063,0.845154482447373,0.842173906767212,0.8395388985738443,0.8614651864263467,0.86130862511481,0.8707555813527839,0.8887768849916536,0.8460213742014917,0.8930502784357849,0.8792164664412435,0.9797195912812541,0.9700435343999467,0.9808054674895158,0.9828463411861045,0.9805402945215917,0.9786205402423477,1.0,0.9826730392309693,0.980711235392902,0.9821902897524878,0.9829148001025314,0.9834037162086622,0.850434376389446,0.8013622511369375,0.8954041081407609,0.9794222710618224,0.8801317127149414,0.8497183840582394,0.7786628931052053,0.8472784868163737,0.7349851020684491,0.8853779837041288,0.933267199552601,0.8361316421631336,0.8260075982636327,0.8610415583631299,0.8781231329729683,0.8791521608776304,0.8869051785670278,0.8980677377587282,0.8628025903534092,0.8761880069000549,0.8898266170711335,0.904380406042605,0.797218504165602,0.7779549772226259,0.8367719365318521,0.8035367118635172,0.8432317947796839,0.8820187287911728,0.8940868324156943,0.8783562775051819,0.8625918843233094,0.7912156397700102,0.80684755613662,0.7812920532570485,0.8421166270971592,0.8562031606040147,0.8689112037069057,0.8695643066098516,0.7705495204733,0.9534944160552213,0.8388873992531604,0.7926424506137161,0.7409015657701217,0.8660920569997936,0.8868732838963267,0.8654394832804444,0.8933133580241894,0.8921093838816084,0.8907193825516909,0.7622285280857668,0.7954207514480947,0.7824064405487886,0.7663242325137253,0.8010718738508411,0.8870558434023799,0.8896326608950386,0.9812515927952632,0.7620987767951714,0.8230788835659341,0.8105030000638052,0.8503380446351841,0.8430613797854061,0.8663580529700301,0.8797487789953359,0.8701577461990392,0.8831186190678434,0.8813864230295632,0.8620734724786113,0.8785614662479259,0.883610481843879,0.8688448896041876,0.8854628652345592,0.7827620037675704,0.8184637048931265,0.798227229106213,0.8641931310219444,0.8423427449968122,0.8842286880672116,0.878387908607718,0.8890040652901237,0.8944354463597344,0.8573061040358867,0.8920008875581411,0.8590301248376382,0.8875408854263794,0.8902082783871031,0.8918477059327306,0.8725287837864495,0.8902495464638677,0.7767090163168149,0.8577815706643372,0.8081872817305267,0.891461343331955,0.8451061443283275,0.8966825736404801,0.8898720980317165,0.8839957738199801,0.8866562014933116,0.8915310430363866,0.8952272528386376,0.8612473136016962,0.8592866639248138,0.8655602473438031,0.8795576735687723,0.8949362380920176,0.8911439630868547,0.8834261628057894,0.9569594549617121,0.8903359118070632,0.8912845013066719,0.890650360687341,0.8853125877124962,0.7947214922010086,0.8088211077048073,0.7657694917849669,0.8484201701426494,0.8152178288612306,0.7620733727202079,0.843760414726817,0.8550220588986552,0.8921679463980566,0.8586939922141458,0.8788706276586634,0.8598498353777485,0.8614681835309954,0.8665217780829371,0.8699435734189339,0.8722239075121303,0.8535006745018355,0.8137451952685726,0.7904465917704591,0.7375647888848447,0.8404840951255537,0.8715648173047417,0.8916796446163344,0.8660519984721696,0.9882260367535486,0.7749148146154162,0.8488970617063505,0.7484312913717354,0.8076320126288341,0.8628565435557742,0.8548298814877895,0.8661962822765681,0.8704807785486722,0.8540427674975637,0.8596561963939695,0.9345581853752482,0.8716215456514008,0.8727355868658715,0.8930741154184731,0.8921100293593168,0.77028798101602,0.8016429743970714,0.8949573708737304,0.8931969640666065,0.859293295439196,0.883897292392419,0.8829977456950385,0.8136055133093966,0.7885171058504457,0.8757283412089664,0.8762119446273622,0.8793008376009799,0.8815182055144889,0.7744327729533523,0.7630166407944092,0.8861984225762428,0.8884719296843335,0.8622940863488253,0.8666837841145162,0.8944533853121778,0.8660747114282259,0.9343273025544406,0.8814154749582664,0.8869395600831368,0.8848105804753679,0.8909808526567113,0.8878427431732301,0.8577130159380024,0.772552573974476,0.8722885253717283,0.8833130908750375,0.8616436199880058
+County Meath,0.8099367827530684,0.8056680267913955,0.852760385960349,0.9053755065923761,0.7841035550211639,0.8812051305379645,0.9007183912071818,0.8967016698958639,0.8577011766335859,0.8820491700862403,0.874577754323205,0.8533146516782345,0.907529640059059,0.9024932182793194,0.8426309212660219,0.8733394838267369,0.87633921981251,0.8701236460223587,0.7630762188138104,0.8708653378713793,0.829474115773872,0.8820604507657746,0.8598281377501308,0.8730603435319638,0.8521240664400999,0.8638045140413722,0.8876906179702064,0.8730384163189624,0.874642229031002,0.8720257396874189,0.8707060901743736,0.8674106865109823,0.869055578245296,0.8977050671904583,0.8880181967943803,0.8620255605340167,0.8400735197077286,0.7784187875326404,0.8278466399448657,0.8579324671664222,0.875099092205951,0.9013102749061033,0.8784981979577905,0.8530874231124244,0.858062283636487,0.8703062587058583,0.8542891165379902,0.8519673607538952,0.8512743152666363,0.8741031716130335,0.8737653530556787,0.8766677639991365,0.9014692610788874,0.8565128898910476,0.9053264032843784,0.8888306973807233,0.9843664446586714,0.978268534567348,0.990479992893434,0.9825458734649122,0.9860904591504545,0.9932895947212043,0.9826730392309693,1.0,0.9874047008768301,0.9905065105153297,0.9898620416456078,0.9927381033280192,0.8628833901498348,0.8094077582769608,0.9067808528527088,0.9813319219020439,0.8908205517835028,0.8610855758227975,0.7815190291767823,0.8573129237583877,0.7421874544842724,0.8943300803352042,0.947967121365273,0.8450750424273604,0.8370872312200741,0.873453932826421,0.8853893563188634,0.8925632980782497,0.89920464656773,0.9096642036843949,0.8751119195093217,0.8872426395563774,0.8986992957135733,0.9179612321660772,0.808678467944011,0.78236183637641,0.8405741802216763,0.8108598516726006,0.851748871359179,0.8935612661464307,0.905463408837086,0.8897424196413621,0.8674801695940246,0.7950492359089056,0.8166268455856402,0.7916400586192863,0.847556299919174,0.8686180641083912,0.8819173724125265,0.8821769406610209,0.777438415501841,0.962683666445347,0.8441464628655596,0.8025887837035611,0.7421633385089977,0.8730165303738887,0.898039629785143,0.878747092438677,0.9056500117132823,0.9031118102962253,0.9012121824686335,0.7753656419604811,0.799764283556685,0.7892861599082015,0.7740445599515434,0.8083505818043956,0.8976776201567407,0.8995703207573962,0.9866135968090962,0.7686357675485018,0.8287258210315058,0.8156921731077561,0.8595595746300836,0.8530412737195118,0.878357536941397,0.8882189807460926,0.8759852633946595,0.8910373222808053,0.8931802733419206,0.8742541432236448,0.8861919176440115,0.89315446981672,0.8812418840106866,0.8954245545300363,0.7868782341469411,0.8282596527772966,0.8007364149831241,0.869598534051719,0.8539678726128845,0.8942444068992879,0.8853404665562501,0.9012978653808263,0.907284392926621,0.8692346933944609,0.9029218588072455,0.8715042807051616,0.8992863879756727,0.8993088289547158,0.9023902891886554,0.8775347115018426,0.8991081871641365,0.7831839453550461,0.869211383873356,0.8137532902640976,0.9022641017442482,0.8553220058283861,0.9074052984397353,0.903573010012626,0.8960696860369716,0.8996457677081134,0.9033665314159879,0.9082596288800145,0.8740599518732218,0.8716615691489927,0.8784732039323482,0.8917678372576967,0.9058853401797876,0.9010523270768438,0.8965115711485664,0.9678710248037554,0.9018345828117903,0.9012307015643457,0.9030167415913681,0.8962214734332847,0.8032827010073301,0.8175011907774951,0.7693674137216719,0.8554910084907924,0.819148555898454,0.7628717281572773,0.8500173428785252,0.8679200332945214,0.90389757214857,0.8710851892492708,0.8876586685105486,0.8723444091497269,0.8650414026038853,0.8731222055874498,0.8823794010587059,0.8782063648907992,0.8597129842903496,0.8209570923412727,0.8036626389220698,0.7480581690493403,0.8505704242526143,0.8842221760169511,0.9047915339462766,0.8788682488731835,0.9877515081153483,0.7824689407509386,0.8588060656222809,0.753182830019015,0.8151620828078872,0.8747845253839471,0.8671108750089337,0.8711301211743151,0.875684548181731,0.8659221078318622,0.872553789619065,0.9479279678960513,0.8784893886816004,0.878927472598668,0.9037909822993857,0.9020521499492339,0.7701233808868229,0.8080056025417864,0.905385329139278,0.9051420357066429,0.8710263999348181,0.8919672735710128,0.891759325471502,0.8207358371367569,0.794390965378554,0.8872675395649973,0.8831531858716932,0.8925175118013721,0.8940029673199388,0.7852087602858928,0.7627625907011358,0.895004132558116,0.89909492610228,0.8671075938031563,0.8716144448254891,0.9065786390210757,0.8721335819703006,0.9474909891616219,0.8928888020709099,0.8995842486409034,0.8942337845681959,0.9024352988629998,0.8967228429597245,0.866725648552103,0.7782454194429141,0.8833099109065733,0.8956475564922416,0.8660563769797703
+County Monaghan,0.8051283899213344,0.8028226032968793,0.8469640556152314,0.8983683712009725,0.7789706924235197,0.8772961485980039,0.8931594326146182,0.8864201846219618,0.8504157877522851,0.875737956490928,0.8640012946114132,0.8454484465093645,0.8955389203513794,0.8944955215719156,0.8361638335284679,0.8632923915457784,0.8739748485350677,0.86766346815284,0.7588557610612681,0.8624299491315885,0.8262884657421247,0.8729471901649328,0.8507771232017375,0.8714715980500124,0.8430403740393486,0.8532069156155385,0.8787678489333813,0.8732964111292164,0.8645835264881268,0.8704614750904156,0.8711758828700684,0.8582241546698824,0.8581788705442142,0.8873566042442593,0.8783098132764986,0.8532567773236693,0.8336344920497482,0.7713883535286695,0.820808403550245,0.8579854730914357,0.8732377354511245,0.8885086526004662,0.8744558786326487,0.8452082919691303,0.8522795769649282,0.8685961405127197,0.8477123057523087,0.8450781299403565,0.8416041437625392,0.8635928152879823,0.8639655353387388,0.8741374111214361,0.8895882882223397,0.8488970367035675,0.893927442187282,0.8824376439226661,0.9782868386307155,0.970559055840368,0.9835861906483092,0.9829660785405889,0.9835157184383574,0.9871381548169035,0.980711235392902,0.9874047008768301,1.0,0.9862512280399617,0.9844501816816165,0.9866521155630519,0.8535980141415441,0.8038421528452298,0.8966815399902163,0.9841993075317769,0.8819163783590069,0.8561226338705783,0.7796875633127014,0.8500027491760791,0.7340683693852138,0.8871371645576672,0.9378716795955055,0.837969682569308,0.8289417727946944,0.8633159913564146,0.8814338788891622,0.881990645559618,0.8893203856819574,0.8991284193346165,0.8654236182437622,0.8778264137374052,0.8917402100965204,0.9095334637740368,0.8047169460533702,0.7785140548551431,0.8430100619402011,0.8063550526191633,0.8452241227484245,0.8837002063462167,0.8960548947628884,0.8799277210449912,0.8667472846455176,0.7943208475302159,0.8088107127900184,0.7828364339316237,0.8470092295492727,0.8585368214402128,0.869261670906015,0.872883033944812,0.7713016120760414,0.9552643788836152,0.8417355913732915,0.7954205729884368,0.7416275008916672,0.8687894957112419,0.8876062316660069,0.867583728645743,0.8949971357773018,0.8934157316075133,0.8920074011085893,0.764876866607261,0.7998756707412691,0.7880880647570894,0.7717634403173845,0.8038825442205735,0.8883640030314213,0.891678705657543,0.9815346805090939,0.7656214954947084,0.8269431504938127,0.8137016414702491,0.8547658755857879,0.84535219312263,0.8684084274470792,0.8816795713345716,0.8736005767845642,0.8842556757350738,0.8840040574534379,0.8644566471099282,0.8817235568818402,0.8856671413784456,0.8716328039836739,0.8877085235371984,0.7834575410770064,0.8212905381259176,0.8017898199281286,0.8678749955343235,0.8445656840196221,0.884679378564726,0.8802003789263619,0.8902416993484848,0.8956133611955309,0.8608607582741572,0.8925995220491194,0.8609567526537102,0.8881009889579008,0.8927509748098738,0.8932966884956217,0.8748697948645942,0.8908500508123436,0.7774138320004625,0.8603852566528737,0.80842086022278,0.8928356869108837,0.8471393172270636,0.8976802253826416,0.8919012075213953,0.8845870328660709,0.88783921383838,0.8931921468507441,0.8967857975464668,0.8646110413086354,0.8622947924499956,0.86917433667639,0.8817359875325919,0.8963817947726103,0.8924260842394532,0.8852785838369966,0.9673700394793365,0.8916101592491722,0.893374253415207,0.8910786063276696,0.8872741526896518,0.7968149331099412,0.8110291129716327,0.7692149479786141,0.8538738580234183,0.818934439885607,0.7645029402947553,0.8482657501671017,0.8565949698000088,0.8937463894023364,0.8615082388376737,0.880555970112903,0.8616126412424238,0.8657908303392552,0.8705401396544756,0.8723845974048101,0.8748477248994954,0.8605433783177707,0.8193830842314255,0.7940867626611045,0.7373629436089002,0.8435741271669998,0.8750342955361337,0.8931910271403072,0.8684303741599722,0.9860987660381775,0.7766993307818338,0.852619624179142,0.7504452581617614,0.8096608978312874,0.8663744908552692,0.8580649497987384,0.8698456410553201,0.8723037715157748,0.857674307994043,0.8628407303938356,0.940522139447174,0.8749217369855753,0.8750973463561967,0.894612742202132,0.8939777392146874,0.7739377933072499,0.8048289221079686,0.8968408955418028,0.8953014772799368,0.8631545087930269,0.8860397433210259,0.8845237916735849,0.8172528330997545,0.7900805585842929,0.8779153341276588,0.8784793227682162,0.8800926200960982,0.8828636035180242,0.7742821702831915,0.765885491643047,0.8884392553833224,0.8889752994160629,0.8665147323534083,0.8709377724558125,0.8957572523030907,0.8703676558272275,0.9391121828742702,0.8841324050788092,0.8872703538891306,0.8869271694950899,0.892266398913698,0.8891236907327686,0.8614310965319012,0.7743534168787027,0.8735263678800022,0.8853882972821001,0.8656828614230345
+County Offaly,0.8009134551873828,0.8012892728176685,0.8427203755182135,0.8956418500766843,0.7741094015049652,0.8741496772860653,0.8937555409249069,0.88790141079308,0.8463550379574782,0.8734568489689852,0.863116294012533,0.8417653203498335,0.896637546207982,0.8954540989620378,0.832062984348108,0.8630701419282939,0.8715479845053675,0.8664808187741919,0.7571038863848006,0.8597372030662359,0.8237754630542701,0.8700034925257488,0.8468389291557136,0.8685623232858934,0.8391969397010733,0.8530695230428538,0.8754383035351805,0.8698369616205056,0.8641926222195054,0.8673188689947372,0.867689447327143,0.8563234898244456,0.8572490760970741,0.8858826840809456,0.8772616459552971,0.849562361208651,0.8327160231618495,0.7706414571277603,0.8186296296869517,0.8530982204985014,0.8705119007630886,0.8872937953656749,0.8725880324011949,0.8425645712627907,0.8470512466021078,0.8652573737614158,0.8432553031881039,0.8406608167484583,0.839086650523939,0.8632943673005101,0.8638446681202729,0.8714452089220418,0.890673183654251,0.8447539157289956,0.8936920740094109,0.8802048947664759,0.9823017238219277,0.9740988949646182,0.9922029086332808,0.9817224447883032,0.9874321432186248,0.9864106079004403,0.9821902897524878,0.9905065105153297,0.9862512280399617,1.0000000000000002,0.990762424132433,0.9933692403329407,0.8516570517797183,0.8033486428724166,0.8974010346367909,0.9803286546671152,0.8784558139727248,0.8494173188916387,0.7784223763507717,0.846781372351189,0.7345721955938948,0.8845933391422173,0.9365641887691033,0.8346841642960099,0.823355707921196,0.8620142712067469,0.8790311044496445,0.879869315397905,0.88595913206968,0.8991743600804039,0.864896283551233,0.8739066147647447,0.8893492879959731,0.9077795064809415,0.8015789206457009,0.776765689144061,0.8382374707650799,0.8057605661756524,0.8411356920101025,0.8794708136154732,0.8963357917412165,0.8756887064430865,0.8635671438957208,0.7905323463415855,0.8089434253353582,0.780807600961239,0.8425538206354115,0.8585325578953389,0.8690292006615962,0.869839801559734,0.7691321113118184,0.9570176559260666,0.8375300414191988,0.7922905280821543,0.7404826690755206,0.865558085925215,0.8890957463803574,0.866128427992332,0.8954214184710001,0.8950920135298275,0.8928004989236381,0.758406005561651,0.7929685945136162,0.7848356978671827,0.7657153138599668,0.8004579912406723,0.8899817895776407,0.8932135902436384,0.9855046942762539,0.7615890788034855,0.8224343562465958,0.8111629584290921,0.8497140374617217,0.8407430525485239,0.8675332565712126,0.8797191462227515,0.8704731050159743,0.8823430576098782,0.8802108968756582,0.8640806451955184,0.8796053577217612,0.8830011059966326,0.8713596686863672,0.8887683828327118,0.7826890398787297,0.8219468059925301,0.7982102632203998,0.8651944177870174,0.840423127548716,0.8863946290500664,0.877390680844057,0.8902715993532349,0.8949640767053766,0.8591045969005578,0.893797882121503,0.860281123322347,0.8884986083786205,0.8932911826750842,0.8944543314900233,0.8723332787867113,0.891905206717937,0.7758086840757566,0.8557214226702643,0.8073549863710514,0.8926939670745492,0.842447587361822,0.8986360628617143,0.8926833093866903,0.8857316295877802,0.887987560105772,0.8956018188216528,0.8959708775299503,0.862276697468395,0.8621168597203502,0.8666234886935539,0.8777490797539005,0.8969025858696786,0.8931730886405735,0.8807811667975307,0.9621599133657983,0.8930315373244088,0.8946749484662714,0.8918199542876571,0.883146690025446,0.796866431742052,0.8106605765741899,0.7661097921781733,0.8494279426048795,0.8184538186982538,0.7609048127208844,0.8448064322723825,0.8564281343648444,0.8946946938735192,0.8617285941507866,0.8784164732083882,0.8615462264678388,0.8630067721683449,0.8681975997627756,0.8710038195235,0.8728392822124125,0.8547970712538591,0.8156661455039911,0.7888507261783809,0.7360100525020639,0.8393047122546838,0.8726008208068081,0.893817539297888,0.8671182175939293,0.9885367637484131,0.773994458162254,0.8480209253701991,0.7490685413968187,0.8101159055738649,0.8641157106537973,0.8562938863012253,0.8672461690409058,0.8702279077958787,0.8563499475753211,0.8606642828035254,0.9386606959747756,0.8733457131106862,0.8728672648474182,0.8951502491600067,0.8946547869570006,0.7698377395536777,0.7995768448862388,0.8976885022929506,0.8961224391673591,0.8611645683142538,0.8825638057470943,0.8818248153070327,0.812516930215704,0.7868122474644974,0.8779911323846723,0.8758968570662953,0.8818141616828408,0.8782085953180533,0.7775046091128371,0.7638041922658655,0.8855738115261899,0.8896122794139719,0.8634086034211191,0.8680067888713004,0.8958933320912591,0.8674963475111547,0.938797825425759,0.8841435132357134,0.8874414035530469,0.8889995310424743,0.8930747217999278,0.8904814168515426,0.8578776313404513,0.7710923425101844,0.8706884729915418,0.8814766198914081,0.8629826489088279
+County Tipperary,0.8062149972359604,0.8035062678734459,0.848428426152089,0.8995428928021219,0.7808218251315006,0.8783421186020955,0.8986896503861196,0.893344958043596,0.8538083171023445,0.8786101785197061,0.8709625093282988,0.8496252587303064,0.9031752741428952,0.9002874879649698,0.8393248222539764,0.8706665029731706,0.8752158838301145,0.8690562149151564,0.7625801103512496,0.8655995069251654,0.827845404719916,0.8783702147405702,0.8547612581810766,0.8717865432053286,0.8484979037220085,0.8608450007536363,0.8840274024546707,0.8731063642454135,0.8717124672869124,0.8707695189118723,0.8711786558032891,0.8647801511927754,0.8655639252754457,0.8926839260500319,0.8827982271200211,0.8564657008434834,0.836504049229823,0.7776442718535911,0.8250945941569963,0.8547693394607248,0.8738119589295423,0.8957075750014101,0.8757660638203472,0.8488958835188246,0.8546024674743351,0.8691519513456595,0.8509842127554108,0.8488178870475975,0.8474166316473482,0.8711517924988972,0.8706752503432733,0.8752981009708214,0.8971479490922343,0.8525828386911872,0.9007637133704863,0.8858117688291823,0.9894347768138411,0.9825534140718893,0.9907267400004786,0.9808630152838109,0.9839704435083869,0.985343611149377,0.9829148001025314,0.9898620416456078,0.9844501816816165,0.990762424132433,1.0000000000000002,0.9895047783906581,0.8589882965008501,0.8065963560376532,0.90309422547465,0.9790423322265122,0.8863189896520137,0.8565522480323593,0.780417894925947,0.8529504429458713,0.7418200745810181,0.8898116227815658,0.9418389187129287,0.8421183781737682,0.831167823591567,0.8701018221887536,0.8833388828538122,0.8867883454097261,0.8936740855944387,0.9055218893758105,0.8723300849830208,0.882215927919982,0.8942921032644002,0.9114126232465788,0.8065839557485499,0.7820803945013187,0.8395123678822956,0.8092255876666047,0.8486856833111668,0.888000757908104,0.9021704547393616,0.8843668277172229,0.8674517048281064,0.791481744330309,0.8140211741608138,0.7884343120477109,0.8460218476004915,0.8658490903784919,0.8768712474261005,0.8787257582328925,0.7754084804824494,0.9610500983399242,0.8416341298603414,0.801032769474818,0.7422113440939144,0.8692420533867148,0.8951471370813515,0.8748563296845222,0.9013641638577791,0.900054464678451,0.8983192824365377,0.770332229484127,0.7988081976875001,0.7879113067822908,0.7721736835164333,0.8077518569072221,0.8949551077570673,0.8972803048928358,0.9914059980173667,0.7660248035387205,0.8252176609985545,0.8147942847229853,0.8550398361733933,0.8492575913550672,0.8750402193949479,0.8844524931890795,0.8747724622668999,0.8869538545385046,0.8879966612259145,0.8715558550412418,0.883909652163623,0.888761071808422,0.8782162794782362,0.8929879517330215,0.7865398501304264,0.8240360334444297,0.7995114461447639,0.8681065060159746,0.8492829186525612,0.8913268688978986,0.881462078118335,0.8972203270763319,0.9023167816944083,0.8667928575737581,0.8997228701769983,0.8681534880911507,0.89520193089344,0.8974429271060544,0.8994792843483895,0.8760576094936645,0.8966727140584585,0.7820002129104725,0.8630621463987932,0.8125803226338609,0.897416108815138,0.8517448391360092,0.9040294794464351,0.8991455731625881,0.8919873674227061,0.8949300748038912,0.9003972641480799,0.9036860407649266,0.8708467556529365,0.8689123720437579,0.8748949246283979,0.8860485504001786,0.9026556316074666,0.8981648704839919,0.8896679775563298,0.9622592231620368,0.8984603053550092,0.8989291238464165,0.8988117810309834,0.8912911375951937,0.800696374017062,0.8143566669589073,0.7701576137742281,0.854203428393776,0.8177911348803069,0.762567545039233,0.8482388111659668,0.8645742313684225,0.9005585638162809,0.8687320764733432,0.8836402188480361,0.8692517639963879,0.8658821523456031,0.8712959835197214,0.8786342629777381,0.8754391938838864,0.8579705550865775,0.8193532367464232,0.799463472807323,0.7451591378216924,0.8468102837891595,0.8808663508185778,0.900350646051665,0.8752360276684026,0.9878491684222018,0.781818907570676,0.8536725781391479,0.7535155831277057,0.8131061156362624,0.871809574842565,0.8644283997515052,0.8709016481023162,0.87294657680371,0.8638221764456441,0.869161465041743,0.9416159584432908,0.8768617809572449,0.8767039841901756,0.9008438226237027,0.8995302260073421,0.7702012570096299,0.8071125848314282,0.9025226494535717,0.9016122910181548,0.8687678505026595,0.8879634331848012,0.8873167414571429,0.8181099860862576,0.7930453130923606,0.8827832954924401,0.8798088722864976,0.8882887958027904,0.8873355361977147,0.7838793260223236,0.7629695760486501,0.8905393856658469,0.8954708128156564,0.866584472818388,0.8714348229861516,0.9023899073811282,0.8714053385828816,0.9424438718844039,0.8888202477660773,0.894898650995144,0.8924046169217287,0.8987090052259986,0.8948306882240271,0.8639174452757441,0.7788996178742554,0.8784563481588278,0.8897590300832356,0.8659480451583176
+County Westmeath,0.8070248962186425,0.8078962080220098,0.851507336966709,0.9024352769904372,0.7814328226552248,0.8816204224552535,0.8996235460824121,0.8948217974885988,0.8542140420145039,0.8815663103752945,0.8713017210969548,0.8499598853603748,0.9045491542160381,0.9011078543671635,0.8399216079466704,0.8703695187228485,0.8785662070758005,0.8733013576844529,0.7636337621508137,0.8675059586365704,0.8319600935725411,0.878457348789416,0.8566367903954865,0.8747108674593037,0.848041077344581,0.8600113212620438,0.8843124006863776,0.8763028919930316,0.8714412166869663,0.8740447080933742,0.8740860842377149,0.864030190113099,0.8652085933104997,0.893943965314819,0.8841024280039559,0.8585563660858443,0.8407014960594593,0.7769971907004141,0.8268436493181439,0.8591647579026028,0.8767042129322404,0.8960300452969445,0.8794014014559147,0.8513827450852469,0.8550126677899429,0.8723013086066388,0.8509066091832493,0.8483910338684382,0.8481556761722554,0.8705734237352403,0.8707553718054186,0.8793036208438364,0.8983698177617669,0.8533428921253725,0.9013732679106897,0.88678531196716,0.9835956614284527,0.9761289106760853,0.9900561602166662,0.9839235571018767,0.9894604022347226,0.9890918455214277,0.9834037162086622,0.9927381033280192,0.9866521155630519,0.9933692403329407,0.9895047783906581,1.0,0.8596628249499159,0.8081557027665138,0.9038270847485234,0.9818186509919093,0.8848489463449657,0.8568142097128006,0.7832299140483756,0.8542185943907628,0.7441762691667684,0.8926793477884868,0.9431926946309456,0.8418090694563263,0.8324774099827524,0.8697549448189422,0.8872427632648169,0.8871276744968517,0.8931182499824319,0.9064107207718066,0.8721043590477823,0.8808226535115847,0.8974141691509697,0.9135583641692248,0.8078159640126309,0.7838904833543339,0.8432714849419559,0.8123309357701668,0.848750336108139,0.8868835432358756,0.9029000506876595,0.884127924777666,0.8701419810022087,0.7961185388274352,0.8164369809875847,0.7887846534988812,0.8475602031327106,0.8653901385439547,0.8775039267444457,0.8784464921703268,0.7749862180937801,0.9598874253747547,0.8427895623616718,0.7992578365139182,0.7444783321902557,0.8730482368990272,0.8953566275558007,0.8748360119165369,0.9024065725607407,0.900670105723106,0.8988834908987482,0.7658147254420125,0.7996011330865366,0.7913222753715767,0.771330389112755,0.80557599933903,0.8953763232511015,0.8981325921942073,0.9862256586427998,0.7670897812947097,0.8275673128357844,0.8167250215719758,0.8561907436220157,0.8489105982453319,0.8754762304781503,0.8875662850976838,0.8779059356097237,0.8900968122105274,0.8874267191997516,0.8710146006025508,0.8880303657987477,0.8910518778441421,0.8785818148402951,0.893867535923853,0.7882694255577035,0.8300774231889271,0.8025921958990777,0.8724447991883785,0.8497218120376593,0.891932814393566,0.8848001331365237,0.8972688154246178,0.9030467806850838,0.8666056554964223,0.8998948788997622,0.8681689226375592,0.8952434318558955,0.8981035283734552,0.9003388613055786,0.8787889770602675,0.8980847439301031,0.7830410850488911,0.863528221988711,0.8149291608793097,0.8989509745844471,0.8512109492875849,0.9048999014800359,0.9006380225381981,0.8925502978463203,0.8950592144392692,0.9026112203132232,0.9041593414170913,0.8705740914426464,0.8689860875824511,0.8748815546078839,0.8850231462942714,0.9033270722266552,0.8986608022969915,0.8899180260936725,0.9654335089992931,0.8992045228720321,0.9003507182434368,0.8997087970197948,0.8900036224655365,0.805201208527428,0.8177887499642625,0.7710358686392902,0.8552251175535319,0.8242854156032117,0.7656086421624656,0.8524117569313878,0.8640642244167691,0.9007888329585491,0.868248981183259,0.8864521573916037,0.8689725084539267,0.8690730933536577,0.8754161806979168,0.8790872834703031,0.8794904393121723,0.8590626149706485,0.8214398339231318,0.7961314149990032,0.7456579438250004,0.8477026714063053,0.8807750455849167,0.9014205713512186,0.8752155389812225,0.9902516264795476,0.7800675133783425,0.8562659661107057,0.7543286192071398,0.8172263789305567,0.8720459394037606,0.8641497014197196,0.8742634325643579,0.8773708616580778,0.8636469653627104,0.8688612930132179,0.9438578218214781,0.8808942784818728,0.8797560630287583,0.9013779850882946,0.9005858957034919,0.7725839412512765,0.8048894076401248,0.9034755682629758,0.9028245791888957,0.8685325216418116,0.8904813848022313,0.8897702161437583,0.8166732769389881,0.7949249083892231,0.8848387103025112,0.8828160872483538,0.8891220495830882,0.8869250513865875,0.7862817090077702,0.7670991655107503,0.8932095836054482,0.8964117631016555,0.869786035870525,0.8746934793823584,0.9028573456809104,0.8743905826084537,0.9438796059188825,0.8901618325591293,0.8953541320945013,0.893188680342956,0.8994792385765066,0.8960778373345879,0.8648183339665824,0.7784606295693767,0.8774300841297361,0.8892939604849885,0.8696742533987835
+DE,0.83777570347845,0.8239442356790778,0.9303396992659644,0.8691036773165384,0.81812143744141,0.8652733426523715,0.8633545152582496,0.8607318678850953,0.8572010089340877,0.8711244409071357,0.8863079048826171,0.8540180473266044,0.8807794133525778,0.8666465797171047,0.834892490484839,0.8883285856176453,0.8534444349766115,0.8403981901652454,0.8166866249096578,0.8758233406706872,0.8246584130117197,0.9634531114721935,0.8582659138089962,0.8598531065085063,0.8605510098917899,0.8820438694291262,0.9649988134925622,0.8480920030563147,0.8904897042753732,0.8465338087641241,0.84782738569034,0.9569972418089927,0.8846441766521851,0.8972377172131993,0.8851247497984216,0.9160751470413044,0.8552496751815182,0.814286226332167,0.8522972241936398,0.8386946787588825,0.8608374303976007,0.8859735879244967,0.8634118595087881,0.841734889529441,0.8533811034070249,0.8429370176823402,0.8546596181657223,0.8562876071221482,0.8566502658241281,0.8924431165728085,0.8872891795438621,0.8495894382767389,0.8720717448247097,0.8538967669758808,0.8779217977722525,0.8858728165330615,0.8580150968314099,0.8582460431462526,0.8546210946054297,0.8526229017224779,0.857326746584121,0.8628595072548217,0.850434376389446,0.8628833901498348,0.8535980141415441,0.8516570517797183,0.8589882965008501,0.8596628249499159,1.0,0.8330111223659408,0.8729736998815878,0.8512202287383138,0.9046175029734943,0.874954500321806,0.8068010660884392,0.8959990723068919,0.7796279990227997,0.8852456450324198,0.9014152290961848,0.8414540038985489,0.868780051811561,0.9072139800419605,0.8615416859290642,0.8977615617971603,0.9092550055230668,0.8807617146817832,0.8902487816185272,0.9003737248426922,0.8845922706615342,0.9021521209124559,0.8232496585197862,0.8014886775980613,0.8554565544494657,0.8494973314637269,0.8494825481313087,0.9093881855887139,0.8745548223953213,0.9026815522863709,0.8463464662439272,0.7930903021261806,0.821448830269783,0.821194169693985,0.8697948337183876,0.8835373574503176,0.865989162876265,0.9644766940974562,0.8269235191817755,0.8684095001379315,0.8403857922817963,0.8419500284820953,0.7707008493106218,0.857274179946421,0.8661902806985375,0.8959406862091659,0.8749920988653881,0.8664515285888033,0.8628025751671722,0.8229953974367608,0.8111810569421699,0.8220165840975059,0.792042749559151,0.8342274844097889,0.8586985677515494,0.8569083100455829,0.8600123531082661,0.8133404603875187,0.8487865268621589,0.8407467220531557,0.8841981904856546,0.8562923939602112,0.8867419743217243,0.8796481359220694,0.8513488063629988,0.8786064826525631,0.9055514247712709,0.889729514477677,0.8602452708499204,0.8905655513983571,0.8944740087663088,0.8567151210799198,0.816546805600889,0.838044300171411,0.7897798428334972,0.8376741713667544,0.8589575405004718,0.853666011013642,0.869935843478067,0.8730151197493063,0.8795972218230834,0.9587642659862747,0.8700881790343293,0.8856832978145013,0.8685294368262261,0.860922290208925,0.8648520882002569,0.8662593948637314,0.8578328932676408,0.8267845875551556,0.9159881204014786,0.8205443548230644,0.8858246430472468,0.8617502459947702,0.8705424772892993,0.8786711455918954,0.8622634957843059,0.8752430568677945,0.8710689236389495,0.8911078822736367,0.9636002776262962,0.8830332661049721,0.9644442861361429,0.9062185219532047,0.872999963204497,0.8591776949045659,0.9086225727911913,0.8705667847149217,0.8672505782912702,0.8600476380263777,0.8754303139679096,0.9100135304988224,0.8419901672534803,0.827951797034813,0.8028485093602672,0.8733220980652304,0.7782002646023344,0.7394648333766128,0.8463487837844615,0.8882227220872926,0.8710573448986075,0.8859548195424845,0.880959919777036,0.8876304012602906,0.8356061207600877,0.8474811588281891,0.8921989423078805,0.8606106318072702,0.8884292915845959,0.8526857384894941,0.8354115834653681,0.7672678468819221,0.8510968958374909,0.9647786664736945,0.8753310383920447,0.8932837731017323,0.8627783634425686,0.8319366636896268,0.8741094797856807,0.8003023071181288,0.8222537972465792,0.9556400357821663,0.9568058155040636,0.8456595965124151,0.8511629595248803,0.9565329794001618,0.9601553597446821,0.8796152575728462,0.85211558937598,0.8689186225823063,0.8708992484950409,0.8637576371007196,0.7592868069166215,0.8419397863831688,0.867101028312305,0.8758902459177706,0.9587710833548331,0.8922130323572756,0.8836697501960779,0.8451594890199671,0.7981110788755297,0.884906818241655,0.8690348861857369,0.8684650999306679,0.9080543448222783,0.7871939003392173,0.7414672962080303,0.8834040570058577,0.8652530475170339,0.8407859454670038,0.8496925203356936,0.8759604268753817,0.8525087377825824,0.8880801672503523,0.8840598288893758,0.8742781786253029,0.8501072569578426,0.8664483020124453,0.8547565285886772,0.8836310048482744,0.7914218267385227,0.8947217934447937,0.9073767625909208,0.8357718800834596
+DO,0.8261436094771951,0.8641064570934012,0.8193362165900338,0.8166474004030252,0.7856497242512706,0.8270793826316016,0.8329923592647089,0.8205326834929211,0.8474380074451745,0.8257996278836737,0.8172929562091569,0.8378720198774021,0.8438184418571525,0.8355459350262066,0.8236634821228466,0.8152909671020112,0.8296489868488861,0.8254171527850076,0.7841971190847448,0.8207430678999657,0.8436050613497794,0.8218311947214133,0.8407277752364316,0.8224592801835998,0.8386072907514949,0.808497172953988,0.8247344138589822,0.8294436673801705,0.8173981332527275,0.8241054391397928,0.8270611136077088,0.8125956314355132,0.8107583811031911,0.8327020866434565,0.8536671001904906,0.8223691788806031,0.8841436639500461,0.8059447065127442,0.8756465301034658,0.8191198811987337,0.8267736510976436,0.8476753266946494,0.8323204426071578,0.8413468995294153,0.8386925646975467,0.823114082081373,0.8393834319140386,0.841596144012126,0.8367455772627473,0.8206963332485492,0.8150576737626983,0.8264440725177127,0.8309556421915748,0.8390417344105208,0.8390841133904459,0.8256346312569773,0.8041248764971195,0.8035394753317227,0.8032007822269503,0.8010082335754488,0.8078875678637567,0.8118060665480431,0.8013622511369375,0.8094077582769608,0.8038421528452298,0.8033486428724166,0.8065963560376532,0.8081557027665138,0.8330111223659408,1.0000000000000002,0.8360640833362403,0.8007186273103587,0.8155714849500794,0.8194904624534171,0.8092271888379744,0.8569392184229634,0.7730364645505883,0.8415299759724979,0.8356011759850026,0.8492720059658384,0.810344133814556,0.8189289366091498,0.8374103400261792,0.8175952218507856,0.8276236392883016,0.853644870158012,0.8167408059165906,0.813993941370444,0.8388727618771906,0.8170089821003685,0.7906137801937714,0.8174944071640037,0.8187954404747403,0.8914878223958161,0.8357593772991369,0.819924756059138,0.8430159499461125,0.8154362822575937,0.8226604195931548,0.775639299263255,0.8823820343585588,0.8358230172555953,0.8061100604202837,0.8123709972781092,0.8213213343683875,0.8235817937438211,0.7939677893157403,0.7997734017075205,0.8077714808881745,0.8149189502575221,0.7747112687868154,0.8366548889887585,0.823713717984443,0.8265513803851813,0.8391814180460275,0.8301008147162899,0.8248871737901283,0.7727751892909975,0.820398902538093,0.7907683017808401,0.7548955864601243,0.8198891502538409,0.8269251951408467,0.8262538471759422,0.8059144481260082,0.8132876352855613,0.8395392790502355,0.8246795656909873,0.823991084204918,0.8391110373531417,0.8190248368902476,0.8375891016101592,0.8286029838752733,0.8390985917494891,0.8167062403117269,0.8161277079217137,0.8363667496324095,0.8427696048162426,0.8215680781051888,0.8294784043739973,0.8211124087910922,0.8958485832739324,0.7819968026386854,0.8241612622503237,0.8411686924249072,0.8121039616757892,0.8304658102624239,0.8377093874937227,0.8378134998875306,0.812824714940983,0.8295729400467059,0.8154462652099852,0.8234683746318455,0.832690742772426,0.8308484514206856,0.8277733170188644,0.8168926656480691,0.8080198152226408,0.8127037195735908,0.7996037147619358,0.8196179917817767,0.8421594113202766,0.8335764520283693,0.8416833516821364,0.8146248810356163,0.8390469127722239,0.840414133667114,0.8506663833273507,0.8159443005870785,0.8108885634170684,0.8178195551524222,0.8176069146094638,0.8382530504176169,0.8211561865411341,0.8231589196113424,0.8179251890890123,0.8289712003877431,0.8286635744140601,0.8301454016084261,0.8196912271243411,0.8682945186637606,0.8168352564566053,0.7749858158046685,0.7928320478241363,0.8664250587322483,0.7591229151929161,0.8225139523901808,0.8150003742294109,0.832244504525001,0.8146378676223636,0.8362909606272868,0.8156387100364856,0.820516364575741,0.8253229722072538,0.8218244426684528,0.8267824620976026,0.840656843311972,0.8104591294871932,0.7884000114908137,0.7831736067338937,0.8396119581260267,0.8219345746099413,0.8357472719893491,0.820708313558721,0.8127321085253996,0.7970649878408411,0.8344532707465937,0.802765949835852,0.9058019792451066,0.8133889811300231,0.8098513613289315,0.8247708988436636,0.8184654382010367,0.8098566354825263,0.8136117435287022,0.8174972650671205,0.8318064451849253,0.8348443081631454,0.837922251939077,0.8243704610514668,0.7507943610695312,0.8381587830299795,0.8340050764441325,0.8474566644913346,0.81297769158681,0.8300890891697607,0.8379307764614564,0.8215978202552274,0.8081568849765121,0.8315012053687456,0.8290685924096276,0.8228395556568675,0.8200883527078874,0.8499415176033822,0.750046769633847,0.8372699725961495,0.8175073505564939,0.8213588141967668,0.8271830087349047,0.8372331842421634,0.8259525878382761,0.8243035483644534,0.8220273053988272,0.8308647068458993,0.817341066660185,0.8242138814330953,0.8168834910335333,0.8513676192606228,0.7719418930204405,0.8092901383617371,0.8231076501958007,0.818494781119201
+Delaware,0.8091004409316574,0.812570723751416,0.851719463379301,0.920203968075355,0.7924927674139026,0.8742492854081853,0.9841601086747614,0.9771875647443935,0.8648742845745497,0.8771232526318542,0.8853982842922491,0.8599257930906773,0.9844943183492644,0.9844265622458948,0.8458095333902237,0.882382925468079,0.8628066834255568,0.8564068405691351,0.7739312697800882,0.8712993576509009,0.8460119031313755,0.8894488827478918,0.8647867132116859,0.8646332026788952,0.8625376332445218,0.8767137237976255,0.8948149094724837,0.8574149805189644,0.8853337771513751,0.8537553519655955,0.8557361685344734,0.8818097449838145,0.8816039142844441,0.8966940143408083,0.9248596773083098,0.8658628503226983,0.8538985132779308,0.8035486086196406,0.8465479204092464,0.8438937776863188,0.868891974006357,0.9786597383231198,0.8714879766100494,0.8572003122361785,0.8622798868104856,0.8557810591044663,0.8611027551485751,0.8596330788150774,0.8606942583871898,0.8873248896089557,0.8824254609412793,0.8627849416779381,0.9823341834834793,0.8612130795230787,0.9873412840156168,0.8911051839951223,0.8999537197794506,0.9006392851490976,0.8987720600975443,0.8949466197986458,0.8988731793404036,0.9055723525175416,0.8954041081407609,0.9067808528527088,0.8966815399902163,0.8974010346367909,0.90309422547465,0.9038270847485234,0.8729736998815878,0.8360640833362403,1.0,0.8993517146084705,0.8963690193703108,0.8613529331574604,0.7883744048511694,0.8594711945634423,0.7597988175955831,0.8919887981912301,0.9406589595633725,0.8539311667542915,0.844419795905455,0.8881369889255762,0.874247556685012,0.8914044470691722,0.906144906276176,0.9883383603001322,0.8841514708563204,0.8938224296363497,0.8924377520797164,0.9099381198668745,0.8072212079087763,0.8038747559935168,0.8195976027942885,0.8255296495654936,0.8561662283114673,0.9002173257683681,0.9887021368991906,0.8971032423847877,0.8534917180687472,0.8030676237111379,0.8440540764249846,0.8223845959272013,0.8382834310652834,0.8804745317021421,0.9643532519364019,0.8920933109840777,0.8098788025174992,0.8914131707887305,0.8536233824449234,0.8350238268090925,0.7473615298024319,0.8678194734189882,0.9784279229133265,0.8902928041603997,0.9850723779468191,0.9851835853620879,0.9830790295432678,0.8257299837318273,0.8080828550273752,0.8036570155072532,0.8022253712740444,0.8232979915654273,0.9792041052570152,0.9832526290428695,0.9053896295850969,0.7922221253227664,0.8289635932847289,0.818644088322895,0.8585144302700455,0.8601629194975774,0.8872415347814088,0.8857213146642353,0.8629797711476429,0.8894619052101472,0.8961553254339191,0.8847305607607325,0.8753962677293582,0.8924240237586523,0.8889556597054388,0.9782637894183478,0.801034145869439,0.8456883309785816,0.8104621225147798,0.8529535600657439,0.8633204855542465,0.9763336663731421,0.8789299485081801,0.9892535736534648,0.9857927848563073,0.8801780702742624,0.9857387221994912,0.881846463289939,0.9804078465107208,0.9813648232243872,0.9849621718564702,0.8704846274973944,0.9790958589953133,0.8086409069081807,0.8724646778929361,0.8275452647975492,0.9147188550517479,0.863889886085971,0.9880034969953942,0.9798038706412582,0.9792922752225821,0.9826566361631105,0.9789390533473353,0.9845702073840377,0.8844940377937938,0.8790385282536177,0.8864375203009847,0.8972648505273424,0.9878431763691624,0.9807612779163065,0.9043473670089315,0.9202228519658522,0.9870407589049615,0.9812336437720725,0.9836416701745793,0.9008832868681773,0.814357342325657,0.8328165295867113,0.7751150774322634,0.8489003056636607,0.8374641516904681,0.7663517491250338,0.8370644298912281,0.8810160559418243,0.9918421510575397,0.8811742754559618,0.8862465877176106,0.8847708079525111,0.8481174782014891,0.8569334532748872,0.8905593561722813,0.8694800607495278,0.8536010671942571,0.8114585860503084,0.8251397090588741,0.7767356951351745,0.8552017647108567,0.8936787052525181,0.984783590389481,0.888301127406142,0.9045869609624831,0.8066995828315571,0.8704594939189014,0.7624310090783374,0.834940768926233,0.8821260254650404,0.8784297498399728,0.8572229461066094,0.8663789983132788,0.8773130408992552,0.8849038814572836,0.9278258078004721,0.8670896580595381,0.8758441040547605,0.986834374590202,0.981875067112743,0.7818862066799687,0.8326579291882582,0.9877823441389978,0.9843544646690736,0.8814381775409985,0.8848495823492917,0.8901180726987233,0.8311733089199697,0.8159097957632057,0.955446817382737,0.8764421554031885,0.9719470561952231,0.9025371279481719,0.8174302977758153,0.7741796484668005,0.8890952470298744,0.978969287327633,0.8491298970639375,0.8554404327228392,0.9919055149345469,0.8577401818824612,0.9347231483280364,0.8885934408950839,0.9807759042536501,0.9796846840477018,0.9829914191986787,0.9763258846271082,0.8795911507350189,0.8056070609947487,0.889109984814752,0.9019002305950898,0.8496504661224863
+Donegal,0.7979747010509958,0.8005428044096143,0.8450883840998811,0.897209240057283,0.7744702152736398,0.8747015997770763,0.8953617538468741,0.8891201563530496,0.8468345050161203,0.8734300077016216,0.859939638104671,0.8408869574809447,0.8968165174094218,0.8972455552682164,0.833720617008757,0.8584045132057193,0.8706170759911955,0.8650779397380723,0.7570142913102638,0.8600416919615581,0.8232558124893364,0.8688336199485577,0.8467593594804498,0.8678262570840175,0.8385324299722559,0.8487877937243441,0.8750661664012621,0.869620129618688,0.8597618969972867,0.8669248987055085,0.8667129204362066,0.8545817816184943,0.8539279029798226,0.8840088643582603,0.8788750095735008,0.8498917323615681,0.8307915537547121,0.7684603399737197,0.815283799389967,0.8559918694779531,0.8696062063922674,0.8886866608630769,0.8717534472349245,0.8434917087594311,0.8486977118831075,0.8656398027768039,0.8434287608900292,0.8403911792477654,0.8377836833472442,0.8589927740306701,0.859132195335679,0.8712216392836981,0.8916997777424642,0.844905950743328,0.8957913592750076,0.8785615540874725,0.9743741712205184,0.966217812089836,0.9779185616847388,0.9821189185465418,0.9790403027445101,0.9807884651482252,0.9794222710618224,0.9813319219020439,0.9841993075317769,0.9803286546671152,0.9790423322265122,0.9818186509919093,0.8512202287383138,0.8007186273103587,0.8993517146084705,1.0,0.8804603164267634,0.8508196701846721,0.7788436117008316,0.8472325140907309,0.7310654971142878,0.8847725996180087,0.9356071625095927,0.8339414907424451,0.8277868078970898,0.8597004764632624,0.8789002898741001,0.8788807744010058,0.8869899096684394,0.9009812811424233,0.8605914817005716,0.8762066937892491,0.889079316563964,0.9083804606426497,0.7990381781833882,0.777304026466288,0.8388001239864245,0.8038392937285868,0.8421086185344279,0.8813703884714633,0.8972863851167705,0.877800577752653,0.8628681681155279,0.7951417365891267,0.8078216183538182,0.7792787845232554,0.8439386907163461,0.8541524069823306,0.8711226243687479,0.8690781517059559,0.7693168140409608,0.9518742000162598,0.8425369982037093,0.7910825753209788,0.742963575870891,0.8656379677211928,0.8897626521908949,0.8627682494123483,0.8963612634937952,0.8957328743232016,0.8947593424426965,0.7629221963298353,0.7976723314798058,0.7872371048528726,0.7683511417031218,0.8020238558346738,0.8907875481814425,0.8944787795876729,0.9777768747697748,0.7649931886248889,0.8254075637150007,0.8117646121317506,0.8507893854945103,0.8409057645068035,0.8640531151145029,0.8788111630328717,0.8708324561589961,0.8821009813952955,0.881443907559245,0.8594858390225417,0.878686618612488,0.882383354089391,0.8672204351199211,0.8899135419639468,0.782567521575395,0.8178156654387079,0.8023302579716527,0.8649345351701397,0.8404831413504781,0.8886898796574128,0.878129387719554,0.8924282128136781,0.8978045178100234,0.8572545026225116,0.8952102194746424,0.8563399786848479,0.8914055797267671,0.8943989973274206,0.8953901352795663,0.8711618427318446,0.893217463927896,0.7758554358343992,0.8579071991828244,0.8071267955532752,0.8938528265190618,0.8420017517012351,0.9001579432684396,0.892949746628439,0.8884071557000313,0.8903547505116077,0.8940329275873563,0.8978427834517408,0.8610869119635088,0.8576312404035785,0.8655098543618419,0.8791284531830218,0.8984590161599485,0.8951306514225988,0.8826886540793107,0.9671754607011742,0.8940546695174708,0.895281784297362,0.8929849515427334,0.8854410993207362,0.7936442695969669,0.808840461932885,0.7655245902374621,0.8481758612300834,0.8194651734992321,0.7647922287950749,0.8452984209346718,0.852469241939082,0.8963674916857833,0.8568727807116238,0.8776622426635959,0.8576362168646164,0.8622719925791402,0.8668143034553347,0.8679312254495553,0.871631960076129,0.8559093850074847,0.814368389344949,0.7896420669474261,0.7343535026778263,0.839258712418174,0.8716028416622411,0.8951517371858937,0.8637492368814611,0.983420338655279,0.7757540239820063,0.8524330499420384,0.747026302503886,0.8085442968613904,0.8628809861867077,0.8545887167127477,0.8668688802394238,0.8705181828176217,0.8541724130882972,0.8596302910373627,0.940236108571246,0.8721081393560398,0.8716895998648051,0.8967066777409795,0.896169238573202,0.774848850866821,0.8000652456760442,0.8988630521320958,0.8964437934960746,0.8597234899964415,0.8833949863933377,0.8823375757016003,0.8141264493475089,0.7887413210621199,0.8800551243882674,0.8756753679901373,0.8818964558565285,0.8807449290495423,0.7698472901307387,0.7668586869009749,0.8855369255284615,0.8923044073702717,0.8626854336496889,0.8668135542331203,0.8977933161592826,0.8661555919864651,0.937629552040227,0.8817337904174068,0.8890851019238721,0.8904040409214411,0.8944076774949498,0.8914906630370695,0.8575324709215031,0.7736748476513378,0.8722629525741966,0.88271710732744,0.8620568854523762
+Drenthe,0.8184568637578876,0.8020218871860069,0.8673971631953814,0.884565452627913,0.8000798674569011,0.8820531749044224,0.8864567473316798,0.8822772606656507,0.8818453988178889,0.8891171538171556,0.904333296874617,0.8769186236419745,0.9015290625608481,0.8899672766215051,0.8604171183764916,0.9063301140289826,0.8719323125858834,0.859866244916787,0.7753879826720026,0.9129215942051944,0.8321287108475095,0.9250070347551431,0.8767442747674036,0.875387999551953,0.8836695713603681,0.9022398352886598,0.9297200681417337,0.8683858448786025,0.9094603298659565,0.8653147547394173,0.8659326525919476,0.919470196821915,0.9043730004277355,0.929920483718048,0.8830049531817247,0.8849388786738231,0.8405790681669484,0.8003986457681758,0.8476224191998346,0.8379556511328973,0.8764789023754811,0.9063302123114974,0.8796933317398756,0.8600231451279408,0.8781728033988813,0.8652803104704055,0.8790340191608982,0.8814921582974987,0.8759207171902061,0.911689885731679,0.9065278520611441,0.8683452987073548,0.8940330264693631,0.8769455854736893,0.9008336082927647,0.9065212092432503,0.883483145827979,0.8835992884392457,0.8814453278942258,0.8805018201295779,0.8838373971903284,0.8893368865132986,0.8801317127149414,0.8908205517835028,0.8819163783590069,0.8784558139727248,0.8863189896520137,0.8848489463449657,0.9046175029734943,0.8155714849500794,0.8963690193703108,0.8804603164267634,0.9999999999999999,0.8868844394344924,0.7772838905602732,0.8723141801215365,0.7438748243472475,0.9037741371215645,0.9262448953283429,0.8668277507412403,0.8721685884068819,0.906637842302825,0.8802495512009784,0.9495078736961737,0.9903400511651461,0.904158570650613,0.9083250119412055,0.9931241731065821,0.901150951118809,0.8866998090957335,0.8072541540226339,0.781754175729747,0.8307434615349703,0.8151303081175226,0.8716892166235283,0.9903947082030963,0.896544195411571,0.9921626367690689,0.8667593556179621,0.7797530314444674,0.8292434465215738,0.8179077668724243,0.8511926925870574,0.9034548806360156,0.8871738420181738,0.9276820395441809,0.8070837309204081,0.8720263547614228,0.8457791235455137,0.8346653930639107,0.7387072377341332,0.8739072985844015,0.8898782871735976,0.9099881838324253,0.8965159771067611,0.889897359823578,0.889245563595651,0.8330593161904394,0.7941325485310289,0.7945162915933361,0.8008676931592954,0.8315872790755708,0.883536198693558,0.881890911747529,0.886559357706687,0.7927478208680533,0.8287145472503997,0.8208974601203441,0.880372784371328,0.8796176917346775,0.9059350897971348,0.8951984786032162,0.8734332890958646,0.8968814239017414,0.9830675678779969,0.9088074862018132,0.8787675367147729,0.9074644580594867,0.9120744101149556,0.8798478754133259,0.7910064573728115,0.8194294624385978,0.793220667739567,0.8573908164972237,0.8792450004274497,0.8797519460060923,0.887750529238196,0.8955960628426171,0.9019221555331068,0.9176966300124746,0.8939027714643952,0.9018180110661971,0.8946096985387287,0.8850091824333738,0.8887827064484621,0.8810987169210768,0.88232231452735,0.7880571289243018,0.9539401944138455,0.8185441286023852,0.8868789743686581,0.8839582106347162,0.8964891559653255,0.8976031334868494,0.8869986489990461,0.8971826783249643,0.8884237522857459,0.9096965795365566,0.9221629153891411,0.9038440096932612,0.9238056711633164,0.9846880580377569,0.8964332696682031,0.8858994887039899,0.9798298989141646,0.8965393185657754,0.8908778044880884,0.8832485866254363,0.8974608953552929,0.9931494419538492,0.8056703342456021,0.8164485617767224,0.7710403263425953,0.8699300521279237,0.7879409672000396,0.7552007752479448,0.842290643140042,0.9048748865223482,0.8942613880912009,0.9055959901671233,0.8983687707230374,0.907326245255295,0.8582854856608492,0.8636858146698061,0.9090541485585228,0.8758814546681393,0.8785222021065001,0.8197262862356862,0.849000271462757,0.7735277068917755,0.8732291179894419,0.92845928060602,0.8967342914492105,0.9095503974623226,0.89016495534165,0.8178589010979922,0.8598318963228831,0.7648639763382147,0.8088945217789507,0.9161333547084765,0.9148408064342479,0.8658017136297282,0.8681543936092772,0.9141143542427315,0.9206617664183901,0.9049980873618895,0.8716978033044412,0.8852881583026697,0.8943656292213439,0.8888905848964257,0.7690679620450328,0.8531780288464494,0.8916475580760495,0.8959955305646401,0.9173739662250419,0.9012293082317299,0.9014677260196151,0.8324161048130033,0.7882406312551675,0.8706319501545797,0.8862380880169017,0.8895352762770875,0.9866477331296585,0.7859093611650907,0.753726748644707,0.9019422628799788,0.8911230491811165,0.861044933518944,0.8676125044127726,0.8992659989848252,0.870965591041252,0.9148666136063646,0.9187081510843995,0.8971511341230795,0.8741691719749202,0.8910511226809739,0.8782711218913868,0.8712473872701729,0.7831762053495526,0.9773031882618224,0.9839126885897419,0.8568841170447864
+EE,0.8376628617688027,0.8221686906821213,0.8894425473655745,0.8829595915351283,0.8150478814025673,0.8519233029761455,0.8530773995183332,0.8512350316293111,0.8410475315489233,0.8575532443790175,0.8649328991422615,0.8353810545010457,0.8686893986099373,0.8560106824052588,0.8193174388233113,0.8627382860256305,0.8432081667000578,0.8324481772363674,0.7936226473619953,0.9028068812902029,0.8543605883889805,0.8807834862959953,0.8417209637676761,0.8432321312676461,0.8405577370169501,0.8578716013310078,0.8852726971321455,0.839587268468552,0.865562630527735,0.8370198099253872,0.8352194279827156,0.8715333259652299,0.8608213248833178,0.8806747623000067,0.8886011714091303,0.8705876977613394,0.8361780796697043,0.7999419199869695,0.8571761996488944,0.8685328771096227,0.8464053688395727,0.8735890743981954,0.8506838769081189,0.8269710996391492,0.8387939859021436,0.8352118187195111,0.8355815772376592,0.8371413724360944,0.8355391142404144,0.8677998127313131,0.8615002386973948,0.8386774201837425,0.8593745304433189,0.8369833449629343,0.867294724476777,0.8706025732497659,0.8555269750923923,0.8563242726362743,0.8517060489427196,0.8524989813844671,0.8548958265530374,0.8625433201197891,0.8497183840582394,0.8610855758227975,0.8561226338705783,0.8494173188916387,0.8565522480323593,0.8568142097128006,0.874954500321806,0.8194904624534171,0.8613529331574604,0.8508196701846721,0.8868844394344924,0.9999999999999998,0.7943955070906543,0.8724487714832596,0.758529795371481,0.8727925882401988,0.8895811849511917,0.8267343796162505,0.8965839204083579,0.8836854532503916,0.8533264999935213,0.8780440868537099,0.8925853742694083,0.8711602841288476,0.865465356470481,0.8838118328587655,0.8701827442800281,0.8928660054346773,0.8681870775918268,0.7738366533012486,0.8855175692644506,0.8011223577130141,0.8299730689302539,0.8913468712562991,0.863267598150355,0.883882893131422,0.8348009869619049,0.8110028371229737,0.806652939700324,0.819371038466385,0.876668040230268,0.8597438141534788,0.8554858618733904,0.8825356236510765,0.8185278471700317,0.8823297907722324,0.8635063369744905,0.8390693484677854,0.7639338223430555,0.8913326757646451,0.8545904857200587,0.8720570489342067,0.8636398880798106,0.8545358102279428,0.8526315579708187,0.8723631063564257,0.82070622442778,0.8142008432771172,0.8374572660745608,0.8476937486484399,0.848634782237512,0.8455155375313136,0.8576532430136646,0.8080445153710061,0.8456586770678058,0.8059472287415063,0.9083088145760223,0.8386686801774951,0.8650102506206836,0.8647520900462482,0.8441569032791763,0.8653967505344984,0.8863642764756836,0.8646964768073732,0.8519084075375853,0.8761829252925172,0.868987757409866,0.8460394017240732,0.7804374528858066,0.8320539814266744,0.8224620727681289,0.8339567967391472,0.838180375606104,0.8434852310805325,0.8579572025031669,0.8618593346163274,0.8692655344957962,0.8705619995022932,0.8593362320196817,0.8611464726281592,0.8588002619063294,0.8502011742956155,0.8546254335131434,0.8494967087376882,0.8483297888549782,0.8002443248256861,0.8990169149351536,0.805854565211664,0.8746274748177258,0.8416778835236396,0.8621895699866478,0.8661876429518076,0.8500953476391613,0.8651140113141443,0.8550423589202438,0.8772000308236435,0.8735124255018446,0.8590263586323772,0.8760042040120283,0.8875182022942003,0.860999806651748,0.8521957643381701,0.891093187654914,0.864819723583816,0.855860141348316,0.8490473484346636,0.862523635683431,0.8915213877860078,0.813036763057079,0.8635272152515377,0.8076862685306598,0.8916432771387397,0.8104184774532996,0.758321944407054,0.8751502508511362,0.8623613025713124,0.8589173052824143,0.8604781146279786,0.8667269606967286,0.8631039243739279,0.827226166895815,0.835346722877628,0.8695000051985698,0.8464796368311781,0.8572488669037693,0.8671352306813599,0.8859047238534548,0.789859469452751,0.8332173941886379,0.8819936438751623,0.8628039935209256,0.8710309737496436,0.8601639584054795,0.8373011188129932,0.8667316841072881,0.798719429926385,0.8000710452551594,0.8686619384711317,0.8671212218916172,0.8356175090636759,0.8387211563686915,0.8663020277913585,0.8719424121488474,0.8704356850204622,0.8437840959738051,0.8558317157047244,0.8600386979539668,0.853193678846338,0.7998406368002897,0.8560531352682101,0.8567107414949626,0.8630275491302832,0.8717498108712577,0.8694466888651997,0.869930314451069,0.9038503315991381,0.8175881048386674,0.8731610252354792,0.8559896089565301,0.8549034558774066,0.8900917966219526,0.7815883161276348,0.7751516028986477,0.8697797082086614,0.8549394907557941,0.8319863229090532,0.8372425878713373,0.8643679709443827,0.8399338436341025,0.8765529430185155,0.868833324655818,0.8630889900969585,0.8397228723058867,0.855708039033895,0.8443152135847162,0.8298453850360138,0.790577468870402,0.8760050023430783,0.8896258338724243,0.8270270812292533
+EG,0.7887097193888982,0.7908763414918951,0.8065494728654107,0.7894787051864293,0.7749561520382742,0.7937345057096076,0.7908867938517263,0.7822775231569884,0.7749356881906383,0.7893297324942776,0.7707720682321683,0.7644249376793171,0.7896238283690228,0.7920673798205417,0.7548492183679824,0.7705762355661213,0.7870341813672286,0.7790967763295533,0.796718062671663,0.7903624877813384,0.7949773583239086,0.7803413876641836,0.7669217276794142,0.7910689824701477,0.7627164651109086,0.7630228683338025,0.7831012347939025,0.7859911321132372,0.772649373778806,0.783140726426085,0.784779041583007,0.7699556607250407,0.764704006130433,0.7984728121654486,0.8074947007747624,0.7853519292019393,0.7971331892980037,0.7844226651227112,0.7824132583874869,0.8231750607462208,0.7953587988294091,0.7878185120557588,0.7975497729985881,0.7647195984941745,0.7687722783084632,0.7831245638887402,0.7669521123577113,0.7662484765770881,0.7636406204989652,0.7746514353247641,0.7714038168357954,0.7862453454742947,0.7795527601386362,0.7678592836021687,0.7860094517270397,0.7873154497994475,0.7781775440729619,0.7756689836825099,0.7772852386570426,0.7788035964891903,0.7824791256251842,0.7834677138599763,0.7786628931052053,0.7815190291767823,0.7796875633127014,0.7784223763507717,0.780417894925947,0.7832299140483756,0.8068010660884392,0.8092271888379744,0.7883744048511694,0.7788436117008316,0.7772838905602732,0.7943955070906543,1.0,0.8011647831268792,0.7521429209893464,0.8026890491282576,0.7971078065572492,0.7649087245322581,0.7805901349249974,0.7912273489041113,0.7909769116312425,0.7767213596487296,0.7864503016116545,0.7967464989363404,0.7737911015506898,0.7736965138254086,0.8021108065064931,0.7976414635015973,0.7849946304169351,0.7979779328976682,0.8054999106990198,0.8088081664976695,0.7644037268992152,0.7798073760484467,0.7931862439486688,0.7737247598240172,0.7808334645953312,0.798958729930734,0.7807461495899638,0.779988384052149,0.8001510603221988,0.768931101501525,0.7731447853712874,0.7837234402904852,0.7957352156615212,0.7932235614044613,0.8415355205580458,0.8006374644225928,0.8863845271289766,0.8038739184526618,0.7820138609765168,0.7852075098808127,0.7875391159891283,0.7865882620567286,0.7830694303740764,0.7431117616586098,0.8156702938317368,0.7835812973919881,0.7560383045048903,0.8756702520471172,0.7816846192231076,0.7838345852802453,0.7812766801661604,0.8082609480083154,0.903338382926507,0.8104397547617909,0.7902798023640092,0.7652386193179863,0.7752345384037325,0.8013019160237164,0.7860872488729724,0.8016417147772118,0.7771734806410173,0.7710939214845417,0.7929454570074205,0.8023954889761976,0.779616705585391,0.7858079232357597,0.8657122136878548,0.8018035466050052,0.8167327197381068,0.7803786890285936,0.7637570579012636,0.774783073708489,0.7963541998081558,0.7851558198145674,0.7853613476218732,0.7719836071939609,0.786189237284783,0.7696488516225547,0.7785181430458163,0.7886896371246032,0.786012920010665,0.7947772100776359,0.7786315968036072,0.8040619643173285,0.78829310790361,0.7843208012900947,0.7945126274030548,0.7659649120879242,0.7884759115238694,0.7853873649041297,0.7724146504428876,0.7840790126679295,0.7875090493442352,0.7942988625713115,0.7747543431922306,0.7693224697384329,0.7785256089895206,0.7758398905724154,0.7895499774935848,0.7809146700146481,0.7825881636353642,0.7912763931532926,0.7843148639429784,0.7853537558916521,0.784831741292057,0.7822863954168547,0.7895626692979062,0.8059498756431503,0.8063430019635626,0.7832856474959444,0.7628623522322336,0.8715417562315321,0.7981385560256642,0.7678458678528706,0.7844991912344984,0.7710699111447198,0.7974426989248073,0.7685217554996393,0.7797781799410205,0.7834569045583382,0.7806127262914444,0.7945571104704412,0.8223871843400573,0.8108719528138258,0.761823798274833,0.744988601274032,0.7674621530751744,0.7805996040272616,0.7828875930587404,0.7789048161155402,0.7877110310575515,0.8601388750959377,0.8304392741625356,0.8022099122074463,0.8008052947303782,0.7763223427150029,0.769293770946017,0.7837568273135412,0.7904008209369724,0.7711444152564205,0.7709171593451303,0.7838690209040279,0.7889592276376378,0.7999678050865386,0.7910007326306165,0.7822240305741417,0.773988625819388,0.8191191714669777,0.789559662605506,0.791792384319698,0.7737897577569478,0.7962136620883782,0.8000353416363337,0.8039238988911015,0.8008803421468688,0.8025484961569868,0.7936245698562612,0.7746526556535823,0.7794197419679894,0.7284831573078916,0.7605217185033152,0.7998643806589677,0.7760460025258145,0.7794487986308114,0.7841545942638027,0.7906749028080111,0.7821659224396137,0.7894652446431945,0.7840075719001451,0.7823003472882372,0.7803442276585056,0.7801330023900042,0.7786720446826584,0.8116064814865039,0.7586598705123863,0.7695391508398499,0.7831945491047325,0.7763238341147175
+ES,0.8080734137456389,0.8901728089686272,0.8919752854984807,0.8764473643702043,0.8160833054602779,0.8729196705886744,0.849071327248245,0.8471365704659103,0.9262225418093225,0.8754963693407161,0.8686116136931438,0.9224597400983058,0.8643980617529088,0.8534349748176872,0.9125659465262916,0.8662236742050592,0.8744729017141242,0.8642692999638464,0.8150898085767848,0.8794779869334287,0.8633219999230538,0.8654806204856941,0.9165155183495294,0.8640886453064143,0.9166172091845336,0.856820561958337,0.8689691462199669,0.8738305945476885,0.8668624578490547,0.8686914059986066,0.8725657114827475,0.854351190522006,0.8599640428040095,0.8772756389068473,0.8902827332680517,0.8974255734352409,0.9150309540454684,0.7971966653746249,0.9058461327342544,0.8565811862065278,0.8671005212624907,0.8671817502163692,0.8689520237868172,0.9117010819013702,0.9249362725752461,0.8689302259053002,0.9237869247366098,0.9236462166410978,0.9180114623870373,0.8682945727534472,0.8643729799060534,0.8714898041689967,0.8555675274945544,0.9243738167683349,0.8619575353044137,0.8777533685969487,0.8524128379910169,0.8510556737463681,0.8485925925795579,0.8484849591808451,0.8521541788114124,0.8580286628913556,0.8472784868163737,0.8573129237583877,0.8500027491760791,0.846781372351189,0.8529504429458713,0.8542185943907628,0.8959990723068919,0.8569392184229634,0.8594711945634423,0.8472325140907309,0.8723141801215365,0.8724487714832596,0.8011647831268792,0.9999999999999999,0.7769514017005185,0.8855687047928859,0.8792014437080092,0.9148768583440922,0.8689946602100075,0.8846607333177964,0.8808767760632464,0.8684344839964674,0.8787520385707411,0.8694776452492933,0.8660264631565746,0.8690238159287713,0.8845821659773727,0.905143325307075,0.823101833684835,0.7775397364480642,0.8695587556266399,0.8803039836087848,0.920559277502847,0.8760158256654976,0.8594187038759229,0.8696588105636296,0.8696977474186462,0.8117047133908977,0.8490169233286289,0.7931951820655638,0.876353946124252,0.8611219112182419,0.8427364746638031,0.867172494790266,0.8324481757775812,0.8833159522922193,0.8604398789137039,0.8075848378166077,0.7579051128755302,0.8844371315124282,0.8502604567631386,0.8725807522456599,0.8593353680567762,0.8519665567425518,0.848972967373641,0.813056960297291,0.8213571208897223,0.8224603670445042,0.7975204355191611,0.8096977880661773,0.845718427316073,0.8438762987114432,0.8551041006532848,0.7953385133282193,0.8386955285770655,0.8153761454164709,0.8920547493784349,0.9206125708173437,0.8697374674957501,0.8812418667860433,0.8730891081592298,0.8835236010863882,0.8734147122915218,0.8667725158421616,0.880757011972693,0.8866549547659346,0.8710735235540882,0.8434788941018391,0.8125580175407899,0.8928852287257397,0.8031361690024079,0.8642077614775643,0.9186945290434083,0.8400772316899603,0.8759139082737113,0.8560094923405016,0.8636563079855435,0.8544960002208479,0.8536223009498856,0.8662254873254237,0.8504018102690339,0.8472782350366435,0.8503569893571495,0.8707304238925104,0.8465888550007327,0.8307657825108923,0.911733743411028,0.7990699313444968,0.8679399422167628,0.9203507373807108,0.8568938941543368,0.8625524384905761,0.8449228831699284,0.8585816221139483,0.8572430608402748,0.8715484809266095,0.8586932260036595,0.8623808558349978,0.8613470536531824,0.872837774763587,0.8582206912339586,0.8469753791878516,0.8761279473021246,0.8623543327608653,0.8514953306873557,0.84796621982492,0.8574106745983007,0.8778745981525157,0.8977054744739599,0.8329822290730757,0.7998396290070976,0.8801861316837138,0.8375153481943804,0.7417636042502554,0.8892579275143907,0.8627683752816888,0.855116920267614,0.8629958901262279,0.8804872965601586,0.8636394454536419,0.8674630618999061,0.8691062316957615,0.8724849640066429,0.8678114989992993,0.8746910388331632,0.8575651380717911,0.8342398155714177,0.7652781086999799,0.9195536811779723,0.8672718316571346,0.8595797426555857,0.8707446537480624,0.8562806128547837,0.8316425956198504,0.8529218834872123,0.8116019030994637,0.8583653514472824,0.8579399297613829,0.8528804962943018,0.8703856839534716,0.8632533646385526,0.8511692507532717,0.856139636444906,0.8653991679782025,0.8738983258552492,0.8733537359138059,0.8559561830675477,0.8503532048127759,0.7722477626792592,0.8149203239902778,0.8531352897419896,0.8638597798994914,0.8559306966057892,0.8789865927137342,0.8847770721639947,0.8582923564535858,0.8065904891144573,0.8956187906471785,0.8744865333382962,0.849441003974328,0.8751538358626341,0.8536731207123955,0.7424499294948184,0.8832535351772456,0.8500728978049988,0.8683649582968372,0.8723769935285843,0.8594152002860775,0.871431459541695,0.8704241551066206,0.869747522309902,0.8566179899176667,0.8391828152230926,0.8516897910587132,0.8447980946604773,0.8624208144895844,0.7961605258173705,0.8643262070477726,0.8759776184277945,0.8645683767073324
+ET,0.7877908067051151,0.7272841731000356,0.7547230351644748,0.7662811965712369,0.7954742043077448,0.7477370317565881,0.7591865365348444,0.7546018105817858,0.7563908759052852,0.7481824391172557,0.7668790099924294,0.7514149542891575,0.7736493011603768,0.7627437241028321,0.7278738046493668,0.768215749080953,0.7534707796897553,0.7419617510007185,0.8372440724688688,0.7582820806126814,0.7389452503948433,0.7776426825651236,0.7555534696535429,0.745911700504628,0.7576034260235747,0.7597185379415665,0.7809304280546613,0.7459912681744811,0.7678960361333269,0.746957055971655,0.749258463656648,0.7682060774876783,0.7666062598585711,0.7822361035084393,0.7825242678164975,0.7920857324856907,0.7806907515769032,0.7945489431274263,0.7892312155582961,0.7641349312719773,0.7497313198894174,0.7747391576701601,0.7465705539298799,0.7440605400958423,0.7407515765241474,0.7417971694438321,0.7498495145185325,0.7533091834560574,0.7593625929241933,0.7719169383682052,0.7605536557720183,0.7516526485493227,0.7632696044700921,0.7496580256068399,0.763496263737434,0.7603590949882606,0.7398400743996766,0.7447254629441827,0.7381891213487413,0.7369462301334474,0.7432458421015137,0.7407304198120452,0.7349851020684491,0.7421874544842724,0.7340683693852138,0.7345721955938948,0.7418200745810181,0.7441762691667684,0.7796279990227997,0.7730364645505883,0.7597988175955831,0.7310654971142878,0.7438748243472475,0.758529795371481,0.7521429209893464,0.7769514017005185,1.0,0.7680031084177511,0.7763015518715988,0.7482842272277379,0.7435875234244126,0.7634439466941232,0.7573527811618118,0.7538766002311708,0.7532951300270433,0.7732574387226626,0.7675565518374079,0.7448093645784535,0.7649148453179943,0.7736473949907754,0.7812344346865083,0.8218103803669605,0.7451198779880989,0.7677005685067606,0.7449404495609643,0.7519090686715665,0.7716456039702205,0.7494452035124178,0.7473736572509925,0.6674984469402285,0.7687845341497431,0.7650144494305294,0.7435015495822638,0.7598436598826687,0.7554039701262162,0.7805370032467318,0.7647892693600115,0.7562309021883061,0.7460675294033507,0.7788680532339306,0.7146206989601047,0.7526033204172635,0.7600487873238262,0.7883031297820347,0.7626795849280642,0.757672492642753,0.7518692114856581,0.7395984618002441,0.8079234608980708,0.7837285732999549,0.6739077911927576,0.7684603585600545,0.7537583901424992,0.7503664350192092,0.7428774339786587,0.7153872458784151,0.7526438215186307,0.807573343756346,0.7759668459321558,0.7553509492028572,0.7664855679091251,0.7659882408235542,0.7502646513065337,0.7582195101463043,0.7438429018545518,0.7678615949093565,0.7624566569650104,0.7721649532269673,0.7675524261599357,0.7504765881218507,0.795066704610333,0.7773176833056626,0.6893878634045651,0.7403809023413886,0.7595719825129315,0.7446943703413926,0.7506169606273149,0.7668075751710502,0.7663456110001196,0.7653025860558573,0.7592925235914245,0.7669748429669884,0.7589184700965144,0.7569857983593552,0.7590116346689305,0.7538089267719338,0.7505758496692332,0.8495489515042239,0.7677662839997782,0.8155339963553035,0.7463183392348415,0.7621579917292347,0.7621125369192853,0.7651184938006814,0.7474818962911763,0.7631164941970552,0.7664593158479455,0.7797634935082758,0.771599724571051,0.7580271888428777,0.7733042238465837,0.7491689655761996,0.76503391596795,0.7490059636669784,0.7615588530084992,0.7425400815344338,0.756860013302704,0.7555556439483944,0.7666928002235578,0.7501120359929853,0.7821184099179992,0.7683548894102362,0.78649131995505,0.7462627369499644,0.708810394123396,0.697167127110935,0.7401250659230433,0.7719318629743578,0.7599881506230709,0.7610875112456464,0.7641304731045402,0.7653482846619013,0.7344952373061168,0.7467939320773369,0.7703564551806672,0.7455065263955675,0.7576513753319246,0.7573659744346797,0.7771345244792771,0.869766638993282,0.7528887912185181,0.774250350350395,0.7603523713525511,0.7757307814689616,0.7477418321531368,0.7981618739002775,0.7390757153032124,0.8004770379027177,0.7603465974214618,0.762754831695818,0.7683847534733592,0.7461467617343951,0.7351722681011037,0.7637730310056131,0.7677254828490989,0.7466849442136628,0.7507197890133248,0.7555908558010509,0.7648330867694952,0.7548753773350998,0.6334470799357225,0.7654955848458779,0.7614689653811441,0.7697646027672331,0.7657705184440569,0.760140970332239,0.7653374944022766,0.7579120832992331,0.8325255651704702,0.7779913198814467,0.7512054606575118,0.7561935439496426,0.7534538892921958,0.7838981092996562,0.6468103568231298,0.7651963556133267,0.7493220984089259,0.7425427436804981,0.7511143060413744,0.7676257320226597,0.7538485822140655,0.7582418706846246,0.750630614555479,0.7674765165935638,0.744087642965728,0.7538761764037045,0.7445468363621577,0.8166924179553412,0.839222231011979,0.7386199816735575,0.7556272729336384,0.7347384114351379
+Emilia-Romagna,0.8364172023585877,0.8369804702429151,0.8630698853859624,0.8816039618539545,0.8130783680695597,0.9855748443954763,0.8842544460905242,0.8836826214766403,0.896646049082524,0.9805294234135757,0.9075801864454721,0.8926825294190118,0.8976892955357735,0.8874058788013159,0.8794738737185661,0.9069640650874302,0.9039195217526255,0.8964315499132673,0.7897041801237769,0.887555225182353,0.8628069950085832,0.9089539608089539,0.8987023307420217,0.9775783322620895,0.8905691689605589,0.8968550060822539,0.9138036471862064,0.9024827381947225,0.9090975389910455,0.89660128945656,0.8996313271799329,0.8954217302471777,0.902058613978493,0.9178484929586825,0.8752024475045813,0.8837802921525812,0.8714864906828059,0.8079436967099649,0.8698685474102043,0.8586839204453279,0.9801967628920676,0.8979710356508589,0.9807300521097193,0.8892631918703194,0.8939058691188267,0.8978959319448206,0.8930988432190786,0.8920880112914481,0.890896017324085,0.9083755804327636,0.9055345847414841,0.9025884658169505,0.890082821400688,0.894112471449759,0.89379416174444,0.9221675436866805,0.8893892328904454,0.8901752348947969,0.8858656895531195,0.8863581858363178,0.8903127001622558,0.8961646845911652,0.8853779837041288,0.8943300803352042,0.8871371645576672,0.8845933391422173,0.8898116227815658,0.8926793477884868,0.8852456450324198,0.8415299759724979,0.8919887981912301,0.8847725996180087,0.9037741371215645,0.8727925882401988,0.8026890491282576,0.8855687047928859,0.7680031084177511,1.0,0.9154321814795281,0.8835195152950086,0.8415723613614061,0.9040497169419589,0.9115113413615943,0.9069610550777985,0.9103024425253092,0.9022955174702447,0.9084808938538302,0.9004436928594851,0.9890812586788891,0.8778826556691383,0.8322588989023674,0.7957929386793047,0.8526998656922723,0.8458979107452278,0.8898420656915609,0.9084143552036571,0.8929428160499495,0.902573571168745,0.8983966995550338,0.7934532644176377,0.8511154452274003,0.8252860196259373,0.8503532873196953,0.8994671368534258,0.876574393143306,0.9097543404347409,0.8000577826109367,0.8747968954260701,0.8511404281508055,0.8288661915889165,0.758290546702091,0.9676397180398032,0.8842370691825188,0.9129568749524436,0.891765775206604,0.8852761954656488,0.8820312673894617,0.8055343238640437,0.8006741993498242,0.8076527865798407,0.794937715570122,0.8316661726218619,0.879509103245559,0.8790833033123041,0.8927303753549424,0.791977486003677,0.8424008724562738,0.8343580203693268,0.8680244972021973,0.8937031119997565,0.9122278029124029,0.9895806000330506,0.9035999925024316,0.9898946803861842,0.9062460946900123,0.9070602405604267,0.9131834493282572,0.9932347395278726,0.9133328982672054,0.8790484793810297,0.818606592090974,0.859156418211533,0.8046600704094534,0.8947264740000572,0.8917288853819673,0.8776581659178733,0.9895921734321604,0.8887205343933624,0.8944362573009428,0.8954915365644592,0.8868870608996039,0.9047790685114323,0.8827412204078912,0.8817551698854235,0.8849740955358929,0.98387297797928,0.8819324373378277,0.7965325288768247,0.8779079760404324,0.8361492368433752,0.8797663032190787,0.89540622272496,0.8895376763138901,0.892108276550417,0.8795071592366177,0.8890959650927037,0.8915855184357766,0.9028424849013761,0.8986312976641287,0.9016820641208111,0.9031345570103002,0.905848534670783,0.8922531068757816,0.8791941313993316,0.9119729672597493,0.900669913573918,0.8849807614923604,0.8827075417043512,0.892318472971009,0.9096333480144542,0.8386745412892727,0.8293111473429193,0.7832269940365277,0.8763961590359547,0.82923058050947,0.7776525601191173,0.8777720105025598,0.9012680573534048,0.8889482632314327,0.9022783112996972,0.9889158384322811,0.9055402576244267,0.8930865259328599,0.8985911432570549,0.9159049151618996,0.981365245021647,0.8812917404071817,0.8349535076394603,0.831729513288821,0.7774805567387206,0.8911334007222166,0.9091167592956975,0.8923897532605755,0.9132010708174246,0.8925139118519035,0.8165665335865046,0.8548768787060111,0.7818607880545595,0.8464985067738405,0.8986938032170081,0.8950616024637088,0.8989068152920974,0.9743082497356703,0.8931891858536195,0.8962790713103195,0.9013728090216728,0.9059054186474457,0.9816782400568029,0.8907049634193388,0.8840204735311171,0.7735133000568469,0.8463598894330643,0.88860309791268,0.8937508049026444,0.8977774781283497,0.9748734704697121,0.9924810510036116,0.8282556959967334,0.8054010932491598,0.8683028033679742,0.9870222827349071,0.8793221266074976,0.9082867750755359,0.8252340434772635,0.7690207889029926,0.990200166621527,0.8857265324435855,0.8951007403669355,0.9001015348729046,0.8928612716014178,0.8999053709968414,0.9054047784795105,0.9109978134291249,0.889447994924164,0.8742759006081032,0.8845991689797178,0.8781844683582367,0.8729859237230606,0.7899532638136593,0.8971621752810464,0.9095268700721231,0.8951868627525678
+England,0.8364690808554176,0.8150768573884922,0.8702793018111633,0.9289918013095642,0.8159403085025793,0.8938429715235318,0.9301832394703127,0.928938020312495,0.8873379266254163,0.8991001339688942,0.9159861356780202,0.8840564539227844,0.9445737558193634,0.9326580871704063,0.8661474847912685,0.9147032473072889,0.8860109634275007,0.8768095214152777,0.7966715133518238,0.8982583304725118,0.8476233813815528,0.9249746196089731,0.8895769517391521,0.8861019826623959,0.8892456300654443,0.9093859009120788,0.930082598693701,0.8802959432302051,0.9174775182731096,0.878457599587758,0.8788548255387029,0.9158779577531004,0.9144062278560895,0.9290366824657943,0.9195167680076832,0.8926488921070772,0.8609978496667078,0.8162163573579623,0.8599748247885666,0.8605956786882455,0.888808172550872,0.9444159104837868,0.8933657340777914,0.8733102359256326,0.8839902905015021,0.8764166174070462,0.8839137579967407,0.8837582896442223,0.884848658612117,0.9196344252918212,0.9149440781835696,0.8837836672957229,0.9372318408243645,0.8850893923952056,0.9439665532890915,0.9177625469278212,0.9384975378105291,0.9382463097548175,0.9379699823202392,0.9344394986553589,0.938816156304991,0.9477226856868823,0.933267199552601,0.947967121365273,0.9378716795955055,0.9365641887691033,0.9418389187129287,0.9431926946309456,0.9014152290961848,0.8356011759850026,0.9406589595633725,0.9356071625095927,0.9262448953283429,0.8895811849511917,0.7971078065572492,0.8792014437080092,0.7763015518715988,0.9154321814795281,1.0,0.873277916072186,0.8669985215859696,0.9146940611913045,0.8963292722271032,0.9264087868871922,0.9365299285723515,0.9452515653835254,0.9165453338515366,0.9232387680410624,0.9152165588014277,0.9592170048252976,0.8294287316997395,0.8139420221412236,0.8443735835319635,0.8316936840751671,0.8780271531331225,0.9315605192475422,0.9401237834488247,0.9274064622092754,0.8773136613081272,0.8099616643258802,0.8477651593510377,0.836028794726871,0.8582610445978854,0.9118508695832985,0.926679268212681,0.9269454278910253,0.8229804732024638,0.9227746600887266,0.8597133191055182,0.8554763529147316,0.7566260425197661,0.8875504155748488,0.9327256239016943,0.9235708829659921,0.9405936042067464,0.9353012486320681,0.9324745004671943,0.8398668929049663,0.8191678714444853,0.81318706223129,0.8164620030877788,0.8466227642593048,0.9281598560924357,0.9273502032159264,0.9426805967234699,0.802032598938024,0.845236284241197,0.8445765111559905,0.8837579302817017,0.884350041705632,0.9175103105516738,0.9088040229090066,0.8850290078544256,0.9099780500081733,0.9277870777395926,0.9169130168969017,0.8970723614218612,0.91839536169452,0.9204646250658471,0.9243177317141269,0.8099891333816588,0.8465652880634748,0.8166176555198595,0.8742402136886239,0.8879172661673714,0.9232649564657796,0.8993109961079404,0.9381400071813647,0.9449583284688119,0.9140724372074619,0.9380368972137011,0.9128516569109774,0.9350726802097878,0.9280956630975598,0.9340371101878517,0.8919660606127323,0.9271547294311688,0.8190814368914477,0.8995799411061604,0.8450103982446474,0.9252304383689479,0.8900328477514154,0.9398194668581802,0.9406613378274977,0.9307603065134006,0.9383318479476143,0.9351717337444274,0.9505243673145629,0.919043677595744,0.9113079084127165,0.9221913048748682,0.9301124310616743,0.9393164935623974,0.9297676391194992,0.9364893737338513,0.9725888165206803,0.9353783542429802,0.9290351212563821,0.9406528521441629,0.9322739017261384,0.8233173878380535,0.8447946415059113,0.7979892955396958,0.8769978085213659,0.8166617814925783,0.7726102547995654,0.8553843680266238,0.914360116897383,0.9385719500693809,0.9134009300119588,0.9098766442996689,0.9162599467032421,0.8698844544564546,0.8799671049146671,0.9216927743427396,0.8901047048769232,0.8819397321103336,0.832681027185726,0.8531042812921443,0.7954337817333964,0.8794454173839662,0.9275086002334193,0.941268882650478,0.9210071283551529,0.9423196576015317,0.8283167270150948,0.8878191478388059,0.7786724539010954,0.8332224364358967,0.9144070282289595,0.9123735833616171,0.8788174073844339,0.8827091824231514,0.9106107633018825,0.9182379201203394,0.983467469987138,0.8876246167017213,0.8970950449845618,0.9370769035421501,0.9319087159418471,0.785010627815886,0.8536172799789628,0.9358384542250796,0.9385599339867415,0.914774964833652,0.9087733813404011,0.9133284013812951,0.8464909729257739,0.8202082949721686,0.916226123760871,0.8979342480751229,0.9319907999649022,0.934255442099047,0.8176151771335279,0.7789190929985849,0.9132749987952757,0.9322041742899495,0.8730340841593528,0.8800970554639045,0.9421939772176543,0.8838942124458038,0.9911713263028251,0.9176450739836459,0.9381450986635533,0.9199974210951009,0.9347021634515538,0.9236635419976259,0.8939254360525574,0.8108268338738123,0.9190325973334702,0.933724167321653,0.870789606582066
+Extremadura,0.7984662724359063,0.829434960070211,0.80718640585994,0.8316189006079934,0.778219970706785,0.8680647548935815,0.8446074622164992,0.8431863652296364,0.9764343755134932,0.8697220837752443,0.870542717265195,0.9672094009307403,0.8635179730840488,0.8487804483111046,0.9598339375104187,0.8684126695812873,0.8788504795199062,0.8696939844264491,0.7593222647987563,0.8364043053057163,0.831334428269276,0.8684878945038076,0.9567756105047919,0.8614895181245094,0.9620940111711697,0.8605138986755445,0.8729570528822681,0.8791719985151191,0.8703765357166142,0.8721024170753752,0.8765660573265444,0.859597999103905,0.8668203715016584,0.8764651310409823,0.8258634788544135,0.8325408356771448,0.863360323636761,0.7877612253819996,0.8745411277976652,0.8033119315799392,0.8638056020342251,0.8675667291694897,0.8647959913133612,0.9511962524852872,0.9717586509834697,0.8728095739070404,0.9764437990101048,0.97682117860347,0.9583740204374347,0.8717014635560745,0.8645694991913155,0.8757674849914743,0.8542532158642876,0.9661483147638464,0.8592393828702776,0.8753548023487479,0.8402484976501494,0.8430419253853798,0.83629643505767,0.8380304754329916,0.8414535992036817,0.8440954852429705,0.8361316421631336,0.8450750424273604,0.837969682569308,0.8346841642960099,0.8421183781737682,0.8418090694563263,0.8414540038985489,0.8492720059658384,0.8539311667542915,0.8339414907424451,0.8668277507412403,0.8267343796162505,0.7649087245322581,0.9148768583440922,0.7482842272277379,0.8835195152950086,0.873277916072186,1.0,0.7997479094999266,0.8632962196545569,0.8851494382816849,0.8671559350648091,0.8720014991690851,0.8684433482864843,0.8688387015318244,0.8648110104694866,0.8808657413999084,0.8287461607547463,0.7883889922588155,0.7622171560837173,0.7906884431736145,0.8440873075709519,0.9646786793209229,0.8718156265357213,0.8559480019761498,0.8657545852757582,0.8745723519633466,0.7381921723697192,0.859710189780032,0.8044820306777196,0.7955790454078369,0.861616928669726,0.8432828153145028,0.8710915801975428,0.7763274356409886,0.8240570076811462,0.8080690670412101,0.8059932304621175,0.7201626115017463,0.8498794733285046,0.8488842052829612,0.8749257069257852,0.8547050664228586,0.8478650807101943,0.845405552365796,0.7828131594268491,0.7683997678302064,0.7616419471037185,0.7547616426915648,0.7999926516382992,0.842194377015737,0.8385000907730159,0.8435963703484194,0.7574524169921961,0.7995483014524699,0.7928774992260309,0.8278179569845316,0.9655647471215485,0.8731754630261007,0.8793271535701236,0.8784295378407794,0.8806697191975332,0.8668531244503113,0.8695979921108942,0.8855851070316025,0.885852242506929,0.8708396110672729,0.8382550679432809,0.7895837268277133,0.8466346511599138,0.7527566215157115,0.8660134479490285,0.9687974175155942,0.8370048988551745,0.8713329497532641,0.8537702818975503,0.8600589281667945,0.8586129098068498,0.8490399190052994,0.8679459546192202,0.8478742561162951,0.8413128008310913,0.8475704964758123,0.8670543348066396,0.8422912361260748,0.7673994980147835,0.8353343467551791,0.8016859462884685,0.8343735085426807,0.9684978501091037,0.8538949003942191,0.8585715155438766,0.842808449025965,0.856584577227603,0.8549469061431457,0.8687638116078563,0.8620354728895598,0.8608928132327425,0.8641332773023465,0.8688270756020957,0.8547704045463548,0.840887724586473,0.8727138043746022,0.8490466807716401,0.8469150768283707,0.8442099847158637,0.8558181445473919,0.87165862403744,0.8367081659543874,0.7864581530931932,0.7459436414430336,0.829521574094008,0.8049262756633199,0.7370153484785397,0.841489000320392,0.865667787899177,0.8505244658205532,0.8633966261977557,0.8786622909168221,0.8682262123436887,0.8762254461875546,0.8728913517276056,0.8739630877682892,0.8627922815530408,0.8336323703142979,0.7810699933503478,0.80629741486993,0.7565165465382626,0.9646400174724523,0.8694847395853897,0.8564486995644545,0.8734656941225599,0.8445416768267989,0.7897219208576219,0.8072069829006366,0.7487149981470832,0.8453343313565398,0.8573050809295086,0.857604680842676,0.8756964810416394,0.857821521728926,0.8553391683913382,0.8604841859828486,0.8539228641632634,0.8794102329734168,0.8709715048520493,0.8524700484552664,0.8453128436429221,0.7254185914075474,0.8176542061816795,0.8492378945600926,0.859616534050771,0.8583741806102775,0.875828375780149,0.8834119850741732,0.7935375863101544,0.7674014490120695,0.8249691369086849,0.8694495467921847,0.8477390212753445,0.8710945451534002,0.8487309259143261,0.7254098650393064,0.8819171700970496,0.8463314901992047,0.8723322492928617,0.876013392752105,0.8559131714017982,0.875872815663353,0.8620719116570607,0.865381098675645,0.8548607607995342,0.8318099223671583,0.8467546262527742,0.839077234377078,0.8367958985668565,0.7622009317226991,0.8596991570925775,0.8722646393500656,0.870769195929863
+FI,0.7979354687110731,0.8251405683072831,0.8922328729444093,0.8751697832688762,0.8012590156035064,0.8214536623422389,0.8355979200318957,0.8339195869750006,0.8156819278731775,0.8294245970271479,0.8366628864916477,0.8116055225882979,0.8498107424772096,0.8395172739364403,0.7976124745139025,0.8359762437695298,0.8135685267797038,0.8000937079249031,0.7746862827540048,0.8862620746217726,0.8152295253004852,0.8531861212384451,0.812941381116997,0.8096734897435052,0.8161686882703709,0.8307046878487419,0.8586467131481305,0.8086527417194924,0.8371998058965423,0.8070810686762929,0.8052889318999463,0.8471800327962444,0.8323140645215427,0.8492258889653604,0.9066138277826022,0.8863193139516846,0.8476020771745177,0.75033989052667,0.8127827701245193,0.8558077607862651,0.8120717414559891,0.85297452018005,0.8165723220144114,0.8019024361313353,0.8152288498807247,0.8078307635928641,0.8117001988685694,0.8131525677781621,0.8108048052594613,0.840421537316336,0.835125898726055,0.8108323022882529,0.8426852988083013,0.8124589130655625,0.8487011456864733,0.8389698990351471,0.8307362427010201,0.8297941927662218,0.8267909220823504,0.8280322454357545,0.8287112404600452,0.8365274129293586,0.8260075982636327,0.8370872312200741,0.8289417727946944,0.823355707921196,0.831167823591567,0.8324774099827524,0.868780051811561,0.810344133814556,0.844419795905455,0.8277868078970898,0.8721685884068819,0.8965839204083579,0.7805901349249974,0.8689946602100075,0.7435875234244126,0.8415723613614061,0.8669985215859696,0.7997479094999266,1.0,0.8404147883705954,0.8222716350520568,0.8540716581522101,0.8759161805565358,0.8497523611811493,0.8367325747947324,0.8695967114725421,0.8407292839586903,0.8777318340434772,0.803489072728398,0.7710067421701484,0.8476287566378701,0.7961333599298133,0.8083027085078062,0.8740622745695145,0.8438897863815391,0.8688970908826403,0.8049480036522779,0.8098899488277358,0.782483989727808,0.771334515150852,0.8560778248585281,0.8345745089684592,0.8344121459941759,0.8554406453874784,0.8025773030802428,0.857003904148538,0.8318997171084923,0.793784445429967,0.7493070742404081,0.8563064844433536,0.8381825451651085,0.8428896768340548,0.8453222108255501,0.8383789040321684,0.8375700921117247,0.8301630630869349,0.8058041429850232,0.7906447186556218,0.8012418346740237,0.7905903956683656,0.8304714294744124,0.8312826012915581,0.8332737598953099,0.7966617769035266,0.8226295728917922,0.7992816793929193,0.8953137444649111,0.8136609706776806,0.8355718597741613,0.8316509294507669,0.8150185229843386,0.8355265291022879,0.8670986837777247,0.8358211950600802,0.8207346016801302,0.8431820364336449,0.8415149143920259,0.826693073311439,0.7680090064268561,0.8398230050267114,0.793326196182496,0.8027565668094959,0.8147694100006099,0.828375526901846,0.8271168077968756,0.8429627280005544,0.851503910501744,0.8456206022241731,0.8436500762614975,0.8339169318055571,0.8451711554243012,0.8338832756866118,0.8363287087851972,0.8177079774876842,0.8339546538420111,0.7970977083743901,0.8933570136374108,0.7729574641053639,0.8489633346599468,0.8140946501529437,0.8448598307623567,0.8479621802094471,0.836393967263359,0.845022621969743,0.836771166531288,0.8569197178194671,0.8508936057526174,0.8320749961300985,0.8502603426474823,0.8687071863151712,0.8430482885525785,0.838188154587456,0.8694014535755862,0.8423482008856186,0.8409467044642113,0.832742889116952,0.8469706753815869,0.8753828696094746,0.807684154411694,0.8232233992947865,0.7777891164238024,0.8429355799133307,0.7806097948202098,0.7361130842219,0.8335766116435616,0.8362446050767692,0.842031938945532,0.8347148124818295,0.8351589930037544,0.8356677891921045,0.7973901125338503,0.8069180085520413,0.8399777161239449,0.8135674047048869,0.8561427254489348,0.8450456816137376,0.842810524183392,0.7742619549508936,0.8070451491850236,0.8565939608072697,0.8452322493496788,0.8420717772383738,0.8357403798917888,0.8004958412750353,0.8496594816674048,0.7769207394302268,0.7972132917603184,0.8459451469410201,0.8432836587231571,0.8074524263894413,0.8098493794126035,0.8412498444072363,0.8491296396121409,0.849064988862659,0.813310160822102,0.8216394717536589,0.8418612088117303,0.8376051122848984,0.7737033969246432,0.8222121195451463,0.839791937713771,0.8437169440003618,0.845934343944023,0.841992533431564,0.8371904082141669,0.8466874895688846,0.7851857684207187,0.8695251770832861,0.824831287074827,0.8386885904917721,0.873412120283064,0.7603568026380321,0.7427850458788334,0.8396473215214231,0.8402349294059406,0.8020492696767157,0.8074563406999297,0.8464035678400861,0.8105173240066728,0.8570042933744004,0.8418198646131796,0.8468226685817376,0.8246910832380802,0.8406685405137199,0.8297612386929947,0.837640358431706,0.7547083753826745,0.8599257853493261,0.8690898561290317,0.7970522070513962
+FR,0.8240872013220498,0.8170360823342655,0.8661999696050474,0.8762107709656453,0.8014012086061989,0.882749535553183,0.8768356219397957,0.877742907002342,0.8757482357704414,0.8907717079364484,0.978407437066316,0.8738054188138106,0.8969430001748482,0.8800416959036675,0.8539232362470115,0.978425078115194,0.873294601771249,0.8624090658204377,0.7946079909729628,0.9055998648589783,0.8475164954443903,0.9122227459512215,0.8772763625294574,0.8765284719080108,0.8798609668662629,0.9744637977944852,0.915544007306403,0.8676598734103546,0.9815387227408668,0.8656769214936155,0.8682681799061003,0.9033047035683069,0.9771059274420352,0.9428352013485856,0.8769695627246651,0.8891585324311628,0.8492277422107959,0.8420594769638325,0.8696218829580383,0.8274218057882919,0.8789307108896205,0.9029245936321546,0.8813890460036227,0.8614234852107588,0.8715130544534788,0.8630275157787662,0.8739535388129246,0.8749491910906948,0.8782441469140954,0.9816756497880812,0.9775342288439723,0.8687661505578786,0.8893775557324194,0.8726450520167769,0.8954526590771933,0.9714316783741048,0.8685984744575923,0.8704037861211595,0.8640856862558365,0.8620922461526951,0.8680445475086571,0.8730651136179635,0.8610415583631299,0.873453932826421,0.8633159913564146,0.8620142712067469,0.8701018221887536,0.8697549448189422,0.9072139800419605,0.8189289366091498,0.8881369889255762,0.8597004764632624,0.906637842302825,0.8836854532503916,0.7912273489041113,0.8846607333177964,0.7634439466941232,0.9040497169419589,0.9146940611913045,0.8632962196545569,0.8404147883705954,1.0000000000000002,0.8816471777409541,0.9149247483448174,0.9147198684686894,0.8986659620049068,0.9806068723736432,0.903832402934225,0.9027142400534021,0.8920434231588845,0.8348509128749075,0.7838475940384492,0.8333626564031512,0.8364253516321472,0.866612324816116,0.9133228927970813,0.8903123444930544,0.906407249414635,0.8669254629891547,0.779954454833689,0.8368908514812414,0.8603747219266157,0.8421487407085383,0.974592480040717,0.8829555227449483,0.9140528865821009,0.8128766506189595,0.8749029988631756,0.8463085777697691,0.8491190925470992,0.7519728049179173,0.8773998626791651,0.8822611711078008,0.9826205263440341,0.8903210974371458,0.8816760024603958,0.8767211196572084,0.8438753477640355,0.7929459252667199,0.8120866898144344,0.8055510471696481,0.8427036500541254,0.8743043124640187,0.8709215467668425,0.8706493805505754,0.7942701570414824,0.8382418318552691,0.8178180084780764,0.8621524458170663,0.8753445469049513,0.979059836155902,0.8986906894582896,0.871596290854908,0.8991565103037846,0.9082277867769379,0.9789635879299972,0.8818060047240381,0.9093762159911959,0.9794355007532172,0.8718087327664465,0.8160813295515337,0.8269295638372149,0.7875650674463945,0.8574768795323491,0.8784780668387361,0.8703139291860201,0.8881009549451145,0.8892967471806833,0.8971418318494528,0.9008310466450575,0.8852659575989558,0.9788594567623417,0.8837213502487343,0.8736626330566405,0.8800502238135602,0.8823132358197854,0.8737997547800619,0.8032336291123556,0.8958168022115136,0.8254266378559618,0.8938846685513244,0.8825608667265383,0.8863979647927764,0.8928591190732916,0.8784307209198597,0.8914902897220077,0.8863313384233813,0.9067135370534956,0.905211534143939,0.9741654983029667,0.9081076183922981,0.9113197005439121,0.8892592586097873,0.874253523231645,0.9164014781015811,0.8808288181797083,0.8818126252123031,0.8751960309998821,0.8923562128547453,0.9129125111513635,0.8313896582512945,0.8332842306706402,0.7872028434528843,0.8762744891060021,0.7901619852461793,0.7487039986887389,0.8608659144570425,0.9780105673571036,0.8868844465694262,0.9771710643683773,0.900691393446852,0.9793698218972211,0.8570167347188935,0.8666079846834753,0.9805218391892402,0.8782676782521198,0.8621020720233508,0.8280129810929158,0.8455140185937815,0.7814946126353194,0.8707271076665799,0.9120219041211631,0.8914995412891141,0.9822354783035483,0.8726224301523626,0.8330424159955583,0.8605686321334127,0.8151751965208298,0.8189731963413147,0.9000870580306438,0.8995029709213622,0.8662843530244582,0.8693051784122938,0.8970448778661931,0.9037158899906429,0.8914267095828149,0.8729542920193253,0.886508958928055,0.8857549090508863,0.8783132018766504,0.7580764517893406,0.8418830339175335,0.8822808464313878,0.8905328669631849,0.9011516131518236,0.8986121784605556,0.9037762317685758,0.8361382699246022,0.8046767423641339,0.8785486368207219,0.8874198941756675,0.8842890281047939,0.9139271843751122,0.8114789342237027,0.7489309300659077,0.9016928934917915,0.8818011563440211,0.862982691348998,0.8693789758660279,0.8925703478062246,0.8717403115234355,0.9005395452450504,0.9426070802980273,0.8907454226999086,0.8641260260669595,0.8810172763856905,0.8698523495620843,0.8611144639327311,0.7963180505844686,0.900906378484924,0.9140298157748795,0.8570004785928085
+Faro D,0.8116820837877847,0.8471208351097697,0.8444500871944997,0.8670451005900525,0.7947777383577499,0.9011250453135373,0.8681782680739086,0.8685181435372165,0.8954034648042488,0.9000798388506314,0.8859733107202955,0.8883504504036104,0.8802556636468525,0.8714859867685496,0.8805638406734339,0.8839530126854782,0.9815670843897604,0.9752824749960466,0.7747417621219677,0.8647629277296947,0.8939465848703856,0.883118527507828,0.894807424680402,0.8960698365758317,0.8857669937768463,0.8728129315095375,0.8877810880227633,0.9847746372852487,0.885616024712179,0.9752522881588783,0.9777878035763414,0.8710326363577444,0.8793161376401232,0.8982616939191091,0.8549084473480593,0.8584569003665553,0.8717680690093744,0.7937355390432375,0.8658726239538732,0.8502304201174478,0.8973277857037564,0.8778322900529175,0.8973497734404982,0.8928513404732096,0.8937095031159351,0.9770476145678139,0.8914309370259664,0.8897812759459721,0.8875984001967661,0.8857413086837845,0.8825306334150778,0.9814142552365649,0.8735389186468526,0.8918150962460324,0.8747077309114769,0.902934216541698,0.8820571651810034,0.8814188847753749,0.8784661582697455,0.8798820303493863,0.8848661359518188,0.887441643438013,0.8781231329729683,0.8853893563188634,0.8814338788891622,0.8790311044496445,0.8833388828538122,0.8872427632648169,0.8615416859290642,0.8374103400261792,0.874247556685012,0.8789002898741001,0.8802495512009784,0.8533264999935213,0.7909769116312425,0.8808767760632464,0.7573527811618118,0.9115113413615943,0.8963292722271032,0.8851494382816849,0.8222716350520568,0.8816471777409541,1.0000000000000002,0.8853672875447538,0.886498916870243,0.8856433889028207,0.8856685175612647,0.877917822365757,0.9121918878584107,0.8597362804628687,0.8160802924386709,0.7797194348609883,0.8397149972485137,0.8458765622912175,0.8927610904602744,0.8827934622156594,0.8748375184527067,0.8793028895322306,0.9765127924521868,0.7848311537655447,0.8474185281510795,0.8091742197719254,0.8377691012339428,0.8769132636409291,0.8586359209637681,0.8835282397856402,0.7786782467530242,0.8665395704926503,0.8353649282058236,0.8076217047009796,0.7429327688355657,0.8866003061989028,0.8682105546806556,0.888757929491838,0.8734248110835716,0.8692741360599447,0.866575098035217,0.7737030427284808,0.7922361753467184,0.7936473418945567,0.7718997148583022,0.8105242682736739,0.864164798564597,0.8638764847123764,0.8865782053838294,0.7711368549710258,0.8283669407917132,0.8161187606946962,0.8493446744649968,0.8879916709697557,0.8904685083923841,0.9074943517439071,0.9827817365245508,0.9110547818794644,0.8822433368569039,0.8841563089112602,0.9873919393437468,0.9104935790448166,0.890466611708274,0.8633452829566587,0.8068607901630118,0.8534027072726937,0.7896726167496191,0.9731906718259835,0.8897568715328906,0.8626678945826571,0.9053941377217005,0.8707020258729783,0.8772447973230131,0.8729506680891048,0.8696796071319959,0.8824277493563638,0.8642443786330782,0.8656706679194236,0.8686941156847447,0.8999506088648656,0.8672803974780267,0.7848680763232394,0.8564496818917995,0.8195243269484649,0.8656345301532118,0.8901376220665969,0.8728803038089775,0.8766766528625842,0.8628215862243106,0.8709882182260708,0.877466186817762,0.8823564974072354,0.8746460333728797,0.8799888063338611,0.8779990346175173,0.8802391717365706,0.8745318356301844,0.8644864249521964,0.8864405589287532,0.8894437042643679,0.8676746016266697,0.8675855032692666,0.8740035796653038,0.8853291630047444,0.8416710558152477,0.8138554507104035,0.7697286799091233,0.8586207378468069,0.8312247779810158,0.7657818168402007,0.9514077558713002,0.8780640196814606,0.8710970363314195,0.880532041581322,0.9064678106078999,0.8834626916809449,0.9796182807800115,0.9774150669278531,0.892147624811684,0.8989580844686967,0.8675057853488823,0.8205829436475897,0.8032271818578276,0.7594606665175107,0.8881788820854393,0.8836453422795626,0.8752059696049661,0.8892276791074741,0.8855404286088008,0.7941311441897881,0.8365807473121926,0.7700198618819869,0.8481387204808758,0.8748551063858,0.8709553602338492,0.9814381210585392,0.8964478222409622,0.8701089127405126,0.8727269421994288,0.8856659387885376,0.9858701762061124,0.9010634191005242,0.8728367223723202,0.868555470753509,0.7642103883194477,0.8230939543768537,0.8719310090004525,0.8768564530532177,0.8741885129477767,0.9051730710138598,0.9103772609942544,0.8129206508038547,0.7924547299938328,0.853149251393358,0.902100275020612,0.863282152792654,0.8821907653879383,0.8354977218594352,0.7590267938327979,0.9105947700419689,0.86774527821187,0.9739770527601739,0.9788421014837277,0.8745658555354291,0.9780781683790121,0.8892661308910644,0.8926050475808024,0.8713515392030239,0.8593133438369372,0.8675169732773155,0.8652084041664708,0.8570777061898732,0.7797112771805405,0.874535393771263,0.8852069218780237,0.9792977075434472
+Flemish Region,0.8222164077193347,0.8017889853039923,0.8602663895414004,0.8809114824309898,0.8034110940667274,0.8848050325187578,0.8805419833899386,0.8795505365134945,0.8825983645249552,0.892078057091738,0.9160485449854096,0.8783338625900401,0.8997451197110524,0.8837623073711303,0.8613385045351728,0.9163328599428707,0.8765095338580285,0.8664643717456584,0.7745493395876895,0.9527165414598339,0.8280044087805946,0.9217862602921034,0.8829057392500113,0.8770642871718857,0.8831547883564748,0.911143921804545,0.9262601082878094,0.8713236770002736,0.9191538697573924,0.8713229397576939,0.8703771372578507,0.9115781732955367,0.9146996169543022,0.9748154624379529,0.8765345387390079,0.8844308151110346,0.8422860404224397,0.8041888434929406,0.8492855767894065,0.835857832099452,0.8787972302832189,0.9039703822169354,0.8833334884964604,0.8656265366132885,0.8784155900972358,0.8704506319109624,0.878702125717202,0.8806053935005488,0.8806504069036872,0.9206603345043962,0.9176801556185896,0.8737864110530793,0.8912867525167315,0.879598445958073,0.8965467644545674,0.9167981059017536,0.8846841935131958,0.8876645327815887,0.882235610921087,0.8800806473150756,0.884876012105222,0.8933356324723937,0.8791521608776304,0.8925632980782497,0.881990645559618,0.879869315397905,0.8867883454097261,0.8871276744968517,0.8977615617971603,0.8175952218507856,0.8914044470691722,0.8788807744010058,0.9495078736961737,0.8780440868537099,0.7767213596487296,0.8684344839964674,0.7538766002311708,0.9069610550777985,0.9264087868871922,0.8671559350648091,0.8540716581522101,0.9149247483448174,0.8853672875447538,1.0000000000000002,0.9540224304934851,0.9008819466344735,0.9180947913152443,0.9460641876204354,0.9048635630297374,0.8823134063716999,0.8149036176929322,0.7778350016655224,0.8246923575139987,0.8207099822522156,0.872882378638,0.9538483175962184,0.892265750534583,0.9451313461425925,0.8706083471308959,0.7670487077819169,0.8329148511651406,0.8256156127667461,0.8397561271446805,0.9121783073212667,0.8826099980935279,0.9236188862564536,0.7962716413649551,0.8696955341352016,0.8383184645146421,0.8284035603249498,0.7340061133354252,0.8738667243822213,0.8856188931007841,0.923333525896486,0.8930870979906342,0.885215100852542,0.882984768389748,0.8185256531853118,0.7848066811619026,0.792955331098179,0.7860223690441706,0.826733091779888,0.878327746164534,0.8756284711704503,0.8872711391133239,0.7822252894541039,0.8270353171343763,0.8184666889508496,0.8699746253838456,0.8802797709902,0.91768809001042,0.8987439087885294,0.8774286166955527,0.9006647495828345,0.9569866590379184,0.9176042651662786,0.8854212954125986,0.9105378992088143,0.9223307839119825,0.8742251612428569,0.7998656591561997,0.823914661051778,0.780016035662632,0.8634026670878038,0.8812755750967137,0.8738497312436413,0.8915490421401936,0.8921765074771467,0.8984889501158414,0.91096639486625,0.8888461448659342,0.9137810355919082,0.8892071882043414,0.8787034747843054,0.8840350100582146,0.8834966142936977,0.8773993222366208,0.7831288671804257,0.9182860044692422,0.81836948948672,0.8838026974083759,0.8845403619918518,0.8907006185654198,0.894531509655393,0.8810920020932629,0.8927438455756406,0.8879909925464589,0.9066097558382777,0.9160953262825832,0.9189258452883587,0.9195962527329271,0.9555619912996934,0.8915707197785594,0.8800522962010833,0.9501400191621079,0.8972695393993998,0.8859659027937457,0.8785102254296913,0.8938402770761665,0.9558370424234479,0.8087603917537031,0.8163074554378593,0.7685417890162535,0.8633323627432089,0.7896688696592662,0.7522460267880215,0.8440064116679369,0.9153309202705554,0.8902470013103823,0.9149797220971121,0.9021577919093937,0.9172748597192601,0.861255488582142,0.870436748622554,0.9207186165656782,0.8795336266317457,0.8710619668821032,0.8167070499721337,0.8388718672396321,0.7751770528211174,0.8755129946545808,0.9239698965181101,0.8939792813421625,0.9215585590698072,0.8888102083277181,0.8117656020084306,0.8516283585599265,0.7709502964879699,0.815066835319487,0.9109372336703493,0.9088547505187466,0.8691648152275598,0.8715456784400072,0.9068699778579458,0.9145649565305863,0.905723625088156,0.8774321208683363,0.8870001387185574,0.8893025134615564,0.8831751872048934,0.7535905891361441,0.8435225700323883,0.8867155975375898,0.8929493544255913,0.9105677140558697,0.9038165720524483,0.9050095235747443,0.8181526234735398,0.7852866637568939,0.8660586751777759,0.8889655649777628,0.8852355723692192,0.9527299428310954,0.8000873140730143,0.7430005774955193,0.9054201919894789,0.8852415739353424,0.8669341916478533,0.8720106571708001,0.8949835900720742,0.8753720083646999,0.9136689287256277,0.9552936065484986,0.8939809537241888,0.8687788018367678,0.886216861719891,0.8733534030125684,0.8693596971169034,0.7787690901635547,0.9493395229943807,0.9523579839092177,0.861045772760502
+Flevoland,0.8286040259275341,0.8078090355313784,0.8701309334390245,0.8922304126896484,0.8089094827396484,0.8872228083247589,0.8951534226710735,0.8907055030789239,0.8877733301124211,0.8934605300649866,0.9118718516348673,0.8830066788369706,0.9117001024146417,0.8978179312415342,0.8645395588972126,0.9125496062296702,0.8770169693060551,0.865594843424188,0.7820316378266282,0.9165746478366577,0.8393390336367839,0.9302553545854785,0.8851821904262531,0.8808599640933106,0.8904843437534133,0.9084447286584465,0.9342290744470796,0.8719268288776396,0.9155557126549935,0.8707467608841956,0.8700487287134411,0.9223534179783517,0.9113920328916401,0.9392525748667447,0.891786131879981,0.8915412538450314,0.8491553103747601,0.8084845600118185,0.8561738892868441,0.8452841727089837,0.8824528849094115,0.9180324632215392,0.886769787726873,0.8670692545301802,0.8830197789993468,0.8699036460807008,0.8842846236340821,0.886988351929817,0.8833066651290521,0.9185817096534804,0.9128134984089532,0.8735835371967277,0.9035283169172709,0.8837387527525521,0.9117767299297891,0.913161988881898,0.8913990870629617,0.8926854970043783,0.8891384155541188,0.8872193928178879,0.8910017568228764,0.8987746969235466,0.8869051785670278,0.89920464656773,0.8893203856819574,0.88595913206968,0.8936740855944387,0.8931182499824319,0.9092550055230668,0.8276236392883016,0.906144906276176,0.8869899096684394,0.9903400511651461,0.8925853742694083,0.7864503016116545,0.8787520385707411,0.7532951300270433,0.9103024425253092,0.9365299285723515,0.8720014991690851,0.8759161805565358,0.9147198684686894,0.886498916870243,0.9540224304934851,1.0,0.9150215101777334,0.9145915501611407,0.9871751694741053,0.9074670599614254,0.8968289647981667,0.8155692795364099,0.7930166917823016,0.8358815022580179,0.8225833956040042,0.8764199291466468,0.9932675885962158,0.9074392249394252,0.9853434128639597,0.8703319356246861,0.7855190583008266,0.8381585499818622,0.8278187190944873,0.8530573310681636,0.9103795242817784,0.8981020155303562,0.9330323627535956,0.8142120178351574,0.8799550414112809,0.8519928292142587,0.8434351577999392,0.7467091509341869,0.8801101131496536,0.8968719308452389,0.9207776606762093,0.9074401011468308,0.8986862930522642,0.8965700733807196,0.8414068903996169,0.8019444588766453,0.7998394506796931,0.8069197859047496,0.8419252862715774,0.891380329790072,0.8896821127761035,0.8937302009203999,0.7971744655793522,0.8372648224504702,0.828525909584341,0.8854577764351099,0.8855820999171256,0.9135561329022872,0.9025018177685907,0.8781313095946588,0.9036176557187167,0.9854156175160433,0.9148205697343165,0.8861743563617482,0.9143653916258497,0.9184996311375462,0.889040543182527,0.8008566245886428,0.8285824033943673,0.7980625513093548,0.8625359143529895,0.8874754720462648,0.8851848120923863,0.8936033810159394,0.9070118148120381,0.9127856762756204,0.920026090176913,0.9028781677318835,0.9094971350939074,0.9031546822664371,0.8940065441653104,0.8971211328380889,0.886809837964214,0.8887915038743698,0.7973714352826179,0.9589827025400252,0.8254823958037584,0.8953903067534149,0.8909152631493039,0.9048903582530976,0.9080763439459516,0.8943386874992604,0.9081358705797958,0.8982051448866857,0.9217194195721286,0.9257541354058048,0.9107011960043625,0.9289186098637456,0.9893476575323732,0.9057178947651756,0.893486073363338,0.9917489178143118,0.9048005340602381,0.8997983528789724,0.8917650159539893,0.9063399748404303,0.9936010879683906,0.8143129047381988,0.8247879594774254,0.7804769227178053,0.8741619669351451,0.7970624354902741,0.7625349361631425,0.8468576309441371,0.912150550193075,0.902956729248446,0.9120213705088647,0.9049401843902478,0.913613292314322,0.8613908178889809,0.8697375355691428,0.9176916605007044,0.882775888841748,0.8839690712232745,0.8257932820786156,0.8569615597638894,0.7817620518478122,0.8803145819460348,0.9325472192397127,0.907065387190467,0.9179091779900167,0.8967145716357128,0.8260120053277831,0.8710786327907921,0.7729203528617101,0.8182920883770872,0.9193170917841206,0.9174418807364865,0.8695780267723314,0.8737150624387023,0.9163484059444574,0.9241092440136096,0.9144588932244357,0.8780244554886395,0.8914824040081024,0.9037301351281284,0.8956492574993072,0.7701065567427915,0.8609109908283632,0.9004153447193274,0.9062975311459162,0.9195771125717292,0.9055836994810127,0.9079147709601088,0.8386441302039725,0.7959286215196988,0.8804990272275646,0.8916842501631326,0.8991839732297047,0.9939400121731604,0.7947709529205784,0.7573799160420412,0.9081493261534491,0.8975276278669637,0.8651251999497798,0.8715569331467161,0.9092165754925472,0.8755327196067273,0.9230779429435875,0.9234880340978414,0.9067463158591214,0.8805111835184503,0.8990425884772495,0.8848047018509755,0.8789752592740459,0.7901334945217474,0.9790370459664838,0.992380195888986,0.860636285556417
+Florida,0.8225846453834602,0.8242707527769998,0.8565380554466308,0.9252638886382291,0.8060713735399618,0.882735311496376,0.9834353205553263,0.9745335988574535,0.878913685396149,0.8852584850769054,0.8964239187959138,0.8737086763718538,0.9880054282732821,0.9823076944421409,0.8579251033566537,0.8926356694845106,0.8732108410303945,0.8663619271135813,0.7854597100712686,0.8796813032073137,0.8579709340618575,0.9003933235008607,0.8807453834033809,0.8732575500152685,0.8770482821540475,0.886799661890661,0.9054167586192956,0.8671335833755311,0.8957890347878373,0.8643301915410201,0.8653140737040687,0.891526427330787,0.8926672630332617,0.9079182033358081,0.9263083816073515,0.8748516936735533,0.8661902607168352,0.814078943427773,0.864354742538943,0.8492229876470269,0.8778535344161362,0.9843774821196261,0.8805769790116333,0.8719924860019713,0.8746824519023931,0.8652226930471137,0.8745957471125558,0.8733091328898099,0.875740282785781,0.897881593772729,0.8920875850045028,0.872674979791535,0.9832494988277685,0.8752870648116728,0.9863286147897897,0.901445968987391,0.9033474415256135,0.9047824482763466,0.9009837579488977,0.8971512037409571,0.9011664710892456,0.9090243312300691,0.8980677377587282,0.9096642036843949,0.8991284193346165,0.8991743600804039,0.9055218893758105,0.9064107207718066,0.8807617146817832,0.853644870158012,0.9883383603001322,0.9009812811424233,0.904158570650613,0.8711602841288476,0.7967464989363404,0.8694776452492933,0.7732574387226626,0.9022955174702447,0.9452515653835254,0.8684433482864843,0.8497523611811493,0.8986659620049068,0.8856433889028207,0.9008819466344735,0.9150215101777334,1.0,0.8945342685624252,0.9021833195724586,0.9020958072942282,0.9118196558956578,0.8206347903592772,0.8105442425153644,0.8242264888806276,0.8395716642521673,0.8692771409398414,0.9092758330022865,0.9893122244140952,0.9057838923302177,0.8633361165676378,0.8030631504893961,0.861458317873889,0.8389161556530184,0.8410198134769586,0.8899438268058585,0.9667308140599503,0.9030872623322259,0.8163491446486146,0.8951703182780436,0.8597442763664629,0.846305304067942,0.7548714449656239,0.8764089039442461,0.9783380634536716,0.9025502117939396,0.9845447769482187,0.9824797971855735,0.9789264611729288,0.8369856660707442,0.8149169362583606,0.8133954556012796,0.8054234503864451,0.8369746526616053,0.9772226167365827,0.979259497227169,0.9081146261427219,0.8000282819763233,0.8373672422192258,0.8293682379335815,0.8656346050129516,0.8743332260011003,0.89824234353648,0.8961799746433271,0.8733466076473454,0.8991728790705511,0.9047392499819613,0.8950308253893456,0.8863722351888396,0.9032500501213965,0.898827082178749,0.976438365452573,0.8099556964113966,0.8573071477844327,0.8128819262322634,0.8633176527357661,0.8787618682789599,0.9713251825374629,0.8880791555130592,0.9840918886128919,0.9865189196150483,0.8895942646268253,0.9839850801248567,0.892843494451468,0.9778522865907753,0.9795574682787785,0.9829840243390469,0.8791701306138483,0.9735540430791444,0.8157641615140864,0.8797544275847512,0.8386463681006022,0.9201953518237881,0.8786768794398777,0.986121844544629,0.981698869895987,0.9754984300676033,0.9819297468619765,0.9796988747487181,0.9871945318222948,0.8946050305790394,0.8884020892896436,0.8968882260286717,0.9064750200162012,0.9874875012249216,0.9768648769707375,0.9148797861862101,0.9225938659364108,0.9838591005680254,0.9788910450192038,0.9830264298835277,0.9093759640463965,0.8291192261874673,0.8424686619846654,0.7832591595264341,0.8550369626569502,0.8522248444945287,0.7726097133766676,0.8466926365771443,0.8919270399290621,0.9852812269458286,0.8906240337979271,0.8962800524139602,0.8951954332169191,0.8571994559586338,0.8674691197155698,0.9016986743431588,0.8784313554368536,0.8588640845668508,0.8161206115664313,0.8385194899024339,0.7910984373381534,0.8697588697939466,0.9033688902371024,0.9840919815681859,0.8995534380339493,0.9070828589548391,0.8204514903981764,0.8760013406673973,0.7725094981472855,0.8485129357879575,0.8911369370782203,0.8882018073249401,0.866927008190854,0.8746956116353987,0.8862910029960556,0.8948353299076094,0.9302134102965905,0.8773570112365987,0.8854405262926555,0.986458165432838,0.9783836901162959,0.782093938527199,0.8433194854293156,0.9852423086096371,0.9850702315449056,0.8904257718012132,0.8944529689172216,0.9004328223279642,0.8356408928637636,0.8232825566120862,0.9528609688391247,0.885564560351468,0.9728500787583174,0.9121757965844803,0.8375300649026977,0.7762854774562321,0.8994664169894986,0.9741332050395327,0.8597638637292626,0.8656227666542775,0.9887572657485866,0.8680438617446071,0.937373576198674,0.896959580163264,0.9813378614992272,0.9734533162528158,0.980599179630703,0.9716033626177384,0.8881918647188032,0.8152392650079325,0.8973710337976194,0.911859446621533,0.8586282060738785
+Franche-Comte,0.8227793640530884,0.802967133457741,0.8481840619842037,0.8677478287725242,0.8023642204808513,0.8869956657321426,0.8745990130827791,0.8747456800225104,0.88120637202904,0.8957909527497459,0.9874455450104369,0.8795107692306464,0.8946182632129156,0.8776848526432477,0.8589889863691738,0.9909615643537621,0.8788772716865216,0.8689524773799405,0.7803606165646197,0.9036229270651215,0.8311824691941797,0.9163228402818359,0.8811442896347247,0.8811506179572459,0.8848613593305349,0.9872519415800679,0.9201784369543665,0.8741215993910855,0.9962679099841519,0.870722060062913,0.8744835536928915,0.9100948024665916,0.9878047996745604,0.9449572267547655,0.8726887575821445,0.8867973544538807,0.8473537255853013,0.8248865225979847,0.8546597292309673,0.8235861360019252,0.8837582160232048,0.8975308235984188,0.8856721793902682,0.8651625299672362,0.8758372263824336,0.8687161608307515,0.8794559424988779,0.8812793303926131,0.882642005198073,0.9933671716456247,0.9922769981843285,0.8739018251171168,0.8861880130453226,0.8776402681682476,0.889934608679331,0.9823225352463477,0.8699489881069137,0.8724439668275704,0.86692381647624,0.8636695289790022,0.8704412930222076,0.8742593741166362,0.8628025903534092,0.8751119195093217,0.8654236182437622,0.864896283551233,0.8723300849830208,0.8721043590477823,0.8902487816185272,0.8167408059165906,0.8841514708563204,0.8605914817005716,0.9083250119412055,0.865465356470481,0.7737911015506898,0.8660264631565746,0.7675565518374079,0.9084808938538302,0.9165453338515366,0.8688387015318244,0.8367325747947324,0.9806068723736432,0.8856685175612647,0.9180947913152443,0.9145915501611407,0.8945342685624252,0.9999999999999999,0.9053526606328328,0.9065660796027553,0.8703076832069093,0.8187446507029499,0.779890662624521,0.8178871771730578,0.8221684272655777,0.8722064453432951,0.9135431307520979,0.8862664578421579,0.906779097411921,0.873582347416099,0.7593791239907111,0.835531909356532,0.8445479670487895,0.8264884186280596,0.987092342583655,0.8769560543440351,0.917695149220957,0.7956050870349403,0.8540030426675338,0.8240321386230598,0.8326331195238135,0.7319629908462358,0.8748934061107935,0.8813824286319724,0.9878651335612476,0.8861940849277856,0.8793398817339232,0.8749736612615701,0.8189328438160476,0.7744447567926072,0.7936396111613376,0.787662421132648,0.8229095381107986,0.8719976027078054,0.8688942988228484,0.872263110121738,0.7768897256699762,0.818959512432545,0.81798586625118,0.857881057575929,0.8809395878928252,0.9892560293733247,0.9018044251312861,0.8776508854023546,0.9029646408615069,0.9086579098540957,0.9918005882966949,0.8855852028622053,0.9130190348298346,0.993205627297602,0.868027201353522,0.814688827615199,0.8280132491009772,0.7702782485162011,0.8629264532510178,0.8819925787315233,0.8686082095107358,0.8920545845601394,0.8846531506000405,0.891241577016705,0.9080716875527197,0.8823849147650271,0.9885512554847911,0.8811012803119778,0.8710350164248749,0.8781556189940064,0.8874777591423333,0.8720821015011829,0.7840983194313674,0.8754941181887854,0.8239703156736315,0.8733685945302411,0.887420841075938,0.884007701264028,0.8884685576292773,0.8754538796706649,0.8857744717142203,0.8845851175171705,0.9013520766365626,0.910038515925474,0.9861150174354602,0.9125489651232815,0.9109313873023432,0.8856670925234841,0.8720360519871345,0.9136391094677492,0.8828628501502164,0.8791671973261743,0.8732584243401433,0.8890254367174805,0.9134095998499182,0.815953072626304,0.8146480499305047,0.7711976448115825,0.860803788297124,0.7854208750328101,0.7440137828414951,0.8462565774093136,0.9881561780829083,0.8832734190969821,0.9909775628968016,0.905285952422631,0.9923374702067249,0.8635833524976522,0.8714961288512721,0.9895873921307616,0.8824489913320835,0.8621503505975797,0.8122319052403472,0.8382541514964026,0.7844939021133336,0.8758943987748865,0.9173592228761968,0.8876165533355707,0.9925590325672249,0.8741910952173448,0.8128209606130081,0.8381639083047064,0.7988498419355318,0.8180103280340019,0.9049697367636137,0.9064263734638268,0.8726745974954273,0.8735674981545111,0.9047233269000694,0.9088605676725062,0.8929135364461392,0.8779723591521512,0.8913447527179618,0.8826494091290846,0.8766021076664524,0.741834295685192,0.8436714432737392,0.8797227545011643,0.8869232104222768,0.9075399421925263,0.9021608459178432,0.9070017406492502,0.8169545176325411,0.7848400420849514,0.8572804621329286,0.8917713454741715,0.8808561205562596,0.9118136570795227,0.8139587184039259,0.7463266319130438,0.9061501874116377,0.8790300042967503,0.8684059133881433,0.8758122368406236,0.888343417955606,0.878506936601235,0.9032955389232541,0.9494574580323987,0.886904511327418,0.862926620088542,0.8785747998999589,0.8682953584814939,0.8604868326105942,0.7774039039007257,0.9018148105823715,0.9125808200779101,0.8637347455241746
+Friesland,0.815710079799487,0.7985223425969441,0.862388855364171,0.8815121767617967,0.797422039992737,0.877825329174711,0.8834909501923078,0.8805212012778997,0.8796761572935655,0.8850533235975319,0.902156789394148,0.8752197059502226,0.8998680049369938,0.8870046974678324,0.8576011755805029,0.9036188609434271,0.8691648892501593,0.8574902595763921,0.7723328531130156,0.907601520277708,0.8294345854519408,0.9216176562349772,0.8754082651684008,0.8709634452904729,0.8820216966285659,0.8996874952121268,0.9264409566523701,0.8645612502605677,0.90641940405782,0.8624690235963719,0.8624145655005692,0.9153356808236771,0.9024396444450369,0.9272321757324563,0.8790718868628371,0.8817082337484012,0.8380961985432336,0.799713365986808,0.8459114462653191,0.8344695184907822,0.8717517055392457,0.905231179887806,0.8752037252020692,0.8585886974249702,0.8756716823942404,0.8630189359737124,0.8766034312098313,0.8793030106055608,0.8743154951104166,0.9086941608664137,0.9031466369428914,0.8660269459975258,0.8925510773669596,0.8752237912754844,0.8989574376273509,0.9030190475221317,0.8799823484105161,0.8807543967140856,0.8770969627485116,0.8763939001273635,0.879455060175675,0.8856665350307987,0.8761880069000549,0.8872426395563774,0.8778264137374052,0.8739066147647447,0.882215927919982,0.8808226535115847,0.9003737248426922,0.813993941370444,0.8938224296363497,0.8762066937892491,0.9931241731065821,0.8838118328587655,0.7736965138254086,0.8690238159287713,0.7448093645784535,0.9004436928594851,0.9232387680410624,0.8648110104694866,0.8695967114725421,0.903832402934225,0.877917822365757,0.9460641876204354,0.9871751694741053,0.9021833195724586,0.9053526606328328,1.0,0.8980072993907555,0.8824316906483636,0.8040525391626633,0.7803885367338262,0.8246443105192935,0.8131697953163468,0.8691493284578065,0.9861747911356546,0.8942125638658552,0.9887820946956473,0.863398544642639,0.7737797733858822,0.8280616520670285,0.817628281188203,0.8454340471511184,0.9003896257161981,0.8856140820351366,0.9242381848129378,0.8032979424522741,0.8679671295655158,0.8419295535615264,0.833157394361504,0.7345020503349747,0.8695261696191072,0.8877068351142239,0.9084051743183967,0.8943877866143959,0.8870983275711021,0.8864744331376374,0.8308483577249671,0.7918346037149183,0.7904633620825913,0.7958818851873782,0.8280083983360607,0.8807800237948867,0.878655005764409,0.8822782719177804,0.7889064089991045,0.8249925356974873,0.8189532852754614,0.8770473019839452,0.8776075056845166,0.9036201034366504,0.8918320311872225,0.8710785934518602,0.8937955806143638,0.977655831644425,0.9059238614415228,0.8768018762147973,0.90441772926605,0.9087774493652626,0.8766062679425409,0.78913666079015,0.8165648029646079,0.7863541904290963,0.8544262398630169,0.8777703541727294,0.8768985148503856,0.8839744093070596,0.8941804220167763,0.9005618356582216,0.9134875672423117,0.8915254844779398,0.8997739119079233,0.8931422363176974,0.8816979802431081,0.886158995528612,0.8769104657034398,0.879984454381089,0.7861815079382838,0.9497864916023164,0.817403403979222,0.8844527167038604,0.8821174576321947,0.8939724731105788,0.8957951222593694,0.8845751220891542,0.8951723542451527,0.8860780696339126,0.9080159271010607,0.9185427916592319,0.9005930745961497,0.9199808873575906,0.980662525221903,0.8937992579356109,0.8834586683310833,0.9776835754229851,0.8921700847269036,0.8882541355785489,0.8805442423369136,0.8959831861123017,0.9885776595206421,0.8030292791064284,0.8126349371795558,0.7671606180664147,0.8655463314804435,0.7838783920707374,0.7511910506772003,0.8379868613971481,0.9027722168932079,0.891880142603593,0.9021052772095158,0.8953184493818763,0.9047228254853723,0.854265163463802,0.8611500370984918,0.9066492130784398,0.8717265164733352,0.8744808377243546,0.8152629510598255,0.8475621605281748,0.7732617967288206,0.8712683265530892,0.9245046904179834,0.8947168520578827,0.9075874300023742,0.8857751438406389,0.8146310695985716,0.8560011652185362,0.761447645919693,0.8064277658677216,0.9116361877504777,0.910890553825496,0.8625816094516492,0.8641201746074664,0.9093174889757751,0.9169212534935681,0.9016800082532386,0.869235838133549,0.8809378859478434,0.8916184943085127,0.8860342269722921,0.7628284443091711,0.8506147316416854,0.8889112153789387,0.8935608328839371,0.9127869518986284,0.8982311626986261,0.8984803113052268,0.8282798262092393,0.7862624314809051,0.8673688626372958,0.8822347764492842,0.8878554397010897,0.9838862539916289,0.7851596974102193,0.7492540233340987,0.8990319818766719,0.8888424569616228,0.857824788883936,0.8640233220867636,0.8973000739761144,0.8678582015578628,0.9110371063357632,0.9143799043832974,0.8959291162848941,0.8706556228897077,0.8888048847356257,0.8755052058774347,0.8691379791049942,0.7823959914951673,0.972424405355364,0.9806010716078882,0.8532716819508893
+Friuli-Venezia Giulia,0.8321996176881119,0.8372626278653909,0.8672292078753793,0.8816853210296232,0.80968803879526,0.9804068106638097,0.8850356830391003,0.8858269802336176,0.8933423219285042,0.9784375068094151,0.9053734641128867,0.8897081026550263,0.8980102359227666,0.8882944250261977,0.877668731471966,0.9049470579279311,0.9044680111715507,0.8977082732512471,0.7876257363498493,0.8857164009331772,0.8614170737401637,0.9070469038948978,0.8954114297096799,0.972678280686911,0.8867943196280371,0.8941938664991161,0.9123135134830066,0.903456270155572,0.9069492253540219,0.8971378219983329,0.900967731876956,0.8934777128371849,0.8996069242897147,0.9159237308641247,0.8748881468129912,0.8824264037585494,0.8700863284096227,0.805758130467036,0.8664067607598036,0.8604060417916047,0.9749904535296416,0.8967468083993135,0.9743196970078025,0.8876832621376147,0.8915341706679554,0.8997607128465721,0.8899858541330227,0.8885929088899469,0.8880747346225205,0.9057773074853104,0.9035440445557186,0.9039245563228392,0.8911211471306196,0.8910284060917217,0.8935631574041426,0.9208730423405753,0.893515465564701,0.8944585731889556,0.89051099782896,0.8904691977516541,0.8949338604020315,0.9004759099787779,0.8898266170711335,0.8986992957135733,0.8917402100965204,0.8893492879959731,0.8942921032644002,0.8974141691509697,0.8845922706615342,0.8388727618771906,0.8924377520797164,0.889079316563964,0.901150951118809,0.8701827442800281,0.8021108065064931,0.8845821659773727,0.7649148453179943,0.9890812586788891,0.9152165588014277,0.8808657413999084,0.8407292839586903,0.9027142400534021,0.9121918878584107,0.9048635630297374,0.9074670599614254,0.9020958072942282,0.9065660796027553,0.8980072993907555,1.0,0.8784776766324408,0.8306274924881532,0.794234597479688,0.8533721586162555,0.8452519987921769,0.8874213308471486,0.9050117871251638,0.8926907475915057,0.9002344434596055,0.8991078824493409,0.7944493098674412,0.8491563745516983,0.8220815500317946,0.8539601903919174,0.8972647719395184,0.8753943134238513,0.9074517982938299,0.796465754372005,0.8793815886455989,0.8501790156485789,0.8251267579929717,0.7596489946367146,0.962045671178819,0.8858272040491796,0.9097540599642545,0.8919396241152685,0.8864403306805628,0.8832493875394314,0.7969287606503265,0.8002572390148882,0.8064566943048259,0.7918441075107178,0.82786846435889,0.8806251993527026,0.8804423322449327,0.896674328252213,0.7897035178339891,0.8421043893629518,0.8325474290043957,0.8664279611123006,0.8900518421827464,0.9101637683837179,0.9837480531622237,0.9045876590423726,0.9857547469614746,0.9034781439775598,0.9046952416534032,0.9137596872007032,0.9876442750402444,0.9116486568194342,0.8791663967105524,0.8175552672120827,0.8578893281577169,0.8047315377372019,0.8961352768416706,0.8882095091708982,0.8794340612808663,0.9829961334185855,0.8884074296155462,0.8943595327730314,0.8941297713631576,0.8877733179474366,0.9027477799701638,0.8832547354181233,0.8822309141078909,0.8860126207153666,0.9786056948185355,0.884797188183004,0.7943969727990393,0.8756917038626223,0.8354805101178764,0.8814104476147997,0.8916133789293771,0.8903449194661424,0.8931542109065258,0.8803899464309461,0.888173586426605,0.893214447233962,0.9016395438270043,0.8967029407685461,0.9002732150538899,0.90106534682068,0.9025063052517195,0.8925617684456822,0.8811132673981944,0.9085746841666913,0.9035727777613222,0.8858189996707491,0.884314263955472,0.8933330513334954,0.9069102784551117,0.8371474150821504,0.826996894902871,0.7817572684967434,0.8753907982521023,0.8308013921345284,0.7783401453186869,0.8785561334289634,0.8985800278188094,0.8894139195004624,0.9003020867689661,0.984319021101979,0.9032905034643202,0.8950380924230792,0.8991980411810627,0.9137329082536104,0.9758808926073763,0.8807861200518652,0.8376941169146697,0.8256870469350949,0.7715985147750848,0.8876392886577006,0.9072129470128358,0.8924458585081898,0.9112178974750562,0.896736937737,0.8122487965715636,0.8538511994066468,0.7798283069606203,0.8450790473558102,0.8975696991214435,0.893818560467945,0.9003704442949652,0.9715528897953569,0.8920142507167527,0.8945635949605553,0.9029108033216338,0.9069131963436832,0.9763649614734071,0.890646305039458,0.8858629715100335,0.7739490662352079,0.8404968695011036,0.8894963356986045,0.8938888783801318,0.8966867400937426,0.9752584261243604,0.9865659343349508,0.8276941054507455,0.8046478324621669,0.869729427044099,0.9809600290730395,0.87986641128512,0.9049656489513317,0.8239744015510441,0.7698577428159922,0.9915968473362766,0.8874598911128055,0.8959770541739295,0.9011073703238275,0.8931025096916997,0.9002865250733441,0.9065148724851979,0.9111156939124208,0.8900885969764265,0.8766435192219311,0.8859035280929112,0.8812059309693113,0.8708722161954155,0.7895730106055181,0.8950657271719707,0.9062575323951108,0.8966076432651336
+GB,0.8189094509446889,0.8365363993634205,0.8985262089516048,0.9255847164525653,0.8190187515323517,0.86103290297105,0.8996889554797549,0.8981773670881488,0.8424613300009238,0.8648392414878203,0.870548162345,0.8377998189923449,0.909534618321821,0.9025243258053082,0.8248674929344378,0.8684284159769691,0.8493108197416345,0.8396700789223754,0.815592257049715,0.8882943211303169,0.8491822520076013,0.8785174895149545,0.8455425464627753,0.8527765765111165,0.8402575665865635,0.8621798866089553,0.8825173731451553,0.8443650152973297,0.869781550127203,0.8427519104649465,0.843429288295102,0.8674828573682757,0.8646642471297528,0.8861641982142363,0.9329593901696808,0.9040565139734865,0.8695461265985135,0.7852538611838361,0.8590922960081618,0.8719746907670833,0.8557406725981824,0.907715858810421,0.8599886712971123,0.8332777637995883,0.8413328176627298,0.8410316651076608,0.8382553627734571,0.8365171109930966,0.8378570578971387,0.8720536806521486,0.8696488643004409,0.8476693530773354,0.9033632417098438,0.8409054868229221,0.9104329066282106,0.8789341823873216,0.9088559538981471,0.9053845013480952,0.9082366350052514,0.9049917319775856,0.9087471850095528,0.9182298752425091,0.904380406042605,0.9179612321660772,0.9095334637740368,0.9077795064809415,0.9114126232465788,0.9135583641692248,0.9021521209124559,0.8170089821003685,0.9099381198668745,0.9083804606426497,0.8866998090957335,0.8928660054346773,0.7976414635015973,0.905143325307075,0.7736473949907754,0.8778826556691383,0.9592170048252976,0.8287461607547463,0.8777318340434772,0.8920434231588845,0.8597362804628687,0.8823134063716999,0.8968289647981667,0.9118196558956578,0.8703076832069093,0.8824316906483636,0.8784776766324408,1.0,0.8288317915951386,0.8008448432350898,0.8697601684025513,0.8317260995706248,0.8345092700100942,0.8910268696109692,0.907511666258274,0.8864052730238415,0.8404065716914404,0.8371682652144385,0.8141834422427274,0.7970702153454884,0.880287129953132,0.8667919283127916,0.8914842814292321,0.8798296052259658,0.845195319592253,0.9345525443534771,0.8659702832647124,0.8214755548118913,0.7600632073569752,0.8823166706770718,0.8990901462673817,0.8773513960544627,0.9082457678902996,0.9036159113852089,0.9006270812903144,0.8421320830927277,0.8381426865027427,0.8392202605129544,0.8203656144983074,0.8241373613624466,0.897175073981907,0.8971355321193684,0.9126775302941161,0.8021226889401595,0.8497203246166777,0.8269351066803665,0.894107199695876,0.8383984231975681,0.8710053880787076,0.8719968112883102,0.8476081855838801,0.8742025267759382,0.8887476440862565,0.8703792205053845,0.8589799244042517,0.8793170650254059,0.8757088731366595,0.8944443422425177,0.7957518783843132,0.8548611369192504,0.8256892498973911,0.8395727341411566,0.8412278754353933,0.8921026311284251,0.8651759585754718,0.9038171361625794,0.9119028186180973,0.8672360622819903,0.9067282168634542,0.8678171651481906,0.9013118887090888,0.8990394835716221,0.9020587500331694,0.8585234363830447,0.8966281676982567,0.8413212910771763,0.9276290193183849,0.8074021787511999,0.9114961814801432,0.8421496223951501,0.9077097167061383,0.907489344365407,0.8981876979355276,0.9049666674076547,0.9016886028067191,0.915861009948529,0.8724650541975075,0.8679529756360772,0.8758262889171039,0.8888142473918078,0.9070258544760773,0.9001863492233738,0.8950305054527442,0.9431250686867009,0.903723460546461,0.898353297192868,0.9054914760044748,0.8925757101375223,0.8452817980323488,0.8484965436920454,0.8197470543257513,0.8820515410692038,0.8134511897912081,0.7483741547085092,0.8629497361165255,0.8675604263019958,0.9066311473167104,0.8679843866932578,0.8725360307279345,0.8680212390230864,0.8353025794519711,0.8438803632134678,0.8767697505373373,0.8578805679039463,0.8685942228069828,0.8581248224724989,0.8356126037140422,0.7643944460134328,0.8352282928570476,0.881326337411173,0.9078379146334055,0.8744737823111788,0.9125536646598484,0.8290690245159689,0.8950663471059896,0.7976796921094058,0.8187617807997779,0.8705585903662859,0.8651934982415284,0.8432762579337206,0.8517432929489147,0.8635428469911607,0.8708364203440022,0.9512331998010265,0.8505400261099136,0.8623481279791112,0.9054331887438722,0.9015122945307438,0.7936995548987753,0.8087311425776161,0.90426322141338,0.9073578184921267,0.8696749900476184,0.8728582963540147,0.876214965406669,0.8702806884397996,0.8190459929632711,0.9446382974152678,0.8641403232081394,0.8981261876997112,0.8931605113486132,0.7951572661625146,0.7605679093946617,0.8755501819188167,0.9005116509920954,0.8372891039892799,0.8437885829378846,0.9087227906915606,0.8460644259046953,0.9548290135786601,0.8785242016956046,0.9039150220305406,0.8921782349966463,0.9026493378020508,0.8942429480756952,0.8747070824088418,0.8070538448593335,0.8794305890638519,0.8922568093265254,0.8357728341645693
+GE,0.8637157388139359,0.8003925737292078,0.8399818237560835,0.835753841793449,0.8455188901770431,0.814510817914534,0.8058443771641253,0.8005425566238286,0.800652401782616,0.8177653446152063,0.8199325961380288,0.7955536998708417,0.8178481698142817,0.8054533827714123,0.7781694608605788,0.8177032267709138,0.8092170521251054,0.8013213399433787,0.8011153611320007,0.8517789221591481,0.8190986078073689,0.8299205035405802,0.8051668622439287,0.8117906629763869,0.7956026056063671,0.8076972826621512,0.8340763935100461,0.8046571814359843,0.8191891051928946,0.8032332737202175,0.8051335729697706,0.8154668457485322,0.8137466564979764,0.8330947682293598,0.8363413639724311,0.8330241471967141,0.8077538848757536,0.7663959849780996,0.8271582672255944,0.8358341115962311,0.8154725882978344,0.8223479872808173,0.816116390405634,0.7940184392377874,0.7947446436543545,0.799716985121397,0.7937514683056106,0.7952023981805423,0.8017623477366863,0.8203343126162874,0.8149152879319829,0.80509807566566,0.8059307103860411,0.7972070933193335,0.8118788929875689,0.8265728466094339,0.8056430137496632,0.8050923751594516,0.8028447538727845,0.801612837387573,0.8083833179601839,0.8102997970535606,0.797218504165602,0.808678467944011,0.8047169460533702,0.8015789206457009,0.8065839557485499,0.8078159640126309,0.8232496585197862,0.7906137801937714,0.8072212079087763,0.7990381781833882,0.8072541540226339,0.8681870775918268,0.7849946304169351,0.823101833684835,0.7812344346865083,0.8322588989023674,0.8294287316997395,0.7883889922588155,0.803489072728398,0.8348509128749075,0.8160802924386709,0.8149036176929322,0.8155692795364099,0.8206347903592772,0.8187446507029499,0.8040525391626633,0.8306274924881532,0.8288317915951386,1.0,0.756336277898216,0.8328413437739371,0.791911283786883,0.7929819133174004,0.812755106399864,0.822285463955961,0.8088355746255577,0.8017361358661701,0.7568445628501288,0.7893897832846268,0.8062426994821971,0.8067948780956795,0.8101044235481043,0.8003688679410155,0.8319321266365963,0.7681846480894546,0.8432166944778109,0.8085175182090689,0.814150964604611,0.7556439694732051,0.844085144270652,0.8008609964551845,0.8312782003087715,0.8111865181644435,0.8031621377631201,0.7967422796444658,0.8159021788334802,0.7897509310139943,0.8146088643007011,0.7764393593875112,0.8293164050094277,0.7963820532782472,0.7949530465428762,0.8067005214530755,0.7839028252327257,0.8190419874888191,0.8058252116838732,0.8188986573667447,0.800263377139905,0.8201768071542133,0.8282559051310234,0.807114279132705,0.8248363567268973,0.8112821905413803,0.8172652603714143,0.8183497540655471,0.8356732254593049,0.8227492666307469,0.7972004171479962,0.7598720481415165,0.8178329507527445,0.7717158542548564,0.7996608308445372,0.7995854682741047,0.7898640479147869,0.8186447325079327,0.8087312973331874,0.8138986740973585,0.8143134123481082,0.8050348715759982,0.8156284726819393,0.8008896305637014,0.8020508585393888,0.8038255763887695,0.8160833627589172,0.7953172712918214,0.7809712207991997,0.8202480634607453,0.801272858116549,0.8244576039301805,0.8007861388596019,0.8073352651176975,0.8159068551902522,0.79294633856429,0.8092610480922865,0.8093278908680541,0.8257733616113899,0.8204706526113451,0.8115349695417854,0.8232674823505324,0.8108703285942442,0.8112445441123266,0.7952192354329374,0.8207572897919558,0.8101723286123543,0.8019555070599538,0.8011807804124234,0.810670096389392,0.8129927217795374,0.8008796973299687,0.8467231764301648,0.7951696279228149,0.8350039194502754,0.7785294556925787,0.741840031948361,0.8425102692278295,0.8152212402943598,0.8054100821353986,0.8131795374979436,0.8265353148668396,0.814922678718229,0.7940916143112972,0.8031493851275838,0.8250048587341978,0.8140931157473048,0.8068089996222143,0.8437713757922088,0.8472106083387807,0.7956308954376141,0.7969730822399723,0.8274003513639965,0.8085838727610655,0.8265844704958899,0.8089371159019896,0.8270313657954877,0.8097949719530525,0.7853152150194421,0.7819114926907943,0.8154788097288903,0.8135668257781539,0.8013953473828207,0.8024119944455516,0.8117432432209059,0.8161988109050401,0.8104996580744813,0.8084554549084363,0.8197609171708972,0.8117483102670924,0.7987512339416952,0.738776707384329,0.8176632046079649,0.8070762457782518,0.8125371896214337,0.8170265193152623,0.8270620460610018,0.8295974033444741,0.8249882354016799,0.8052434074588731,0.8238533840321424,0.8186405456935055,0.7982892978927403,0.8135029993532847,0.7831067509264111,0.7176169228593167,0.8296894030976629,0.7993176994785768,0.799769633167949,0.8057753679708511,0.811906619994043,0.8073849480163089,0.8167101307931335,0.8169583578692622,0.8087235171339154,0.7903140629199742,0.7996847688211015,0.7917432206846043,0.8015219117608494,0.778010219809367,0.7999719679640235,0.8164243363368245,0.7949941406764671
+GH,0.7984450750405088,0.7567830863015224,0.7822323616299546,0.7795596454477317,0.7588809860616335,0.7829873240472244,0.8045822557259936,0.7900873554568955,0.7691859076332805,0.778244596218585,0.7776183380448912,0.762965056948838,0.8043418181105808,0.805426250301367,0.7458601971678949,0.7780316205301404,0.7752954234380482,0.7677336842137045,0.7985019852840455,0.7806689886428728,0.7861534180706709,0.7963726118695722,0.7620794311270676,0.7835482672393642,0.7656512563338095,0.7725423907206473,0.7985398558596389,0.7731390507200616,0.7797878126908562,0.7694606588402749,0.7746503291214984,0.7886391206871124,0.7755134246806901,0.7972144080711463,0.8081726746767267,0.7783426695595395,0.7870281133064758,0.8403976330164766,0.7860993560368317,0.8012086379671628,0.7866015639469571,0.8053315683920157,0.7863620047183678,0.7567413095579361,0.762454259521154,0.7677593906116101,0.7643969825569696,0.7663967201310765,0.7656898313411101,0.783094956634221,0.7777294805786196,0.7732413748540955,0.7937816854535508,0.7618154850663035,0.800840744927254,0.78256713600415,0.7788645821236103,0.7784457283709072,0.777926793737763,0.7769744433345271,0.7824585776978763,0.7833960975466815,0.7779549772226259,0.78236183637641,0.7785140548551431,0.776765689144061,0.7820803945013187,0.7838904833543339,0.8014886775980613,0.8174944071640037,0.8038747559935168,0.777304026466288,0.781754175729747,0.7738366533012486,0.7979779328976682,0.7775397364480642,0.8218103803669605,0.7957929386793047,0.8139420221412236,0.7622171560837173,0.7710067421701484,0.7838475940384492,0.7797194348609883,0.7778350016655224,0.7930166917823016,0.8105442425153644,0.779890662624521,0.7803885367338262,0.794234597479688,0.8008448432350898,0.756336277898216,0.9999999999999998,0.7753705425655245,0.7952542795012156,0.7574587159901023,0.7859150436829497,0.8126282360539414,0.7822613862586192,0.7702612140546553,0.7548447312310308,0.8016866702452162,0.8157328837294963,0.7549982912991492,0.7763899786804661,0.7903541554887061,0.79878126614639,0.8018121744723761,0.7707068209295768,0.776525962225005,0.8387912307891454,0.7692502315520674,0.7973694108827121,0.7916916569136387,0.7948330968339411,0.8018228852032376,0.7982893768143554,0.7918825252213478,0.7512479073113184,0.8813350896279306,0.7848853775530061,0.7353376573921827,0.8205179372159449,0.7924396947127583,0.7956154337583607,0.781475976125352,0.785496771151707,0.8210352118085336,0.8246174459720617,0.7852550082242667,0.7641195788403526,0.7792762301131736,0.7937793719794798,0.7726028130113258,0.7903059610827543,0.7807680872666816,0.7801342126672332,0.7828445256211976,0.7970661164023183,0.7840328086659429,0.7995333009809653,0.8132645022921101,0.7975482683788153,0.7748847040752007,0.7657242812942533,0.7654559024698788,0.7810184004451244,0.78382295033443,0.804382532912759,0.7989079919650619,0.7882638036795279,0.7995573764163112,0.7770779667537707,0.7909816396890892,0.804623748296741,0.7977930739643413,0.7891641308436148,0.7861582608022178,0.909048138732987,0.7789794924732716,0.8127666058720528,0.7823660195989437,0.7677663037250301,0.7994773583636718,0.8001636008600735,0.7809303133241104,0.7998440992206286,0.8016185462912234,0.8132020310774216,0.7916117641200037,0.7743709651963445,0.7936608204481659,0.7819451394723562,0.8054615299751924,0.788512452968344,0.7889000781135618,0.7933412472023493,0.7985074242258182,0.7967422649964571,0.7981254269872942,0.7863091810921398,0.7787362078594928,0.7960940870030676,0.7947332181851207,0.7599281557827653,0.7462675423875698,0.7572912231255269,0.7697842759529673,0.7790750554468017,0.7990083986934022,0.7789788750338785,0.7908747347440754,0.7775709906542427,0.7638870995828904,0.7695159035821252,0.7831256345087889,0.7831487367934113,0.8023891180123887,0.7785257683458435,0.7572614327589383,0.8568354406144274,0.7625233422015819,0.7953235975752173,0.7963980841767965,0.7845495969706175,0.7893975849738724,0.8023540429401366,0.8221439743130173,0.8378398414735475,0.8124600869419607,0.7876661910853708,0.786698219642539,0.7699174771018494,0.7748553968046459,0.7861614275396928,0.7872519035818258,0.7938185068485155,0.7752424937390485,0.7919639964884009,0.8062695415214637,0.7930528021015406,0.7268333984032723,0.7973086919616184,0.8047418845327372,0.8076775694059044,0.7891050818075267,0.7879901761678448,0.7915806138529912,0.7882466395677978,0.8993971968949717,0.7974563168550189,0.783569699910245,0.7876646315898191,0.785460275664989,0.7396817701657439,0.7285246798941573,0.7915859511478787,0.7824477940473092,0.7649194270810307,0.7739383453448465,0.8066920948465354,0.7736268872558113,0.8020221366988047,0.7785513579016735,0.7968654492774765,0.7882368826631915,0.7902900064389695,0.783994160379834,0.8561247704290171,0.8687982172664165,0.7723520576289549,0.7881004462873687,0.7609044782206934
+GR,0.8195650662893511,0.8401298837217687,0.8784105610987226,0.8445861871886774,0.7898508078214028,0.8481236990936868,0.8169419841772931,0.8091222924901413,0.8049663528261144,0.8435016956959085,0.8157276913523606,0.7993416948892016,0.8176604573312141,0.8176391147448602,0.7920898264734627,0.8145161143673282,0.8355308082923492,0.8280805403843425,0.7933113765697574,0.8566846512793111,0.8344330118224512,0.8268772791136673,0.80107934324142,0.8471671010811804,0.7949733165323404,0.8050722942463291,0.8308607794301675,0.8396661685188336,0.8156348305978881,0.8321446913911681,0.838676301151736,0.8151078217305092,0.8056985678279638,0.8361457766546079,0.8645493684681519,0.8489577673602757,0.8414872853381115,0.7658214480633146,0.8221765008184821,0.9139279962933521,0.8490281030338496,0.8164317990195274,0.8493100731803956,0.7959178315307455,0.808176675920596,0.8312592259585252,0.8024620946855295,0.7998135188981879,0.7925970755172567,0.8164534177126734,0.8175064178675138,0.8334184726466901,0.8071788941886245,0.7998503100385572,0.8161448988813532,0.8376295164587292,0.8382197867336539,0.8317576998119016,0.8375333078837931,0.8369947230385871,0.842072191896463,0.8449529041525742,0.8367719365318521,0.8405741802216763,0.8430100619402011,0.8382374707650799,0.8395123678822956,0.8432714849419559,0.8554565544494657,0.8187954404747403,0.8195976027942885,0.8388001239864245,0.8307434615349703,0.8855175692644506,0.8054999106990198,0.8695587556266399,0.7451198779880989,0.8526998656922723,0.8443735835319635,0.7906884431736145,0.8476287566378701,0.8333626564031512,0.8397149972485137,0.8246923575139987,0.8358815022580179,0.8242264888806276,0.8178871771730578,0.8246443105192935,0.8533721586162555,0.8697601684025513,0.8328413437739371,0.7753705425655245,1.0000000000000002,0.8205867559730948,0.801686820271566,0.8302648011359818,0.8213878253343939,0.8257047743359824,0.8327044458238473,0.8252806586264457,0.7783732240978668,0.7606726443446389,0.8863856142830534,0.8126749222039701,0.7943608057178546,0.827800144022143,0.7943119370207322,0.862232624260435,0.8516079348044688,0.7900776693594656,0.7803581647767893,0.8756953847633131,0.8083092052385962,0.8205884005724297,0.8181270486311016,0.8138798657549919,0.8097584061309293,0.7749634014696196,0.8215454031611404,0.8139298870165926,0.7965912754454438,0.8123882003817915,0.8077566130632203,0.8092456278028021,0.8410383632928523,0.8006226337461374,0.8515221298885304,0.8159334823429635,0.8707016441752288,0.8009715308658886,0.818188611970123,0.849643325921982,0.8345681297436338,0.8511462406569311,0.8326622953680297,0.8157063593430449,0.838821847219351,0.8507014359781283,0.8245711825312062,0.8107713916292298,0.7926960741390106,0.8358069505385557,0.8217534108534995,0.8286440610474457,0.7953284433431256,0.8012645889498997,0.8493325431723332,0.8127511242946528,0.8174256721127159,0.8177420012446351,0.8152859280802122,0.8125880713158485,0.8062284678228384,0.8161449910430476,0.8127818490149643,0.8501831103650975,0.8087593951287386,0.7958841871976384,0.8642145102278943,0.7904513283853281,0.8327940165200209,0.799441784964972,0.8171461364780628,0.8179145978913983,0.7996894003666389,0.8120791876937762,0.815368677647056,0.8250436900771015,0.8179261247621936,0.8155512041181681,0.8225970959863188,0.8273924948135737,0.8178903824544733,0.8107313277102645,0.8293959861481239,0.846674702808862,0.8135961633159589,0.8122117410148095,0.8112464359661447,0.8344013770531634,0.8188317947769141,0.8338075950193413,0.8111010360629256,0.8648985020290028,0.8157246494859243,0.7624434822986813,0.8693723204708975,0.8084766900770969,0.8156940399383408,0.8158695033871324,0.8465770078696717,0.8117403086688272,0.831849516912872,0.8312632177667438,0.8233955648840089,0.8483446247987847,0.8822148525313733,0.8862312900503558,0.8064071939090611,0.7369998981298479,0.7978450536749777,0.8279054972853206,0.8145505440893954,0.8202488263929247,0.8442026512342107,0.80211632876018,0.8476357451980595,0.8028407915711893,0.8071342823516195,0.821459962839275,0.8140967991275453,0.8326522381663805,0.8417348329407528,0.8153546080581536,0.8140687315390632,0.8375947564573158,0.8349465832895502,0.8504165736217782,0.8179541690701805,0.812593039579374,0.8097208901034529,0.8195580106354108,0.8175760058533902,0.819544182987632,0.821372474497024,0.8473509349577553,0.8507238393881132,0.8814002878743449,0.7971403293927225,0.8520374215038702,0.8485607479984615,0.7997126962036908,0.8268403720560702,0.7425625799701064,0.7817142473886929,0.8503838567310025,0.8069201686502274,0.8294330312828995,0.8361416729377517,0.8170044044695356,0.8334982484209269,0.8393426681050297,0.8338379591100739,0.8100209440829196,0.8083300177181736,0.8108129063611472,0.8077128941921848,0.8245966788373662,0.7561012803961875,0.820443497235952,0.8312387507229267,0.8291515635172767
+GT,0.7947612245322425,0.8787402818071887,0.8253082283646043,0.8217062503293998,0.7828591407370011,0.8360996209433598,0.821678642254279,0.8159778960847337,0.8507922431090321,0.8326189664355009,0.8208534915655595,0.8429242444168706,0.8338691516453132,0.8256581042361943,0.8306257694523833,0.8210610704295118,0.8422133918158357,0.8366161428512259,0.8022667734662493,0.8134383806050248,0.8462170420852569,0.8220689678413876,0.8438159116784986,0.8335922964780147,0.8419587762192592,0.8116238878075339,0.8257068716544643,0.8439146061581446,0.8224114311537856,0.8364463931390974,0.844866769362054,0.8140404107067996,0.8153153693995696,0.8315733688832866,0.8286530652354405,0.827687032485837,0.9001086598091215,0.807208666391631,0.9019934817635943,0.8124057325273529,0.836271868885127,0.8356315946035374,0.8379219872833994,0.8458456962868586,0.8437397821334597,0.8379901689525535,0.8454409257987662,0.8472034085457331,0.8417202400054262,0.8234919791864379,0.819896828449823,0.8405900880598292,0.8234300985618804,0.8432761146443084,0.8255652806147593,0.8289493545856939,0.806962797290722,0.8054456713381761,0.8053347381451257,0.8043895089937829,0.8115894049489397,0.8140581287873239,0.8035367118635172,0.8108598516726006,0.8063550526191633,0.8057605661756524,0.8092255876666047,0.8123309357701668,0.8494973314637269,0.8914878223958161,0.8255296495654936,0.8038392937285868,0.8151303081175226,0.8011223577130141,0.8088081664976695,0.8803039836087848,0.7677005685067606,0.8458979107452278,0.8316936840751671,0.8440873075709519,0.7961333599298133,0.8364253516321472,0.8458765622912175,0.8207099822522156,0.8225833956040042,0.8395716642521673,0.8221684272655777,0.8131697953163468,0.8452519987921769,0.8317260995706248,0.791911283786883,0.7952542795012156,0.8205867559730948,1.0,0.8419929010855846,0.8189401300428705,0.8314237378718168,0.8144825478936146,0.8399999580516757,0.7813918444699762,0.9102439113904242,0.8168617299296229,0.8238134492064737,0.8154457006642608,0.8068260498952771,0.8234727423756677,0.7999019085984832,0.8214029308348967,0.8191325926765817,0.8088750453225945,0.7736200912733096,0.8284761916824875,0.817536555720205,0.8276488533007261,0.8275800446223088,0.8219290969252204,0.8169126155342972,0.7552171003558011,0.8107186587762552,0.808581326796739,0.7608690727871801,0.8063651453808246,0.8179442228321014,0.8160319306033524,0.8083407935544477,0.809441110042919,0.8405827447646143,0.8293835227126997,0.81813941694765,0.842581917346135,0.8225842355706257,0.8447287066252933,0.8401339940061605,0.8447194913280387,0.8161032818939921,0.821451616230092,0.8460945710835878,0.8472563140212664,0.8255525721677267,0.8169667849401637,0.8101584246191612,0.8988054173103796,0.7871631590179073,0.8336167339333533,0.8448536865347184,0.805703333376443,0.8381405483153616,0.8242816015012755,0.8253802341679138,0.8157252052504154,0.8201245914706307,0.8193158234163355,0.8138438357248956,0.8208651961297522,0.8206495491417816,0.8374305760037593,0.8123344529215044,0.8173818778242504,0.8285365496204948,0.7987517736940404,0.8307868231956519,0.8469189377327947,0.8258809238325587,0.8297740923979788,0.8062962098784365,0.822346584203421,0.8335702027171353,0.8356594110019337,0.8174105972203634,0.8167848380412409,0.8186355309035676,0.8158596485001537,0.8279781405361046,0.8135989619773187,0.8197708768639335,0.8206270834015813,0.8190793632265977,0.821623589772848,0.8239645373169202,0.8198939456192232,0.9040901810632583,0.8192276288872513,0.7810763283537133,0.8212331618845726,0.8394026196160199,0.7522318878166506,0.8354203237810813,0.818385415938755,0.821696976218493,0.8191441835767537,0.8416824760023878,0.8194032662634624,0.8370262445382983,0.837328756768307,0.824668152784781,0.8353456348234063,0.8556393436733177,0.8194501400898603,0.7771831540736478,0.7560929901025869,0.8446927653842452,0.8226187441897492,0.8231494515867471,0.8242138083075498,0.8149937647404054,0.8123932697857174,0.8289184723720741,0.800280843948198,0.926891838075046,0.8152810376499222,0.8128980650070908,0.8391186834029668,0.8281156439631879,0.8130903590225812,0.8139199113930332,0.8171852805879323,0.8426579450185994,0.8407008035952436,0.8269576446374207,0.8186710553498827,0.7580950251292613,0.808322986979679,0.8249024482357543,0.8378509392834017,0.8161317604895809,0.837150327103295,0.8447040579718609,0.7994453348627213,0.7998813194923725,0.8457286789779387,0.8366465655163593,0.8135391848337857,0.8171833759592947,0.8556248140307201,0.7436750206338754,0.8436351543222508,0.8119487816121457,0.8362063019036559,0.8425606159068395,0.8274432825405611,0.8413894075470396,0.8232029962904384,0.8244756292712246,0.8219637027786496,0.8108155405983063,0.8173892424377125,0.8134833707063186,0.8482107936195212,0.7798281104741901,0.8101462153357858,0.8206832786598345,0.8342165922855208
+Galicia,0.7971951713023089,0.8332462764734218,0.8176440930137738,0.8383656253387844,0.7799968593320614,0.8744576734915042,0.8457853697779634,0.8464926810750792,0.9779567838387982,0.8773016811906366,0.8745498438110989,0.974395736990813,0.8643567959442449,0.8502665282946313,0.9728815658347397,0.8720548675963411,0.8878574401600616,0.8775752321676047,0.7586449091303288,0.844008428940785,0.8311429653276048,0.8739644457533849,0.9652415667114691,0.8674018994128183,0.9714165844357695,0.8631209568442036,0.8788171256909328,0.8862542005762547,0.8733791074727986,0.8825380767470511,0.8869188780992131,0.8636637877661052,0.8701299954201053,0.8814052084578257,0.8317871432924153,0.8405895774669554,0.864004351611868,0.7831090104105598,0.8699898015596628,0.8084452560851834,0.8690873414042263,0.8691842548196492,0.8698332368986287,0.9585468378577078,0.9803952106299937,0.8810913985512215,0.9823761958264201,0.9799376257286468,0.9654845674625174,0.8744065127630213,0.8675766385935749,0.8853867759696732,0.856681417079348,0.9722580095145749,0.8613452512693875,0.8807251727429496,0.847336006604222,0.8497448062707289,0.8430053421689752,0.8451237675078884,0.8483393322167343,0.8517153065685854,0.8432317947796839,0.851748871359179,0.8452241227484245,0.8411356920101025,0.8486856833111668,0.848750336108139,0.8494825481313087,0.8357593772991369,0.8561662283114673,0.8421086185344279,0.8716892166235283,0.8299730689302539,0.7644037268992152,0.920559277502847,0.7449404495609643,0.8898420656915609,0.8780271531331225,0.9646786793209229,0.8083027085078062,0.866612324816116,0.8927610904602744,0.872882378638,0.8764199291466468,0.8692771409398414,0.8722064453432951,0.8691493284578065,0.8874213308471486,0.8345092700100942,0.7929819133174004,0.7574587159901023,0.801686820271566,0.8419929010855846,1.0,0.8762025203371303,0.8572684075302069,0.8711385153578326,0.883908324632076,0.7415963729351489,0.8508858053457764,0.797408562651943,0.8031551618132591,0.8645942934033287,0.8452265809767581,0.8759001422540847,0.7712286093768479,0.8333562098209714,0.8099745350898306,0.8015846912399913,0.7184337821911079,0.8551792814481811,0.8504870750530246,0.878623649841429,0.8568142776436306,0.8491679678827447,0.8472110115734194,0.7791469031244431,0.7644462354347259,0.7631848315869953,0.7562845992008299,0.7966652833058963,0.8432373299064561,0.8403071053876766,0.8509352767803473,0.7561105155396757,0.7988234532764802,0.7931048476152086,0.8325478585249505,0.9722680390284693,0.8765761293937161,0.8843346230188799,0.8867291446426111,0.886056660919126,0.8719592713435335,0.8725289375640428,0.8935272578208138,0.8913644084330392,0.8743981545089661,0.8396948254731704,0.790003882590001,0.8459121446197484,0.755063897855087,0.8752573974784057,0.9760019379829225,0.839449688493629,0.8779057456409622,0.855644257232412,0.862447178109603,0.862886164345519,0.8506258593364271,0.8714352200806895,0.8496957199539374,0.8428838244965341,0.8489751392960285,0.872923730519491,0.8452011700389968,0.7644209178572968,0.8406513658366754,0.8022816809885693,0.8405788400150294,0.9743786055457203,0.8556929384664909,0.8592004370672902,0.8449173812941446,0.8573793055544808,0.8565909744190647,0.8705653960120004,0.8664417166842061,0.8643510009187643,0.8690984605089481,0.8731253091187627,0.8565036399593835,0.8431630371759415,0.8781383840435744,0.8561011066946134,0.8483034778231135,0.8454135678870152,0.8582376220025767,0.8766501258503231,0.8351699243574757,0.7862510790586282,0.7428029428460903,0.8336265558832197,0.8054083675010429,0.7359989984276749,0.8525239317574757,0.8687413040293313,0.8526122428511487,0.8660671606647534,0.8841622941352753,0.8711643196909723,0.8808334815212816,0.883096349783447,0.8778515494415476,0.8682216240767754,0.8400404633102422,0.7901284613562954,0.803588421166531,0.7535180685831637,0.9685035381072151,0.8744179227338541,0.8587434528921141,0.8772777691073047,0.8505467265192237,0.7865921450580257,0.808174771978428,0.7476973261668599,0.8415393097412285,0.8627403129385901,0.8622761736456094,0.8837110138167303,0.8640645896396173,0.8593830365268967,0.8647445406943775,0.8599631886958327,0.8868981920156153,0.874773855443082,0.8539809893483126,0.8470439092036105,0.7296985015105031,0.8173213511659408,0.8506955465071985,0.8606681414920228,0.8631796100905177,0.8827383303663738,0.8887085849359324,0.7919472364623685,0.7662236496293529,0.8275308518389494,0.8759431048528866,0.8491379124995772,0.8761834193488072,0.8433335174099345,0.7256936648381507,0.8881516158832703,0.8494584486430862,0.8836267477629809,0.886674906624619,0.8578239777987661,0.8844564063509837,0.8670647038686743,0.8701453444566655,0.8570015600417084,0.8335839395413406,0.8487667675009253,0.8418689375822511,0.8385754126440709,0.7602503582812137,0.8647881245031033,0.876735251019808,0.8774622022570724
+Gelderland,0.8253325927151234,0.8021118201642047,0.8683310351130598,0.8887972452373596,0.8060959553246734,0.8846386165943859,0.8891374900907444,0.8856050649175873,0.8872405593940842,0.8918197138131483,0.9105479540176036,0.8828885240394307,0.9069578488342637,0.8922445725245434,0.8643548799586329,0.9113555475508487,0.8741169701414462,0.8612853502312614,0.7792526757348953,0.9145843913552444,0.8341237223799924,0.9312511602087731,0.8845307744384416,0.8774952481102616,0.890500789702522,0.9071765333084332,0.9355796657426081,0.8689517138109314,0.9142050191667471,0.8675342939453289,0.8672093734051436,0.9229095417426774,0.9107116988778068,0.9365908529559013,0.8862786589312238,0.8908548171502316,0.843748329233382,0.8064310724703352,0.8539816579399335,0.8383191788897106,0.8790165645875638,0.9140640354271481,0.8826304347441599,0.8652512381795033,0.8829287070729777,0.8667081735801684,0.8844598201364876,0.886784328014271,0.8829483415324522,0.9168374157485278,0.9111258145648656,0.8707244582660302,0.8992609024662137,0.8827201251129495,0.9066313929548956,0.910367908284272,0.8862101109921678,0.889331759807435,0.8827567680229341,0.8822738760572023,0.8855004032697106,0.8922567696394221,0.8820187287911728,0.8935612661464307,0.8837002063462167,0.8794708136154732,0.888000757908104,0.8868835432358756,0.9093881855887139,0.819924756059138,0.9002173257683681,0.8813703884714633,0.9903947082030963,0.8913468712562991,0.7798073760484467,0.8760158256654976,0.7519090686715665,0.9084143552036571,0.9315605192475422,0.8718156265357213,0.8740622745695145,0.9133228927970813,0.8827934622156594,0.9538483175962184,0.9932675885962158,0.9092758330022865,0.9135431307520979,0.9861747911356546,0.9050117871251638,0.8910268696109692,0.812755106399864,0.7859150436829497,0.8302648011359818,0.8189401300428705,0.8762025203371303,0.9999999999999999,0.9013842360868626,0.9845665081726946,0.86791305401191,0.7784839811522395,0.8342992693452818,0.8258221473463854,0.8483217456988652,0.9080448301790857,0.8939354563619415,0.9338263115157343,0.809648162325045,0.8758041641451073,0.8473806105169625,0.8403842260687263,0.7405680727087114,0.8762121248609321,0.8926106785999159,0.9187630899979418,0.9018626440559405,0.8926351572347055,0.8917030690377499,0.8433692450460576,0.7958438533930301,0.7970585746025863,0.8026025951231973,0.8370755051265143,0.885754646674431,0.8835762873721934,0.8887389586079958,0.794675825941484,0.8318206477810091,0.8244513382485976,0.8826892812027135,0.8863283175502045,0.9115552759813828,0.8996885345677597,0.8752251119201393,0.9004677926679392,0.9866988304520549,0.913504871640098,0.8824318103492664,0.9126272192570694,0.9163498972399833,0.882347300976179,0.7946099868325388,0.8220594436299468,0.7909881944586645,0.8588704598762116,0.8870868529656578,0.8809378686605411,0.8910325968412784,0.9013543809019936,0.9084290037862646,0.9205552268473823,0.8974009779698022,0.9080282011002817,0.8993047130213343,0.8874305595417621,0.8913380848953238,0.8835300610982801,0.8843427955888385,0.7920813038879007,0.9576943414439977,0.8234225785159209,0.8925279033829061,0.8920758914978755,0.9000811826172466,0.901181858748886,0.8904828612864248,0.9029954832746634,0.8921567180313468,0.9168857604260645,0.9265188245406732,0.908084051594547,0.9295535369479168,0.9913193359029254,0.9002892291143649,0.8883484796646315,0.9879079518129104,0.8991930740507813,0.8942385397748546,0.8857924917086568,0.9021287388956134,0.9943440888535219,0.809503307683138,0.8205770305982165,0.7753855505808136,0.8726877854717359,0.788239017525963,0.756619964026931,0.8431319789313855,0.9110698108196905,0.8979210194118684,0.9093994927409486,0.9027165136672272,0.9121230748670582,0.8582142207894708,0.8663759095159432,0.9155558804115442,0.8786089275202923,0.8795670902930989,0.8206009214675543,0.8568401362718733,0.780822806392875,0.8799226558953466,0.9336026699542851,0.9020060951448686,0.9166335735575404,0.8913175986581311,0.8231201674146295,0.8644725747754648,0.7676548709116169,0.8119541712158754,0.9195985300623559,0.9183384644847353,0.8665671324602241,0.8698671988017336,0.9163921686740405,0.925138898791681,0.908704649075651,0.873827852913351,0.8877090690871585,0.8980053422690027,0.8909424738143946,0.7657381841458161,0.858402181519977,0.894618948875623,0.9009170658635498,0.9202031903091202,0.9049780131282288,0.906067240122928,0.8335652720105088,0.7910340887497531,0.8743536170646082,0.8893315097450876,0.8950440186905979,0.9937848747099065,0.7914382409656925,0.752239241012186,0.9063067846479383,0.8942219676930168,0.8625322335272702,0.8689978946021027,0.9040423564891393,0.8731260703013799,0.917596638163768,0.9204792007238223,0.9026821671728177,0.8743300935574148,0.8944414448579301,0.8793731542620008,0.8750652436304384,0.7868232371051517,0.9795057541401887,0.9900109638037897,0.8577419126999222
+Georgia,0.8188749687848877,0.8142305372318369,0.8501753403957534,0.9189022268810157,0.8011652725118815,0.8743201249344692,0.9877400334265036,0.9741020718186654,0.8665946283250286,0.8764042770435236,0.887106339272429,0.861163242053006,0.9837680526842573,0.9860730073885133,0.8456266614802367,0.8842487296845221,0.8639903497976731,0.8567622160760494,0.7831334215171978,0.8710834707115555,0.8504915099000256,0.8922088485126911,0.866563850684285,0.8662345941895883,0.8648745147848322,0.8784225104497009,0.897218316882679,0.8582847777711613,0.8873782287959224,0.8551517284619087,0.8572556185383114,0.8839536634860794,0.8839027418602475,0.899086358994017,0.9230574512640575,0.8675856694591685,0.8563848996302703,0.8113042544248092,0.8531144009502258,0.8454709705536422,0.8705549012999135,0.9790885547099817,0.8727659763812241,0.8569142151720531,0.8623400225402891,0.8561420579443288,0.8626642503173683,0.861283274391931,0.8624190770976371,0.8896168321239913,0.8840121868953124,0.8635171974648171,0.9799285160438932,0.8622777452018396,0.985051902530345,0.8915617910714971,0.8993211087334023,0.8994136216293275,0.8977297525489043,0.8932034882424187,0.897700576573979,0.9044984718312339,0.8940868324156943,0.905463408837086,0.8960548947628884,0.8963357917412165,0.9021704547393616,0.9029000506876595,0.8745548223953213,0.8430159499461125,0.9887021368991906,0.8972863851167705,0.896544195411571,0.863267598150355,0.7931862439486688,0.8594187038759229,0.7716456039702205,0.8929428160499495,0.9401237834488247,0.8559480019761498,0.8438897863815391,0.8903123444930544,0.8748375184527067,0.892265750534583,0.9074392249394252,0.9893122244140952,0.8862664578421579,0.8942125638658552,0.8926907475915057,0.907511666258274,0.822285463955961,0.8126282360539414,0.8213878253343939,0.8314237378718168,0.8572684075302069,0.9013842360868626,1.0,0.8982114928716084,0.8549733303033086,0.8003799098803006,0.8500384903759645,0.8314465815167847,0.8361814967982187,0.8821342034538892,0.9629813043717231,0.8950178560943493,0.8146409876076458,0.889764134530482,0.8558301165691192,0.8420878373576405,0.7518197484451206,0.8679822394499422,0.9759320509537521,0.8942051710440218,0.9855001905831741,0.9859158476161459,0.9816981798100858,0.8293883866396989,0.816200988985622,0.8083227719843897,0.8028452142812018,0.831857916461242,0.9774428258178213,0.9832021941405878,0.9036878053536147,0.7953741597495307,0.8332411285121458,0.8264857047257511,0.8603152759895523,0.8620148890164772,0.8887988305605794,0.8875080082782565,0.8634443903093374,0.889526993400471,0.8970461298823691,0.8866904969870124,0.8765233416960849,0.8940673991921498,0.8903719477585661,0.9814585620507517,0.8050672853245198,0.8487052049106776,0.8119169172260466,0.8528881349979355,0.8657356263766918,0.9695542771900914,0.8789813734201163,0.984566808386269,0.9827929192911381,0.8820955609312837,0.9836241267737357,0.8839455822168465,0.9773624479294124,0.9857152777951691,0.984923661627084,0.8717016151845676,0.9758682632603289,0.8169282638147211,0.8734006727926754,0.8345778091734871,0.9145746119295378,0.8665582709341486,0.9865108920871103,0.9776549785907731,0.972786884155463,0.9778570867417364,0.9795257880147784,0.9842144989634377,0.8869511515078505,0.8807043273790672,0.888947950265027,0.8985298326340185,0.9902953239709641,0.9770409854643621,0.9064069902581561,0.9180906671723815,0.9859287522736874,0.9830197185112719,0.9825110239039383,0.9016657729494826,0.8196049574072812,0.8389920126214726,0.7823540294577596,0.8500908318657675,0.8385590977443886,0.7704630263002189,0.836794383259777,0.883467242327696,0.9861303130682438,0.88295820505884,0.8876076435179898,0.8861579366492255,0.8488418401845943,0.8579494862462523,0.8923546925194208,0.8703884555593018,0.8557824733747978,0.813851534646433,0.830058152555713,0.7883431923442241,0.8576088531498087,0.8956204230260846,0.9817210455915015,0.8906333066900467,0.9034090232792269,0.8146123387036631,0.8718230041490235,0.7709084330625292,0.8396663793798348,0.8835742922718308,0.8805855424718085,0.8577736557733184,0.8656436052060276,0.8789549800282788,0.8867209765988391,0.9252364883165027,0.8676461171488677,0.8774490193681457,0.9909944239442732,0.9792004744034221,0.7799295693016598,0.8384296374860895,0.9905447558394862,0.9866562632399425,0.883164001521201,0.8851021526370992,0.8909940529324023,0.8313270271132464,0.8235542218142629,0.9536864039559968,0.877005518370545,0.9715027164339065,0.9037555387597868,0.8237746703331356,0.772522020103931,0.8898760885688974,0.9722835316251772,0.850582365051481,0.8570218187031082,0.9903775038589491,0.8593705858434214,0.932454372852173,0.8880234574471804,0.9790348226861485,0.9773546934524131,0.9808690867482296,0.9729643749454076,0.8868086268253157,0.8145978879625007,0.8894715135203626,0.903577423203538,0.8500881421231162
+Groningen,0.8189768541162548,0.7991371099963054,0.8641664476409873,0.88533201384114,0.8000862563236808,0.8804094521687105,0.886156534134584,0.883974353391179,0.8808203713303174,0.8871419817005902,0.9049507665852811,0.8771401973698735,0.9042900144323628,0.8890491748788757,0.8592263519277058,0.9052470884959903,0.8704681335279765,0.8579541124901794,0.7757259822491445,0.9082891578663801,0.830937003791386,0.9248992848655504,0.8790825404401315,0.8728697257280178,0.8847813167487326,0.9006260580774244,0.9294880851397042,0.8649634039584823,0.9078459041473874,0.8636138741061564,0.8637240175544779,0.9169777357313569,0.9050318591882818,0.9298587957677592,0.8823538705336382,0.8840735940468171,0.8405915938716573,0.7993915725369057,0.848853751049613,0.8353403593573171,0.8738143501602847,0.9101829623791357,0.8771894056070745,0.8611509336782264,0.8773087837039186,0.8633608424567898,0.878402077724787,0.8804217203521018,0.877795255219147,0.9103818356317283,0.9042830682716808,0.8677881864167795,0.8970821660915206,0.8769860194811308,0.9035637492735179,0.9039064649122512,0.8828907721817156,0.8854145215387456,0.8792556700928369,0.8787846642123469,0.8815723804733986,0.888958032362975,0.8783562775051819,0.8897424196413621,0.8799277210449912,0.8756887064430865,0.8843668277172229,0.884127924777666,0.9026815522863709,0.8154362822575937,0.8971032423847877,0.877800577752653,0.9921626367690689,0.883882893131422,0.7737247598240172,0.8696588105636296,0.7494452035124178,0.902573571168745,0.9274064622092754,0.8657545852757582,0.8688970908826403,0.906407249414635,0.8793028895322306,0.9451313461425925,0.9853434128639597,0.9057838923302177,0.906779097411921,0.9887820946956473,0.9002344434596055,0.8864052730238415,0.8088355746255577,0.7822613862586192,0.8257047743359824,0.8144825478936146,0.8711385153578326,0.9845665081726946,0.8982114928716084,0.9999999999999999,0.8641082112043071,0.7733003298064113,0.8298936137546443,0.8214866174567879,0.8418660128270744,0.9014893441612029,0.8901252713631117,0.9273667756670574,0.8022295973311344,0.8721549917975493,0.8397168149869629,0.8356521719280728,0.7339123050368628,0.8717043208334881,0.8903225080368713,0.9125329283709293,0.8987347908589873,0.8899521522630517,0.8890619091394996,0.8323916623310245,0.7908104874695833,0.7908327068376322,0.7968272787882897,0.8284138481202377,0.8830124308606455,0.8809375744965031,0.8855037535536578,0.7860173202964674,0.8243304327264168,0.8191155471096678,0.8756011407336349,0.8794009132745538,0.9060898865809449,0.894496283274049,0.8711565940808474,0.8954665218604793,0.9760011103246164,0.9070813296591721,0.8791376904485503,0.9064944096494515,0.9100332805227446,0.8787747149820546,0.7891822462530895,0.8202412868874037,0.7849217571416082,0.8555003096579319,0.8815221906462011,0.8787909389628539,0.8859251323804277,0.8981326247627812,0.9053577554039837,0.9149710414805423,0.8945394143629412,0.9024044415989033,0.896100046347832,0.8840544229342401,0.8888389947324167,0.8787269760670783,0.883166665155479,0.7874659421580713,0.9490326513144788,0.8223817593136354,0.8879150447329954,0.8850994592666187,0.8971420623144299,0.8997553418954592,0.8879689160579571,0.8993994591393729,0.8903955767251602,0.913199675398362,0.9212553426264747,0.9019419028927478,0.9229686648342084,0.9795996533135145,0.8971924848422251,0.8858616552152403,0.9799012126808551,0.8946764638929965,0.8911363532740232,0.8835009789791504,0.9001535491898375,0.9858071062369289,0.8060976096460021,0.8162990192200018,0.7704010421797638,0.8656598990791095,0.7860405170580107,0.7512725759606509,0.8399264293218137,0.9049553161456003,0.8947713638336128,0.9027939733351749,0.8971676356419261,0.906204084156032,0.8544875568875784,0.8629177290385919,0.9093382447061531,0.8736938335115303,0.8721916944478139,0.8167507423009274,0.8473109699058354,0.7772902720385086,0.8735029650059035,0.926904042165772,0.8994992720940929,0.910487020796702,0.8876656274195837,0.8147402675895806,0.8578856424625197,0.7612830380564085,0.8093228638974891,0.9136877018682708,0.9130191362125203,0.8630214852093797,0.8656688264748481,0.9108868187586582,0.9194501259750928,0.905245527534186,0.8701652044889153,0.8822920133231331,0.8947913647894868,0.88835001482015,0.7591798521843349,0.8497746422125854,0.8916055939837789,0.8970406799683842,0.9145206294047682,0.8994302512522773,0.9004645715992105,0.8258803104216133,0.7886175950856703,0.8711007971458565,0.8845239988782801,0.8923815350813965,0.9851240577098745,0.7913552297746294,0.7461080382095151,0.9007333812086884,0.8922361983749093,0.8587372528509163,0.8654907937086553,0.9007176479980354,0.8689854569237867,0.914107479567433,0.9138208901460847,0.9000166294404153,0.8719190917776795,0.8917935814311407,0.8781747232713858,0.8680549583604729,0.7827853511504695,0.9701443075208902,0.9811262377459038,0.8542165440096364
+Guarda D,0.7986281010028912,0.8374461657479221,0.8287086533608073,0.8436828162124267,0.77942369993913,0.8910877056368235,0.8498085777196247,0.8465315016181715,0.8831081820683249,0.8882916180467277,0.8713322179600228,0.8772175796027125,0.8578559397087802,0.8529692009816128,0.8714411461399522,0.8715083822264088,0.9867726864744054,0.9754697598949463,0.767713507533139,0.8492073645133693,0.8823285953803833,0.8681785742441029,0.876891856528822,0.8904524612955343,0.8733603525375985,0.860378996814654,0.8725278718384225,0.9829748988208135,0.8731458397715938,0.9808862032317707,0.9884978123401091,0.8579966113895814,0.8653039927578716,0.8811903434256916,0.8341427485252144,0.8410277248488744,0.8577638170257905,0.7805321239338853,0.8546843335016511,0.8374590887255433,0.8907745524509332,0.855112268536994,0.8873927960885203,0.8762365475525206,0.8832135867835611,0.9872792142156552,0.8822790367800494,0.8806003194220612,0.8728933626169272,0.8728056485365728,0.8708651224649328,0.9875825941504116,0.8506608917402452,0.8781424427154569,0.8527191899579762,0.8886196622666958,0.864435756826984,0.8628335429720132,0.8627234429552537,0.8643101380700203,0.8702245011581232,0.8689675363201894,0.8625918843233094,0.8674801695940246,0.8667472846455176,0.8635671438957208,0.8674517048281064,0.8701419810022087,0.8463464662439272,0.8226604195931548,0.8534917180687472,0.8628681681155279,0.8667593556179621,0.8348009869619049,0.7808334645953312,0.8696977474186462,0.7473736572509925,0.8983966995550338,0.8773136613081272,0.8745723519633466,0.8049480036522779,0.8669254629891547,0.9765127924521868,0.8706083471308959,0.8703319356246861,0.8633361165676378,0.873582347416099,0.863398544642639,0.8991078824493409,0.8404065716914404,0.8017361358661701,0.7702612140546553,0.8327044458238473,0.8399999580516757,0.883908324632076,0.86791305401191,0.8549733303033086,0.8641082112043071,1.0,0.7661509842945712,0.8365832484442217,0.7933723355152629,0.827515254563904,0.8649148244918149,0.8337618997476913,0.8686405137386041,0.7680534529997911,0.846832548531865,0.8223819283299018,0.7970712241743062,0.7347269725723754,0.8752074551401723,0.8481135298967705,0.873566593683768,0.8526805035525606,0.8494901881699299,0.8469255708510326,0.7555778294717049,0.7824207245425181,0.7839745310471795,0.7631305438740599,0.7990611119583763,0.8436809855414612,0.844286635574647,0.8687850424067487,0.7595798319901919,0.8185806507630895,0.8055069027221232,0.8340121528249718,0.8772389045476006,0.8754867821349428,0.895349369346719,0.9857329889662945,0.8973130504941422,0.8673061856834063,0.8719347279472034,0.9814307502741071,0.8973803412151345,0.8775658170745598,0.8434143163046252,0.7954847466547538,0.8405045549193769,0.779244994188872,0.9715655108943525,0.875713969472211,0.8416843963319022,0.8942801807037495,0.8495317766571869,0.8550362225739143,0.8603817747490525,0.8493249495262227,0.8681618737516851,0.8426408332010925,0.8475563225022702,0.8485574194244755,0.8929436643010259,0.8464456022255407,0.7710058756931275,0.8403661722201831,0.80660344273975,0.8432055198587908,0.8791181265309818,0.8530311030348178,0.853808723617379,0.8407294578272068,0.848474634486925,0.8570540444185252,0.8607887829949168,0.8605522190637623,0.8682874823051836,0.863558631249479,0.8648129962495988,0.8540731807693288,0.8441977775309704,0.8678936973229677,0.8728509114700308,0.8476771924407133,0.8484779185769087,0.8516061600198604,0.8713528999350592,0.8308718378448481,0.8005947164148912,0.7638036294366981,0.8506283599134458,0.8171139868160496,0.7607079869793651,0.9513873311744059,0.8645047280336773,0.8508626888402716,0.8693649916645936,0.8941060197858753,0.8697920804717176,0.9859388807597477,0.9808353531590972,0.876481131087267,0.8897082882389458,0.8640933553627574,0.8105427161330713,0.7851113141428211,0.7466062267162802,0.8764229097488033,0.869133437540845,0.8530934545931608,0.8750226242502988,0.8707731754561663,0.784557665876841,0.817929108686129,0.7630333740237958,0.8383230149105302,0.8612608362788108,0.8581106963497745,0.9858086857372952,0.8855601563774053,0.8580985656358803,0.8581086908124393,0.8668427972560161,0.9811805717768542,0.8920270964688471,0.8531613129088781,0.8494611470152514,0.7577709467835644,0.815282658065003,0.8525350398003202,0.8567179053429752,0.8619240783039479,0.8919646262194649,0.8975824528711185,0.799597696317517,0.7790171413109672,0.8331408827973165,0.8918129403368639,0.8412626881157407,0.8650118212978561,0.8182046365543604,0.7502542991222176,0.8979389991655121,0.8466804222358505,0.9809089731933721,0.988296128784319,0.8537819405284801,0.9916767217471671,0.8715106205547132,0.8780459255986937,0.849288590547363,0.8410290312033548,0.8467062480997889,0.845457264477349,0.8419512216700519,0.7672700897307102,0.8587256309278068,0.8685613738275957,0.9805029984265955
+HK,0.7403284689183037,0.7975555915553914,0.8270060275562261,0.8310930660991338,0.7385051915732083,0.7887878109392179,0.8007251819010114,0.796890706139442,0.747926282414278,0.7864785844651984,0.7597848351271886,0.7413223711621145,0.7962586368775861,0.8022896833597457,0.7386647747711372,0.7550814551588364,0.7726207705896221,0.7665227696826868,0.7531768067860778,0.8080779321194501,0.795859644243718,0.7632863385959177,0.7452344164504868,0.7797811953720835,0.7360604451225522,0.7485939149327127,0.7678198703013367,0.7785049661864005,0.7584061820264804,0.7682895898668414,0.7715468662033421,0.7530464700265407,0.7488505153426849,0.7785648550650873,0.8345440403473544,0.8061545633156627,0.8076266861279067,0.7394157580382107,0.7684223141443352,0.8305456620226861,0.7837913175474857,0.7926125898123236,0.7920517709919179,0.7430560909343898,0.7511007007505756,0.7704275767676314,0.7429679135180937,0.7406404222725899,0.7371705729382476,0.7594969411885237,0.7611929785429475,0.772935677265799,0.790039572009135,0.7454322105144334,0.7991513886108622,0.784166325332048,0.7903697873797186,0.7837538643312144,0.7891803953102746,0.7910751468188486,0.7921412706436605,0.7992198560394751,0.7912156397700102,0.7950492359089056,0.7943208475302159,0.7905323463415855,0.791481744330309,0.7961185388274352,0.7930903021261806,0.775639299263255,0.8030676237111379,0.7951417365891267,0.7797530314444674,0.8110028371229737,0.798958729930734,0.8117047133908977,0.6674984469402285,0.7934532644176377,0.8099616643258802,0.7381921723697192,0.8098899488277358,0.779954454833689,0.7848311537655447,0.7670487077819169,0.7855190583008266,0.8030631504893961,0.7593791239907111,0.7737797733858822,0.7944493098674412,0.8371682652144385,0.7568445628501288,0.7548447312310308,0.8252806586264457,0.7813918444699762,0.7415963729351489,0.7784839811522395,0.8003799098803006,0.7733003298064113,0.7661509842945712,1.0000000000000002,0.748439717901296,0.7271330092960837,0.8317580742179591,0.7565438790058742,0.7862677214323547,0.765566627015786,0.8041141274198694,0.8204980893184705,0.8341592243989139,0.7534186613295898,0.7858127256446735,0.8176048059986595,0.7905216352039136,0.7647449709603149,0.7994219988509033,0.7980374911230295,0.796365591834336,0.7740366639411338,0.7949607393081582,0.8094344234596982,0.8302123616845263,0.7787859459353262,0.7927689751111163,0.797707593273911,0.7963915868754285,0.8299786153751426,0.8273726804806965,0.7729433336127135,0.811662840287335,0.7407811519746202,0.7622303700348355,0.7896065984445167,0.7733379699049131,0.7954016134001012,0.7797120177808742,0.7570175462042837,0.7812180391731077,0.7906645471521891,0.7676227967653736,0.7993085523228322,0.7576329221699354,0.7998946931693451,0.8836179230850703,0.7707366136064439,0.7384197992097395,0.7887507814779918,0.7914592799888417,0.793027966158542,0.7981848985909636,0.7544614391140638,0.7977191688899404,0.7557435026797059,0.7904335446260666,0.8019834638021773,0.7967781285416174,0.7838184315319152,0.7942264814426375,0.7806760172256785,0.8086556116227418,0.7497321159250776,0.8102025939584159,0.7369261012797818,0.8002218137973203,0.7999282692692548,0.7870942058678702,0.7954728955675575,0.7932470880088973,0.8020060241054896,0.7571569462784539,0.7591794870385364,0.762104987149683,0.7742635824570321,0.7982193187069239,0.7965898992784561,0.7778776335206374,0.8153717875759153,0.7965568625948993,0.798155156180031,0.7942023995715604,0.783519700907715,0.7839624028090925,0.8307635491650047,0.7561355202841149,0.8001058589647616,0.7821189078904403,0.7597210796371346,0.8051321869855378,0.7515905538071254,0.7964890787167329,0.7600628804776359,0.7865784425452174,0.754583377494794,0.7710688150104725,0.7694296603254251,0.7680080486482433,0.7871656918822825,0.8221120733939603,0.8136248962544376,0.7641282759240301,0.6977230291935974,0.7401824818501664,0.7679830757151312,0.7953697650662102,0.763496714750453,0.7980181947024027,0.7783307096453896,0.8861886185681725,0.7570310120618381,0.7723292897947269,0.7634864424154967,0.7506951412288999,0.7715260285733629,0.787444083064157,0.7538889336559567,0.7558782960446736,0.8086398965848405,0.7779272362434195,0.7895673862183353,0.8018983070620119,0.7964728675273547,0.862925208942822,0.7702491606425274,0.7999771456933309,0.80074415393808,0.7585179377042166,0.7896347528861585,0.7912068686005536,0.8227699979360958,0.77355736764131,0.8340554861049977,0.7866399656529794,0.784094569034126,0.7781015880948937,0.7055684068353537,0.8315803441466122,0.7905140345530985,0.7904209472691455,0.7662865057415031,0.7712842995676423,0.7995654454181038,0.7669408590604201,0.8094987857195034,0.7823800956049369,0.7907457324705581,0.7951531662827732,0.79394589363632,0.7943062312294906,0.7854747309075287,0.7329297811789455,0.7700345062344957,0.7797374809423052,0.768514446883747
+HN,0.7935412396834028,0.8344240130631632,0.793583405803404,0.8248232026261715,0.7804775897812127,0.8366327349577469,0.8373651757245422,0.8328156271648967,0.8636082843768571,0.8349079428320381,0.8347128980379888,0.8563275677217769,0.8550647754032359,0.840730232872424,0.8406411248592903,0.8345690554785014,0.8421748750580892,0.8381222036021924,0.7761757212144356,0.819955475460264,0.8373986832915066,0.8395720377070087,0.8573148838596307,0.8322794713018242,0.8584686050779755,0.8274939083257522,0.8429172014552052,0.8393985834535063,0.8366443609688007,0.8349805460557639,0.840032267729517,0.8321995574886799,0.8323983075905137,0.8444037082361492,0.8170388778843848,0.8135534972759536,0.8730567183278073,0.8114478465795592,0.8912889529426467,0.8053834564819475,0.8357393981378827,0.8578249564099021,0.8392016859416149,0.8548941830961843,0.8548041613111255,0.8351112998703506,0.857704308984957,0.8604165991217465,0.8574114159849523,0.8386162603415652,0.8321767148171914,0.8388720700129502,0.8433821964078799,0.8568913750341104,0.8472606985441208,0.8392532662984439,0.8119315855097734,0.8128074099649144,0.8096066247078724,0.8083915524298462,0.8144092121132906,0.8188247123369828,0.80684755613662,0.8166268455856402,0.8088107127900184,0.8089434253353582,0.8140211741608138,0.8164369809875847,0.821448830269783,0.8823820343585588,0.8440540764249846,0.8078216183538182,0.8292434465215738,0.806652939700324,0.7807461495899638,0.8490169233286289,0.7687845341497431,0.8511154452274003,0.8477651593510377,0.859710189780032,0.782483989727808,0.8368908514812414,0.8474185281510795,0.8329148511651406,0.8381585499818622,0.861458317873889,0.835531909356532,0.8280616520670285,0.8491563745516983,0.8141834422427274,0.7893897832846268,0.8016866702452162,0.7783732240978668,0.9102439113904242,0.8508858053457764,0.8342992693452818,0.8500384903759645,0.8298936137546443,0.8365832484442217,0.748439717901296,1.0,0.834214720372565,0.7837943145576891,0.8293295223874398,0.8312948859034784,0.8418940250573665,0.7939382390109511,0.809607019386371,0.8012493701927362,0.8168828180354584,0.7507376459179986,0.8337874821392198,0.8357199394008255,0.8427303925410766,0.8470253539106127,0.8395213223399305,0.835071566488666,0.7679538736574113,0.7957448639667083,0.7894752117606333,0.7596872217988248,0.8109205458096502,0.8356754408278704,0.8320230682317317,0.8138875783534325,0.7838386467344264,0.8169722552490587,0.8112676694908453,0.8033442963140014,0.8570209239212653,0.8373147448719558,0.8490130343325566,0.8394249368593105,0.8480251442015436,0.8304479924879582,0.8355986876063934,0.8480443415812354,0.8534614182733613,0.8385351185455941,0.8335626222430343,0.7986834824853511,0.8780189156068305,0.7685881032746026,0.8339492425415479,0.8593680316492924,0.8238513584332265,0.8392097360122279,0.846076768444491,0.8462675933629887,0.8317865386723332,0.8389990394924356,0.8321135505500176,0.8345474782104753,0.8365820829437546,0.8385535771924398,0.8368309427641607,0.8274953867031593,0.8001777905542237,0.8081899547915488,0.8125941558267057,0.8225894636060668,0.8614535343219557,0.8438543528557267,0.850138378672539,0.8268327671651926,0.8459535170112149,0.8501340285342237,0.857496478575013,0.8348928681164139,0.8290223495692443,0.8367592578037021,0.8318745673822853,0.8461852144435774,0.8298244774413126,0.8362786208145577,0.8259778768546819,0.8375896972100878,0.836572400363146,0.8438503843989583,0.8345501823411454,0.8660787690643351,0.8130411159472251,0.7557231076065267,0.8055104299871134,0.8327030474861088,0.756906342061319,0.818842732336137,0.8328621513986466,0.8413113354889064,0.8321404287786262,0.8469170868366015,0.8343368600053157,0.831931547253848,0.8359672050897807,0.8383169247699728,0.834834775852921,0.8265098913523549,0.7833048632163806,0.7926965064818546,0.7837596844238847,0.8571140025887194,0.8404751167456784,0.8437571823214916,0.8389453167871164,0.8189494159340254,0.8085923741236681,0.8092223352517118,0.773717493576659,0.909264273060601,0.8304545496678091,0.8299783923302826,0.8361082630893313,0.8263141657780524,0.8294173496857979,0.833066180059337,0.8283219141013892,0.8424587094385443,0.8428691112854518,0.8448847470495644,0.8345769259519557,0.7320783587004701,0.818245245592896,0.8418632542052176,0.8556330306308074,0.8312011378260167,0.8410314656560054,0.8490564678513601,0.7771896989436857,0.8046586194992604,0.8308260240634682,0.8375801221144451,0.8342909409795964,0.8337204900418816,0.8753459143344317,0.7378529967659188,0.8481598450453396,0.8289725873626814,0.8333796778442804,0.8397668519939323,0.8473059452780839,0.8396794626614241,0.8364975248608959,0.8331257377079113,0.8432601533720896,0.825028225017056,0.8356307969885133,0.8264736310444185,0.8358507735199162,0.7930662685838358,0.8254402285190797,0.8368566752114472,0.8300436347114587
+HT,0.809695207117716,0.7734723651101295,0.7900284993010673,0.7933886735666995,0.7665470441617102,0.8031608315150304,0.8172386468834827,0.810040147766358,0.8121642488424982,0.8044645227360657,0.8438889868744988,0.8069046189779637,0.834916410701487,0.8175578645402586,0.781991373020446,0.8431285128307339,0.800416918808773,0.7917877789049147,0.7762654689433254,0.8194517101192054,0.8143273256213619,0.835706735358326,0.8114916542120877,0.7981919169021404,0.8163647572247046,0.8380865969496215,0.8386326771750507,0.7927017336643438,0.8467398427702297,0.7919314337425641,0.7948866918092095,0.8278767261391785,0.845582476218966,0.8467229665018253,0.8050855051661674,0.7892463487891546,0.7894784809439569,0.8550211449142854,0.8367591165290359,0.7760628799507862,0.8008835648571261,0.8402648926831691,0.8047246011427147,0.7988466714466023,0.8027355877264305,0.7874091715543042,0.8058406759142589,0.8097496069476098,0.8131137084458768,0.8492456895693504,0.8398234734296438,0.7953633425612165,0.824526554489723,0.8053753976235027,0.8284137557508706,0.8348885268599627,0.7869006950642347,0.7910483516511934,0.7827351354391265,0.7830070441443677,0.7879443795844119,0.7925867058443093,0.7812920532570485,0.7916400586192863,0.7828364339316237,0.780807600961239,0.7884343120477109,0.7887846534988812,0.821194169693985,0.8358230172555953,0.8223845959272013,0.7792787845232554,0.8179077668724243,0.819371038466385,0.779988384052149,0.7931951820655638,0.7650144494305294,0.8252860196259373,0.836028794726871,0.8044820306777196,0.771334515150852,0.8603747219266157,0.8091742197719254,0.8256156127667461,0.8278187190944873,0.8389161556530184,0.8445479670487895,0.817628281188203,0.8220815500317946,0.7970702153454884,0.8062426994821971,0.8157328837294963,0.7606726443446389,0.8168617299296229,0.797408562651943,0.8258221473463854,0.8314465815167847,0.8214866174567879,0.7933723355152629,0.7271330092960837,0.834214720372565,1.0,0.7531410967060616,0.837133304367714,0.8214563539815638,0.8373550864193717,0.7843671574973983,0.7903550249307405,0.7830923567642047,0.8573536281394998,0.7510871908035143,0.8092500542947416,0.8155910632389015,0.8578104405731725,0.8267273479761597,0.8168595250954426,0.8105186900721704,0.7998193666987512,0.8076535665319484,0.7765338263156126,0.7665994857302034,0.836312208516677,0.8117425789802547,0.8075913881738923,0.7880606710082899,0.7993700643799263,0.821590003206895,0.8013054536985874,0.7763402533641799,0.8109372966227792,0.8451515565724871,0.8211113994220481,0.7971336163295686,0.8168647769095471,0.8199729980884837,0.8444783277314796,0.8084104918439611,0.8305635707724306,0.8444252254560287,0.8126956210010873,0.7867013152572977,0.8002895252611172,0.7509761711810721,0.7878844849503033,0.8127733428662963,0.8004094340354527,0.8074679313224701,0.8277648165508446,0.8285847253100873,0.8244481412967752,0.8202730091591212,0.8426948663909805,0.818040207766244,0.8145918959532207,0.8169962423814631,0.8045774113490965,0.8046034857708821,0.8116716831812189,0.7956123096576101,0.8196266383860488,0.8175487601496191,0.8181924320264099,0.8212083185984733,0.828548257528293,0.8074942964126016,0.828932766835824,0.8248530798343181,0.8443128948546113,0.8291397560986455,0.8341773292200372,0.830086402718766,0.8240662449582934,0.8259432349148184,0.8065755490048303,0.832875489682146,0.7973722102854071,0.816094919523388,0.811921992106509,0.8269683625040517,0.823453876207898,0.7949227210852636,0.8118336300872161,0.766457575202772,0.7849995433867304,0.7488281265097033,0.7436654675588124,0.7928805264473101,0.8461703869678981,0.8198483514697271,0.838420209100921,0.8207982734763285,0.8453942410497354,0.7805805405502361,0.7929834178033015,0.8447871801693909,0.799834857147423,0.7968917363102982,0.7825917700899192,0.7884428245078682,0.8256912135039991,0.8052555362162451,0.833554235533434,0.8232026369370712,0.8489484450183812,0.794620403467304,0.8103124955507305,0.8133487220320009,0.8158311144374606,0.8198800514456311,0.8209204734680248,0.8245494395673442,0.7903032877957099,0.787182005005863,0.8201697364089027,0.8263671699561114,0.8075868319640629,0.7982152006464523,0.8111477902167472,0.8247322331874329,0.8109800633192015,0.7057511313060402,0.8219434769819778,0.8203435345071419,0.829012865087135,0.8242579056615617,0.8148715271016811,0.823126368971897,0.7834976656430952,0.8369326921533979,0.80577307027867,0.8068832320369805,0.8178324626624531,0.82823698103661,0.7959750536566091,0.7100195814323292,0.8207053083518207,0.8101427529093445,0.7879522572437605,0.7965794830648133,0.8291959321113159,0.7998198069723269,0.8177678554645672,0.8297052440808588,0.8251605157093889,0.7970705982762188,0.8147107172383979,0.8016676781302197,0.8317776640826464,0.8043192084076717,0.8137784044294079,0.8280879052065754,0.7809126555384586
+HU,0.7871468737475662,0.8325921760948483,0.890956641558662,0.8627001671060434,0.7945354401227065,0.8419412386124195,0.8334553085858983,0.8270883089858351,0.8088192268444145,0.8432671495148786,0.823011624037869,0.803770492414335,0.8352784173894406,0.8359702677409148,0.7939814959789747,0.823967635398692,0.8321488433807224,0.8229134080560133,0.7888472188359132,0.8570934745226624,0.8241408164957407,0.8410761302574348,0.801973888224113,0.8376409061717465,0.8011341725666377,0.8162171460720092,0.8453073101942687,0.8350820597232174,0.8258025675665881,0.8273439356959552,0.831586694766847,0.8331213342119228,0.8155492259747079,0.8441544357400218,0.8640169046209516,0.8722134157435246,0.8512923757675224,0.7797380988173211,0.8242868156615037,0.8644554725139129,0.8386273802443792,0.8309562595131618,0.840731663790105,0.7975556061828856,0.8083019287167207,0.829220927185032,0.8051026110221021,0.8047024897938083,0.7978967480454232,0.8268938713110505,0.8273910375076714,0.8296463211254055,0.8270635686916938,0.8048394692629804,0.8347038658354328,0.8415134865498666,0.8435788328933952,0.8361002193401289,0.8430364425351952,0.8425797828992032,0.8479142189084767,0.8497142296822031,0.8421166270971592,0.847556299919174,0.8470092295492727,0.8425538206354115,0.8460218476004915,0.8475602031327106,0.8697948337183876,0.8061100604202837,0.8382834310652834,0.8439386907163461,0.8511926925870574,0.876668040230268,0.8001510603221988,0.876353946124252,0.7435015495822638,0.8503532873196953,0.8582610445978854,0.7955790454078369,0.8560778248585281,0.8421487407085383,0.8377691012339428,0.8397561271446805,0.8530573310681636,0.8410198134769586,0.8264884186280596,0.8454340471511184,0.8539601903919174,0.880287129953132,0.8067948780956795,0.7549982912991492,0.8863856142830534,0.8238134492064737,0.8031551618132591,0.8483217456988652,0.8361814967982187,0.8418660128270744,0.827515254563904,0.8317580742179591,0.7837943145576891,0.7531410967060616,1.0000000000000002,0.8225262211194567,0.8122525771224711,0.8411670846116858,0.8052088710269155,0.8739667333390018,0.8641547807977443,0.7778453201186988,0.776864593519572,0.8527878643928566,0.8285577338603395,0.8257331097928172,0.8353544186524859,0.8332281116692312,0.8302742842849911,0.7729727680815307,0.8085494436014731,0.8105669261000266,0.8010548897323774,0.7956418462554122,0.8268154091302627,0.8290533550324681,0.8458453851629498,0.8006537475937943,0.8350285313634643,0.8177957306271004,0.8801944973032719,0.8056638810578318,0.8257327982019494,0.8457642480742644,0.832596106144431,0.8495176467778565,0.848306985887457,0.8251554493071334,0.8359141640674091,0.8512682629620024,0.8335136922297028,0.8273274009603232,0.7928325067751955,0.825969615239624,0.8165010388202283,0.8267089337517395,0.8000657760313648,0.82210606167114,0.8446539430628663,0.8305825160667785,0.8347216392736019,0.8344074621688717,0.8352262464675315,0.8209718911132998,0.8276989923562786,0.8333096172632594,0.8325717498315853,0.8416762857443219,0.8275100528836802,0.8036533914887349,0.8802289136693553,0.7807126645492756,0.8454630744311822,0.8028076320406146,0.8362587133463423,0.836697053354115,0.8216212114027592,0.8303555975042914,0.8310623757866141,0.8399550973016694,0.8343021676681315,0.824635526247589,0.8376591034142546,0.8443422736419912,0.8352996549201364,0.8306023412107413,0.8420230640383126,0.8551457199631265,0.8325004795888052,0.8301108613495217,0.829660707319755,0.8539518638506055,0.8289873890865466,0.8190148197116107,0.7812371012367428,0.8723083135374087,0.8013812588683814,0.7555164079223365,0.8445624549289091,0.8181475189211319,0.8341794523528703,0.8255704344804983,0.8457928497988805,0.8221786504016504,0.8266195909482552,0.8252633264942032,0.8298048619054363,0.8396801752376469,0.8955098326957435,0.8714663238304227,0.8208308982886433,0.7228533042524883,0.8001990720988936,0.8441005076978044,0.8314007015692463,0.8269389361189973,0.8511819871920097,0.8069885141649328,0.8412078445651108,0.7825302124227088,0.7900140530637494,0.8385211231017885,0.8310898913966379,0.8295226028268614,0.8358326270481914,0.8339778563040323,0.8311834952698673,0.8501559258191415,0.8325998866576619,0.8434583528947829,0.8354886162592794,0.8319977124096893,0.8078846803527522,0.8133801503195865,0.8354672994865376,0.8370678818527857,0.8376045305934893,0.852063822326097,0.849207495441027,0.8788422527394287,0.7820627852267618,0.8753239858690726,0.8431465905587048,0.8194058221799299,0.8429302349210736,0.758815828544787,0.7812863069721118,0.850695521859048,0.8287361840349224,0.8239930262159273,0.8304895206641798,0.8354269552115582,0.8295532682554345,0.8544354504475725,0.845327120987741,0.8284304086735365,0.8282098895624735,0.8316263913316643,0.8272558376995764,0.832579762973315,0.7644193887624917,0.8376028411935681,0.846806788983067,0.8234257127186412
+Haute-Normandie,0.8148551387678716,0.7971277837534987,0.8404392086608732,0.8625672372321501,0.7943098497771877,0.877890124355955,0.8703659199679529,0.869176571049014,0.8739033458043551,0.8850918393321187,0.9801221309625421,0.8716281542542766,0.8895491613132922,0.8733400467642253,0.8517103798200597,0.9839207429955131,0.8703110674504934,0.8611023814626103,0.7742509476019349,0.8988615614993883,0.8259477862228509,0.9075997066207235,0.8727702527644063,0.8728475532540545,0.8776331579051283,0.9912466822997605,0.9111898898295804,0.8655560760808308,0.9883300070747597,0.8620344885477783,0.8656498285297443,0.9035474448152978,0.9821759039089778,0.9377685419048184,0.8693445420925812,0.8753192738980162,0.8423271588853254,0.8204752027600914,0.8475888850589903,0.8177951118400014,0.8755311428067329,0.8927113396365776,0.8779560837023527,0.8569370609043,0.8683945709746677,0.860727210759045,0.8720494816145544,0.8742375852670847,0.874623400616028,0.9882537141060427,0.9862309327388743,0.8651209318281888,0.8804280334439272,0.8700918724086405,0.8859035008793065,0.9734640133297766,0.862895981019001,0.8649331348810285,0.8606796039433423,0.8564508044665852,0.8641173302875077,0.8675833214902494,0.8562031606040147,0.8686180641083912,0.8585368214402128,0.8585325578953389,0.8658490903784919,0.8653901385439547,0.8835373574503176,0.8123709972781092,0.8804745317021421,0.8541524069823306,0.9034548806360156,0.8597438141534788,0.768931101501525,0.8611219112182419,0.7598436598826687,0.8994671368534258,0.9118508695832985,0.861616928669726,0.8345745089684592,0.974592480040717,0.8769132636409291,0.9121783073212667,0.9103795242817784,0.8899438268058585,0.987092342583655,0.9003896257161981,0.8972647719395184,0.8667919283127916,0.8101044235481043,0.7763899786804661,0.8126749222039701,0.8154457006642608,0.8645942934033287,0.9080448301790857,0.8821342034538892,0.9014893441612029,0.8649148244918149,0.7565438790058742,0.8293295223874398,0.837133304367714,0.8225262211194567,1.0,0.8722853502408859,0.9096178381945217,0.7933863136363027,0.8479982799355522,0.8205553692320376,0.8279589174735904,0.7277044461440662,0.867682719186716,0.8764237802566789,0.9823870075782469,0.881836206501111,0.8753066842445333,0.8706207203672027,0.814220901550728,0.7701418434921562,0.7861449856410974,0.7849083886580829,0.8170335973347695,0.8675111626145644,0.8649448454060831,0.8650602805307263,0.7721915089461611,0.8130334286240515,0.8120737856411737,0.8542285620258306,0.8729838980952627,0.9812838881253755,0.8934703968589716,0.8692368307243187,0.8945308692496526,0.9029245311118628,0.9848544424957603,0.8769418670995267,0.9041560161246395,0.985474350900496,0.8640134665050822,0.8068469541280686,0.822122562810591,0.7673552639500668,0.8541651566038384,0.8745840736511037,0.8635458099960197,0.8830474203332227,0.8807879744657796,0.8869632113582143,0.9014366697845583,0.8784657121391308,0.9807840944267673,0.8764820867290539,0.8671396278069327,0.8736679850372134,0.8789968188484154,0.8665911893097016,0.7811403682519207,0.8709899099366093,0.8163572677869891,0.8676161805373039,0.879412221385422,0.8795492431600045,0.8841635481554245,0.8707410980351762,0.8815919446200776,0.8796692010916561,0.8966721109111501,0.9029445430274111,0.9811111423696119,0.9049063181115132,0.905378021330979,0.8814761103113725,0.8677535496437616,0.9072077235798319,0.8768166543070786,0.8754063936520613,0.8689222892450137,0.8839469461930487,0.9082297784373098,0.809793614606037,0.8102690834283147,0.7657535522833092,0.8546033506549987,0.7800246737355505,0.7394578694060545,0.8393137297210013,0.9831196210366738,0.8790960151476438,0.9879098217800042,0.8964098912257598,0.9858145979866225,0.8552208403828654,0.862854891301404,0.9814310309417188,0.8743233386178145,0.8585312703557725,0.8066794012758696,0.8341132454260141,0.7791732232338324,0.8680816972342322,0.9094151078406065,0.8833678110443447,0.9833229496036585,0.8675378047908207,0.8071185574488068,0.8343785704056932,0.793555991357367,0.8111965608549585,0.8972627005313598,0.8989836976971828,0.864238541208335,0.8651302376641157,0.8981897174160435,0.9019090103221784,0.8879702784111984,0.8700329917129793,0.8836369228042587,0.8784591431750929,0.8717467091011519,0.7391824719573775,0.8383812278108639,0.8755456242090103,0.8823055886212373,0.9002529596250061,0.8911174401963596,0.8982456691968989,0.8152140684653991,0.7799128477556423,0.8539529223032618,0.8828820319592324,0.8762353270882067,0.9061008599593867,0.8062876190980778,0.7422519994355685,0.8969021758383185,0.8734751452299402,0.8592991617783375,0.8669274787311482,0.884258525221476,0.8697774001771671,0.8990129470701207,0.9435975949668362,0.8822536820048695,0.8588368738057645,0.8739406270438689,0.8632494428513232,0.8544750915716128,0.7715479245068856,0.8960486188090615,0.9071830989824473,0.8549725755425912
+Hawaii,0.803159854825861,0.7884640232025591,0.8366237209637617,0.9087840729386693,0.7912820010464512,0.8536626074974166,0.9525253459450967,0.9598683916333954,0.8550446716068739,0.8599670985562187,0.8805774197632205,0.8503064112773175,0.9676478600012357,0.9568628250821023,0.8332380280867485,0.8757760501865639,0.844729214652918,0.8366282129202527,0.765336726295224,0.8601993978035293,0.8267722850034113,0.8858233820546919,0.8597947894739498,0.8425940926354263,0.8570916574732941,0.8704543701908466,0.8908378258763933,0.8377607530626077,0.8790082669820487,0.8348203951429866,0.8349374043262575,0.8772100834065492,0.877789040956016,0.8885801928990632,0.9085726645750961,0.8608333230829273,0.8369842466376158,0.7973004804276065,0.8350031004600833,0.8209657160484923,0.8474299565694093,0.9716800165014363,0.8506835716250111,0.8477495849767971,0.8505711220159209,0.834232130836715,0.8506494179345495,0.8497378455464006,0.8560863316777823,0.8814839607414906,0.8741205992293054,0.8440341365432645,0.9714368271304786,0.8518667906076952,0.9673279546149046,0.8807519108336441,0.8760367983386544,0.8792869617243075,0.8712405858961277,0.8689218050696119,0.8717146907199188,0.8799285848586,0.8689112037069057,0.8819173724125265,0.869261670906015,0.8690292006615962,0.8768712474261005,0.8775039267444457,0.865989162876265,0.8213213343683875,0.9643532519364019,0.8711226243687479,0.8871738420181738,0.8554858618733904,0.7731447853712874,0.8427364746638031,0.7554039701262162,0.876574393143306,0.926679268212681,0.8432828153145028,0.8344121459941759,0.8829555227449483,0.8586359209637681,0.8826099980935279,0.8981020155303562,0.9667308140599503,0.8769560543440351,0.8856140820351366,0.8753943134238513,0.8914842814292321,0.8003688679410155,0.7903541554887061,0.7943608057178546,0.8068260498952771,0.8452265809767581,0.8939354563619415,0.9629813043717231,0.8901252713631117,0.8337618997476913,0.7862677214323547,0.8312948859034784,0.8214563539815638,0.8122525771224711,0.8722853502408859,1.0000000000000002,0.8885607021501207,0.8027722534063629,0.8691137430868309,0.8327046453062764,0.8335490189384475,0.7360518720521346,0.848801011423315,0.957988415515874,0.8874471759983726,0.9630303596259258,0.9576866811791751,0.9569743516970102,0.8411010990616093,0.7888831840823012,0.7946701553068166,0.7930341653300579,0.822339870713148,0.9600336766642401,0.9595135554939477,0.8804499795606108,0.7843895944808786,0.8125638983132759,0.8086746012959638,0.8450986241668565,0.8511072460632738,0.8804388691457584,0.8696207620604511,0.8453304459769071,0.872185776557239,0.8874290659918009,0.8781012846578782,0.8587413828888834,0.8793821460828677,0.8803746279542607,0.9569651456328575,0.786810165253775,0.8249016161449875,0.7931731447252098,0.8346370239496071,0.857807111202524,0.9559722399078442,0.8596589212831152,0.9610620012384642,0.9667647547958874,0.8730296608762714,0.959535691972229,0.8765146490152093,0.9586911604415737,0.949801462590573,0.9578905571974972,0.8491973847519505,0.9532284496955823,0.7960259507613248,0.8623274475508025,0.8214859906811209,0.9076833721733738,0.856726193160399,0.9619689118263822,0.9642739541863122,0.964276258446315,0.9694398572705479,0.9576964532103014,0.9687324158962205,0.8799188155333172,0.8694085339948746,0.881571263028453,0.891139900729563,0.9622943622026702,0.9529778597749083,0.9014598476345764,0.8944211932672976,0.9596660435537336,0.9534016013123714,0.9681153010162966,0.8927897986500914,0.7991385524642389,0.8304382614275854,0.7606158212885975,0.828246172893495,0.8091548406707987,0.7455690298013189,0.8174338476592283,0.8769070850112352,0.9628210672056879,0.8724314712836938,0.8707216018140678,0.8786492184883318,0.8257592946651862,0.8381141828572592,0.8845000077762044,0.8475221162597505,0.8312076867803141,0.7921490536735442,0.8315965632234256,0.7810572480550177,0.8458068452159025,0.8876025326140423,0.9645201533083044,0.8840628605688521,0.8790988904866266,0.8071507012805158,0.8653183525175329,0.7495558587656421,0.8165591125306739,0.8741698951625156,0.8727657402009373,0.8373303030618173,0.8441002177438437,0.8699139461969173,0.880787698772032,0.9070686988806708,0.8484457379905619,0.856438041584316,0.9587206380717237,0.9554668233768108,0.7596414921352059,0.8276339134596612,0.9584226735673332,0.9628856002011339,0.8740673249738593,0.8697286559639972,0.8743897142972602,0.8144500075368126,0.8007549869762257,0.9281429429576931,0.8571900712603588,0.9672212863270572,0.8987026774501894,0.8082379697942047,0.7552215426028378,0.872914832250468,0.9544433227625191,0.8300893789625099,0.8360823602685286,0.9662920702421469,0.8398653048162378,0.9160579241793333,0.8734759749165021,0.966193723337177,0.9448256489754072,0.9574904282288392,0.9484644758600533,0.8643977784152294,0.7947538456999937,0.8824609206055825,0.8958598558323907,0.8285016845522594
+Hessen,0.8400686472042546,0.7969375371321514,0.897089574829793,0.8761701603712954,0.8210729085008197,0.8864585128199097,0.8816382620856439,0.8795137183619067,0.8862576104073333,0.8929204087172247,0.913945095032881,0.8836045066518703,0.9030479829493154,0.8843806099484955,0.8617603563631384,0.9153156568172451,0.8753282790429336,0.8628535954655483,0.7963425622013123,0.8894733607527423,0.830648238352976,0.9925366912494124,0.8878368171834368,0.8818165365392694,0.8914181153114975,0.9094632323325623,0.9945810182761836,0.8696054394953237,0.9182668456469755,0.8677466853741874,0.8693319880212038,0.984423274486763,0.914384786441251,0.9239302659752431,0.8728001166814825,0.902727484524919,0.8417866550768308,0.8144972594359455,0.8596874647940111,0.8345271568969155,0.882757839157952,0.9100813021128776,0.8848533872303471,0.8675934362035849,0.8806555983125158,0.863702096295077,0.8842981694046093,0.886622060361807,0.886945291401114,0.9203725028306753,0.9134798505179539,0.8705306392838857,0.8930044034693354,0.882739812623259,0.8996128859820685,0.9102364558232061,0.8766749266726962,0.8803777846036537,0.8731251252874128,0.87206165537155,0.876234655713803,0.8818080743211838,0.8695643066098516,0.8821769406610209,0.872883033944812,0.869839801559734,0.8787257582328925,0.8784464921703268,0.9644766940974562,0.8235817937438211,0.8920933109840777,0.8690781517059559,0.9276820395441809,0.8825356236510765,0.7837234402904852,0.867172494790266,0.7805370032467318,0.9097543404347409,0.9269454278910253,0.8710915801975428,0.8554406453874784,0.9140528865821009,0.8835282397856402,0.9236188862564536,0.9330323627535956,0.9030872623322259,0.917695149220957,0.9242381848129378,0.9074517982938299,0.8798296052259658,0.8319321266365963,0.79878126614639,0.827800144022143,0.8234727423756677,0.8759001422540847,0.9338263115157343,0.8950178560943493,0.9273667756670574,0.8686405137386041,0.765566627015786,0.8418940250573665,0.8373550864193717,0.8411670846116858,0.9096178381945217,0.8885607021501207,1.0,0.8098125487721554,0.8626179232615714,0.8322939752649974,0.8547688628954903,0.7478314484840859,0.8747381317548694,0.8860270957806128,0.9249110424105197,0.8956718684507237,0.8853215818937105,0.8816986976733514,0.8401332876399292,0.7941982827434213,0.8038701871880055,0.7990611353903493,0.8454861465993025,0.8768222802281086,0.8738507301884287,0.8795182421685761,0.7906416048904766,0.8301125089777807,0.8337147233674124,0.8705617117402531,0.8865112215507714,0.9151829322727726,0.903169117002788,0.873641873810009,0.9010262220834044,0.9294343946012981,0.9168168116007461,0.8835158751177983,0.9156830374185431,0.9206849498449294,0.8741373757452937,0.8058758750300847,0.8280125864409736,0.7807118977472941,0.8588625925841802,0.8894035503739108,0.8714970777545357,0.8917344822502117,0.894778089826601,0.9011723739884144,0.9848174653653679,0.8892381210161311,0.9120017566664069,0.8893018752235584,0.8789417963054635,0.8843371521640526,0.887824517343324,0.8758056624561004,0.8007250095927344,0.8941355138156983,0.8368698172499648,0.8790138900425842,0.8929479327066473,0.8905542047187125,0.8993900593881726,0.8818607722158003,0.8967373741840425,0.8903740729344574,0.9136602079552515,0.9898928189109627,0.9087315820306655,0.9919946819271507,0.9310989748882079,0.8929760831850684,0.8769386290057378,0.9344058309332953,0.8896378946750582,0.8863776056223241,0.8781922814147569,0.8960407602691466,0.9335288888013025,0.8152803332678411,0.8273335668577585,0.7882587019731226,0.8708853826585462,0.7822038426625946,0.7544162462208648,0.8418664493936839,0.9152660263833814,0.8906561611082527,0.9122868907535477,0.9050310605608817,0.9153673606724178,0.8566846871581179,0.8679541022880564,0.9195732570323396,0.8813324198940282,0.8761880458593139,0.8257474720867702,0.8578669566728178,0.7995055793956818,0.8802544520688501,0.9953989794392467,0.8965908763024698,0.9219665401547301,0.8813440506681597,0.8335811636013299,0.8548940265780748,0.7782114478728778,0.8181294675164517,0.9825247755634696,0.982975898360689,0.866709934458533,0.8705974955678234,0.9826479364784719,0.9876689736169908,0.9016757510290214,0.873984876292749,0.8910998332378203,0.8907176828367047,0.8817132566082041,0.750377073043927,0.8640018344566346,0.886537916683228,0.89536455053965,0.9848765702456724,0.9143111810956687,0.9075705817708404,0.825824738232001,0.797425879815577,0.8649264177674377,0.8908805703266436,0.8887831455698718,0.9328675299266844,0.8094343561846337,0.7465208334721194,0.9077986513014586,0.8846064415785629,0.8619964487972176,0.8713710912291464,0.8964551122343098,0.8750414670466461,0.9111326891393609,0.906580656540281,0.8958939202058878,0.86636084320637,0.885501946081702,0.8712881415200682,0.8732805244639333,0.7941760347349252,0.9182368244455272,0.9326917984228028,0.8571433000497363
+ID,0.7759608667930085,0.7823221289409967,0.811645117157557,0.8103083445726239,0.7997830100503918,0.7841135585214873,0.8053465960367198,0.7956763954608493,0.7858425113809108,0.7843952794650452,0.790652536768965,0.7777974479753731,0.8114432080950984,0.806806320803557,0.7599960218712162,0.7933813161524348,0.7722249413725917,0.7614217116869426,0.8374351995774755,0.800224784087786,0.8085180277187086,0.8056419987991609,0.774224838161209,0.7817579879258411,0.7845370016238026,0.7899050526549223,0.8068215779775814,0.7712870597214408,0.7960077833123512,0.7645477084487504,0.7700731724412541,0.8026710172237344,0.7903394050572384,0.804054679218356,0.828097854224517,0.8169519530523219,0.8116877596338076,0.7962110631744457,0.8281684551859199,0.7947114548108247,0.7854546906942802,0.8144300232231632,0.7868806463698883,0.7623265100072877,0.7757181496571671,0.762531963574384,0.7790709368259466,0.7819371043284822,0.7760801039691059,0.800365593758545,0.7938053450423544,0.7665825172654762,0.7999754051601428,0.7770482056897919,0.8092723983022098,0.79488165281273,0.7719401553422193,0.7727391156109826,0.7719089053390946,0.7687233779630573,0.774058392551629,0.775834057834256,0.7705495204733,0.777438415501841,0.7713016120760414,0.7691321113118184,0.7754084804824494,0.7749862180937801,0.8269235191817755,0.7939677893157403,0.8098788025174992,0.7693168140409608,0.8070837309204081,0.8185278471700317,0.7957352156615212,0.8324481757775812,0.7647892693600115,0.8000577826109367,0.8229804732024638,0.7763274356409886,0.8025773030802428,0.8128766506189595,0.7786782467530242,0.7962716413649551,0.8142120178351574,0.8163491446486146,0.7956050870349403,0.8032979424522741,0.796465754372005,0.845195319592253,0.7681846480894546,0.8018121744723761,0.7943119370207322,0.7999019085984832,0.7712286093768479,0.809648162325045,0.8146409876076458,0.8022295973311344,0.7680534529997911,0.8041141274198694,0.7939382390109511,0.7843671574973983,0.8052088710269155,0.7933863136363027,0.8027722534063629,0.8098125487721554,1.0,0.7958326388653125,0.8204566449389418,0.832329530648958,0.7788492905642669,0.8020724306845235,0.8000572702175964,0.8039024372734439,0.8090894411113031,0.8051344865009661,0.8008173385414342,0.8141966390983336,0.8365306207749625,0.8309895654045494,0.8056975706544783,0.8301862884301523,0.7948602018229176,0.7978264575772263,0.774484293709021,0.8324391548358065,0.8199100482928431,0.8185136908962098,0.824473720576841,0.7811612588451736,0.7918422354133814,0.7967815930816117,0.7694156454072315,0.795772375550071,0.8017542823062374,0.7961035966510048,0.7764657274031571,0.8043256793299823,0.7986720361692603,0.8006918927072567,0.7963286086437787,0.7983509128379161,0.8555711251777237,0.7578831353887134,0.7786216158939415,0.7874572202038603,0.7866815080795831,0.8065514973862663,0.8080245737376469,0.8011779995858395,0.8071418408016275,0.7904944259020922,0.8002473785758837,0.8061595023309647,0.802497071274693,0.7875122218409087,0.7917568261874836,0.8521638974569045,0.8424801920400349,0.7889431033661229,0.8023590798441465,0.7839191243913026,0.8068227310629892,0.8070910970350805,0.7921715031973869,0.8082681461494924,0.8033724194193839,0.8210471142239422,0.8030411308194951,0.7908950431994509,0.8047369151917829,0.8053718421890259,0.8086129153821883,0.7957275778714992,0.8062311213375843,0.7920581258887835,0.8047775082555662,0.7981408322012387,0.8045721081084097,0.8109796843971089,0.8080583341284744,0.8394682324007179,0.8221025320304121,0.8083052571988949,0.731124704384409,0.7482205654424909,0.7803537176884522,0.7939377342357165,0.8063690696716658,0.7955205512549254,0.7962272461904674,0.7931128167869691,0.7612549572190719,0.7630257048547138,0.7969668411549928,0.781705336067836,0.8162116030305874,0.806058407413485,0.8100395260769891,0.77276617241547,0.7757793236051969,0.8080975813813097,0.804780078629174,0.7982862030707735,0.7814257957528506,0.8526312876318768,0.859394688166204,0.8096528874340986,0.7825255960041715,0.7984931780564875,0.7980748022605515,0.7666234660158951,0.7732294784765598,0.7991552108005125,0.7996420870127972,0.7992052815667627,0.7712669399640216,0.7946478028596158,0.810816366235568,0.7996435732451419,0.799294022197761,0.8137816460693431,0.8076153567203842,0.8131523991826677,0.8016130532480438,0.7920082927317594,0.7987824908157123,0.8330326081583326,0.8079271779061965,0.8423278850965994,0.7861569143364019,0.7996411933059138,0.8058750998606933,0.7592017273523134,0.7500986574074601,0.796220762725326,0.794048927569652,0.7611311033098961,0.7702927238893554,0.8110414233899566,0.7724139074337455,0.811807610925328,0.7909068356355717,0.8047304643793532,0.7936631496784855,0.8001593140314749,0.7908797089688883,0.8273390092240609,0.8012242528618404,0.7944654449021201,0.8091870737520457,0.756954238545377
+IE,0.7920707712880303,0.8329224514683182,0.8856073659872052,0.9281453173785927,0.796139360279539,0.8619049220576221,0.8846253029254701,0.8823152943349233,0.8373513617338882,0.8630595469371253,0.8559580453643006,0.8329230471415306,0.8919827655831569,0.8868211753058425,0.8225531217622318,0.8531713651441325,0.856407915828765,0.8480729893369563,0.789741476978014,0.8903134504013461,0.8463028211093818,0.8619193845456216,0.8411288726458443,0.8538708719636758,0.8322296048283276,0.842640130256767,0.8671209879949514,0.8525924791667158,0.8535089571534417,0.8517881959363311,0.8510890113518926,0.8461161963945757,0.8492301709399794,0.877801872952945,0.9021757106597242,0.8846898569636183,0.8582168970540994,0.7907573322887783,0.8472408130896897,0.8648903492734354,0.8563957427443445,0.8878020911274891,0.8587401074494415,0.8346449810135146,0.8380686743462448,0.8497627282046903,0.8331001313647524,0.8306496413813249,0.8324390111851442,0.8540189632971643,0.852561046412944,0.8566654767786647,0.886308750022216,0.8372391506830654,0.889869900389365,0.8695074695037437,0.9572118277263848,0.9521730894182392,0.9580254364296582,0.9529272233831046,0.9538598562643213,0.9595944397922775,0.9534944160552213,0.962683666445347,0.9552643788836152,0.9570176559260666,0.9610500983399242,0.9598874253747547,0.8684095001379315,0.7997734017075205,0.8914131707887305,0.9518742000162598,0.8720263547614228,0.8823297907722324,0.7932235614044613,0.8833159522922193,0.7562309021883061,0.8747968954260701,0.9227746600887266,0.8240570076811462,0.857003904148538,0.8749029988631756,0.8665395704926503,0.8696955341352016,0.8799550414112809,0.8951703182780436,0.8540030426675338,0.8679671295655158,0.8793815886455989,0.9345525443534771,0.8432166944778109,0.7707068209295768,0.862232624260435,0.8214029308348967,0.8333562098209714,0.8758041641451073,0.889764134530482,0.8721549917975493,0.846832548531865,0.8204980893184705,0.809607019386371,0.7903550249307405,0.8739667333390018,0.8479982799355522,0.8691137430868309,0.8626179232615714,0.7958326388653125,1.0000000000000002,0.8687014242778375,0.8054328094301895,0.7569170632603739,0.8779180121757949,0.8822349337003855,0.860755937910865,0.890053623708286,0.8862872018887726,0.8842821151543154,0.8051460612463537,0.8172948749565196,0.8114520697982689,0.7973300736890495,0.8084705010630158,0.88123570619466,0.88211423971327,0.9587470113586123,0.7810209717108039,0.8330888797068274,0.8118624874911454,0.8728916158618907,0.8337571383190384,0.8584846375809113,0.8697563968592058,0.8559857421783327,0.8716862438744617,0.874593886987973,0.8532430297222808,0.8662813257169228,0.874425961265599,0.86019881323827,0.8786695401547138,0.7811535473789071,0.8432761663636601,0.8221123928841109,0.8492576423174298,0.8349462862843391,0.8775977444959455,0.8658693771161379,0.8845423242390807,0.8929990946287438,0.8478178879516938,0.887773425650602,0.8520983646474991,0.8830619621037239,0.8828567806541976,0.885587191085616,0.8583248458527996,0.8833618288591193,0.8168927230048633,0.8902945684274443,0.8098833832564154,0.9131638377025653,0.835124384057587,0.8918676305815146,0.8883720779122172,0.8795543590787582,0.8847384651639347,0.8865044775117542,0.8934590799734969,0.8542418075346602,0.8507401360754042,0.8576851210424551,0.8731380390682125,0.8898239885279259,0.8850899827794467,0.8797914088764314,0.9394280283543595,0.886449342080526,0.8851299217810719,0.8876792927853641,0.8778919135621134,0.8335870859495557,0.8520682839697858,0.7865228537180713,0.880210585586887,0.8287652052543315,0.7582752823819096,0.8750511756923322,0.8484916381456218,0.8873209048765638,0.8493738211370924,0.8682074725051914,0.8514017940447056,0.8441193532340723,0.8523058359981446,0.8624383519682463,0.8593203019248808,0.8549927445876072,0.8520546485765428,0.8296189754382447,0.7661905246121381,0.8315645174718743,0.8638766009896572,0.8883587671395026,0.8598767824311093,0.9586056977492121,0.8196980294726534,0.8578050971068656,0.7788640158002449,0.8004109785569622,0.8543283866119106,0.8457581261903115,0.8505395564043282,0.8570881753013915,0.844381718258177,0.8518901155456047,0.9218678869903638,0.8578666405717993,0.8596889286583559,0.8884427411154607,0.8855291777150702,0.7887262240590175,0.8063533191657357,0.8881754973834526,0.8895439978110926,0.850267882508569,0.8731990632475409,0.8726305531216457,0.8354169934082545,0.8241612898858856,0.9101941362139407,0.8639406877332106,0.8770700929522793,0.8768986422635552,0.8053510548895592,0.7639918206512792,0.8753274975154927,0.883851927142696,0.8469535548430807,0.8515367618400962,0.8900786120261861,0.8517913231855441,0.9215398665538781,0.8709902704889324,0.8854293890547779,0.8777464019147329,0.8865832706983952,0.8810213898271502,0.8553382299464952,0.8083123659675339,0.8650603170921108,0.8778636292873522,0.8451551854983752
+IL,0.7825432143834964,0.8259102894917006,0.8493106664168687,0.8684945587649112,0.7896577672520869,0.8399419757290637,0.8511785229098442,0.8405838563077194,0.8196501267510967,0.8379485425115044,0.8261242029019799,0.811977748286272,0.8495713248491172,0.8513027562493187,0.8016074558948489,0.8222048467322087,0.8289423440765368,0.8178543610083907,0.7923458583109204,0.8507475811684496,0.8425818930186576,0.829843083923967,0.8119951970901659,0.8341538152791735,0.809967024187815,0.8150392628140606,0.8333586701110051,0.828270530118448,0.8240320614541011,0.8254778797933264,0.8261908045211109,0.8167507337461483,0.8183626390569746,0.8505525678812529,0.8574330210292375,0.8407889593919089,0.8422195567517942,0.7971617974412857,0.8433559913544977,0.8534178553394194,0.83646475368172,0.8492887710842039,0.8414662038376827,0.8061266816469055,0.8161278339245045,0.8268713575530884,0.813919104640355,0.8133459123177943,0.8070817900636403,0.8268501329560745,0.8228809688398699,0.8281728264798005,0.842053223400558,0.8141735848093133,0.8514829690468741,0.8413652598556497,0.8390195644939052,0.836415029471512,0.8382336262437317,0.8404507671328639,0.8431230013849772,0.8465315678138117,0.8388873992531604,0.8441464628655596,0.8417355913732915,0.8375300414191988,0.8416341298603414,0.8427895623616718,0.8403857922817963,0.8077714808881745,0.8536233824449234,0.8425369982037093,0.8457791235455137,0.8635063369744905,0.8415355205580458,0.8604398789137039,0.7460675294033507,0.8511404281508055,0.8597133191055182,0.8080690670412101,0.8318997171084923,0.8463085777697691,0.8353649282058236,0.8383184645146421,0.8519928292142587,0.8597442763664629,0.8240321386230598,0.8419295535615264,0.8501790156485789,0.8659702832647124,0.8085175182090689,0.776525962225005,0.8516079348044688,0.8191325926765817,0.8099745350898306,0.8473806105169625,0.8558301165691192,0.8397168149869629,0.8223819283299018,0.8341592243989139,0.8012493701927362,0.7830923567642047,0.8641547807977443,0.8205553692320376,0.8327046453062764,0.8322939752649974,0.8204566449389418,0.8687014242778375,0.9999999999999998,0.7987093928075323,0.8163455862182543,0.8556040322179752,0.8416906588038379,0.8354937380748998,0.849866046291866,0.8470036892394934,0.8448104980008316,0.8020898360645814,0.8265820140846456,0.8104201479546662,0.8048965624565441,0.8390424448474579,0.8424060035730921,0.8448033332374595,0.8434638372237793,0.804820014576753,0.8692217480089961,0.8041987040900301,0.8679300830623696,0.8131290773549407,0.8286197418271445,0.8477177411461049,0.8302862668362159,0.8488942551944397,0.8443048137404536,0.8240234370864349,0.8362617796413774,0.8510752479714047,0.8303982688361002,0.8473395120071252,0.8221662748542037,0.8152428584952297,0.8480645881418706,0.8212831964465916,0.811258251286817,0.8360465197540485,0.8438976010859087,0.848999690208083,0.8524866905868347,0.8176457062856686,0.8483497369935828,0.8227751826123594,0.8418241545121488,0.8500074321098696,0.8471299877277958,0.8375866456683246,0.8394743703905608,0.8188069808210886,0.8608888081591675,0.8002844037435849,0.8564565300114446,0.8121355721412017,0.8510239497466243,0.8480620980930429,0.8370612389913508,0.8495350462093065,0.8424679745964824,0.857184053635514,0.8213740610396203,0.8223312508981564,0.8270320596975388,0.8431160030732417,0.8513983145727275,0.8431354846019873,0.8457851427996754,0.8543382478498758,0.8469531859983116,0.8448761355073756,0.8445581787997954,0.8511617538005137,0.8212733650450587,0.830894619196565,0.7891880534185197,0.860759280992993,0.8107308868738067,0.861943208863599,0.845555160851462,0.8189883327363238,0.849454828898421,0.8222509575258511,0.8439200226300193,0.8216290308938038,0.8204807461052807,0.823285840218707,0.8333578993519264,0.8382961189113043,0.8602013511843324,0.8426750208834363,0.8303416963810413,0.7575376862242056,0.8105235738831285,0.8324614164115235,0.8467944582160292,0.8312527421517044,0.847162131260957,0.8482262557720247,0.8504298031114289,0.7915564589174745,0.8006398307724434,0.8249859853865482,0.8149336986619986,0.8242407571845071,0.8339770618074374,0.816378193645096,0.8188813096937877,0.8489646981479897,0.8313550426199513,0.8428657117916656,0.8532761591184315,0.8440867915224873,0.8232675164528952,0.8248514024666522,0.851623044110308,0.8526870878732763,0.8206301966676709,0.8473640234327448,0.8496215170926252,0.8561612964982358,0.8279251953404944,0.8623147603384723,0.840012706617891,0.8341927436473205,0.8456745207197667,0.7742143456271041,0.7821354967840011,0.8489687723597856,0.8394916719171754,0.8211871304228423,0.8250760688526593,0.8530828884315951,0.8255369505172124,0.8537240045792852,0.8410945419135185,0.8435080799307699,0.8411000454289912,0.8434057655928738,0.8383651817829038,0.8381195685285303,0.8080698291969758,0.83612958815577,0.8489298497308805,0.8179043088747595
+IN,0.8137138756733925,0.7779150628327091,0.8110222329261672,0.8138141711420639,0.7762522053141094,0.8069849069204017,0.8286386908103041,0.8206305466373788,0.8166026343619613,0.8090519135162658,0.8298604433678172,0.8115461560530062,0.8439787870696805,0.8319026989663723,0.7878209155876209,0.8313996726783854,0.800906127872715,0.7884760937351117,0.8514382798554453,0.8217769172707673,0.8203255766486075,0.8509632338355793,0.8095973801722112,0.8073733923929698,0.821012726572115,0.8291765694922781,0.8531647508569132,0.7968023865512807,0.8352199906811837,0.791572831849376,0.7961268593804304,0.8490067307774016,0.8330687851531532,0.8366982969289888,0.8214292464736846,0.7986682875156278,0.7904324007817362,0.8270943453262728,0.8335292311396182,0.7906637284356817,0.8090750033552682,0.851161490866007,0.8087061856492138,0.7930338590720621,0.8078479142887274,0.7900536927834764,0.811182564463308,0.816585892906835,0.8127631200668943,0.8384085910647042,0.8291626094929853,0.7956190599575778,0.8313100148800694,0.8098370883038176,0.8398718977799201,0.8221891827567765,0.7967198040174653,0.8008882831023112,0.7951653515060496,0.7936834558131892,0.799013579084566,0.8008167114119884,0.7926424506137161,0.8025887837035611,0.7954205729884368,0.7922905280821543,0.801032769474818,0.7992578365139182,0.8419500284820953,0.8149189502575221,0.8350238268090925,0.7910825753209788,0.8346653930639107,0.8390693484677854,0.8006374644225928,0.8075848378166077,0.7788680532339306,0.8288661915889165,0.8554763529147316,0.8059932304621175,0.793784445429967,0.8491190925470992,0.8076217047009796,0.8284035603249498,0.8434351577999392,0.846305304067942,0.8326331195238135,0.833157394361504,0.8251267579929717,0.8214755548118913,0.814150964604611,0.8387912307891454,0.7900776693594656,0.8088750453225945,0.8015846912399913,0.8403842260687263,0.8420878373576405,0.8356521719280728,0.7970712241743062,0.7534186613295898,0.8168828180354584,0.8573536281394998,0.7778453201186988,0.8279589174735904,0.8335490189384475,0.8547688628954903,0.832329530648958,0.8054328094301895,0.7987093928075323,1.0,0.7651844449162828,0.8177877583982303,0.8287200261055523,0.8452645197350731,0.837512131769288,0.830090115524315,0.824261383439804,0.8311175492486048,0.833807359856576,0.7983166098196246,0.7924803907588361,0.887366485328128,0.8233107044638343,0.8198008184142647,0.7988462308454675,0.8132794328702733,0.834821613554534,0.8584782169366119,0.7959238834707126,0.8139364374739403,0.8298654495222947,0.8260927671224036,0.7977501336415906,0.8201193870103038,0.8312833330719677,0.8347391216591808,0.8076733634187351,0.8356344681564547,0.8342603386855099,0.8225830471825174,0.7863122058932281,0.7993958967993797,0.7934130593997677,0.7836669643301054,0.8161654437450669,0.8137065399429493,0.8103281922955018,0.8388868099997796,0.8387824809531575,0.8461692651291686,0.8341154279798407,0.828815811822391,0.8286819189977286,0.8250469431262504,0.8293331171191198,0.8119096345055271,0.8161905617981469,0.8389353791398164,0.8148002534413676,0.8668165658337036,0.8317281214961451,0.8225572280463085,0.8332019346776293,0.8390639644049377,0.8193407077391953,0.8391586268889134,0.8349894335634055,0.8551349414707173,0.848046468429114,0.8232063766917546,0.8472308374163693,0.8368613466124827,0.8372653392507678,0.8193288203129305,0.841970747260339,0.8133346159722769,0.8308911397768663,0.8226714514804745,0.8374194460269959,0.8385826913720065,0.7935104549365221,0.8501629738789677,0.8507024483600526,0.8070619160946817,0.7388470630919161,0.7512692712953266,0.79874544339811,0.8340764115056996,0.8343177128710976,0.8308925323353086,0.8241160176907717,0.8336631194834122,0.7841688638796668,0.7912564985011026,0.8322355652566772,0.8055754187487887,0.8219776320456038,0.7987438278908441,0.8215090443643821,0.8344744273546124,0.8110555644406441,0.850397560340802,0.8339993901525885,0.8373782059441904,0.8072235476385613,0.8752738831877543,0.854160368779374,0.7946379791893712,0.8014093785221801,0.8381342464445672,0.8438825124665181,0.7934719860624125,0.7917425784600802,0.8423029857808028,0.8438470334878161,0.8243422238843661,0.7988909844729698,0.8192032119105435,0.8363127130292471,0.8240544979363602,0.746015989414595,0.8511640448363493,0.8320639675311595,0.8388335930451468,0.8455189632924445,0.8200453404239213,0.8274851974692008,0.8131224259857883,0.8462254020524604,0.8216078507418075,0.8109771243896835,0.8287694886402246,0.8389589434526891,0.764731239460113,0.7338451493589334,0.8245932728227869,0.8211317885603057,0.7883218322236853,0.7972323607771766,0.8399578959527174,0.8015339417681073,0.8375770052021178,0.816810812741199,0.8370594409062685,0.8130268220732493,0.8257317628699976,0.8141099715341916,0.8442227515683525,0.827573250725297,0.8195330078891835,0.8413411686349765,0.781759441933146
+IQ,0.7671789937436508,0.7462578629413323,0.7732326262269565,0.7504215481201655,0.7619622241789342,0.75017952147014,0.7495957290565666,0.7422071120912866,0.7285709674683244,0.7464213317543178,0.7281542988317082,0.7193228729731688,0.7476196799485946,0.7517019932972407,0.7090432677914785,0.7279670472092936,0.7377856863507616,0.7309325121211764,0.7714188195883274,0.7524503710642844,0.753702285899122,0.7438548808586996,0.719317259499082,0.7477350077820508,0.7180237703568562,0.7209583424232257,0.7454868769585451,0.740816459049053,0.7302478629428774,0.7344606727160807,0.7403151401114009,0.7338943052538818,0.7216104924578755,0.7584163063088746,0.7673294710799292,0.7528622848739309,0.757185109824874,0.7588968722891601,0.7442889609256421,0.7974203504469756,0.7512320459467406,0.7478381802741952,0.7522184899475526,0.7164097573768735,0.7235118727621371,0.7354489825801277,0.7219292912375839,0.721375433939947,0.720368783432311,0.7329473792923483,0.72965780343051,0.7371747305724344,0.7384206789034926,0.7217080218903305,0.7451704039751549,0.7457378744139029,0.7401225749626236,0.7372113199205104,0.7387048544653612,0.7411069279900313,0.7451015506345383,0.7442140992450631,0.7409015657701217,0.7421633385089977,0.7416275008916672,0.7404826690755206,0.7422113440939144,0.7444783321902557,0.7707008493106218,0.7747112687868154,0.7473615298024319,0.742963575870891,0.7387072377341332,0.7639338223430555,0.8863845271289766,0.7579051128755302,0.7146206989601047,0.758290546702091,0.7566260425197661,0.7201626115017463,0.7493070742404081,0.7519728049179173,0.7429327688355657,0.7340061133354252,0.7467091509341869,0.7548714449656239,0.7319629908462358,0.7345020503349747,0.7596489946367146,0.7600632073569752,0.7556439694732051,0.7692502315520674,0.7803581647767893,0.7736200912733096,0.7184337821911079,0.7405680727087114,0.7518197484451206,0.7339123050368628,0.7347269725723754,0.7858127256446735,0.7507376459179986,0.7510871908035143,0.776864593519572,0.7277044461440662,0.7360518720521346,0.7478314484840859,0.7788492905642669,0.7569170632603739,0.8163455862182543,0.7651844449162828,1.0,0.7616281687372883,0.7398120717692842,0.7445727444331054,0.7453183217887484,0.7447449045168009,0.7404879068594993,0.7230172976618853,0.7857034533735547,0.7737975659393111,0.73805143106902,0.8574925981958732,0.7397554380163364,0.7436910791572238,0.7425746375436011,0.8032236221395008,0.8800298237170986,0.7901507702534648,0.7640967045391156,0.7202715531449861,0.7318935297512452,0.7573170681919155,0.7374341703647295,0.7577787156428556,0.7369237211398243,0.7291412272692195,0.7433407760315096,0.7587397438318025,0.7386620746914542,0.7457206880102432,0.836368030755662,0.7566548613116667,0.8000325874587605,0.7345967207629488,0.7178420077528526,0.7327291864673395,0.7517781115183069,0.742412614780925,0.7436029334556424,0.7344726928190886,0.7442584816448978,0.7268371736624226,0.7361295679577267,0.7487056012264972,0.7450538100645431,0.751723109072572,0.7371559782056974,0.7749558831052429,0.7514645776542196,0.7617091035535762,0.7543551784185247,0.7210392526481036,0.7480083436086836,0.7450385751064497,0.7307970095343079,0.7435280117877886,0.7446959591439448,0.7533555429117001,0.7379015206530869,0.7279138502064981,0.742950199341594,0.7354851582301876,0.7477557470601314,0.7400332903678953,0.7412034324135471,0.7502329559561633,0.7427959057710847,0.7448109448240537,0.743844965572917,0.7428327115146539,0.7521939163063791,0.7791261933212422,0.7841831649537562,0.744190607250124,0.728228320213802,0.8667306412823105,0.7497389527456694,0.7254452913760506,0.74172071085101,0.7303057849681647,0.7523452374807009,0.7256053277774596,0.7339048124647405,0.7331615447265026,0.739052207245614,0.7492617333152987,0.7933490612077382,0.7922649492390953,0.75392495765664,0.7130997687326046,0.7219540430582899,0.7439336746808602,0.7399216437852476,0.7373153131145764,0.7513266579274606,0.8398412022367056,0.800600724397319,0.7781093804745317,0.7641183803573326,0.7406984302255734,0.7315622289197009,0.7356605538566282,0.7469512525403541,0.73432873427991,0.7342220763591629,0.7428336458046255,0.7396868443896913,0.7563816422674953,0.748371089055554,0.7410618554540709,0.768010957759356,0.7969858237364009,0.7487051099112458,0.7512147072686199,0.7371333795205541,0.7561969091426378,0.7562569331627459,0.7991985537023718,0.7677951572556159,0.7652560805271168,0.7498362210619267,0.733465429682055,0.7391443151712345,0.6828972432081043,0.7620356384405202,0.7567440296788313,0.7352937793780983,0.7316078220233164,0.7379121223037868,0.7497093426821345,0.735669095864561,0.7488239496465713,0.7452500752915326,0.7404933583752408,0.7411182924309421,0.737407718349035,0.7382673950649422,0.7660541369829927,0.7279937601073918,0.7300893393844815,0.7435585972129959,0.7287042352908365
+IT,0.8262685506751183,0.8546513947533579,0.8813656166802966,0.8828718999941635,0.8040190591640277,0.9649776407060905,0.861458345524165,0.8595150216130117,0.8618241119718446,0.9564698639955775,0.8743367930965639,0.8566175701206757,0.870831292397055,0.8648599230003594,0.8476018520006371,0.8721092490704856,0.8802423779177316,0.8745986229317013,0.7853238591208646,0.9051081478042906,0.881245964501707,0.8737150678417842,0.8627874042333451,0.960079735579848,0.850827068386922,0.8626620076934413,0.8786259081344705,0.8808101268458662,0.8743708601229607,0.8733842346220183,0.8779675449360596,0.8616295875038961,0.8655289487415346,0.8859736626493512,0.8888156275142858,0.8774631446618625,0.8721549160683969,0.7823902845901373,0.8660841948254459,0.8784431262512854,0.9634920418619879,0.869083409064639,0.9654774276024768,0.8580812966114089,0.8621503102185818,0.8755007087113279,0.8573481575458541,0.85572421873432,0.8526696025301155,0.8738808742331412,0.8735627661157465,0.8786687266407912,0.8620090466029984,0.8591224390340744,0.8673754751460032,0.894518029118554,0.8681152226584415,0.8659177407137192,0.8657877190387118,0.8665847234964507,0.8699931424110837,0.8759723110264265,0.8660920569997936,0.8730165303738887,0.8687894957112419,0.865558085925215,0.8692420533867148,0.8730482368990272,0.857274179946421,0.8366548889887585,0.8678194734189882,0.8656379677211928,0.8739072985844015,0.8913326757646451,0.8038739184526618,0.8844371315124282,0.7526033204172635,0.9676397180398032,0.8875504155748488,0.8498794733285046,0.8563064844433536,0.8773998626791651,0.8866003061989028,0.8738667243822213,0.8801101131496536,0.8764089039442461,0.8748934061107935,0.8695261696191072,0.962045671178819,0.8823166706770718,0.844085144270652,0.7973694108827121,0.8756953847633131,0.8284761916824875,0.8551792814481811,0.8762121248609321,0.8679822394499422,0.8717043208334881,0.8752074551401723,0.8176048059986595,0.8337874821392198,0.8092500542947416,0.8527878643928566,0.867682719186716,0.848801011423315,0.8747381317548694,0.8020724306845235,0.8779180121757949,0.8556040322179752,0.8177877583982303,0.7616281687372883,0.9999999999999998,0.8579723445351255,0.8780627799733915,0.8668435016125708,0.8614557767956742,0.8579608994973628,0.813782821770214,0.8195012830754362,0.8114379488349762,0.8129656438221905,0.8264620542650524,0.855784348456719,0.8567698333000847,0.8720761959602629,0.7888792843063114,0.8459622422736996,0.8137514602334396,0.8689217905823412,0.8569983451541167,0.8785710355386672,0.9668504597441004,0.8797450388918033,0.9656143261183285,0.8763552402133079,0.8725575126930951,0.8877543993503986,0.965972207994689,0.8816497749754624,0.8564673836327449,0.8018530088855215,0.8764100804365028,0.8285536484774362,0.8742610884219637,0.8540178207361027,0.8529513772502503,0.9644196987230865,0.8623953641079841,0.8674074828075519,0.8635413604438388,0.8628286379179917,0.8699567032345871,0.8552766096960692,0.8599113809167391,0.860987479660229,0.9655904393780175,0.8583320260707,0.7983637159237238,0.8742287483191568,0.8186162807936282,0.8597946150654117,0.8562105145641135,0.8652891692601296,0.8665280180136289,0.8525688472255654,0.8629012787202033,0.866628976847148,0.8749286006882765,0.8643664653525972,0.87056697779705,0.8686022957877861,0.8725223502010614,0.8673517975503036,0.8566825183207888,0.8778751788774533,0.8807742543838833,0.8607905151751851,0.8600045764332573,0.8648122513835944,0.8785851790552801,0.8383532427352673,0.8496030340088383,0.7998593070686988,0.8802985498553966,0.851488459412522,0.781081257509202,0.9005307573719524,0.8660375592626102,0.8638775723418658,0.8710933589777847,0.9640917410802148,0.8702562437587535,0.8730757674443397,0.8748780281004171,0.8821182345397767,0.9650652699291986,0.86508810251289,0.8552916158194692,0.8287849146482775,0.7864838851118352,0.856225421436055,0.876020329649584,0.8661834463005743,0.8790356353387552,0.8722061022884775,0.8195202804194401,0.8549518442111205,0.8003509433281919,0.8453313290793265,0.8671421913934654,0.8611206858190797,0.8765155252535096,0.956414177280434,0.8610233161685902,0.8618063218434258,0.8777848999992481,0.8815326174352525,0.9652457713328382,0.8667936370963795,0.8609222355602536,0.7965338921664705,0.8346940840106086,0.8646970174251072,0.8687778914839385,0.8664194517179705,0.9467987457640685,0.9650559720888708,0.8479417395666035,0.8255700250149649,0.8674438238072207,0.9644302509601168,0.8520221111374379,0.8749522767101541,0.8160312168767374,0.7775923161076158,0.9620980811564587,0.8598783202507019,0.8727653387819668,0.8775290717613016,0.8667595750116923,0.8756529903836691,0.880732831685483,0.8844221950468643,0.8620034671105337,0.854089965527738,0.8594055467878114,0.8556837230485765,0.8456153501286621,0.7887193465283979,0.8666664729875457,0.8765252249715568,0.874220857845484
+Idaho,0.7995975460003012,0.8037933460346146,0.8463539230523908,0.9145170016609377,0.7867031738476353,0.8658379937937646,0.9781652367445113,0.9772144537677852,0.8585739489557637,0.8708507981169271,0.8812700577542572,0.8541969474068861,0.9835047484700041,0.9793356931713255,0.8402657702030175,0.8797873712471483,0.856876585113075,0.849962158685132,0.7694610479474523,0.864219280984816,0.8377063923715133,0.8834660281806667,0.8579649211966838,0.8559339640857856,0.8572547460632309,0.8736361941928773,0.8898308550960274,0.8517190487283747,0.8824324301932943,0.846895814569352,0.8493127340246128,0.8786931282659859,0.8789400610735466,0.8895835284165424,0.9193109709718624,0.8596091825377602,0.8469505878688017,0.7971686771895807,0.8395169522307108,0.8337353146909695,0.8597520891858496,0.9704932901574247,0.8606922096859764,0.8499168130932044,0.855315653031501,0.8505324885684941,0.8548695830543499,0.853301997308427,0.855329275277031,0.883703964321068,0.8787341740393134,0.857687551434788,0.9812601204991387,0.8548106633759418,0.9746657200770213,0.8860750616792697,0.8917328435283336,0.8929732348749643,0.8906518889583074,0.8860060616893576,0.8900837738326377,0.8954202782475617,0.8868732838963267,0.898039629785143,0.8876062316660069,0.8890957463803574,0.8951471370813515,0.8953566275558007,0.8661902806985375,0.823713717984443,0.9784279229133265,0.8897626521908949,0.8898782871735976,0.8545904857200587,0.7820138609765168,0.8502604567631386,0.7600487873238262,0.8842370691825188,0.9327256239016943,0.8488842052829612,0.8381825451651085,0.8822611711078008,0.8682105546806556,0.8856188931007841,0.8968719308452389,0.9783380634536716,0.8813824286319724,0.8877068351142239,0.8858272040491796,0.8990901462673817,0.8008609964551845,0.7916916569136387,0.8083092052385962,0.817536555720205,0.8504870750530246,0.8926106785999159,0.9759320509537521,0.8903225080368713,0.8481135298967705,0.7905216352039136,0.8357199394008255,0.8155910632389015,0.8285577338603395,0.8764237802566789,0.957988415515874,0.8860270957806128,0.8000572702175964,0.8822349337003855,0.8416906588038379,0.8287200261055523,0.7398120717692842,0.8579723445351255,0.9999999999999998,0.883790432777289,0.9737756703711622,0.9784321255976517,0.9797154505426072,0.8166522717742198,0.7972625903120855,0.7916383239524724,0.7916039291217973,0.8130860736615457,0.9772906121033325,0.9757100965272916,0.8966450173060219,0.7816029879129999,0.819113738228435,0.8089507661013298,0.8506320777277548,0.8537052319914658,0.8830080725541369,0.8775671350572063,0.8575684221989985,0.882184025044384,0.8879845970220062,0.8817537994378803,0.8691237112197204,0.8849217410563489,0.884899723534614,0.9677697476098339,0.7936516839331244,0.8384726026306568,0.7987178244961729,0.8467202088597393,0.8566083610251861,0.9748142729481661,0.8707266730627715,0.9711048346402846,0.9765833332140103,0.8767508622307137,0.9786548998024203,0.878476535874474,0.9775200196564068,0.9711426452568257,0.9807657799389167,0.8618345535595621,0.9820044874987754,0.7977674104176121,0.8627753303795382,0.8237350180816033,0.9106683529824066,0.8577365531450365,0.9843410683136723,0.9753698895358386,0.9774944870018331,0.9696212879636391,0.9773570808673006,0.9741515168755741,0.8796296545831177,0.8743922735259416,0.8802588056365735,0.8889942868403404,0.9777088596234045,0.9793842028412157,0.8955891369281058,0.9109987903978797,0.9793623874453317,0.9771994900831164,0.9822240806312057,0.8933885910230883,0.8068646675303501,0.8247170104085193,0.7667811269188173,0.839917618781071,0.8237805761591099,0.7581029940713432,0.8287523244023217,0.8778425358883594,0.9804157879110225,0.8771945123640136,0.8793542199361712,0.882131836530077,0.8425402406469596,0.8501179432561975,0.8851591787128557,0.859861597843903,0.8419652154881228,0.8035196909080807,0.819213969628975,0.7727639538481795,0.8485821611901955,0.8880655772390542,0.9770491829597442,0.8845778562500429,0.8961736422823893,0.7971594758244052,0.857123811370443,0.7531111206515021,0.8275500337622652,0.8764925989118751,0.8760235043555621,0.8525455710492668,0.8588478581180874,0.8738382234058852,0.8803011452406996,0.919493019235693,0.86098352284714,0.8669027004755969,0.9773257237284206,0.9812986210884179,0.767924108337163,0.8251635282380991,0.9789609783422872,0.97573725381914,0.8781442458811977,0.8803625634900237,0.882755411909674,0.8228948480301492,0.8054536194281653,0.9436359150024414,0.868899959864821,0.9787324476997608,0.8945776808714538,0.8174544671762612,0.7636009658034937,0.8820533922205063,0.9749716690961747,0.8433060428721157,0.8496006654163348,0.9805703071727033,0.852260260405405,0.9273839837301326,0.883053149512265,0.9800062037981833,0.9754328909676055,0.9793517867376531,0.9812032384403533,0.871317434780093,0.799465957321011,0.8822455803328165,0.8927825344433624,0.8441576836452384
+Ile-deFR,0.8375216567353725,0.8053197623572146,0.8500191278302888,0.873650366738042,0.8140386391145877,0.8889419014994714,0.8783579443958528,0.8782696431811966,0.887990730425638,0.8962948877208325,0.9876568125874226,0.8860528379133515,0.9014310818019994,0.8808915518002,0.8642680596122347,0.9860577858451609,0.8802955757832471,0.8690453360332825,0.7942654666302185,0.9059225096243021,0.8364701047681513,0.9226152841853807,0.8908672992446912,0.8824828186160137,0.8936030872626276,0.9812980502803752,0.9262904150202097,0.8736628819363471,0.9893845784611137,0.8728908963320212,0.8745861231798202,0.9123168389265426,0.9866606881454757,0.9547610395399543,0.8785940420449625,0.8909060659632887,0.8533153341956069,0.8376590643501727,0.8636505943577764,0.8304869480878002,0.8850682840646147,0.9094923456996468,0.8882536533824246,0.8721620788367976,0.8816296286284193,0.8689273645377998,0.8860979619115786,0.8879376094966177,0.8920587962865687,0.9913056026503956,0.9843052465360244,0.8757342478784852,0.8926633265100014,0.8852461342140607,0.8991169966059228,0.9765646181116762,0.8737650313214765,0.8781090840902593,0.8688263969738194,0.8666934177237907,0.8723523841911845,0.8783399183111686,0.8654394832804444,0.878747092438677,0.867583728645743,0.866128427992332,0.8748563296845222,0.8748360119165369,0.8959406862091659,0.8265513803851813,0.8902928041603997,0.8627682494123483,0.9099881838324253,0.8720570489342067,0.7852075098808127,0.8725807522456599,0.7883031297820347,0.9129568749524436,0.9235708829659921,0.8749257069257852,0.8428896768340548,0.9826205263440341,0.888757929491838,0.923333525896486,0.9207776606762093,0.9025502117939396,0.9878651335612476,0.9084051743183967,0.9097540599642545,0.8773513960544627,0.8312782003087715,0.7948330968339411,0.8205884005724297,0.8276488533007261,0.878623649841429,0.9187630899979418,0.8942051710440218,0.9125329283709293,0.873566593683768,0.7647449709603149,0.8427303925410766,0.8578104405731725,0.8257331097928172,0.9823870075782469,0.8874471759983726,0.9249110424105197,0.8039024372734439,0.860755937910865,0.8354937380748998,0.8452645197350731,0.7445727444331054,0.8780627799733915,0.883790432777289,1.0,0.8936647037969755,0.8827929109397697,0.877718811923012,0.8366054245160202,0.7853534358799178,0.8020219512153179,0.791594923659332,0.838412177610726,0.8747593284897529,0.8713725991171999,0.8759299926093657,0.7819066944995949,0.8288643620396872,0.8290129699922391,0.8655554562657201,0.8881307107699012,0.9874341162890036,0.9072495309735,0.8788276983931516,0.905685020122131,0.9131777996461312,0.9860557229991282,0.8909409692270637,0.9183095315100528,0.9863929745171525,0.8729777302072323,0.8259823021296799,0.8331232592902136,0.7730921797283067,0.8640340476543464,0.8932087945453286,0.869468847884448,0.8948535520542121,0.8940873756697361,0.9014909996533162,0.9092280126002928,0.8867880091402773,0.987584409087744,0.8864483024361478,0.8753688236137102,0.8814027355461885,0.8890554325645222,0.8734377336050223,0.7993912587092928,0.8824600206297153,0.8362077120442183,0.8789659370998418,0.8959741036438015,0.8878338015204073,0.8961655497679727,0.8798189502590075,0.896120438701913,0.8889052000365029,0.9129821498113098,0.9147046209583699,0.9807351515772144,0.9185107021450719,0.9172550623374531,0.8914646526902249,0.8741502709069263,0.9247386716308678,0.8839351958851722,0.8832318870716377,0.8759551170623445,0.895409318353337,0.9174362538379992,0.8236177504234996,0.8252757291944923,0.7846336486557062,0.8630446276330614,0.7884533896397439,0.7533578836427071,0.8496488909586853,0.9886201325893837,0.8884325526218629,0.9843084619409962,0.9086562180284723,0.9869132907579883,0.8617034590846703,0.8739698884562482,0.9900332481864476,0.8843504046593751,0.8649217899808792,0.8177651638680812,0.8561827147216874,0.8056913146762987,0.8830907660745095,0.9217268851286647,0.8955182146671796,0.9926180191535721,0.8765054628511101,0.8277697475031549,0.849136003647159,0.8112799082522029,0.8233880976857787,0.9078912201810182,0.9088447509491431,0.8722457294087942,0.8740487107741588,0.9053834836238871,0.9129723751849357,0.8964600956213686,0.8801163999818868,0.8932481256499858,0.8880733346269974,0.877962102465162,0.7396812689769181,0.8512594982416858,0.8841602847554946,0.893774809921237,0.9087984851503853,0.9046315605509498,0.9113783637200132,0.823692152098788,0.7985313594065492,0.863408732932453,0.8941868050896279,0.8870862466678768,0.9208411172451422,0.8210078005842629,0.7445422806256635,0.9101003541020635,0.8817519771556828,0.8694357810523885,0.8761861044199215,0.8956294006296455,0.8794681676875803,0.9060010731749851,0.9464343290996832,0.8944171101246715,0.8626018008615395,0.881943820831519,0.8687416584319597,0.8685060495149302,0.7901299452866654,0.9052495432071958,0.920798632981576,0.8628862074254626
+Illinois,0.8136826534066705,0.8114094687578672,0.8508166525905951,0.9189225116506576,0.795822125552548,0.8724039971964063,0.9772969953172189,0.9720414312754381,0.8659498365744875,0.8761510288494267,0.8871439278642601,0.8612433159633779,0.9836324202215573,0.9795639987614972,0.8452832177968731,0.8841037764501121,0.8623568763221375,0.8542833087824112,0.7763032143976244,0.8717620078162883,0.8460142033831597,0.8930490598852551,0.8670532997033953,0.8633007955778474,0.8648512957039995,0.8782825920980879,0.8984491185008201,0.8557263499663228,0.8873216011262393,0.8535704144136498,0.854806379848733,0.8843922352418819,0.8838079081067977,0.8986213457627811,0.9241596936601485,0.8686076306791075,0.8542930914661176,0.8031395209137694,0.85001584077031,0.8417150167270024,0.8673245444837023,0.9798188700442867,0.8704971949096693,0.8567858892973967,0.862117798675877,0.854290635341643,0.8624749749743544,0.8609774062088211,0.8627394692836466,0.8893266306920916,0.8840560451421073,0.8618496517804488,0.9795502002638775,0.8622000934408659,0.9839596536646329,0.8907111559887935,0.8984757916277306,0.899614388535689,0.8967818793858756,0.892406322586863,0.8971946411451662,0.9045625733340086,0.8933133580241894,0.9056500117132823,0.8949971357773018,0.8954214184710001,0.9013641638577791,0.9024065725607407,0.8749920988653881,0.8391814180460275,0.9850723779468191,0.8963612634937952,0.8965159771067611,0.8636398880798106,0.7875391159891283,0.8593353680567762,0.7626795849280642,0.891765775206604,0.9405936042067464,0.8547050664228586,0.8453222108255501,0.8903210974371458,0.8734248110835716,0.8930870979906342,0.9074401011468308,0.9845447769482187,0.8861940849277856,0.8943877866143959,0.8919396241152685,0.9082457678902996,0.8111865181644435,0.8018228852032376,0.8181270486311016,0.8275800446223088,0.8568142776436306,0.9018626440559405,0.9855001905831741,0.8987347908589873,0.8526805035525606,0.7994219988509033,0.8470253539106127,0.8267273479761597,0.8353544186524859,0.881836206501111,0.9630303596259258,0.8956718684507237,0.8090894411113031,0.890053623708286,0.849866046291866,0.837512131769288,0.7453183217887484,0.8668435016125708,0.9737756703711622,0.8936647037969755,1.0,0.9855240711218903,0.9812562614889763,0.8303609519141235,0.8059409077267166,0.8041440208624662,0.8024340370921791,0.8260580891659889,0.9753037267431779,0.9786099057636732,0.9035435012299703,0.7915645904280489,0.8283695733337119,0.8197753398476204,0.8578998320488257,0.8618296046971249,0.8886946699398494,0.8855121409107608,0.8616906373478385,0.8881289501159508,0.8973990927546314,0.8864340313303871,0.8750282086068241,0.893120404226701,0.8905313525673174,0.9732221587886154,0.7986453016276728,0.8486133640369589,0.8070337971057324,0.8513984500365719,0.8660532750762554,0.9680605230638947,0.8774511242039094,0.9805681103576469,0.9829830197052395,0.8822803629498465,0.9829410916733055,0.8837978922581254,0.9785403660088993,0.9761320240034534,0.9831534442353025,0.8689658610505246,0.9732339650162344,0.8065754313265588,0.8736739365688657,0.8289457606582968,0.9140707078783952,0.866504541412653,0.984255226892486,0.9777786770992418,0.9730224364724462,0.9771004475401511,0.9768829707791601,0.984139101831875,0.8877458045511768,0.8806245182118697,0.8898731037555497,0.899182021181516,0.9836988326165256,0.9752482128790553,0.9075456138942706,0.9182686018407388,0.9823462386322778,0.976860907282115,0.9817880040147107,0.9020252450506139,0.8164241485239258,0.8363545749726689,0.7770127740281366,0.8498175961966913,0.8353749090780829,0.7638711569755513,0.8356218674793847,0.8831666840009192,0.9839052853206111,0.8824715938511505,0.8863083845418445,0.8860701636277138,0.8460950088836948,0.8566742194834628,0.8924916291856182,0.8679381706408482,0.8520209849148371,0.8113696861682071,0.828225710238752,0.7796282385411143,0.8569548073999674,0.896487679963294,0.9806880061763148,0.8909393243719506,0.9024541341865144,0.8086300921531612,0.8701944050094733,0.7639774558526784,0.8356661409938924,0.8843924653547273,0.8811099625863067,0.855565138242611,0.8638217694391682,0.8792932801276828,0.8878475939794415,0.9262425608072061,0.8659157920034669,0.8747967876042722,0.9818489412364264,0.9779282223769015,0.7763439649081205,0.8342653081352385,0.9830127688099035,0.9827585418691498,0.8836038754239294,0.8847941744397327,0.889746674802447,0.8280498708489565,0.8139515117511958,0.9517235452831512,0.8752621854186078,0.9704816773538751,0.9046724930841172,0.821947254182091,0.7690354209259816,0.8888406300966544,0.9721716774122271,0.8485716080740126,0.8550838424814572,0.9852013426807357,0.8575467075979392,0.932589826720656,0.8877308277942857,0.9779924901472709,0.9712269953955832,0.9833224238357705,0.9702826779346101,0.8794871965662835,0.8034552585940358,0.8894395500441765,0.9039696269315322,0.8479411007475823
+Indiana,0.8027552768123926,0.8083358024107216,0.8458124421169422,0.9152535396590306,0.7878991509661185,0.8677974292548101,0.9816717125744522,0.9756432338015533,0.8576335369367468,0.8710509431267976,0.8788963249774386,0.8523906548651267,0.9815445078316767,0.9853923265689967,0.8387746020683252,0.8770833730003323,0.8585417266200405,0.8519505811628272,0.772331120308928,0.864981281696777,0.8431413543568328,0.882623080653512,0.856844410641156,0.859277540188098,0.8550715673683952,0.8715747114120057,0.8881916080759283,0.8531737294015211,0.8805021883822057,0.8490109258054767,0.8514043486014339,0.8770835593915558,0.8760306271909558,0.8897288124424423,0.9207093087267281,0.8587366427452511,0.849052879431878,0.7976210726046898,0.8414599807930764,0.8387442531899181,0.8634873309865208,0.9716912229025367,0.8655819813440511,0.8490885593537746,0.8543984638220729,0.8516001777954978,0.8540330028096403,0.8522346864427524,0.8532535487091788,0.8819717886117782,0.8776245360885818,0.8586970821684787,0.9786488952265912,0.8534406185274949,0.9801646188373098,0.8849385044944968,0.8964486937105789,0.8962177553731112,0.8960321884509366,0.8908478020320973,0.8960671012818947,0.901539464746981,0.8921093838816084,0.9031118102962253,0.8934157316075133,0.8950920135298275,0.900054464678451,0.900670105723106,0.8664515285888033,0.8301008147162899,0.9851835853620879,0.8957328743232016,0.889897359823578,0.8545358102279428,0.7865882620567286,0.8519665567425518,0.757672492642753,0.8852761954656488,0.9353012486320681,0.8478650807101943,0.8383789040321684,0.8816760024603958,0.8692741360599447,0.885215100852542,0.8986862930522642,0.9824797971855735,0.8793398817339232,0.8870983275711021,0.8864403306805628,0.9036159113852089,0.8031621377631201,0.7982893768143554,0.8138798657549919,0.8219290969252204,0.8491679678827447,0.8926351572347055,0.9859158476161459,0.8899521522630517,0.8494901881699299,0.7980374911230295,0.8395213223399305,0.8168595250954426,0.8332281116692312,0.8753066842445333,0.9576866811791751,0.8853215818937105,0.8051344865009661,0.8862872018887726,0.8470036892394934,0.830090115524315,0.7447449045168009,0.8614557767956742,0.9784321255976517,0.8827929109397697,0.9855240711218903,0.9999999999999998,0.9847178860654678,0.8162908752427362,0.8039639988586506,0.7969660511004817,0.7962551874763085,0.818895841570931,0.9791571280835901,0.986115277892504,0.9012507954076617,0.7870426617402121,0.8249107459861807,0.8158235605770753,0.8514566524794203,0.8527724213080573,0.8810611291715934,0.8795785934487801,0.8583754452436618,0.8832866558145317,0.8889101385960287,0.8795524668171857,0.8704488306405423,0.8858468436736601,0.8839758934938412,0.9772397878232945,0.7959280927053508,0.8421126149892745,0.8077757948777788,0.8480816873852087,0.8554091184960803,0.973808640495062,0.8723910713100278,0.9787640998052071,0.9779921055687628,0.8756783517523198,0.9856598969923898,0.8757701363975856,0.9776330262146854,0.9807152264492056,0.9858307880127303,0.8647699966676423,0.9792314246569528,0.8029254518063298,0.8652149697248582,0.8243564210932459,0.9106507850077327,0.8561047825192045,0.9876683934567763,0.9739547183307293,0.9747599253149585,0.9724788159854667,0.9781366133924299,0.9766952581379217,0.87890966604974,0.8739737365593222,0.8801712703996712,0.8891557766272472,0.9852518637025687,0.9808319279620636,0.8954824992512693,0.9170056461541595,0.9869615076274537,0.9837370293316376,0.9818807685593812,0.8938714750052982,0.8111855695718505,0.8310819256729394,0.7725557223530592,0.8440014864977405,0.83280294713226,0.7632391866218297,0.8313258672341878,0.8751155940092011,0.9843692199572545,0.876448940960646,0.8804092155192531,0.8792666858706928,0.8445599841578708,0.8523616022865992,0.8838043004907432,0.8638315392845183,0.8468077806605506,0.8065557828384495,0.8163593573326697,0.7719327689290881,0.8481468462534778,0.8877013411006041,0.9784638291761334,0.8819533480189602,0.9012693027481629,0.8018312918142464,0.8635533468620499,0.7580678561539466,0.8313553628509731,0.8764887960151244,0.8739372271702989,0.8535689626226695,0.8611961976016709,0.8730197720919288,0.8792399569709118,0.9235510850130974,0.8630481851672541,0.8705601010705017,0.9843862180055164,0.9823322811460481,0.7783159663827798,0.826276164004869,0.987335740568908,0.9814663971557249,0.8769139327019807,0.8787018481567308,0.883712348948089,0.8246174936203116,0.8112305997623,0.9512239270500857,0.870456397601476,0.9706319113452672,0.8938282739489597,0.8151521199188108,0.7685325939428926,0.8825841043109579,0.9744714540647105,0.8450420582037897,0.8514211279647339,0.9861734319134575,0.8536456544316947,0.9304179718708682,0.8835365379770455,0.9774856566747091,0.9814919968908428,0.9834651266151404,0.9774238054794367,0.8747433349222219,0.8015471373469141,0.8820977229687713,0.8936911530507307,0.8458873082601774
+Iowa,0.7966269290403708,0.8051153324375893,0.8436563059090212,0.915386352544812,0.7833231243329796,0.8647209283476261,0.9794339956837235,0.9747066599866274,0.855563754829696,0.868021627100688,0.8748666816929314,0.8501733121911207,0.9792379116859962,0.9845272644268056,0.8370016411885748,0.8728611805148119,0.8561104660469903,0.8490648540871985,0.7662729102607948,0.8627602170474836,0.8393946633586761,0.8790383437801005,0.8542325142977855,0.855230625020431,0.8528419091746652,0.8672149972768477,0.8852347274619332,0.8507113218197934,0.8761201895595904,0.846666316852033,0.8486103321975824,0.8733944669521025,0.8720653512049351,0.8860619376843537,0.9195301781920607,0.8562742113947216,0.8460524814271038,0.7924490721376258,0.8361466504108366,0.8367655573903863,0.8592007784909674,0.9682155625947257,0.8613473955207965,0.8466969604955441,0.8526099506355288,0.8497458620272966,0.8517562134001684,0.8499650101979044,0.8505037223268761,0.8773412711261845,0.8732245974778434,0.8567665103814118,0.9785816371155939,0.8511387483385864,0.9777951412456224,0.8811438393733978,0.894601885732245,0.8948762037274554,0.8940640148129531,0.8897312975827435,0.8937156571671397,0.8991574069648157,0.8907193825516909,0.9012121824686335,0.8920074011085893,0.8928004989236381,0.8983192824365377,0.8988834908987482,0.8628025751671722,0.8248871737901283,0.9830790295432678,0.8947593424426965,0.889245563595651,0.8526315579708187,0.7830694303740764,0.848972967373641,0.7518692114856581,0.8820312673894617,0.9324745004671943,0.845405552365796,0.8375700921117247,0.8767211196572084,0.866575098035217,0.882984768389748,0.8965700733807196,0.9789264611729288,0.8749736612615701,0.8864744331376374,0.8832493875394314,0.9006270812903144,0.7967422796444658,0.7918825252213478,0.8097584061309293,0.8169126155342972,0.8472110115734194,0.8917030690377499,0.9816981798100858,0.8890619091394996,0.8469255708510326,0.796365591834336,0.835071566488666,0.8105186900721704,0.8302742842849911,0.8706207203672027,0.9569743516970102,0.8816986976733514,0.8008173385414342,0.8842821151543154,0.8448104980008316,0.824261383439804,0.7404879068594993,0.8579608994973628,0.9797154505426072,0.877718811923012,0.9812562614889763,0.9847178860654678,1.0,0.8111650381898707,0.8002316813562526,0.7925288064283036,0.7923374738655357,0.8126252065170001,0.9794339277080225,0.9832696088102121,0.8997436201258697,0.7842761755171798,0.8202424448584925,0.8099302414428773,0.8493087828058148,0.8505912241006692,0.876881746653979,0.8753925439923312,0.8564742452508667,0.8800001824816285,0.8873798025692047,0.8754161578710501,0.8673817478179775,0.8821158570793506,0.8794204151586911,0.974130679577427,0.7927114258891649,0.8377851580100963,0.8050133566240776,0.8463162440003951,0.8524338438725136,0.9749228051308323,0.8693715242635015,0.9755901783757666,0.9762054098124604,0.8720105038141402,0.9817379941314021,0.871566889510302,0.9816164375954147,0.9783138084452917,0.9852093573457428,0.8607487499265977,0.980911778940256,0.7973783581332069,0.8632800280189417,0.8199638739549677,0.9107440688281301,0.8539993192973003,0.9910324164750257,0.9719671734099706,0.9767209198564968,0.9693525073327119,0.9773080598691296,0.9731172477265445,0.8753898271382246,0.8693940965909398,0.876364099921628,0.8879976895473726,0.982235173709116,0.9825200734962551,0.8936855937455433,0.9148286630411021,0.9841497074275275,0.9822771456421713,0.9808487191489116,0.8930488810646318,0.8058526546583638,0.8251051482264241,0.765033411394246,0.8395437364000573,0.828806980215732,0.7607295712822574,0.8283203861201555,0.870946063355976,0.9840729886899379,0.8715985177731179,0.876762174199834,0.8749932933883043,0.8420617742162654,0.8498376359426495,0.8794754212868656,0.8597897742835663,0.8426572968845244,0.8023130320539712,0.8130791941700906,0.7667045750454572,0.8456406408735255,0.8843784077986773,0.9779790566325305,0.8776100193896967,0.8998207923363669,0.7957887445608278,0.8606802945964844,0.7518091669858681,0.826569730484706,0.873014213712963,0.8705111987757453,0.8513416269708665,0.8583380842778737,0.8692405766728586,0.8759459307214303,0.9211881681892797,0.8598515002756018,0.8661344366814573,0.9822324424098067,0.9866892000003918,0.7770219242051103,0.8232442099041024,0.9842557298967619,0.9803569547542939,0.8734242593871324,0.8762692647999475,0.8803182541641102,0.8221952114092392,0.8055004151614715,0.9484422139056856,0.8671207029993873,0.9712993164080558,0.8931616516383648,0.8091200256922255,0.7686973199508496,0.8795049147235084,0.9753855966751424,0.842650583759718,0.8488761670673471,0.9834747528887654,0.8509192284375502,0.9278957241892645,0.8805537015093036,0.9774950822440805,0.9796839517124183,0.9852867456848228,0.9791461591392603,0.8711786523167204,0.7970555238648234,0.8810105212151479,0.8917118629375168,0.8440039959156603
+JP,0.7885796454666822,0.7550845487379155,0.8201242984560867,0.8291465982054164,0.7783481368837178,0.7743675728874853,0.8136235131952967,0.8120139192138439,0.7941712417435918,0.7849254953183971,0.8214765236965692,0.7890151714609616,0.8338399672837341,0.8170211350859765,0.7662590066809378,0.8165534801504529,0.7627390167217991,0.7454976899449819,0.7731156915959955,0.8384840343139424,0.800434453999606,0.8343512278958244,0.7922453888217997,0.7660951852145645,0.8003237074506957,0.8153313743747779,0.8379511700573932,0.757269445010653,0.8206523761005426,0.7564335017922308,0.7555298905620028,0.8274208609001577,0.8173589647645298,0.8246110187372546,0.8513892121587499,0.8332451014927668,0.7747694321531482,0.7626156708464468,0.8200361831116313,0.7797483082893009,0.7712389864777229,0.853216651022291,0.7753148086423024,0.7668507686122054,0.7869497681046637,0.7506692546821143,0.7911053956694621,0.7928087555648641,0.7949804818373252,0.8258773408368993,0.8130623545132699,0.7560151066254368,0.8253945328685206,0.7900457714052742,0.8398516723078453,0.8102222412941301,0.7684058164659573,0.7739436982052593,0.7622514465348184,0.7636484027923107,0.7651963548496302,0.7724661824830947,0.7622285280857668,0.7753656419604811,0.764876866607261,0.758406005561651,0.770332229484127,0.7658147254420125,0.8229953974367608,0.7727751892909975,0.8257299837318273,0.7629221963298353,0.8330593161904394,0.8723631063564257,0.7431117616586098,0.813056960297291,0.7395984618002441,0.8055343238640437,0.8398668929049663,0.7828131594268491,0.8301630630869349,0.8438753477640355,0.7737030427284808,0.8185256531853118,0.8414068903996169,0.8369856660707442,0.8189328438160476,0.8308483577249671,0.7969287606503265,0.8421320830927277,0.8159021788334802,0.7512479073113184,0.7749634014696196,0.7552171003558011,0.7791469031244431,0.8433692450460576,0.8293883866396989,0.8323916623310245,0.7555778294717049,0.7740366639411338,0.7679538736574113,0.7998193666987512,0.7729727680815307,0.814220901550728,0.8411010990616093,0.8401332876399292,0.8141966390983336,0.8051460612463537,0.8020898360645814,0.8311175492486048,0.7230172976618853,0.813782821770214,0.8166522717742198,0.8366054245160202,0.8303609519141235,0.8162908752427362,0.8111650381898707,1.0,0.7812594792096971,0.8023318247640866,0.8334434970927198,0.830473431376474,0.8089907705654573,0.8051886123076429,0.7708755802797198,0.8009958828351361,0.791562569042872,0.7600206511018256,0.8181159511051854,0.7952611059800664,0.8150745862961161,0.7968690815667472,0.7615606991037825,0.7932559407787909,0.8309567439618272,0.8197462838331726,0.7726445918268351,0.8141491048046109,0.8186885603915561,0.8112119872617485,0.7194118684377521,0.775914866504455,0.7712203608926297,0.7457596732245075,0.7985394078090469,0.8026908006177298,0.7820443520945407,0.8314767225162701,0.840653017756571,0.8190100828623097,0.8205706548246516,0.8161088930185606,0.8257754621156057,0.8129568690593523,0.8151433637509086,0.7729065975741655,0.8027690191637186,0.7824044344086523,0.8504758912624933,0.7628802149027984,0.8185810276383539,0.8025026871084476,0.8236259901603056,0.830168922844579,0.8159936234602898,0.8403944041937453,0.8104362875783988,0.8537701608482762,0.8288770776174439,0.8073897975137097,0.8304012609871132,0.8397206287925199,0.8245624350922426,0.8087211009799247,0.8482633192235128,0.7851416908012196,0.8166402958508242,0.8061793836182455,0.8298049253404599,0.8392380510947347,0.765672059519739,0.8283759508590859,0.7763875536902886,0.8077406924154682,0.7254010335677752,0.7007838135640743,0.7878407273515272,0.8234609350842758,0.8239842717581661,0.8131854925923414,0.7980727159097926,0.8174429607677245,0.7417170439577969,0.7535421369253805,0.8222855873946564,0.7681644858582868,0.7769277717052246,0.7833949506721851,0.875721121785079,0.8013513221842764,0.7882663232794179,0.834080407227106,0.82857702880532,0.8289719547140612,0.7767209240460957,0.8358541805509095,0.8382365426969298,0.7656800943448236,0.7503174401215853,0.8172469795717426,0.8180448750744914,0.752896288990943,0.7539784580274663,0.8145819330541754,0.8279242485474605,0.8050790334093048,0.7617791356587208,0.7823559733406042,0.8245783090156138,0.8098275125294176,0.7581822522147096,0.8236890469461864,0.8174651017955261,0.8274690290621789,0.8210327900941193,0.797265831552564,0.803899529183189,0.8318814969899067,0.784486550795448,0.8364709885939784,0.7812315776511786,0.8254562003622427,0.8477492455704613,0.744366543306416,0.7186880531273788,0.8011024812681575,0.8172773783667744,0.7497957989582148,0.756973285824448,0.8320026759193669,0.7634816952724517,0.8184799556436364,0.8000327792268161,0.8314546400456309,0.7953766514589901,0.8150341031323716,0.7962962942801557,0.7809697162785816,0.7720713899238216,0.825672475643092,0.8417068943157882,0.7418601323052569
+KE,0.7935076860502652,0.8057724525327656,0.8256696010254911,0.8118737040290804,0.7838971251891287,0.7912489226118041,0.8103227901615789,0.7947143663205574,0.7766553705086637,0.7867629590721403,0.7723876930194825,0.7664831955975095,0.8070971343148207,0.8119527984762633,0.7542319259180786,0.7718087872468731,0.7869831059851228,0.7758545503140338,0.8328386160233683,0.8055896340700816,0.8277888503713037,0.7909818389787956,0.7656753370112115,0.7909424028805885,0.7662822991935446,0.7656705747480902,0.7942706047781439,0.7859765616164486,0.7743724287002333,0.7825053946024181,0.7866324124676114,0.7820433178331526,0.7680825486476996,0.798252375249543,0.8379850034567687,0.805087059666829,0.8134122636033823,0.8231133425003995,0.8246554286614591,0.8337059147320038,0.7939219328164288,0.8059436244642311,0.7930120168167027,0.7630287005468498,0.7708616809040888,0.7836638324074839,0.7681988771062565,0.7699781787070467,0.7615973379840147,0.7758929329456015,0.7726190798038421,0.785225967363921,0.796071572359287,0.7664525405183147,0.8041037747546252,0.7856088615829356,0.7953506164589862,0.7924396958023893,0.7949107281639707,0.7964967853492111,0.799197042381673,0.8012408233682428,0.7954207514480947,0.799764283556685,0.7998756707412691,0.7929685945136162,0.7988081976875001,0.7996011330865366,0.8111810569421699,0.820398902538093,0.8080828550273752,0.7976723314798058,0.7941325485310289,0.82070622442778,0.8156702938317368,0.8213571208897223,0.8079234608980708,0.8006741993498242,0.8191678714444853,0.7683997678302064,0.8058041429850232,0.7929459252667199,0.7922361753467184,0.7848066811619026,0.8019444588766453,0.8149169362583606,0.7744447567926072,0.7918346037149183,0.8002572390148882,0.8381426865027427,0.7897509310139943,0.8813350896279306,0.8215454031611404,0.8107186587762552,0.7644462354347259,0.7958438533930301,0.816200988985622,0.7908104874695833,0.7824207245425181,0.7949607393081582,0.7957448639667083,0.8076535665319484,0.8085494436014731,0.7701418434921562,0.7888831840823012,0.7941982827434213,0.8365306207749625,0.8172948749565196,0.8265820140846456,0.833807359856576,0.7857034533735547,0.8195012830754362,0.7972625903120855,0.7853534358799178,0.8059409077267166,0.8039639988586506,0.8002316813562526,0.7812594792096971,1.0000000000000002,0.8178599689003546,0.7758768296386559,0.8360037768565307,0.7980889363762951,0.800703932441367,0.7973176295424651,0.8061650501100058,0.8449322482029002,0.8236158951863569,0.8158701157579163,0.7690198434907554,0.7745941369765171,0.7981890735340954,0.7860125684590752,0.7962527882168986,0.7917038724954875,0.7742495452197125,0.7929634349501126,0.8009951862165464,0.7798715870685996,0.8046316895189346,0.8013719161058721,0.8160288142142793,0.8184866941720059,0.777736267733363,0.7659075940003552,0.7879161165778861,0.7917749771264287,0.8071329484134935,0.80395641876387,0.7834886869212379,0.8044295455757031,0.7711980215305306,0.7973123980619643,0.8111801442435835,0.8042822871034502,0.795518137024483,0.7941797474409347,0.896739447898625,0.828737164972076,0.8021383750856684,0.8064067400807468,0.7678965195328861,0.8057545862861233,0.8061755088809198,0.7862059766094782,0.8015692493196336,0.802666960047297,0.8141381401153583,0.7861974074820249,0.771577245098555,0.7884828022189269,0.7919329769767935,0.8096621268226206,0.7976378728327637,0.7942224050839629,0.8088754425660267,0.8027534309047502,0.8026450472169594,0.8010880506846804,0.7983247735048311,0.8097722491833922,0.8272319190992343,0.8268847444041533,0.8005835036370736,0.7728382796466533,0.769009460834825,0.8078248019617095,0.7712072006238742,0.8037532299680717,0.7733913806166555,0.7956101254713247,0.7706357901815494,0.7793767486264418,0.78062707576766,0.7783973332377625,0.7911304822722297,0.8179016021106184,0.8226510598413284,0.7817344240817448,0.8372885587848791,0.7664078593821368,0.7924414164331258,0.7995208211725918,0.7782289651904436,0.806212016082017,0.832167188342683,0.8473288259402934,0.8508253774711418,0.8110887366886157,0.7848944221294756,0.7806362664704068,0.7829212053873321,0.7836512823305203,0.7803205563007082,0.7809302916909888,0.8046025964235908,0.7862192559101527,0.7991412147225337,0.8122694593203194,0.8013440271264274,0.770799070692389,0.8014526173268437,0.8099034844502405,0.8116661903493718,0.7848196770187412,0.7953130680633397,0.7981852116194464,0.8338861671736163,0.9100964091737499,0.8398213138571036,0.7909989995022271,0.7887756395108251,0.7944050751347477,0.7512969907782522,0.7373475373034648,0.7982449502350126,0.7908030288472255,0.7791919470744766,0.7849722516837023,0.8100394412026859,0.7843954798307232,0.8109143801259115,0.7851373157246997,0.8004076614044263,0.7959656471168031,0.797992014868161,0.79358336494278,0.8628668579738505,0.8675756338895474,0.7810426354441848,0.7965545891977484,0.7745577682740602
+KH,0.8111739509491983,0.7864504561718636,0.816716374237086,0.8192631460535659,0.8099498489428297,0.7952691704208825,0.8005682946627195,0.7953644299256439,0.7721056031639877,0.7952196714754253,0.7911548854883377,0.7663372165946898,0.80700352476374,0.8013877810876354,0.7517407862259899,0.7908160134428963,0.7890049846872361,0.7780719979550628,0.8377749780190357,0.8036541610706887,0.7983771557145004,0.8012538078160515,0.7726800707410693,0.7931594393844685,0.7657008992267166,0.7832051113342736,0.8050242863289107,0.7878429764243312,0.7926704397823976,0.7865944931367554,0.7880795547961617,0.7902366890895149,0.7846853317657757,0.8055215375411948,0.8264401706174109,0.8222210412552037,0.8094261641419304,0.7693624654171778,0.8168871427086468,0.8149837159708972,0.79639852102574,0.8105579550364392,0.7988864914108038,0.7632629882238501,0.7655434487029542,0.7810039363187755,0.7663737336755065,0.7659116101107147,0.7672492361628515,0.7934103983165334,0.7909869847824968,0.7849371119893119,0.7975635680996748,0.768948001122744,0.8030122666310656,0.8052408184102154,0.7856821480094016,0.7825637137645425,0.7845075035149691,0.7840350647339583,0.7910185684402518,0.7922463920384947,0.7824064405487886,0.7892861599082015,0.7880880647570894,0.7848356978671827,0.7879113067822908,0.7913222753715767,0.8220165840975059,0.7907683017808401,0.8036570155072532,0.7872371048528726,0.7945162915933361,0.8142008432771172,0.7835812973919881,0.8224603670445042,0.7837285732999549,0.8076527865798407,0.81318706223129,0.7616419471037185,0.7906447186556218,0.8120866898144344,0.7936473418945567,0.792955331098179,0.7998394506796931,0.8133954556012796,0.7936396111613376,0.7904633620825913,0.8064566943048259,0.8392202605129544,0.8146088643007011,0.7848853775530061,0.8139298870165926,0.808581326796739,0.7631848315869953,0.7970585746025863,0.8083227719843897,0.7908327068376322,0.7839745310471795,0.8094344234596982,0.7894752117606333,0.7765338263156126,0.8105669261000266,0.7861449856410974,0.7946701553068166,0.8038701871880055,0.8309895654045494,0.8114520697982689,0.8104201479546662,0.7983166098196246,0.7737975659393111,0.8114379488349762,0.7916383239524724,0.8020219512153179,0.8041440208624662,0.7969660511004817,0.7925288064283036,0.8023318247640866,0.8178599689003546,0.9999999999999999,0.7905917607660853,0.822439382770963,0.7910169216246445,0.7944212425131392,0.788030102458887,0.8686990065906379,0.8236064195194289,0.8305460924422453,0.8139415439481194,0.7681499980689447,0.7922541138807225,0.8043501062969363,0.7863011906430988,0.8039094070774385,0.7944675225922058,0.7919162247938976,0.7936283810287494,0.809492942691154,0.7979629607493699,0.7979965227478956,0.783561777346643,0.8024955346233271,0.8212445548086729,0.7794807029175539,0.7670724709833311,0.7850995952825051,0.7974493265662125,0.8008325896372949,0.8031306996495443,0.7906411666957881,0.7978030375110391,0.7884323171565122,0.7930706832850962,0.8022137318720378,0.7963285048402879,0.7973967970401992,0.7892064725848494,0.8164179179255017,0.8307594796569829,0.8112569579140207,0.8076312846144187,0.769873411627339,0.8019933900596145,0.8081354536305098,0.7849898729002457,0.800452702977546,0.7995981375069753,0.8135504063931419,0.7953735288980125,0.7898808316232647,0.7981965727700326,0.7955366115622925,0.8019503066366341,0.7905461156803375,0.7986425487845692,0.80181754615063,0.795647183180408,0.7959732528581858,0.7995806206366126,0.7991597334192005,0.8092358335158598,0.8414563776014643,0.8211101064502146,0.8093132301000994,0.7637458207229906,0.7447980907634352,0.8015277230593548,0.7884032630585117,0.7994208074407956,0.7901985791769406,0.8023198156578394,0.7875251591973701,0.7771506452985802,0.7840142494491892,0.7986898142236745,0.7946799503452705,0.816945537792562,0.8098483636995075,0.7836140673407949,0.7597112813119088,0.7690949112735788,0.8016376454844258,0.7982985727775614,0.7971983844581804,0.7961534176051489,0.836125356178413,0.8594237040185132,0.7988531977446879,0.7891624373287247,0.7937576344152609,0.7884747229734052,0.7832621432815771,0.7846750291557087,0.7889283221259966,0.7913904023007811,0.7982929947578757,0.7869911475304758,0.8013857993673829,0.8048212380359288,0.7964661482157447,0.8131650073632942,0.7737487783964363,0.802015615112044,0.8093240818092678,0.7934533939518146,0.8003930142059503,0.8061526948172361,0.8073949656535171,0.8018373012258865,0.837465697120668,0.795619216043225,0.7875360510757473,0.7957193525876493,0.7434139894191649,0.7708331230055071,0.8057954862747134,0.7907433445732235,0.7815353380301778,0.7875087227113029,0.804694417436137,0.7880930602049386,0.8045025296751418,0.7955450039995333,0.7992516158607527,0.7892206272702017,0.7934241013971207,0.7871438108218175,0.8170401763931247,0.7853841225313221,0.782883612429287,0.7980095925116658,0.775024634324865
+KR,0.7467887438151823,0.7654583412567728,0.8089018089591692,0.8072264232099238,0.7459899146049258,0.7808987562733097,0.7970930815769512,0.7900405354494086,0.76747149323393,0.7816125952734441,0.7854716350293054,0.7628733772399786,0.8014593102514854,0.7962675409971546,0.7501774769419639,0.7838874062930281,0.7646083502532722,0.754475733576923,0.7456382521462636,0.812130038928795,0.7955315507293927,0.7955566173999203,0.760303278317594,0.7739631579321602,0.7659192269275579,0.7810717175121271,0.7989358347510515,0.7672525087643282,0.7878268062052955,0.7590292625670473,0.7648319981506275,0.7917916493497749,0.781603526809723,0.7897561843097842,0.8151381576403544,0.7943659585604049,0.7793998712018587,0.7445980808679401,0.7950314997159506,0.7921726911850668,0.777425534216033,0.8068188974820117,0.7828311984132101,0.7492502277492351,0.7671900358532759,0.7591393084888444,0.7646885895187729,0.7660906389540348,0.7593671188273374,0.7903646650939793,0.7865644510690143,0.7607353418859717,0.7931339390528129,0.7625296361966593,0.8042037281686771,0.7925553335341345,0.7702205212861418,0.765986818303134,0.7675530227604447,0.767150999169329,0.7694327073293364,0.7757283574865861,0.7663242325137253,0.7740445599515434,0.7717634403173845,0.7657153138599668,0.7721736835164333,0.771330389112755,0.792042749559151,0.7548955864601243,0.8022253712740444,0.7683511417031218,0.8008676931592954,0.8374572660745608,0.7560383045048903,0.7975204355191611,0.6739077911927576,0.794937715570122,0.8164620030877788,0.7547616426915648,0.8012418346740237,0.8055510471696481,0.7718997148583022,0.7860223690441706,0.8069197859047496,0.8054234503864451,0.787662421132648,0.7958818851873782,0.7918441075107178,0.8203656144983074,0.7764393593875112,0.7353376573921827,0.7965912754454438,0.7608690727871801,0.7562845992008299,0.8026025951231973,0.8028452142812018,0.7968272787882897,0.7631305438740599,0.8302123616845263,0.7596872217988248,0.7665994857302034,0.8010548897323774,0.7849083886580829,0.7930341653300579,0.7990611353903493,0.8056975706544783,0.7973300736890495,0.8048965624565441,0.7924803907588361,0.73805143106902,0.8129656438221905,0.7916039291217973,0.791594923659332,0.8024340370921791,0.7962551874763085,0.7923374738655357,0.8334434970927198,0.7758768296386559,0.7905917607660853,1.0,0.7939214281903243,0.7873860979717024,0.7875609973543064,0.7725683789149945,0.8116487119414725,0.7939286322746207,0.7503786179790837,0.8002645085240525,0.7651532133544829,0.7853671894912799,0.7899675117742868,0.762716754531963,0.7911621599618791,0.799091953939367,0.7870746785764394,0.7700130666074831,0.7982401969413034,0.7911531977151268,0.7906997929556867,0.7232886565237424,0.776956674479955,0.8163975135675793,0.7526411348358947,0.7622520097503392,0.7821620284178966,0.7843566623743271,0.7981964666517433,0.8028401496538417,0.7902887365902677,0.7978765654074452,0.7821140848954049,0.7946070450081385,0.7962813509725831,0.7953146700228253,0.7797493736259854,0.7878263280455066,0.7654302457577955,0.8128864131935473,0.7501182049247596,0.7907488920410992,0.7667974132337403,0.7991351969707136,0.8029159546767389,0.7863586784796605,0.8009388175613272,0.7913827079214951,0.8127617341136876,0.7914163148451773,0.7830613578436015,0.7933073628864674,0.7989201125473168,0.7995251620456719,0.7898882861775953,0.8012669594865098,0.7919731904624938,0.795320731314235,0.7903564985824083,0.7979646195732426,0.8042164064431874,0.7635516354598337,0.820144983282278,0.7571241804410559,0.8114186736107205,0.7360138813515861,0.731565148399421,0.786955466953498,0.783203021630297,0.7987778850405604,0.7869038814361856,0.7896612307159026,0.7846024927977102,0.7567985473574538,0.7572289683248701,0.7896104193820139,0.776408215725853,0.8001166826881028,0.7956136716544508,0.8047303147614225,0.7301446121957311,0.7598965921181572,0.799329745395315,0.7984089419609373,0.7904119880244355,0.7768565672452292,0.7935523212037567,0.8307647895555366,0.7432316372476152,0.7523306372521865,0.789550732055073,0.7864988149492529,0.7599365030281598,0.7671691227330117,0.7883303753944035,0.7907911285328186,0.7992982741913502,0.7645474413075758,0.7861434968531656,0.8016474793145995,0.7932464844611318,0.8167703724002991,0.7950618273126346,0.7978895648439729,0.8006352029609713,0.7919191084541959,0.7884364451942141,0.7937670591665044,0.8237928738751807,0.7673083895855375,0.8196220039981217,0.7814879983973468,0.7890276775777211,0.8019436858112248,0.722307817877544,0.7881852527268695,0.7914920484561621,0.7924940107634146,0.7557928333629647,0.7633435610422858,0.8023920762051275,0.764439381114742,0.8070038386904524,0.7856568589050694,0.7974455301897952,0.7853575382889272,0.7947471891547554,0.7858915098378391,0.7669778537622939,0.7355552614282886,0.7905663840399926,0.8028284987836759,0.7550502351447369
+KW,0.8442384081033829,0.7734346081422664,0.810568287832475,0.8095258777391808,0.7996218353658084,0.8118014360076716,0.8200872505828086,0.8104441474478732,0.8120971436541163,0.8119208581621298,0.8188153513337335,0.8030981738325559,0.8288599349993608,0.821586708728483,0.7843023769305082,0.8185828624457681,0.8030474069503368,0.7918514999979661,0.831892910435778,0.8212425266017406,0.8202746787042934,0.8408544476404183,0.8039015397005347,0.8121944448941544,0.8081049755025149,0.814552134333152,0.8425463406492565,0.8019639831023054,0.8226933032816008,0.7977162141243399,0.8006498241451855,0.8307319590055049,0.8165330921954477,0.8428357611972955,0.8229440862936142,0.8007797573251484,0.7883796692789079,0.812239618720678,0.8287925817042879,0.8214532547170458,0.815646620445177,0.8380134592184737,0.8172384600927171,0.7903270276979919,0.803305413743101,0.7951147471816147,0.8046582092430729,0.8073794438626024,0.8042851126279895,0.8260595673255312,0.8186194690208065,0.7981469144542619,0.8164581119594985,0.8041281141983883,0.8274707247324686,0.8253373744667467,0.8044090750138102,0.8049522731914271,0.8014681814659823,0.8019283423977502,0.8072100453431809,0.8081278349946508,0.8010718738508411,0.8083505818043956,0.8038825442205735,0.8004579912406723,0.8077518569072221,0.80557599933903,0.8342274844097889,0.8198891502538409,0.8232979915654273,0.8020238558346738,0.8315872790755708,0.8476937486484399,0.8756702520471172,0.8096977880661773,0.7684603585600545,0.8316661726218619,0.8466227642593048,0.7999926516382992,0.7905903956683656,0.8427036500541254,0.8105242682736739,0.826733091779888,0.8419252862715774,0.8369746526616053,0.8229095381107986,0.8280083983360607,0.82786846435889,0.8241373613624466,0.8293164050094277,0.8205179372159449,0.8123882003817915,0.8063651453808246,0.7966652833058963,0.8370755051265143,0.831857916461242,0.8284138481202377,0.7990611119583763,0.7787859459353262,0.8109205458096502,0.836312208516677,0.7956418462554122,0.8170335973347695,0.822339870713148,0.8454861465993025,0.8301862884301523,0.8084705010630158,0.8390424448474579,0.887366485328128,0.8574925981958732,0.8264620542650524,0.8130860736615457,0.838412177610726,0.8260580891659889,0.818895841570931,0.8126252065170001,0.830473431376474,0.8360037768565307,0.822439382770963,0.7939214281903243,1.0,0.8117315421458681,0.8115313532592562,0.8067795800080352,0.8292349964964699,0.90424717860867,0.8518149050070424,0.809976645238399,0.806894808617216,0.8206745206792944,0.8284305593936154,0.8018200857918167,0.8247179488151297,0.8301602005370143,0.8217894024852942,0.8101575439939158,0.8367002834882729,0.8260333583581575,0.8175432949794008,0.8388314774766658,0.7909767886773955,0.8225015597392881,0.7915647503450047,0.8061225784845547,0.8005990793681964,0.8154289336896131,0.8268050065291337,0.825912565961035,0.8290811351121171,0.8207391899697474,0.8164517033503288,0.8151463268736093,0.819659819788437,0.8177148530823569,0.8153056735827752,0.8036405179642637,0.818937722074792,0.82277400528602,0.8389294746196085,0.8268893052050063,0.8111286189616209,0.8218251568050207,0.8258942638121336,0.8042685659344387,0.8272656039400204,0.8188138865102387,0.8419406116894527,0.8338971817206684,0.8155129970572379,0.8374745053378656,0.8340946757153418,0.8254314768484634,0.8087819399018502,0.8389030390849916,0.8165880105110239,0.8172968269775177,0.8130264069736514,0.8213560683865895,0.83669212761969,0.7866907256366614,0.8572549051257007,0.848767119680404,0.8085114919772731,0.7568590299930423,0.8367916596395062,0.8041146820398785,0.8188278612702256,0.8208545267000154,0.8198352864156134,0.8259754279878675,0.8181803643718679,0.7908907431798538,0.7947475224608391,0.8279877469994977,0.8107906492815987,0.8282041293809337,0.8202321770117733,0.8355118652921429,0.7951990261795198,0.8055223158568828,0.8396069747625687,0.8202031281088922,0.8285147799037764,0.8138350210363627,0.933503265698425,0.868269447395151,0.8137437632166926,0.8045826420936228,0.8293484385897217,0.8257627122717522,0.7964495862129086,0.7990634094907206,0.8265472330252207,0.8301426283883067,0.8205415345115706,0.8026980872515573,0.8232090990689084,0.8265640435352491,0.8119655851515507,0.7763049104889155,0.8559136742689812,0.8216816034351938,0.8292295465821835,0.8301448632211444,0.82306723644834,0.8296660079537176,0.8434318142962375,0.8282625795992125,0.8145619276145287,0.8152069209190256,0.8128159909371293,0.8357806697562008,0.7393973568813453,0.7506805297908739,0.827930670171595,0.8076738690540267,0.7936229010368808,0.7998653648155843,0.8284654940883944,0.8025465824919975,0.8303661300722377,0.8205985241338071,0.8217858755366502,0.8037251086799607,0.8118454589798043,0.8021273124659556,0.8333309218308775,0.8024930823500838,0.8204849042037496,0.8402585803165048,0.7863928348541794
+Kansas,0.795458036142781,0.8029563282171662,0.8410964261363862,0.9109453788171823,0.7829614449489792,0.8620907911628862,0.9771739082298835,0.9711925915317321,0.8517722201893052,0.8648750447855257,0.8720046100640649,0.8468172726592107,0.97724286407139,0.9806537157514614,0.8330937101958289,0.8699540166734538,0.8528943716137366,0.8468974342499275,0.765342392711307,0.8591431915537393,0.8387540156470104,0.8744993731146443,0.8511647616591168,0.8525633757324781,0.8482446929452615,0.8640880896487836,0.8804147196178327,0.8478705709077096,0.8731778370193385,0.8436905133233631,0.8457151365130815,0.8691300654785694,0.8690085202903194,0.8831700387508439,0.9155347258522821,0.8523194399351579,0.8434255580401508,0.7929784320365997,0.8349060641414033,0.833621499330513,0.8571755662817417,0.9655904484710978,0.8590049302497391,0.844756973152153,0.8478340546436085,0.8470441145683323,0.8475966216570476,0.8461022199504512,0.8476533987638343,0.874509249919027,0.8706124980161186,0.8541011563392275,0.9839818366997461,0.8472818538559428,0.9735511235298911,0.8791550541698141,0.8913644800882572,0.891179018898372,0.8907572941204686,0.8861344906632134,0.8911021814157948,0.8960963488875211,0.8870558434023799,0.8976776201567407,0.8883640030314213,0.8899817895776407,0.8949551077570673,0.8953763232511015,0.8586985677515494,0.8269251951408467,0.9792041052570152,0.8907875481814425,0.883536198693558,0.848634782237512,0.7816846192231076,0.845718427316073,0.7537583901424992,0.879509103245559,0.9281598560924357,0.842194377015737,0.8304714294744124,0.8743043124640187,0.864164798564597,0.878327746164534,0.891380329790072,0.9772226167365827,0.8719976027078054,0.8807800237948867,0.8806251993527026,0.897175073981907,0.7963820532782472,0.7924396947127583,0.8077566130632203,0.8179442228321014,0.8432373299064561,0.885754646674431,0.9774428258178213,0.8830124308606455,0.8436809855414612,0.7927689751111163,0.8356754408278704,0.8117425789802547,0.8268154091302627,0.8675111626145644,0.9600336766642401,0.8768222802281086,0.7948602018229176,0.88123570619466,0.8424060035730921,0.8233107044638343,0.7397554380163364,0.855784348456719,0.9772906121033325,0.8747593284897529,0.9753037267431779,0.9791571280835901,0.9794339277080225,0.8089907705654573,0.7980889363762951,0.7910169216246445,0.7873860979717024,0.8117315421458681,0.9999999999999998,0.985426754061655,0.8962523886851586,0.7783943636028536,0.819425650615466,0.8084789456952611,0.8448861889075399,0.8460224930486611,0.8741719351719922,0.8731721182162301,0.8533563634364124,0.8776134477402626,0.8819176215668401,0.8726995848965646,0.8647769439917008,0.8792332271816582,0.8768201222490277,0.9788991238219494,0.7921263314986341,0.8381200456849875,0.8020631190961552,0.8440019924510171,0.848929828189142,0.9785378322615828,0.8667876442098656,0.972172713341831,0.9724333716315852,0.8673884816484625,0.9787889704078588,0.8688148974879837,0.9738850145175303,0.9738945310885136,0.9848072370769506,0.8584136493835912,0.97463323187451,0.797077180972929,0.857715427392024,0.8194389119170147,0.906962898651537,0.8494479726030716,0.9840844089351389,0.9701417382620044,0.9784019523386819,0.9741520479008289,0.9742522038501539,0.96965258056041,0.870381119017564,0.8661593969841208,0.8715522154188351,0.881893002445672,0.9791033370372477,0.9786048651954832,0.8883043669114222,0.9112623742201795,0.9787202567475718,0.9797264776969288,0.9761688180353415,0.8867511242938255,0.8055542222621231,0.823145474644465,0.7646423992505016,0.8356330060671978,0.8300193782835521,0.758897612916535,0.8263052597969349,0.8677920999328252,0.9800076138762921,0.868930411332327,0.874060253821074,0.8722707078840747,0.839573344639406,0.8468961356085729,0.8764901050754709,0.8580503050650762,0.8390734375005193,0.8003227513883195,0.80889561808627,0.767649938061691,0.8420102023856061,0.8794075567555792,0.9719425175747173,0.8747127406763432,0.8965562047437751,0.7942803075171251,0.8583022579131722,0.7512835544769226,0.8287997847779468,0.8686388038590804,0.8661890510233359,0.8483779497974486,0.8562203497629076,0.8652244786965163,0.8711341595233651,0.9170112115603417,0.8576192893164913,0.8641306250404667,0.978820709488144,0.9787245026179627,0.7707186376593848,0.8184697289787448,0.9801082086503041,0.9758700026869042,0.8689107211547927,0.8730281083656185,0.8773578165112436,0.8187856265764187,0.8082058068178141,0.9447147076101716,0.8646185353684316,0.972087154518823,0.8870632220493249,0.8118995518915748,0.7650065387673588,0.8763761510379087,0.9690621803302482,0.8399528556000293,0.8460669555887733,0.979938668833161,0.8478728514941654,0.9239056081435238,0.8777353220941521,0.9725413740654517,0.9742875326583635,0.9767467893540928,0.9756920762122302,0.8690740721667062,0.7977154105639638,0.8749646978071752,0.88607310442668,0.8410209856309894
+Kentucky,0.7936918700113083,0.8044328584633418,0.840063337128805,0.9122286241306791,0.7808825543298418,0.8628732358807399,0.984062559962619,0.9741176471054026,0.848064287572558,0.8646505075179589,0.8684800595782523,0.8427255904438039,0.976808972123593,0.9868348414870948,0.8305197992036338,0.8664846365668417,0.8529531982019827,0.8477283570168503,0.7648436342619607,0.8578577796505087,0.8402452680356681,0.8714763315147738,0.8469065896927391,0.8544281796098104,0.8436051027139194,0.8606041191514031,0.8772322676372982,0.8488157435482159,0.8698249617937195,0.8442719917053981,0.8467258538851101,0.8663734832206019,0.864990879775077,0.880524950119182,0.9165201719708581,0.8507311901512841,0.84383069762236,0.7908705929270817,0.8316764147973457,0.8361975668552726,0.8592258909169791,0.9643640392691052,0.8606077140367688,0.841089532173148,0.8447551760877935,0.8479839644700727,0.8439440271804233,0.8421547930287195,0.8430905284226011,0.871167746743731,0.8677859743295454,0.8544567483392868,0.9825154419803097,0.8437429468401524,0.974737758722412,0.8770774783174808,0.8936642336656405,0.8920990001631658,0.8932935810561852,0.8884131997162388,0.8943734480689461,0.8985252081384196,0.8896326608950386,0.8995703207573962,0.891678705657543,0.8932135902436384,0.8972803048928358,0.8981325921942073,0.8569083100455829,0.8262538471759422,0.9832526290428695,0.8944787795876729,0.881890911747529,0.8455155375313136,0.7838345852802453,0.8438762987114432,0.7503664350192092,0.8790833033123041,0.9273502032159264,0.8385000907730159,0.8312826012915581,0.8709215467668425,0.8638764847123764,0.8756284711704503,0.8896821127761035,0.979259497227169,0.8688942988228484,0.878655005764409,0.8804423322449327,0.8971355321193684,0.7949530465428762,0.7956154337583607,0.8092456278028021,0.8160319306033524,0.8403071053876766,0.8835762873721934,0.9832021941405878,0.8809375744965031,0.844286635574647,0.797707593273911,0.8320230682317317,0.8075913881738923,0.8290533550324681,0.8649448454060831,0.9595135554939477,0.8738507301884287,0.7978264575772263,0.88211423971327,0.8448033332374595,0.8198008184142647,0.7436910791572238,0.8567698333000847,0.9757100965272916,0.8713725991171999,0.9786099057636732,0.986115277892504,0.9832696088102121,0.8051886123076429,0.800703932441367,0.7944212425131392,0.7875609973543064,0.8115313532592562,0.985426754061655,1.0,0.898287707379284,0.7833905535638909,0.820711066089469,0.8102016299354995,0.8451061146327022,0.8419705991891715,0.8708047483158456,0.8731946485395078,0.8535766208423068,0.8777416102356497,0.8799791553733304,0.8693006925077544,0.8649313872547153,0.8783452265479905,0.874200248155969,0.9838353269142348,0.792762113374934,0.8374874649491739,0.8077930135320244,0.8445661990581003,0.8452104356009089,0.9808673384126915,0.8672471782452544,0.9748502629600851,0.9725300565609679,0.8651700826549759,0.9810870606778089,0.8652025907169856,0.9743236637982629,0.9829602718973058,0.9839561937841546,0.8599612326269405,0.9788601335682585,0.7991493032776985,0.8563592307323601,0.8186844015751524,0.9064112095979113,0.8449121843431078,0.9857291039685311,0.96917575503954,0.9789826400615055,0.9743498776469501,0.9753680965845932,0.9695018469744741,0.867870101312647,0.8636187148826617,0.869061119614662,0.8795588762730325,0.9840869411622697,0.9784331143737331,0.8854591810769539,0.9140608656678371,0.9850272523937259,0.9831885998408789,0.9778327494795683,0.88515342333136,0.8042083500448619,0.825241671722788,0.7658074780700355,0.8349466962889472,0.8351355568993286,0.7633274535224285,0.8270055234029063,0.8639604388791501,0.982151422054998,0.8664191272336613,0.8735818965866098,0.8684465639381828,0.8408887344779712,0.847465913790926,0.8734020577649522,0.8597831856124208,0.8413497371291634,0.7999199190322013,0.8048222879789786,0.7644103710715587,0.838293814050345,0.8767960798199603,0.9730989424387161,0.8711261066587628,0.8991305148847195,0.7939769652077627,0.8591564846362442,0.7522109162541117,0.8276578635257066,0.8664987586942556,0.863402704421848,0.8492553529205501,0.858262834407282,0.8630983894458264,0.8685562695439731,0.9182660258163639,0.8582704164993049,0.8652317378718523,0.982761535047907,0.9810018861736812,0.7789981010634065,0.8192396246014829,0.9889751961619496,0.9794623281790568,0.8666784279357727,0.8721969991895022,0.8769925090971299,0.8175338643560517,0.8093967379940756,0.9490347362059057,0.8652970761609788,0.9740011447150336,0.8843757402698392,0.8054520955575478,0.7697782475710624,0.8760981923598549,0.9718431723341024,0.8403819175070493,0.8466146581150451,0.9836709393735801,0.8478891798305249,0.9243133523371503,0.8761530929386493,0.9718538754033734,0.9859230018645723,0.9802859903606994,0.9772688075916148,0.8691283399011586,0.7992229411616513,0.8728534000252262,0.883859536261622,0.8415869541526342
+Kerry,0.8068659170672084,0.8041800993255017,0.8506656929967471,0.9036688558955875,0.7810001959605406,0.8814796279935874,0.8998761051296267,0.8968556551673753,0.8558868788522161,0.8821984784776421,0.8723266033923407,0.8513386030179944,0.9051964820615191,0.9012871422977501,0.8423122258347934,0.8705643327885104,0.8772986249633795,0.8713365381612719,0.7618667597935009,0.8668199358780418,0.8284108951685175,0.8791590328792711,0.8586057204294928,0.8731655024743631,0.8501974054366632,0.860138514721573,0.8851114742759097,0.8749995178419355,0.8714078422059015,0.8722109043887626,0.8724523944990715,0.864478114667279,0.8661669245692561,0.8944608519136489,0.8855663990623955,0.8594658298632292,0.8382217782364749,0.77622428429292,0.825307555260777,0.8582167734119297,0.8753468310908136,0.898295720452498,0.8783843732958851,0.8534530794127477,0.8574006439542208,0.8701700282020739,0.8527058199807542,0.8497857481993445,0.8496367060690213,0.8711450211179805,0.8703116744475111,0.8776589241015437,0.8999016712481581,0.8549887242259285,0.9036050125403403,0.8876946537138622,0.9880339328070292,0.9831534616898612,0.9850746115058655,0.97915925924658,0.979751635181436,0.9830506574187967,0.9812515927952632,0.9866135968090962,0.9815346805090939,0.9855046942762539,0.9914059980173667,0.9862256586427998,0.8600123531082661,0.8059144481260082,0.9053896295850969,0.9777768747697748,0.886559357706687,0.8576532430136646,0.7812766801661604,0.8551041006532848,0.7428774339786587,0.8927303753549424,0.9426805967234699,0.8435963703484194,0.8332737598953099,0.8706493805505754,0.8865782053838294,0.8872711391133239,0.8937302009203999,0.9081146261427219,0.872263110121738,0.8822782719177804,0.896674328252213,0.9126775302941161,0.8067005214530755,0.781475976125352,0.8410383632928523,0.8083407935544477,0.8509352767803473,0.8887389586079958,0.9036878053536147,0.8855037535536578,0.8687850424067487,0.7963915868754285,0.8138875783534325,0.7880606710082899,0.8458453851629498,0.8650602805307263,0.8804499795606108,0.8795182421685761,0.774484293709021,0.9587470113586123,0.8434638372237793,0.7988462308454675,0.7425746375436011,0.8720761959602629,0.8966450173060219,0.8759299926093657,0.9035435012299703,0.9012507954076617,0.8997436201258697,0.7708755802797198,0.7973176295424651,0.788030102458887,0.7725683789149945,0.8067795800080352,0.8962523886851586,0.898287707379284,1.0,0.7659082054791589,0.8275999375304574,0.8146254207495826,0.8566569963108158,0.8510361158119286,0.8762210020936377,0.8871778117115957,0.876949051773595,0.8899415655442388,0.8886693869726718,0.871295734607652,0.886743970157943,0.8911584317626915,0.8782428275187357,0.8943558104801577,0.7880927440984677,0.8261605151398977,0.8015669678942793,0.8707640893452469,0.851626062273327,0.894169177975853,0.8849164876741229,0.899314695939026,0.9060124499169192,0.8664194684261401,0.9015927491061622,0.8688482287892277,0.8976415175103362,0.8983208998400666,0.9010512016552084,0.8777953615957127,0.8992079693444602,0.7814824112006563,0.864207239611336,0.8152516613913882,0.9006822575383332,0.8533561790616544,0.905894124312038,0.9007047625497184,0.8950206558891525,0.8976896226729721,0.901556155121887,0.9062893291426054,0.8709983571403935,0.8684874355163313,0.875332663872021,0.8864711646401153,0.9046284567996411,0.9000527004091208,0.891871450364597,0.9623402511943467,0.8999267525331446,0.8999706179848141,0.9015963267774548,0.8916611957141526,0.8013819188268674,0.8150727866803147,0.7696103086851893,0.8553182309444716,0.820501877101871,0.7630111691090571,0.8506410240038366,0.86472870246765,0.9025418954266422,0.8678083389057931,0.8858038169212401,0.8695045541483825,0.8674816133483764,0.8732662255524657,0.880029322509042,0.8777828576064004,0.8570152419691408,0.8196863466254194,0.7997959632592903,0.7442946534004364,0.848833061771145,0.8814751645657533,0.9031302914846634,0.8761265837568522,0.9844587511421513,0.7801892319407006,0.856792070613643,0.75275459466768,0.8146944154613682,0.8721099036953234,0.8642475785786774,0.8730614231630749,0.8759512620886601,0.8630783972978375,0.8697437270033419,0.9423650917291692,0.8788008505354015,0.8784748980339243,0.9024189753533017,0.9011295985727883,0.770305232556506,0.8061821334233903,0.9039296415227352,0.9026783977208014,0.8684375587055172,0.8905573430041593,0.8901693730206549,0.8192557424989908,0.7934377097659046,0.8852463755387022,0.8824705602277015,0.890387290387616,0.8888285863969109,0.7854217524296518,0.7673379328818077,0.8927700013252604,0.8987579741264012,0.8686972715893,0.8728810187406119,0.9044739127370415,0.8727631009903719,0.9426848121074379,0.8894028061727939,0.8971056882422904,0.8931715279094667,0.9008270084900297,0.8963924113762395,0.8632640682780345,0.7770017872815569,0.8791636594504432,0.8906068109381606,0.8683899987073768
+LA,0.8038857881951326,0.7745317157270388,0.8043665577674117,0.7909551696815946,0.7693921560927484,0.7771016958876766,0.7888131218980924,0.78124277859554,0.767323432943476,0.7770623072480155,0.7731745059473534,0.7591349356868877,0.7933286265315506,0.7891377458227414,0.7460359144213524,0.7735387249408135,0.7635310121473938,0.7543626496428067,0.7893905161606989,0.7928128315098237,0.7849785513747983,0.7875198657637378,0.7599458355922722,0.7733545526251316,0.7611175038507041,0.7692038220019917,0.7909000935609715,0.7661356459418273,0.7768146001454664,0.759877638402203,0.762207492170163,0.782225509179952,0.7689981013425874,0.7880072134869733,0.8132120430171053,0.7944496994459878,0.7902541805234238,0.7866450429507004,0.7873653640944884,0.7954005414098138,0.7765136536171887,0.7982723849801847,0.7830660214663929,0.7505934850081317,0.7619561155745002,0.7563842951592147,0.7605944331867899,0.7622391976318664,0.7572133607664708,0.7790135046895639,0.77524349282369,0.7589262540856305,0.7835346089860673,0.7619879915907222,0.7923055208162699,0.7836091433355797,0.7636351375670056,0.7601026766686088,0.7625255233225036,0.7614230425905055,0.7667645799217739,0.7694048528893958,0.7620987767951714,0.7686357675485018,0.7656214954947084,0.7615890788034855,0.7660248035387205,0.7670897812947097,0.8133404603875187,0.8132876352855613,0.7922221253227664,0.7649931886248889,0.7927478208680533,0.8080445153710061,0.8082609480083154,0.7953385133282193,0.7153872458784151,0.791977486003677,0.802032598938024,0.7574524169921961,0.7966617769035266,0.7942701570414824,0.7711368549710258,0.7822252894541039,0.7971744655793522,0.8000282819763233,0.7768897256699762,0.7889064089991045,0.7897035178339891,0.8021226889401595,0.7839028252327257,0.785496771151707,0.8006226337461374,0.809441110042919,0.7561105155396757,0.794675825941484,0.7953741597495307,0.7860173202964674,0.7595798319901919,0.8299786153751426,0.7838386467344264,0.7993700643799263,0.8006537475937943,0.7721915089461611,0.7843895944808786,0.7906416048904766,0.8324391548358065,0.7810209717108039,0.804820014576753,0.8132794328702733,0.8032236221395008,0.7888792843063114,0.7816029879129999,0.7819066944995949,0.7915645904280489,0.7870426617402121,0.7842761755171798,0.8009958828351361,0.8061650501100058,0.8686990065906379,0.8116487119414725,0.8292349964964699,0.7783943636028536,0.7833905535638909,0.7659082054791589,1.0,0.8398349246440977,0.8227296302550099,0.8011347707141276,0.7625851988363139,0.7736537177961247,0.7873610180743729,0.7623820935548934,0.7877930400192086,0.7897737120786448,0.7756588074507393,0.7676106635440338,0.7950273625309101,0.7807807159680655,0.7871189093438609,0.7789087606916306,0.7901137640672371,0.8364752075659044,0.7555157852179675,0.7579633130983154,0.7740829624858032,0.7809636480444971,0.788055377564159,0.7908495727237506,0.7806392225542966,0.7872869352289545,0.7710802519709391,0.7830752266590383,0.7899278787733462,0.7848316279110761,0.7782597287154437,0.776045999548561,0.7982244670247016,0.8024915701810461,0.7823294385168519,0.7975496894808304,0.7629868299956639,0.7910547418561399,0.7933262143378617,0.7753437485493805,0.7896667715866779,0.78467652803955,0.8013460448762767,0.7836305521325319,0.7713621552214681,0.7847834785145367,0.7913209784881748,0.7879671708847067,0.780237088753189,0.7914989357183758,0.783331387771795,0.7862696442976468,0.7835548561934483,0.7893488585432621,0.7959729794994674,0.7842908118183288,0.8264011622788262,0.7781245133927497,0.7812483167642935,0.7382340236734728,0.7573128020284998,0.7720332649294025,0.7731505655859082,0.7870783000730803,0.77578842099261,0.7859814954903463,0.7737820847862705,0.7540391422323968,0.7579448443805352,0.7797305873148794,0.7754928887358696,0.8255173743564322,0.8048904075545217,0.777686275986935,0.7429125403846777,0.7607002576032607,0.7888351481130477,0.786481521025994,0.7788419850108137,0.7755523180106907,0.8157678092294484,0.8618052958633843,0.788725957235575,0.7901932184970605,0.7811064382111154,0.7760371499414996,0.7585536782998636,0.7666463384727369,0.7782085845095719,0.7801763852816865,0.7832403475827454,0.7639391010913286,0.786202608773982,0.7939709595578579,0.7837548225706334,0.8822849789284568,0.8172218924325243,0.7896834243172892,0.7943781487969443,0.7813446798241618,0.7834391545254601,0.7902133560439202,0.8134399643405027,0.784601521572618,0.8042401349640916,0.7783350279273917,0.7769153103129139,0.7919378649059138,0.7031482111624331,0.8115133164555377,0.7891604213261433,0.7802637579574538,0.7554422930008765,0.7626511290397401,0.793765046237289,0.7635790063112855,0.7923266883741474,0.7823681180539859,0.7875811555157763,0.77706629164133,0.7837573812864579,0.7753393244749482,0.813502115775653,0.7504632957293017,0.7827595114363408,0.7934573347274941,0.7511617740223572
+LB,0.8417274993018484,0.8159060044491793,0.8498355840274189,0.8265099886151441,0.8108190872877721,0.8320126003037628,0.8283402203597561,0.8182225689134027,0.8106422210153534,0.8295045009990882,0.8155743206664207,0.7996177167569685,0.830204286099176,0.8290839812844973,0.7894451386051454,0.8147549864863647,0.8226552387045702,0.8144658804705812,0.8068219898560652,0.8360081067833925,0.8252885612634386,0.8274532926513678,0.803686270962697,0.8280395654303743,0.7986321945935606,0.8075110057894217,0.8303658065794807,0.8222305227929602,0.8172474565460972,0.8191926928930789,0.8221988294405099,0.8150914179504732,0.8088502408455509,0.8439575546393587,0.8456836504677421,0.8281189704225558,0.8278286138881751,0.8048937608466581,0.8222316756191674,0.8775052546295343,0.8314262154726638,0.8315877926019856,0.835972906802726,0.7976689379177847,0.8057676886739795,0.8207675052024037,0.802528631097296,0.8039646906462031,0.7982262291969388,0.8189739976241907,0.8160771202877874,0.8212170616989121,0.8201061535753899,0.803870226820466,0.827974994747286,0.8323354995145633,0.824534626443089,0.8217594287720111,0.8223671068187943,0.8245974641471896,0.8271101824137325,0.8317213392766004,0.8230788835659341,0.8287258210315058,0.8269431504938127,0.8224343562465958,0.8252176609985545,0.8275673128357844,0.8487865268621589,0.8395392790502355,0.8289635932847289,0.8254075637150007,0.8287145472503997,0.8456586770678058,0.903338382926507,0.8386955285770655,0.7526438215186307,0.8424008724562738,0.845236284241197,0.7995483014524699,0.8226295728917922,0.8382418318552691,0.8283669407917132,0.8270353171343763,0.8372648224504702,0.8373672422192258,0.818959512432545,0.8249925356974873,0.8421043893629518,0.8497203246166777,0.8190419874888191,0.8210352118085336,0.8515221298885304,0.8405827447646143,0.7988234532764802,0.8318206477810091,0.8332411285121458,0.8243304327264168,0.8185806507630895,0.8273726804806965,0.8169722552490587,0.821590003206895,0.8350285313634643,0.8130334286240515,0.8125638983132759,0.8301125089777807,0.8199100482928431,0.8330888797068274,0.8692217480089961,0.834821613554534,0.8800298237170986,0.8459622422736996,0.819113738228435,0.8288643620396872,0.8283695733337119,0.8249107459861807,0.8202424448584925,0.791562569042872,0.8449322482029002,0.8236064195194289,0.7939286322746207,0.90424717860867,0.819425650615466,0.820711066089469,0.8275999375304574,0.8398349246440977,1.0,0.8430141635522774,0.8369800277665083,0.8013772023513202,0.8191163134306091,0.8390372332977628,0.8219813522079961,0.8399515732852287,0.829449281821329,0.816191075151403,0.8280503285650972,0.8430229411139097,0.8245478906837055,0.8244053838007294,0.8631653398331703,0.825808556926203,0.8319896412460068,0.8167548763748077,0.7983434863179876,0.8113007913296574,0.8351963926599785,0.8262755440029403,0.8272656510724883,0.816755710489399,0.8259660962302484,0.813848427561352,0.8194029625759413,0.8277126205782216,0.8243816380817902,0.8313170847946291,0.8158976229412545,0.8222438961585593,0.8418096908502134,0.8081406134320612,0.8331145743424769,0.8020976153131739,0.8275228523497197,0.8272155488218691,0.8108913115409871,0.8253299724908847,0.823716170360283,0.8375147107859986,0.8200304969540848,0.8143609380182277,0.8243638935279731,0.8285332146636727,0.8301897457911782,0.8203672516436781,0.8320763711555966,0.8365300740834266,0.8228496534723055,0.8226807127491175,0.8240820043589582,0.8345030534526815,0.8149627654782374,0.8343775858276532,0.8287274201043947,0.8194588522184041,0.790372445715409,0.872456894687377,0.8292035997181781,0.8120369753841234,0.824592858567474,0.815302353058692,0.8358591402631829,0.8131031920113363,0.8157024774589176,0.8181323555341102,0.8253220732706178,0.8315258821830447,0.8652851451240674,0.8506994801977734,0.8058517173052414,0.7592511215380997,0.8031136696161886,0.8272997296608332,0.8231183568179049,0.8234833256805622,0.8332058761255307,0.8733788490692685,0.8793853921066731,0.8194841888534359,0.8366858737054245,0.8218056884004971,0.8134711210865192,0.8182249359796328,0.8238737182570794,0.8141510787507954,0.8161800141266717,0.8313048052316081,0.8233323377060274,0.8365139327541987,0.830510172767497,0.8218803830347442,0.7918688175839406,0.847546615705896,0.8287454467118109,0.8320871801166431,0.8190172298787033,0.8384137601691846,0.8405531173027904,0.855168812347562,0.8184970208326754,0.8459014684611452,0.8323307383076541,0.812709670903339,0.8310226604549984,0.7452620371340563,0.7744624981644818,0.8406986929696025,0.8164566187297992,0.8160969228046896,0.8203330459970356,0.8310500281397409,0.8199223994823572,0.8356500411340929,0.8326348597048367,0.822152369021713,0.815967565646467,0.8193516285118122,0.8140629498135712,0.8479772679262608,0.7786679799736183,0.8201176383219817,0.833681877000033,0.8119896175229714
+LK,0.8482379029171814,0.7849150996508257,0.8088356164660143,0.8258294864980449,0.810618586291378,0.8193568340483777,0.8165374091511246,0.8078546432116525,0.80382317745698,0.8178774275044319,0.8139635836864636,0.795445715832154,0.8233342069040336,0.8189596660832931,0.7793645807346259,0.8167376256065667,0.809541876465532,0.800992673416672,0.8620001142917335,0.8118820700594893,0.7923398798524223,0.8310404100786257,0.7990608142702715,0.8199851991849939,0.8001954515801614,0.8098547199687632,0.8336914885736152,0.8089544377870265,0.8180169109026308,0.8041862341713734,0.8072533070675403,0.8236218630664484,0.8123057133602294,0.8320763861938009,0.830318514574569,0.8274861206060223,0.8210816266305552,0.7987556054930812,0.8089580220471931,0.8265955350462025,0.8227260561122314,0.8262014858541348,0.8224005979487364,0.7879497291854269,0.7939636935992122,0.8018718597384055,0.7973042990637587,0.800201263306101,0.7965001459291154,0.8207540740741687,0.815237043566415,0.8068208056166721,0.8117267596038343,0.7967153420647656,0.818996895364313,0.8223238646151423,0.8140208011586073,0.8135920157730305,0.8122453330914947,0.8127241394994036,0.8176280569741317,0.8169166199318613,0.8105030000638052,0.8156921731077561,0.8137016414702491,0.8111629584290921,0.8147942847229853,0.8167250215719758,0.8407467220531557,0.8246795656909873,0.818644088322895,0.8117646121317506,0.8208974601203441,0.8059472287415063,0.8104397547617909,0.8153761454164709,0.807573343756346,0.8343580203693268,0.8445765111559905,0.7928774992260309,0.7992816793929193,0.8178180084780764,0.8161187606946962,0.8184666889508496,0.828525909584341,0.8293682379335815,0.81798586625118,0.8189532852754614,0.8325474290043957,0.8269351066803665,0.8058252116838732,0.8246174459720617,0.8159334823429635,0.8293835227126997,0.7931048476152086,0.8244513382485976,0.8264857047257511,0.8191155471096678,0.8055069027221232,0.7729433336127135,0.8112676694908453,0.8013054536985874,0.8177957306271004,0.8120737856411737,0.8086746012959638,0.8337147233674124,0.8185136908962098,0.8118624874911454,0.8041987040900301,0.8584782169366119,0.7901507702534648,0.8137514602334396,0.8089507661013298,0.8290129699922391,0.8197753398476204,0.8158235605770753,0.8099302414428773,0.7600206511018256,0.8236158951863569,0.8305460924422453,0.7503786179790837,0.8518149050070424,0.8084789456952611,0.8102016299354995,0.8146254207495826,0.8227296302550099,0.8430141635522774,0.9999999999999999,0.8322744024226761,0.7987114426840296,0.8166642666351216,0.8321755232919167,0.8088490220956635,0.8284726853834834,0.8191560854598922,0.8174579109074308,0.8157740920817681,0.8380210544620261,0.8219049830442258,0.8122400528148966,0.8173580169847081,0.8139153757193988,0.7976363695277497,0.7972885812163092,0.7988418845483098,0.7993292051360702,0.8219754509107875,0.8195738467762469,0.8179727442720711,0.823915227241148,0.8174186740524482,0.8138655558824515,0.810041891560156,0.8176140278571019,0.8150577722263087,0.8237783563593194,0.8039083607655433,0.8303471331444505,0.8159165746082054,0.8657878963266821,0.8225611597773365,0.802541705943708,0.8172380214054377,0.8197722740672833,0.7988133023875053,0.8167651354289853,0.8180241560095184,0.8319555246195187,0.8252040090239309,0.8115466054234055,0.8274282126678515,0.8218253295444029,0.8209070239790345,0.8074985097598325,0.8245761121100035,0.8244533423096515,0.8130674218628231,0.81181586146589,0.8166556834350237,0.8260920848790068,0.8104491302185483,0.8299967224064527,0.8377076129206008,0.8018408358583384,0.7616355558137765,0.7635555241097551,0.7884019700318171,0.8153192130694077,0.8158941372927665,0.8155676807472261,0.8296194947478288,0.8159061578550905,0.7974677035374655,0.8022231172909481,0.8216227868671212,0.8195202691798424,0.8563882996809542,0.8219642208913663,0.8183690681290217,0.7869834372541871,0.7967435632262234,0.8299293279443393,0.8132264999817211,0.8216774193861179,0.8225026709320572,0.8444473035868623,0.8484593416664765,0.7884007847657912,0.8087335307823609,0.8206646580908804,0.8221155043923201,0.8041295515076214,0.8082176174787743,0.8208281645531859,0.821377772576208,0.8231881827515012,0.8086501548960181,0.8286261318992836,0.8222247395305375,0.8100536700521819,0.7577116420455023,0.8232956906788885,0.8193225122639828,0.8233655788960489,0.8241932483133229,0.8265472500177373,0.8321757651110612,0.8178022335030524,0.803453697236173,0.8199498585610843,0.821710016929495,0.8043773329814319,0.8214920422792154,0.7559225013023951,0.7540590015763097,0.8328255623597056,0.8045308824145896,0.8008661433515235,0.8076948483241277,0.8224225841795549,0.8098666033216528,0.8331227392100163,0.8187566906397887,0.8153013585195353,0.8036667190405307,0.8092560687128432,0.8016009621589154,0.8667514491137847,0.7894155204868699,0.8110878118156178,0.8261188258632374,0.794656529167937
+LV,0.8344616267515113,0.8227009976287357,0.8848712477717411,0.8810793909839637,0.8371397516972667,0.8503445154046394,0.8508619815265686,0.8474333569954026,0.8415852042669942,0.8530846094096823,0.8574271173828684,0.8360034855557126,0.8608375265229221,0.8529281850611065,0.8208797742374798,0.8569841044464626,0.8401945703477541,0.8278360632803216,0.8019120044232407,0.8810401104589036,0.821381980885925,0.868111045657365,0.8365153539298176,0.842039740097812,0.8392684093855612,0.8504161214252445,0.8723547037433969,0.8388276252370246,0.8577694988788486,0.8345046179963662,0.8355075303306942,0.8605556114820072,0.8525311399289575,0.874393978676634,0.9000960951707316,0.8985098113163363,0.8681568341931952,0.7833940870484364,0.8398397650457261,0.8714994123184141,0.8449596652418785,0.8639228237191846,0.8477089079238141,0.8249406322604607,0.8363937051236794,0.8327626709985668,0.8368332680318412,0.8374129855721623,0.8328399825751054,0.8613862829650772,0.8558853199866941,0.8372947234966649,0.852325878598318,0.8369703143891298,0.8617702350432379,0.8655642712872041,0.8538728012045509,0.8517806034437077,0.8523678275871218,0.8528051948093154,0.8545885622508655,0.8596061288275578,0.8503380446351841,0.8595595746300836,0.8547658755857879,0.8497140374617217,0.8550398361733933,0.8561907436220157,0.8841981904856546,0.823991084204918,0.8585144302700455,0.8507893854945103,0.880372784371328,0.9083088145760223,0.7902798023640092,0.8920547493784349,0.7759668459321558,0.8680244972021973,0.8837579302817017,0.8278179569845316,0.8953137444649111,0.8621524458170663,0.8493446744649968,0.8699746253838456,0.8854577764351099,0.8656346050129516,0.857881057575929,0.8770473019839452,0.8664279611123006,0.894107199695876,0.8188986573667447,0.7852550082242667,0.8707016441752288,0.81813941694765,0.8325478585249505,0.8826892812027135,0.8603152759895523,0.8756011407336349,0.8340121528249718,0.811662840287335,0.8033442963140014,0.7763402533641799,0.8801944973032719,0.8542285620258306,0.8450986241668565,0.8705617117402531,0.824473720576841,0.8728916158618907,0.8679300830623696,0.7959238834707126,0.7640967045391156,0.8689217905823412,0.8506320777277548,0.8655554562657201,0.8578998320488257,0.8514566524794203,0.8493087828058148,0.8181159511051854,0.8158701157579163,0.8139415439481194,0.8002645085240525,0.809976645238399,0.8448861889075399,0.8451061146327022,0.8566569963108158,0.8011347707141276,0.8369800277665083,0.8322744024226761,0.9999999999999999,0.8388205004549333,0.8580591055515411,0.8623515559775247,0.8410037098226856,0.8625790386164167,0.8781343766899503,0.8580127466014639,0.8473808689209767,0.8696716128480155,0.8629802804692411,0.8450368246391631,0.805341594248246,0.8404746314506865,0.8034175106303881,0.8300837710067378,0.8372124183628183,0.8398063920836581,0.8551896742695625,0.8564882262064719,0.8642413214674776,0.8594860356999124,0.8555267697127252,0.8559032240480147,0.853971834916994,0.8503324607963256,0.8513961448674763,0.8482416925704752,0.8445545828186691,0.8214160211871787,0.9015631053240847,0.8097614897390691,0.8578557788662721,0.8413063154222314,0.8565983278154193,0.8577646299691273,0.8457463212497357,0.8593530429660046,0.8490974159075947,0.8710888859658772,0.861905496329087,0.8541335708622589,0.8644717731543526,0.8782603878051809,0.8571122570270502,0.8486521046257013,0.8796101960561421,0.8630656833939343,0.852905226178866,0.8463739645074424,0.8555298775110552,0.8845181173036346,0.830586097796008,0.8226731641825092,0.791878306777401,0.8704258304863676,0.7920988293647023,0.7526549988174054,0.8440734624379024,0.8557541100484415,0.8553862510404422,0.8550684832454419,0.8619665641112844,0.8560307449956229,0.8273086214428634,0.8327161819084964,0.8632270512376542,0.8442967300172726,0.888111819031141,0.8652922581258927,0.8827098600941558,0.7697603324514078,0.8322045861251669,0.870564815500124,0.8577848481696905,0.8630141124479882,0.8602499160312849,0.820670572885351,0.8548427944671451,0.7946868694081484,0.8073969241111988,0.8606555624659071,0.857517874571258,0.8346050105288382,0.8384733332596153,0.8559241029162494,0.8601717779386285,0.8658595705001286,0.839615936085274,0.8528682378639535,0.8568955949143866,0.849084800214849,0.7817698613906847,0.8262719469330785,0.8542195238045299,0.8581299799656,0.8602540601916355,0.8645637594353849,0.8647691727134112,0.8949785784791111,0.7969194183975878,0.8778281165608978,0.8532969697118754,0.8486358997927366,0.8804293390020368,0.7900162269520915,0.7620423424835072,0.8658872604295974,0.8495014299943592,0.8302870667249318,0.8367362716767786,0.859692573896968,0.8393910145834418,0.873519448318387,0.8655408432630479,0.8555603325476567,0.8389871105250216,0.8518667817739967,0.8413745795416543,0.8636544183927198,0.7836378963223154,0.87005453558905,0.8805982615586716,0.8262155070561356
+La Rioja,0.80661877104474,0.8308810638328353,0.8191682856827702,0.8408481033944907,0.7884048153187582,0.8761387147968311,0.8488090964881739,0.848199973771084,0.9775902459987095,0.8798767092071436,0.883447134428829,0.9806789312176446,0.8701062065500942,0.8527501576640029,0.9635443121064023,0.8806432604153063,0.8821193175697295,0.8706768411653593,0.7656325996231708,0.848603735033134,0.829593702180823,0.8843484261618481,0.9667179767199426,0.8677919673309298,0.9762757530359751,0.8720788538854748,0.8886777842941052,0.8805567056258574,0.8826504353667117,0.8754910713713334,0.8802232018295201,0.8738572992573344,0.87909686873656,0.8885676092090201,0.8348131176980449,0.8464568375045786,0.8644165701935296,0.7922373103004062,0.8770781911023859,0.8084320213683444,0.8696664980995834,0.8768913965561923,0.8720687009083449,0.9546710897800494,0.9786882014173008,0.8734455310302618,0.981468553271622,0.9807354993461634,0.9699874626606108,0.8837066080752158,0.8766141607704666,0.8780707575638659,0.8604010504724416,0.9739492609058366,0.8669252732764134,0.8851711005825598,0.848122888207319,0.8519616769104534,0.8435718674389266,0.8450940706762783,0.8485836121761368,0.8525997093599692,0.8430613797854061,0.8530412737195118,0.84535219312263,0.8407430525485239,0.8492575913550672,0.8489105982453319,0.8562923939602112,0.8391110373531417,0.8601629194975774,0.8409057645068035,0.8796176917346775,0.8386686801774951,0.7652386193179863,0.9206125708173437,0.7553509492028572,0.8937031119997565,0.884350041705632,0.9655647471215485,0.8136609706776806,0.8753445469049513,0.8879916709697557,0.8802797709902,0.8855820999171256,0.8743332260011003,0.8809395878928252,0.8776075056845166,0.8900518421827464,0.8383984231975681,0.800263377139905,0.7641195788403526,0.8009715308658886,0.842581917346135,0.9722680390284693,0.8863283175502045,0.8620148890164772,0.8794009132745538,0.8772389045476006,0.7407811519746202,0.8570209239212653,0.8109372966227792,0.8056638810578318,0.8729838980952627,0.8511072460632738,0.8865112215507714,0.7811612588451736,0.8337571383190384,0.8131290773549407,0.8139364374739403,0.7202715531449861,0.8569983451541167,0.8537052319914658,0.8881307107699012,0.8618296046971249,0.8527724213080573,0.8505912241006692,0.7952611059800664,0.7690198434907554,0.7681499980689447,0.7651532133544829,0.806894808617216,0.8460224930486611,0.8419705991891715,0.8510361158119286,0.7625851988363139,0.8013772023513202,0.7987114426840296,0.8388205004549333,1.0000000000000002,0.8852867364711773,0.8874046404745197,0.8803129080416772,0.8882321990245533,0.8805265736038429,0.8814015472539771,0.8879799752287911,0.8962226151861037,0.8823261920989627,0.8420698177431324,0.7928873770386026,0.8467779486211594,0.7538051099199128,0.8677864403516828,0.9763637767432134,0.840963434438749,0.8798063869111364,0.861325323000053,0.8679582152249853,0.8715932576010392,0.8549569058710424,0.8802298585247289,0.8550043636344142,0.8458790297209252,0.8523648689491143,0.8739817113045281,0.8465676067347909,0.7712237336959583,0.8486053998902922,0.8084952918665796,0.84403223572609,0.9831809314516894,0.859477525425894,0.8654494279904046,0.8484538251600936,0.86336766529004,0.859954221123232,0.8780979152599009,0.8764550815017987,0.8722950183329207,0.8791905401930653,0.8831635770306298,0.8610412623580278,0.8457024722056367,0.8880434593249552,0.8572474420351058,0.852359190678505,0.8477782426165184,0.8627546706415158,0.8853502102064195,0.8361872307252486,0.7933303367457853,0.7492326682942608,0.8367777930503391,0.7992429135368603,0.7364469972157233,0.8445382427701823,0.8781229531619162,0.8570897251110381,0.8745378866067969,0.8879523211097777,0.8798660525590647,0.8730877032647041,0.8761635363497692,0.8862105890345439,0.8689522516359792,0.8441136858850783,0.7911087372370367,0.8182941529968467,0.7659833591783859,0.9714601679238969,0.884666830620459,0.8638844264221301,0.8862594873057273,0.8517034494194962,0.7976503482155178,0.8138382421405032,0.7525106213717963,0.8412793933477317,0.871281589709175,0.8711777129851903,0.8764785505663989,0.8628147134746731,0.8683516585496723,0.8746625372267894,0.8631539138995852,0.8806159080106338,0.877143478963553,0.8578742382286263,0.8500191522506226,0.7282395904559585,0.8270738392061555,0.8541418985148319,0.8653257360596585,0.8716850291433337,0.8858645029684368,0.8925237703585661,0.7988975267471151,0.7714557896497343,0.8304034932636182,0.8776596185559571,0.8533520152381332,0.8862376929472329,0.8454074038265303,0.7261038453296259,0.8913527092632078,0.8525913766012353,0.8748886568892398,0.8802583756292063,0.8624948190891941,0.8795356067866011,0.8710131818155027,0.8745830598185763,0.8621449080417245,0.8345946681905378,0.852725269742925,0.8423283353797327,0.8447855147965084,0.7677405249839795,0.8733615586528364,0.8866382438859104,0.8707053285960475
+Languedoc-Roussillon,0.8217775418372192,0.8075108912964987,0.8472163333930287,0.87234086728917,0.8018422532326277,0.891364190241914,0.876313689545848,0.877795996567356,0.8856393181873606,0.8990655894201467,0.9870516504371581,0.8836375397837283,0.8972216025371684,0.8794528808240295,0.8642330700099733,0.9875065682818126,0.8819362479261407,0.8730436750268811,0.7783959150232999,0.9034986173344238,0.8346999678398731,0.9133554747196473,0.8880717779128153,0.883998466926987,0.8884130517627953,0.9808454007117283,0.9176993679989367,0.8769909871436292,0.9899064590613936,0.8737085443050835,0.8763325819829542,0.905455981523274,0.9843354206809701,0.946647622102055,0.8728985725398649,0.8830459680109332,0.8507519836932499,0.8250776733088452,0.8559728672565824,0.8265379290821324,0.8864061088602206,0.9009195978033571,0.8895198672278478,0.8730254392482187,0.8808725929640006,0.8718217736728964,0.8833872902119919,0.8845541481075516,0.8881320151552403,0.988800314888088,0.9857968866207334,0.877704971403179,0.8892421623315562,0.8829677182587562,0.8934435805206656,0.981947958576256,0.8737686090489439,0.876195165322048,0.8697008575397138,0.8672085605381559,0.872879861034792,0.8780515441175056,0.8663580529700301,0.878357536941397,0.8684084274470792,0.8675332565712126,0.8750402193949479,0.8754762304781503,0.8867419743217243,0.8190248368902476,0.8872415347814088,0.8640531151145029,0.9059350897971348,0.8650102506206836,0.7752345384037325,0.8697374674957501,0.7664855679091251,0.9122278029124029,0.9175103105516738,0.8731754630261007,0.8355718597741613,0.979059836155902,0.8904685083923841,0.91768809001042,0.9135561329022872,0.89824234353648,0.9892560293733247,0.9036201034366504,0.9101637683837179,0.8710053880787076,0.8201768071542133,0.7792762301131736,0.818188611970123,0.8225842355706257,0.8765761293937161,0.9115552759813828,0.8887988305605794,0.9060898865809449,0.8754867821349428,0.7622303700348355,0.8373147448719558,0.8451515565724871,0.8257327982019494,0.9812838881253755,0.8804388691457584,0.9151829322727726,0.7918422354133814,0.8584846375809113,0.8286197418271445,0.8298654495222947,0.7318935297512452,0.8785710355386672,0.8830080725541369,0.9874341162890036,0.8886946699398494,0.8810611291715934,0.876881746653979,0.8150745862961161,0.7745941369765171,0.7922541138807225,0.7853671894912799,0.8206745206792944,0.8741719351719922,0.8708047483158456,0.8762210020936377,0.7736537177961247,0.8191163134306091,0.8166642666351216,0.8580591055515411,0.8852867364711773,1.0000000000000002,0.9057173569659668,0.8809827343863313,0.9074316833422613,0.9074806001815493,0.9873310071124171,0.8906284647698833,0.9158337665979901,0.9872014113581284,0.8708667594556782,0.8172122117812075,0.8302457683387655,0.7716179040755151,0.8675648106471076,0.8869095020662059,0.8714990204407909,0.8968704730949588,0.8877234781191452,0.8949700413749587,0.903638462292774,0.8842946344662967,0.9896900363712992,0.8829014330168535,0.8730139139352752,0.8802297078618868,0.8904774751893612,0.874899486718469,0.783713212796662,0.8737355351435496,0.8257805465651483,0.8768356952141635,0.890949296276079,0.8858525929301408,0.8922401085660231,0.8782728559039139,0.8893750128546868,0.8871569467711092,0.9043211846824029,0.9066223263871886,0.9809249698930562,0.9095707596520665,0.909733265527087,0.8882369036386756,0.8741553790037606,0.9145505980362056,0.8850897694927027,0.8809895410070501,0.8754481951516548,0.8919617516719636,0.9117915141635301,0.8179618945617038,0.8148479274189936,0.7683431563979294,0.860854161119954,0.7920020292337042,0.7467909408434242,0.8504237451675745,0.9845159713055456,0.8856456976199057,0.9846113294907527,0.9085245366746878,0.9882352493548257,0.8663916186292886,0.8752690079641001,0.9907913558305907,0.8865302127039897,0.8602235419588105,0.8105757455028243,0.8369369054819031,0.7840795470880944,0.8802628460529546,0.9141628404518141,0.8912254170603371,0.9901341599452202,0.876556099874869,0.8103141566574836,0.8388690647519571,0.7971385230479119,0.8199563100029892,0.9019853084204961,0.9023686534226889,0.8755093898207155,0.8789194012747866,0.9000514796827456,0.9054101346788077,0.8950835562219382,0.8821315796884924,0.8944248342499461,0.8849312498128551,0.8782573969103842,0.7421358740182961,0.83980652821822,0.8817814299500275,0.889305391740972,0.9030217595758683,0.9048543906463686,0.9108976487193197,0.8145408067833736,0.7879522566560045,0.8586951063815266,0.8956088541917874,0.8825342317822257,0.9117555702815139,0.8202433150954862,0.7474381759298703,0.9095763882371442,0.8817811835639119,0.871632836087775,0.8780206924933727,0.890954837522831,0.8800325801219983,0.9044278449679581,0.9487555920509454,0.8897732462175942,0.8643242031923392,0.8805245479248474,0.8704168131668581,0.8611175084201905,0.7787478441545068,0.9005892252165982,0.9124043712272599,0.86730432878783
+Lazio,0.8317604694243351,0.8331270547909743,0.8552729725391747,0.873391286046098,0.8075972286692898,0.9875504175456792,0.8784924981099711,0.8775349918213421,0.8920468407091726,0.9753608423605143,0.9008917498940846,0.8871824836446697,0.8912219282503978,0.8814857738981865,0.8741598288022865,0.9002163283905996,0.900345666882355,0.8940033748420333,0.7885442049653796,0.8788564348500536,0.8598421636530296,0.9019234981590586,0.8929917081291668,0.9804031545197158,0.8845493344615732,0.8901605335038139,0.9063166930564641,0.8999529378353305,0.9027015781706236,0.8930860707890215,0.8971677315489527,0.8892978829294468,0.8952544132268119,0.911086351823322,0.8663210164604733,0.8754334767069841,0.8676985372785336,0.8061524752987725,0.8676161541215024,0.8547359104118596,0.9836127296718036,0.8911535880142217,0.9848205059647767,0.8841241163054052,0.8881648510628192,0.8941908999040635,0.8877009397841481,0.887158347463174,0.8854524525627274,0.9020536212709321,0.8993722055790919,0.8992157632996811,0.882780246598827,0.8881558553182235,0.8871980412242045,0.9161577825269295,0.8837154768261243,0.8847129639685852,0.8807526765545489,0.8803203580530674,0.8848610680201848,0.8906629592373027,0.8797487789953359,0.8882189807460926,0.8816795713345716,0.8797191462227515,0.8844524931890795,0.8875662850976838,0.8796481359220694,0.8375891016101592,0.8857213146642353,0.8788111630328717,0.8951984786032162,0.8647520900462482,0.8013019160237164,0.8812418667860433,0.7659882408235542,0.9895806000330506,0.9088040229090066,0.8793271535701236,0.8316509294507669,0.8986906894582896,0.9074943517439071,0.8987439087885294,0.9025018177685907,0.8961799746433271,0.9018044251312861,0.8918320311872225,0.9837480531622237,0.8719968112883102,0.8282559051310234,0.7937793719794798,0.849643325921982,0.8447287066252933,0.8843346230188799,0.8996885345677597,0.8875080082782565,0.894496283274049,0.895349369346719,0.7896065984445167,0.8490130343325566,0.8211113994220481,0.8457642480742644,0.8934703968589716,0.8696207620604511,0.903169117002788,0.7967815930816117,0.8697563968592058,0.8477177411461049,0.8260927671224036,0.7573170681919155,0.9668504597441004,0.8775671350572063,0.9072495309735,0.8855121409107608,0.8795785934487801,0.8753925439923312,0.7968690815667472,0.7981890735340954,0.8043501062969363,0.7899675117742868,0.8284305593936154,0.8731721182162301,0.8731946485395078,0.8871778117115957,0.7873610180743729,0.8390372332977628,0.8321755232919167,0.8623515559775247,0.8874046404745197,0.9057173569659668,1.0,0.8996197223857807,0.9865119180151604,0.8982902835396066,0.9005229346798711,0.909983142253527,0.9883248704441094,0.9071996422626404,0.8734542213544961,0.8156633656988236,0.856189303513097,0.8011521493924173,0.891993781596959,0.8870673793186905,0.8706305618837966,0.9859285684164044,0.882446165102619,0.8877120364821285,0.8895941473469885,0.8807579016206291,0.8981451550468897,0.8751450291962568,0.8761688499960689,0.8789239117696097,0.9870656327759775,0.8750985623375018,0.795314775739458,0.8705035143019021,0.8336398520281189,0.8726672389592931,0.8895434017187215,0.8831990577026196,0.8864546081552374,0.8720673097984268,0.8824812537242462,0.8860246704526005,0.89644368761879,0.8920904850773904,0.8962817551227158,0.8967778038944013,0.8973616932837022,0.8859512311632103,0.8724338976154632,0.9036622454644545,0.8945485322778319,0.8786984630751896,0.8772779912834816,0.885604852141537,0.9012188534900177,0.8385641376877289,0.826247800773284,0.7816598573453312,0.8718723451024701,0.8260802952152574,0.7748456156398854,0.874664355888983,0.8947599705343449,0.8822559264707548,0.8969964596192173,0.9851571848403894,0.8989754393875445,0.890976625780322,0.8952791911899253,0.9094987102636078,0.9837543740375041,0.8790347497563968,0.8302814168135513,0.8243387683836648,0.7730969648078719,0.8863706961274594,0.902347977326794,0.8858707663524108,0.906461809692746,0.8868529586300399,0.8144520345455041,0.8493509090724074,0.779718842832346,0.8433753879722113,0.8925838773250208,0.8886887908952475,0.8960717387627861,0.9749970719373134,0.8876624028420123,0.8897706090293622,0.8947939631012858,0.9028456840300414,0.9843444879116563,0.8845924170304648,0.8774811960865827,0.7689136611740474,0.8404059746650854,0.8824619436365586,0.8879350046651429,0.8915687638931243,0.9668428158824175,0.9893981366803384,0.823254923636871,0.8030501069001734,0.8627047869622565,0.9876716315928135,0.8728160923617602,0.8995986923010261,0.8236950388020606,0.765995582926466,0.9832342161702771,0.878070947996788,0.8917171882033816,0.8975023650550065,0.8864875700714339,0.8969458380815413,0.8990483451902518,0.9040712982786038,0.882425312173048,0.8686174608423203,0.8776465232401911,0.8719427708563695,0.8676952608709744,0.7879209932800867,0.8889367545021134,0.9017944985338467,0.8931251435290353
+Leiria D,0.8027284484992461,0.841595440810703,0.8355014467735403,0.8565535611156321,0.7860974378005343,0.8947097429341577,0.8580143621593328,0.8568229748648223,0.8873902578163541,0.8921721703498631,0.8768677482478022,0.8807065994680581,0.8678771025086828,0.8614413154575844,0.8743490382693265,0.8758001378269638,0.9880406254007812,0.9785751745129108,0.7677070175512295,0.8571108099192228,0.8873143134383453,0.8732447400820487,0.8831472869687468,0.8916197800917685,0.8771675751642724,0.8649712600899219,0.878058340685017,0.9836636190113264,0.8773482727047232,0.982112444765374,0.9840603524701729,0.8619889570353901,0.8705227889578057,0.8886022304509611,0.8445296713499743,0.8474006608156304,0.8632750026402027,0.7840491524968876,0.8564687206525736,0.8444315720952028,0.8923330628979131,0.8650142976969717,0.890491556652333,0.8833172170181905,0.8869796021708929,0.9868344347800766,0.884695514977038,0.8829486797941475,0.8780361439147115,0.8771822693134195,0.8748519429223423,0.990758201822201,0.8613080702675772,0.8829601984736428,0.8624859526152444,0.8949121074403745,0.8729920588253341,0.8714298746481819,0.8699739365428926,0.8717178768855133,0.8773693661528353,0.8773400030901455,0.8701577461990392,0.8759852633946595,0.8736005767845642,0.8704731050159743,0.8747724622668999,0.8779059356097237,0.8513488063629988,0.8286029838752733,0.8629797711476429,0.8708324561589961,0.8734332890958646,0.8441569032791763,0.7860872488729724,0.8730891081592298,0.7502646513065337,0.9035999925024316,0.8850290078544256,0.8784295378407794,0.8150185229843386,0.871596290854908,0.9827817365245508,0.8774286166955527,0.8781313095946588,0.8733466076473454,0.8776508854023546,0.8710785934518602,0.9045876590423726,0.8476081855838801,0.807114279132705,0.7726028130113258,0.8345681297436338,0.8401339940061605,0.8867291446426111,0.8752251119201393,0.8634443903093374,0.8711565940808474,0.9857329889662945,0.7733379699049131,0.8394249368593105,0.7971336163295686,0.832596106144431,0.8692368307243187,0.8453304459769071,0.873641873810009,0.7694156454072315,0.8559857421783327,0.8302862668362159,0.7977501336415906,0.7374341703647295,0.8797450388918033,0.8575684221989985,0.8788276983931516,0.8616906373478385,0.8583754452436618,0.8564742452508667,0.7615606991037825,0.7860125684590752,0.7863011906430988,0.762716754531963,0.8018200857918167,0.8533563634364124,0.8535766208423068,0.876949051773595,0.7623820935548934,0.8219813522079961,0.8088490220956635,0.8410037098226856,0.8803129080416772,0.8809827343863313,0.8996197223857807,1.0,0.9031414192901533,0.8742682269642544,0.8759578126908271,0.988694714269255,0.9020937463608044,0.8821935984795437,0.8521445834954332,0.7996193465664582,0.8452340416348522,0.7842234463739769,0.9760095550545909,0.8803749844260972,0.8518197237830266,0.8987079688949836,0.8593355343334175,0.8650858345329057,0.8643679444923567,0.8585953291458673,0.873314133050675,0.8529305266471235,0.8553344923720531,0.8576132460895586,0.894760270471414,0.8565588048348771,0.7744686077769684,0.8472013033615416,0.8105003333083126,0.8550611518685165,0.8822342201032615,0.8624698240953681,0.8635051333785639,0.8512744951456188,0.8584777658843402,0.8661905957402425,0.8695514793053771,0.865503627061107,0.8721964739173197,0.8685129955683438,0.8721906269991663,0.8632964572424701,0.85427501112879,0.8761555237701734,0.8805043334007201,0.8567879719689832,0.8574833377904854,0.8620570745554883,0.8783245875468245,0.8334845133719223,0.8049372585586537,0.7632999692724424,0.854200256922878,0.8255370655643929,0.7645202053220581,0.9550695563009349,0.86937551350196,0.8599902985029955,0.8731038537701616,0.8988362927185377,0.8748588406179766,0.9848336129561288,0.9826983050684113,0.882230880561709,0.8931291297351227,0.8641761205758123,0.812825187997204,0.7925028290614116,0.7510116059607768,0.8798734135138423,0.8743670914768955,0.8628509737274892,0.8800181711858631,0.8778099434251855,0.7859106919908364,0.8260269041364507,0.763406979151129,0.8410201070331929,0.8661268031944679,0.862301102444541,0.9915648685726993,0.8903952395365603,0.8617772926279872,0.8633612704791577,0.8750650098002962,0.9873495446474837,0.8948411819478689,0.8618183676009851,0.8587111226607412,0.7602288769122567,0.8179584765823749,0.8612781891469068,0.865739638519408,0.8657897779274096,0.8974218561266541,0.9025688170128193,0.8043876590190475,0.7840099766190557,0.8413126121982097,0.8954780042179404,0.8514721282411609,0.8732865234768942,0.8234345232074757,0.7542787866678793,0.9032931721860322,0.8566063701526433,0.9802509365832839,0.985115336468453,0.8634484863676819,0.9862474619020857,0.8790492218195738,0.8849105456334015,0.8598544815891698,0.8494787472800952,0.856374151323507,0.8549962003897678,0.8481300656733364,0.7722568344676127,0.8666895348142527,0.8762952812439166,0.9817742762042112
+Liguria,0.8266248844913539,0.8376671595253327,0.8591051972150952,0.8784119128645314,0.8056124946242315,0.9829884263672362,0.882304909047206,0.8827050430727438,0.8924917812012909,0.9814893141039858,0.9020577483806855,0.8878136845069942,0.8938687565465824,0.8853612149251611,0.8770762289534033,0.9013468504027,0.902961726715464,0.8972560963562981,0.7829521894292898,0.8821860129529672,0.8613592374344788,0.9001209259870507,0.8946991408890356,0.9761955408956349,0.8849532201792674,0.8911979849800117,0.9048933096919292,0.9022933830761948,0.9033943477318793,0.8955624770804589,0.8990774358243452,0.8875113212079766,0.8956904902029915,0.9119386419730614,0.8706305801479415,0.87803664875839,0.870450042465089,0.8028979996481784,0.8655145365671634,0.8571756150869095,0.9796748950778191,0.892665148806649,0.9791775581275969,0.8871763459892378,0.8906027697076567,0.8979851999126482,0.888879404808869,0.8873602729494373,0.8866011118475191,0.9024438461359425,0.9005986098485913,0.9022623067018432,0.8871990182715263,0.8899830069364725,0.8900463240357469,0.9196796053561018,0.8864863983158113,0.886648501789262,0.8833692307874093,0.8828733861558832,0.8873502882453302,0.8932169506012602,0.8831186190678434,0.8910373222808053,0.8842556757350738,0.8823430576098782,0.8869538545385046,0.8900968122105274,0.8786064826525631,0.8390985917494891,0.8894619052101472,0.8821009813952955,0.8968814239017414,0.8653967505344984,0.8016417147772118,0.8835236010863882,0.7582195101463043,0.9898946803861842,0.9099780500081733,0.8806697191975332,0.8355265291022879,0.8991565103037846,0.9110547818794644,0.9006647495828345,0.9036176557187167,0.8991728790705511,0.9029646408615069,0.8937955806143638,0.9857547469614746,0.8742025267759382,0.8248363567268973,0.7903059610827543,0.8511462406569311,0.8447194913280387,0.886056660919126,0.9004677926679392,0.889526993400471,0.8954665218604793,0.8973130504941422,0.7954016134001012,0.8480251442015436,0.8168647769095471,0.8495176467778565,0.8945308692496526,0.872185776557239,0.9010262220834044,0.795772375550071,0.8716862438744617,0.8488942551944397,0.8201193870103038,0.7577787156428556,0.9656143261183285,0.882184025044384,0.905685020122131,0.8881289501159508,0.8832866558145317,0.8800001824816285,0.7932559407787909,0.7962527882168986,0.8039094070774385,0.7911621599618791,0.8247179488151297,0.8776134477402626,0.8777416102356497,0.8899415655442388,0.7877930400192086,0.8399515732852287,0.8284726853834834,0.8625790386164167,0.8882321990245533,0.9074316833422613,0.9865119180151604,0.9031414192901533,1.0,0.8993325217653055,0.9015160802683171,0.9123152450818528,0.9893203484827864,0.9083017408696703,0.8773161433860968,0.8172501705536207,0.8568528858170394,0.8053086850783093,0.8954011148191806,0.8862560736128332,0.8765415495642747,0.985226086817245,0.8849581903548223,0.8906126647865026,0.8882066549286699,0.8844066380947186,0.8991563802155939,0.8793200005546391,0.8796547654401453,0.8827278603609396,0.9824839180799317,0.8812993643897641,0.791329826757475,0.8720657018348645,0.8312918642428225,0.8763771989251287,0.8896036825073381,0.8869411192203706,0.889661435342049,0.8770620509962372,0.8851619146528793,0.8894505427732022,0.8977213833055026,0.8903096534715166,0.896717172071953,0.8948822433394547,0.898050210051683,0.8895216488988679,0.8777224864856568,0.9038002168340287,0.8983421969441281,0.8825036917522852,0.8811770241734183,0.8890237926448581,0.9025749018056018,0.837464135429511,0.8227809172642822,0.7770309327665482,0.8716541057560462,0.8308877095328991,0.7770073411400599,0.8771076986504359,0.8948187306951667,0.8861980838530424,0.8975748040748512,0.9903198241278403,0.900044936898559,0.8939767194846162,0.898134310258999,0.911242889442868,0.9803844227992738,0.8772826659735243,0.8309950207570023,0.821904101194115,0.766018829654401,0.8863966815642458,0.9009181433275735,0.8890316626499266,0.9072829581238836,0.8891141693885933,0.8092167203693561,0.851355161976049,0.7773385273965884,0.845228416351571,0.8915803535755366,0.887189048319792,0.8990122060386513,0.9761871108936142,0.8862393026313132,0.8884189746653723,0.8982677133086142,0.9062041043273431,0.9809792418128678,0.8879279805438965,0.8824534072802029,0.7754657095907177,0.8383796445097706,0.8861899832916064,0.8906406394900961,0.8903565311632582,0.9709863964709124,0.9898880343510107,0.8259337330941635,0.8006544545235507,0.8667764613780603,0.9834908853857804,0.8763618191252057,0.9002332687841456,0.8234810123985508,0.7710909230171465,0.9851153584686978,0.8835549166339485,0.8946799340310295,0.8992360414531483,0.8895800718585543,0.8981859397427622,0.9019207836479566,0.9082508317899868,0.8858872143194645,0.8740897169173169,0.8821895134220835,0.878060916383435,0.8664500604273431,0.7843446822829981,0.8911307406917117,0.9022798201470084,0.8955499763699161
+Limburg,0.8222145347863009,0.8022227517565175,0.8680963071011795,0.8851128423281421,0.8014310812898013,0.8844386999112247,0.8855349576482141,0.8819603075132084,0.8822827689390984,0.8910551667773812,0.9057249121563329,0.8776644197223039,0.9024957286877657,0.8881172198013085,0.8606840793730269,0.9064101568662979,0.873461839600084,0.8614382591623212,0.7734379467777783,0.9186237795116985,0.8316836210070723,0.9265406969167737,0.8804250647161507,0.8774194365726272,0.8840856852621167,0.9014847580617681,0.9308044498879892,0.8685629791604745,0.9092607409952366,0.8671414576814365,0.8671010215242853,0.9174492800328059,0.90472848536382,0.9377753999072894,0.8823759202365244,0.8874860303532631,0.8419693178188079,0.79905066385313,0.8493531286796927,0.8400454624188781,0.8788326394494718,0.9082050408956531,0.883298231457499,0.8624663892206315,0.8784854582624273,0.8664035798002544,0.8789369289712076,0.8811423291398675,0.8775801252686453,0.9114704978199598,0.9067772079893859,0.870175902149486,0.8943094262204736,0.8782407985545494,0.9017954086708054,0.9082665121628427,0.8858464154819078,0.88757586916006,0.8832782425920472,0.8826385278236974,0.8851440109955491,0.8928565208667333,0.8813864230295632,0.8931802733419206,0.8840040574534379,0.8802108968756582,0.8879966612259145,0.8874267191997516,0.9055514247712709,0.8167062403117269,0.8961553254339191,0.881443907559245,0.9830675678779969,0.8863642764756836,0.7771734806410173,0.8734147122915218,0.7438429018545518,0.9062460946900123,0.9277870777395926,0.8668531244503113,0.8670986837777247,0.9082277867769379,0.8822433368569039,0.9569866590379184,0.9854156175160433,0.9047392499819613,0.9086579098540957,0.977655831644425,0.9034781439775598,0.8887476440862565,0.8112821905413803,0.7807680872666816,0.8326622953680297,0.8161032818939921,0.8719592713435335,0.9866988304520549,0.8970461298823691,0.9760011103246164,0.8673061856834063,0.7797120177808742,0.8304479924879582,0.8199729980884837,0.848306985887457,0.9029245311118628,0.8874290659918009,0.9294343946012981,0.8017542823062374,0.874593886987973,0.8443048137404536,0.8312833330719677,0.7369237211398243,0.8763552402133079,0.8879845970220062,0.9131777996461312,0.8973990927546314,0.8889101385960287,0.8873798025692047,0.8309567439618272,0.7917038724954875,0.7944675225922058,0.799091953939367,0.8301602005370143,0.8819176215668401,0.8799791553733304,0.8886693869726718,0.7897737120786448,0.829449281821329,0.8191560854598922,0.8781343766899503,0.8805265736038429,0.9074806001815493,0.8982902835396066,0.8742682269642544,0.8993325217653055,1.0,0.9083621091236005,0.8816625830961181,0.9100474002327287,0.9126131935017313,0.8794624710775151,0.7917554851046114,0.822482421408585,0.7888885087942005,0.8591763477796057,0.8809976980172589,0.8770317739943252,0.89053884619825,0.8962805300089027,0.9031440586037771,0.915947396290031,0.8928627954190387,0.903094915970525,0.8938020204836973,0.8841608921465373,0.8877738252467726,0.8832232292540307,0.8803897716670516,0.7853660901101586,0.9522609061717193,0.8175576569611932,0.8873247942674398,0.8846705499908678,0.8954215693232321,0.8994323417091279,0.8856518447559036,0.8980602950001986,0.8890854463880009,0.9115585623392908,0.9212466759278215,0.9051063903791854,0.9253763900168614,0.9865793627708836,0.8958055223698855,0.8839633890073657,0.9790647525379883,0.8984121337067379,0.889806168716638,0.8824677439227888,0.8972473163502284,0.9864230831618518,0.8072300804814557,0.8165357625324603,0.7712265805674119,0.8692431154119433,0.7906075644723187,0.7540978183923107,0.8438675131807455,0.9052658439291774,0.8937098927719429,0.9051356506094806,0.9008096332700749,0.9069609287654837,0.8584102147761299,0.866390822194473,0.9115835948222036,0.8792077091788487,0.8769650212106043,0.8205271185865616,0.8456879037373981,0.7716607499434573,0.8748900129746396,0.9295585097585352,0.8980064097806743,0.9116290309804047,0.8906174567180608,0.8144109036188091,0.8610676274345347,0.7645051994784938,0.8114410967262948,0.9162656360024446,0.913583699148672,0.8660135781479831,0.8706679455395865,0.9120066477931998,0.9198453657891796,0.9072329434920157,0.873526934203032,0.8873300405877407,0.8938462903890008,0.886701087609801,0.7643880533784447,0.8493644649536259,0.8906905529756336,0.8964478128499498,0.9159932651875865,0.9028742068441845,0.9040794383229949,0.8285823621438793,0.7866759108401421,0.871138061179448,0.8886535015403748,0.889131486495582,0.9841069550182505,0.7885153223529654,0.7514243778090531,0.9044180183641791,0.889487838295758,0.8625754264824559,0.8685911718721707,0.8989522979463003,0.8719221705595718,0.9150625545932807,0.9241833319309084,0.896971991020914,0.8716381958474676,0.8899261727919908,0.8762922171799745,0.8703514399205412,0.7792942108466515,0.9742871167702217,0.9820612964384068,0.8582067450272864
+Limousin,0.821047139823826,0.802016882698319,0.8450694438686749,0.8680781495077351,0.8007204454403886,0.8851883986507917,0.874455005711821,0.8743539188832888,0.8818391710648353,0.8930350524945646,0.9878991447172476,0.8799170769896322,0.8949816035272955,0.8777233511807041,0.8590521936714789,0.9907168637645986,0.8774688173674386,0.8674309443533533,0.7806456386767902,0.9011715213895004,0.8305327175955802,0.9149420403876646,0.8813459748742624,0.8792126065921683,0.8858530663490425,0.9854788389253656,0.9191346082802985,0.872588463765771,0.9926869253941331,0.868780003369863,0.8726994404957805,0.9099274875749809,0.9860708116002856,0.942922203895382,0.8715620877137068,0.881178255535384,0.846488884266597,0.8264885917395104,0.8551931814198248,0.8203550907096728,0.8813365611600907,0.8982041303437174,0.8838131156323533,0.8651610415560379,0.8760972965781733,0.8669789753699719,0.880006914829939,0.8820774609977313,0.8832523533138718,0.9919290877441348,0.9887766418267765,0.8724075165614452,0.8865536580966962,0.8779821109648122,0.8907771656012752,0.9790473159564452,0.8693248625577243,0.8713460526606224,0.8660306268348342,0.8627983874148389,0.869348375838416,0.8728143485690226,0.8620734724786113,0.8742541432236448,0.8644566471099282,0.8640806451955184,0.8715558550412418,0.8710146006025508,0.889729514477677,0.8161277079217137,0.8847305607607325,0.8594858390225417,0.9088074862018132,0.8646964768073732,0.7710939214845417,0.8667725158421616,0.7678615949093565,0.9070602405604267,0.9169130168969017,0.8695979921108942,0.8358211950600802,0.9789635879299972,0.8841563089112602,0.9176042651662786,0.9148205697343165,0.8950308253893456,0.9918005882966949,0.9059238614415228,0.9046952416534032,0.8703792205053845,0.8172652603714143,0.7801342126672332,0.8157063593430449,0.821451616230092,0.8725289375640428,0.913504871640098,0.8866904969870124,0.9070813296591721,0.8719347279472034,0.7570175462042837,0.8355986876063934,0.8444783277314796,0.8251554493071334,0.9848544424957603,0.8781012846578782,0.9168168116007461,0.7961035966510048,0.8532430297222808,0.8240234370864349,0.8347391216591808,0.7291412272692195,0.8725575126930951,0.8817537994378803,0.9860557229991282,0.8864340313303871,0.8795524668171857,0.8754161578710501,0.8197462838331726,0.7742495452197125,0.7919162247938976,0.7870746785764394,0.8217894024852942,0.8726995848965646,0.8693006925077544,0.871295734607652,0.7756588074507393,0.816191075151403,0.8174579109074308,0.8580127466014639,0.8814015472539771,0.9873310071124171,0.9005229346798711,0.8759578126908271,0.9015160802683171,0.9083621091236005,1.0,0.884082109991974,0.9118048516150813,0.9891913490385126,0.8686138810332619,0.8117141218365839,0.8260307884548811,0.7685644372749262,0.8610294639833133,0.8822465923058441,0.8693151079753271,0.8906351437685648,0.8854250786175409,0.8921822414604681,0.9078711105840064,0.8827889698332541,0.9885241361602635,0.8815476731924358,0.8712640597352778,0.8783691203193137,0.8859203903219216,0.8720210552661616,0.7853335963588653,0.8750447763584359,0.8242161916808525,0.8747584559449498,0.8879396628068067,0.8842972705126879,0.889172628805733,0.8763825759981664,0.886797628289663,0.884514845023744,0.9018849014376815,0.9097700654093911,0.9828348296114892,0.9116934460656332,0.9111183835881089,0.8861960448805873,0.8721642919639379,0.9134733506590436,0.8812528594962686,0.879569574813588,0.8732043386393342,0.889577939243476,0.9136152340631469,0.8156295338494436,0.8142025686980123,0.7699129536739265,0.8604260677648115,0.7830861706983484,0.7406532720949809,0.8442537940151619,0.9871125004648477,0.8838935398669198,0.9884587506467254,0.9038884730108511,0.9922958637907193,0.8621324622092902,0.869618445385827,0.9866418588997179,0.8803826386261564,0.8614267086143466,0.8093558884783497,0.8396143567016071,0.7858921638581603,0.8759077111381387,0.9163175875408021,0.8882798143624991,0.9890151941970031,0.8735813467535012,0.8129589804540583,0.837565883220665,0.7972815994818714,0.8159096451708268,0.9038950409259843,0.9061143314028351,0.8710608362874986,0.8717403023921172,0.9043137832050447,0.9086059610010052,0.8927617693698818,0.8764457599548598,0.8897275973531064,0.8830522319209868,0.8766602151467003,0.7405076430707241,0.8432880531373314,0.8799010469315335,0.8871624526930358,0.9068909138097133,0.8996256215752509,0.9058775184861593,0.8164746225153123,0.7854950647491704,0.8570569273281975,0.8901514938803571,0.8813452925546358,0.9120377510444319,0.8143881202925172,0.7443786392632546,0.9045047055171497,0.8792141277664663,0.8665988441980792,0.8740941736882499,0.8890889950521809,0.8768129530246797,0.9040658103926522,0.9469049669821239,0.8876110882657988,0.8628197339507784,0.8789358426934323,0.868225213620855,0.8610487572310085,0.779163439051693,0.9014308489007817,0.9126798162880538,0.8620157780686206
+Lisbon D,0.8128974441710433,0.8472634915391851,0.842535966666574,0.8670199810369029,0.7948237836873325,0.9029207831816087,0.8693895431192022,0.8696062675752916,0.8948508984253514,0.900486466801034,0.8868309054177919,0.8889258981802027,0.8814511006634682,0.8723402846005017,0.8809304850554484,0.8840878683576265,0.9870646830445873,0.9792163341571617,0.775953221899387,0.8637876155077024,0.896667846880943,0.8828868856811959,0.8941449082311698,0.8979896594495103,0.8860095938379855,0.8726428062719025,0.8875885578046806,0.984032097656467,0.8857048577993946,0.9818999245242584,0.982475906419118,0.8700863215131639,0.8797685453585705,0.9000535558760054,0.8545369291744501,0.8570451024859477,0.8726851307328329,0.7941803290882292,0.8661154092627746,0.8508100659776633,0.8995195068526032,0.8792836282482174,0.8987948347761359,0.8934637015879431,0.8937350684068792,0.9834417673607418,0.8919556565081714,0.890389205393606,0.8888738619919212,0.8857967919175845,0.8826240071286829,0.9881959191037849,0.8747983891710003,0.8917436025704111,0.876018038463854,0.9024379036278245,0.8826179173999111,0.8825879974500103,0.8795403518852495,0.8800151958535863,0.8854393017134932,0.8879589827089939,0.8785614662479259,0.8861919176440115,0.8817235568818402,0.8796053577217612,0.883909652163623,0.8880303657987477,0.8602452708499204,0.8363667496324095,0.8753962677293582,0.878686618612488,0.8787675367147729,0.8519084075375853,0.7929454570074205,0.880757011972693,0.7624566569650104,0.9131834493282572,0.8970723614218612,0.8855851070316025,0.8207346016801302,0.8818060047240381,0.9873919393437468,0.8854212954125986,0.8861743563617482,0.8863722351888396,0.8855852028622053,0.8768018762147973,0.9137596872007032,0.8589799244042517,0.8183497540655471,0.7828445256211976,0.838821847219351,0.8460945710835878,0.8935272578208138,0.8824318103492664,0.8765233416960849,0.8791376904485503,0.9814307502741071,0.7812180391731077,0.8480443415812354,0.8084104918439611,0.8359141640674091,0.8769418670995267,0.8587413828888834,0.8835158751177983,0.7764657274031571,0.8662813257169228,0.8362617796413774,0.8076733634187351,0.7433407760315096,0.8877543993503986,0.8691237112197204,0.8909409692270637,0.8750282086068241,0.8704488306405423,0.8673817478179775,0.7726445918268351,0.7929634349501126,0.7936283810287494,0.7700130666074831,0.8101575439939158,0.8647769439917008,0.8649313872547153,0.886743970157943,0.7676106635440338,0.8280503285650972,0.8157740920817681,0.8473808689209767,0.8879799752287911,0.8906284647698833,0.909983142253527,0.988694714269255,0.9123152450818528,0.8816625830961181,0.884082109991974,0.9999999999999998,0.9118822424462687,0.8904003639025573,0.8637761963711516,0.8075594718741228,0.8548515068414406,0.7892713557669906,0.9780791254105076,0.8915253150938316,0.8631456824981898,0.906967762503155,0.8726250831478176,0.8791294141637599,0.8718591583635564,0.8705912625129832,0.8830863583648144,0.8652102491515563,0.8663986516469848,0.8694475478334867,0.9018646121078367,0.8681894263793617,0.7845455926349731,0.8546325314924667,0.8209928204945279,0.865676198146728,0.8906445989057624,0.8740447118270855,0.877013868598775,0.8638722380559422,0.8720144583838827,0.8789202138142035,0.8841266634111657,0.8743773065815523,0.8803035091480494,0.8780357627277126,0.8799034726819216,0.8758048535680208,0.8650110839881621,0.8872169440205836,0.8896980158583613,0.8687451366746749,0.8689513479864168,0.8757879569617685,0.8847115035058919,0.8423680721400161,0.8141917485204536,0.7704794071524891,0.8586624360255917,0.8326034498655728,0.7683134182966548,0.9574082440936699,0.878693845531752,0.8721352319268659,0.8805052370937978,0.9080751847877782,0.8833893621199578,0.983503736619081,0.9848137441525587,0.8923777542519803,0.9010879858378411,0.8664595063346755,0.8198103454695457,0.8026181377525948,0.7632650129028415,0.888425506392471,0.8832624648162223,0.8766952755185625,0.8898881785278083,0.8858168805318817,0.7930567836108884,0.836998004565396,0.770629584685317,0.849503911019934,0.8745788673641388,0.8706672616128529,0.988275257875044,0.8981291635172531,0.8694032537555342,0.8723841759884227,0.8861842331521301,0.9952428382657751,0.9024176864989961,0.8738151500231031,0.8694497006402685,0.7613942358458737,0.8229583022834701,0.8731867301878288,0.8781285615620034,0.8734336306333988,0.9056616766830128,0.9119015578552514,0.8094174801963085,0.794763894762934,0.8532731851330019,0.903916363955049,0.8646800938609085,0.8827681526903006,0.836771163294361,0.7574529436076861,0.911983601922656,0.8690069416815466,0.9794591913442956,0.984133333928616,0.8760390470542283,0.983319213092114,0.8893826966751833,0.892248972009655,0.8728535929530443,0.8600104230373032,0.8683281979428366,0.866110004473411,0.8571682467007854,0.7820071001575291,0.8728980602481138,0.8853628967591991,0.9830673924096023
+Lombardy,0.8398341036873335,0.8338048595445409,0.8635594595482793,0.8814673582351997,0.8165656686199382,0.981779240303643,0.8840039745495037,0.8836159051944712,0.899075997774531,0.9808134147809444,0.9117035187849801,0.8950023161443026,0.8992271217927225,0.8871787876502855,0.8805257449047309,0.911529226132856,0.9026966340967318,0.8945157187093611,0.7929477445690524,0.8884659400680838,0.8606707630073972,0.9147887608269444,0.9009758166850262,0.9755883314566026,0.8942108435661146,0.9017402803487542,0.9194198784247812,0.9013143471913619,0.9138017853442988,0.895456606635706,0.8986239606198705,0.9014875430631902,0.9067570595505573,0.920500151604113,0.8749817289369548,0.8882089379463647,0.8704902519400624,0.8135882902265195,0.8734770261769896,0.8550657705326865,0.9783738564847754,0.9011096177092605,0.9782828723003915,0.8894405574543318,0.8955072255730157,0.8955312663063566,0.8955516265479863,0.8952459251648294,0.8941002912556417,0.9134582462612496,0.9098329286522492,0.9007029006755349,0.8911627767108815,0.8961920292766993,0.8956247304934344,0.9238291996725627,0.8881543682152935,0.8897299240423319,0.8844801261234164,0.8846296042054612,0.8887139563577403,0.8946898415340208,0.883610481843879,0.89315446981672,0.8856671413784456,0.8830011059966326,0.888761071808422,0.8910518778441421,0.8905655513983571,0.8427696048162426,0.8924240237586523,0.882383354089391,0.9074644580594867,0.8761829252925172,0.8023954889761976,0.8866549547659346,0.7721649532269673,0.9932347395278726,0.91839536169452,0.885852242506929,0.8431820364336449,0.9093762159911959,0.9104935790448166,0.9105378992088143,0.9143653916258497,0.9032500501213965,0.9130190348298346,0.90441772926605,0.9876442750402444,0.8793170650254059,0.8356732254593049,0.7970661164023183,0.8507014359781283,0.8472563140212664,0.8913644084330392,0.9126272192570694,0.8940673991921498,0.9064944096494515,0.8973803412151345,0.7906645471521891,0.8534614182733613,0.8305635707724306,0.8512682629620024,0.9041560161246395,0.8793821460828677,0.9156830374185431,0.8043256793299823,0.874425961265599,0.8510752479714047,0.8356344681564547,0.7587397438318025,0.965972207994689,0.8849217410563489,0.9183095315100528,0.893120404226701,0.8858468436736601,0.8821158570793506,0.8141491048046109,0.8009951862165464,0.809492942691154,0.7982401969413034,0.8367002834882729,0.8792332271816582,0.8783452265479905,0.8911584317626915,0.7950273625309101,0.8430229411139097,0.8380210544620261,0.8696716128480155,0.8962226151861037,0.9158337665979901,0.9883248704441094,0.9020937463608044,0.9893203484827864,0.9100474002327287,0.9118048516150813,0.9118822424462687,1.0,0.91720257183717,0.8788401199786248,0.8188970558127553,0.8571814928403246,0.8026910793142351,0.89255279857532,0.8951721123823372,0.8768872045153701,0.9841988854587443,0.8902433139128312,0.8962895812967994,0.9010512196450577,0.8876559021584962,0.9091764924892343,0.8840578703600654,0.8817121456914786,0.8852439218172115,0.9820055364887976,0.8812580405237354,0.7994412189662894,0.8810910229110845,0.8388499993610493,0.8814675833119315,0.8989703450392167,0.8899459019425677,0.8942163625671883,0.8801159219059466,0.8911154195446235,0.8920584511635318,0.9056030074720833,0.9045186712180578,0.9058077069216092,0.9089342257392791,0.9103764642320942,0.8929813853177385,0.8789480450552699,0.9163592619017764,0.8995212339845966,0.8854736199605957,0.8823514514132791,0.8935027171949245,0.9136245657234529,0.8398894164283461,0.8316600540995677,0.7851955567277435,0.8776223532802034,0.8243312113451677,0.7752182297839412,0.87523581667987,0.9065358368647936,0.8896905895258673,0.9071013236681529,0.9913192202801413,0.9100757112589474,0.8914638803484427,0.8969730041722097,0.9199461660551701,0.9786791648899109,0.8830057330730109,0.8352198628202093,0.8395830550161177,0.7825920254213576,0.8932713260641103,0.9144873802983456,0.8937858404133436,0.9181512209252597,0.8913818161523781,0.822813327635083,0.856619094461098,0.7843406381568524,0.8447410452597867,0.9034493890767207,0.9004950973763038,0.8974593758523102,0.9704086347929327,0.8985680344418082,0.9021837748044745,0.9018797688040586,0.9043207158281106,0.9806020192656051,0.8912432032874742,0.8839755338159688,0.7707141987350519,0.8504877024662103,0.888722788982419,0.8948226655398137,0.9030264979364864,0.9750469106012739,0.9903434624648942,0.8301051252612678,0.8058998837520125,0.8687617577995388,0.9829278701593663,0.8813122090135621,0.9127166340511561,0.8274028306593773,0.7670539083489146,0.989552058405428,0.886097853420611,0.8935859926112433,0.8993332645765154,0.893999015950648,0.8997309153033676,0.9070455019596496,0.912101062813397,0.8910318021897192,0.8732298616743543,0.8850971079109214,0.8774281204615761,0.875047081271878,0.7928785462747616,0.9011507306277248,0.9139199272311708,0.8932561941742406
+Lorraine,0.8262254339225955,0.8092754837576515,0.8540893718021426,0.8728244304609469,0.8056256001338308,0.89266087871038,0.8790849147689229,0.8790421848229957,0.8834358961410685,0.9002305430425412,0.9852197829010988,0.8811078811265639,0.8984731222819842,0.882209266576756,0.8617552923406547,0.9885858144465562,0.8832138376827463,0.8741145015476145,0.7834219262125081,0.9096124580180573,0.8369455490129503,0.9189714030800992,0.8833678913360405,0.8868954351714818,0.8858449633065294,0.9850192662947107,0.922720565459669,0.8785879807004572,0.9930949534266597,0.8752690248947276,0.8787411889315592,0.912620148615331,0.9850025430330045,0.9485403491072516,0.878079186363649,0.8872126124071137,0.8521861616879481,0.8255079093483836,0.8563411144681351,0.8318282432047234,0.8895316837399493,0.9008749604035541,0.8922885918427886,0.8684168637572873,0.8782858220895999,0.8737107759710231,0.8813445327174598,0.8830921427920762,0.8839223134743046,0.9914699079974019,0.9913337092754999,0.8786042671015019,0.889618442710364,0.8800321512575672,0.8941702684836038,0.982263822401105,0.8755837214299317,0.8775627415622033,0.8732455994155743,0.8696322312309198,0.8767010216926053,0.880933365217226,0.8688448896041876,0.8812418840106866,0.8716328039836739,0.8713596686863672,0.8782162794782362,0.8785818148402951,0.8944740087663088,0.8215680781051888,0.8889556597054388,0.8672204351199211,0.9120744101149556,0.868987757409866,0.779616705585391,0.8710735235540882,0.7675524261599357,0.9133328982672054,0.9204646250658471,0.8708396110672729,0.8415149143920259,0.9794355007532172,0.890466611708274,0.9223307839119825,0.9184996311375462,0.898827082178749,0.993205627297602,0.9087774493652626,0.9116486568194342,0.8757088731366595,0.8227492666307469,0.7840328086659429,0.8245711825312062,0.8255525721677267,0.8743981545089661,0.9163498972399833,0.8903719477585661,0.9100332805227446,0.8775658170745598,0.7676227967653736,0.8385351185455941,0.8444252254560287,0.8335136922297028,0.985474350900496,0.8803746279542607,0.9206849498449294,0.7986720361692603,0.86019881323827,0.8303982688361002,0.8342603386855099,0.7386620746914542,0.8816497749754624,0.884899723534614,0.9863929745171525,0.8905313525673174,0.8839758934938412,0.8794204151586911,0.8186885603915561,0.7798715870685996,0.7979629607493699,0.7911531977151268,0.8260333583581575,0.8768201222490277,0.874200248155969,0.8782428275187357,0.7807807159680655,0.8245478906837055,0.8219049830442258,0.8629802804692411,0.8823261920989627,0.9872014113581284,0.9071996422626404,0.8821935984795437,0.9083017408696703,0.9126131935017313,0.9891913490385126,0.8904003639025573,0.91720257183717,1.0000000000000002,0.8732037944017835,0.8171187554062409,0.8337788996566571,0.7780405182856153,0.868343308656425,0.8837457888471041,0.873251196510104,0.8976658391751303,0.8887129336818359,0.8952478324815614,0.9109982194310089,0.8867794013658541,0.9855568014522166,0.8846519446986978,0.8758655800158942,0.882679729635153,0.893050243966384,0.8761006949470396,0.7880855983203428,0.8797750174270551,0.8269169325955658,0.8768748635761916,0.8880159083040552,0.8882936532737217,0.8934531975151326,0.8796045170295468,0.8900064242302053,0.8889059625399146,0.9048167841118211,0.913008417773617,0.9855354707789403,0.9160972062523919,0.9141572380694989,0.8899694102479678,0.8765244788384562,0.916334379896329,0.8886939771423895,0.883762634514854,0.8780078400555203,0.8927743289974512,0.9169348932845525,0.8199681798842107,0.8194487390382525,0.7751340598882568,0.8646967479656807,0.7933674100880381,0.7506449272136018,0.8523419862513146,0.9855999054578714,0.8876733077882126,0.9900593981393965,0.9099064893595314,0.9897494504451887,0.8684678753865784,0.876116906199577,0.9880230269139783,0.8890544777097531,0.8675710421660154,0.8178620336170018,0.8403535614188562,0.7850570040361237,0.8778650752399009,0.9214165921589734,0.8920029823282996,0.9893891414271285,0.880148252895005,0.8150665969735333,0.844663573699591,0.80051496317853,0.8227344726708435,0.9104561528214226,0.9091296536702219,0.8772070169331018,0.8803830213715191,0.9080624869551119,0.9116623869453369,0.8981905270269149,0.8831423346666559,0.8976068670402356,0.886918593304492,0.8808202700202843,0.7481663370206646,0.8450619227013486,0.8842692460356129,0.8910605394997402,0.9106451663216593,0.9059094774301881,0.9117780719331678,0.8225342743568199,0.7899115569674298,0.8631480062654492,0.8972331741731789,0.8842272881204057,0.9148731421314512,0.815863093193596,0.7522182804244202,0.9107348650214384,0.882717584222609,0.8728290315440185,0.8800573880877186,0.8925100411415183,0.8824287141073353,0.9078902155625193,0.9543102469213429,0.890447679459103,0.8681611937845346,0.8828288753265904,0.8727393783660272,0.8633141751938244,0.7800533967119606,0.9051149003126249,0.9160518717526851,0.868582522001687
+Louisiana,0.7991478084332398,0.803065733918735,0.8379423833778479,0.9075982008518653,0.7839634657974014,0.8628693498704975,0.9798302550611228,0.9660484224627749,0.8478609453515695,0.8642916551313067,0.8682704693888711,0.8421491299307453,0.9719524494810031,0.9805172166882934,0.8292782483331668,0.8655384128182558,0.8518137179628134,0.8464450300329713,0.7668728008920667,0.8559988127545042,0.839896645148208,0.8717508770833193,0.8471169346976327,0.8547494103002121,0.8436222302126012,0.8597992457940159,0.8768849951597544,0.8481423998374458,0.86896406294714,0.8437344234420003,0.845984264443665,0.8644810055014188,0.8641332643230034,0.8811734824556527,0.9114110769339997,0.8508599666703835,0.84130572328474,0.7953577692740244,0.8334668038934939,0.8365397558388928,0.8597498626627473,0.9622823775770405,0.8618604205319155,0.8407194999031783,0.8442207018585006,0.8451119490713009,0.8436017481776298,0.841877452538007,0.8427203583177385,0.8706189543163577,0.8670472747550823,0.8524834002969749,0.9761244145944551,0.8435032385504448,0.9721569288968381,0.8775977208932279,0.8896593870260996,0.888024108762065,0.8891608241326977,0.8847756404819607,0.8897319070183043,0.8951896758770188,0.8854628652345592,0.8954245545300363,0.8877085235371984,0.8887683828327118,0.8929879517330215,0.893867535923853,0.8567151210799198,0.8294784043739973,0.9782637894183478,0.8899135419639468,0.8798478754133259,0.8460394017240732,0.7858079232357597,0.8434788941018391,0.7504765881218507,0.8790484793810297,0.9243177317141269,0.8382550679432809,0.826693073311439,0.8718087327664465,0.8633452829566587,0.8742251612428569,0.889040543182527,0.976438365452573,0.868027201353522,0.8766062679425409,0.8791663967105524,0.8944443422425177,0.7972004171479962,0.7995333009809653,0.8107713916292298,0.8169667849401637,0.8396948254731704,0.882347300976179,0.9814585620507517,0.8787747149820546,0.8434143163046252,0.7993085523228322,0.8335626222430343,0.8126956210010873,0.8273274009603232,0.8640134665050822,0.9569651456328575,0.8741373757452937,0.8006918927072567,0.8786695401547138,0.8473395120071252,0.8225830471825174,0.7457206880102432,0.8564673836327449,0.9677697476098339,0.8729777302072323,0.9732221587886154,0.9772397878232945,0.974130679577427,0.8112119872617485,0.8046316895189346,0.7979965227478956,0.7906997929556867,0.8175432949794008,0.9788991238219494,0.9838353269142348,0.8943558104801577,0.7871189093438609,0.8244053838007294,0.8122400528148966,0.8450368246391631,0.8420698177431324,0.8708667594556782,0.8734542213544961,0.8521445834954332,0.8773161433860968,0.8794624710775151,0.8686138810332619,0.8637761963711516,0.8788401199786248,0.8732037944017835,0.9999999999999998,0.7942602829112088,0.8353611294356376,0.809614208525727,0.8438209285939658,0.8445618249372367,0.9698662331827963,0.8672871036702253,0.9709941253849336,0.9680002751748683,0.863203280084473,0.9729192494980589,0.8649396578314493,0.9673711084666688,0.9837275740849462,0.9770886479794892,0.8600353746180569,0.9685911217757001,0.8028988514515785,0.8559670619469881,0.8182773652626404,0.9021177930647901,0.8453868805246396,0.9774940903395118,0.9666813426084123,0.9698965244027451,0.9723285013387994,0.9700199681634454,0.9684597185158439,0.8665240321317627,0.862983203706377,0.8689008515977024,0.8792252348806876,0.9783424574787961,0.970751919138312,0.8859434911141263,0.9099916161984494,0.9751695488179258,0.9780184167849327,0.970149725184565,0.8837729994224169,0.8042031513837421,0.8245704594817348,0.7670740660456367,0.8357080854624921,0.8335298357261088,0.7648655753329323,0.8263690140054726,0.863551927270146,0.9757574979161657,0.865682861985032,0.8731804230631374,0.867534206126913,0.8395523979560642,0.8466045745872373,0.8739552902802727,0.8601038364369895,0.8434747542766327,0.8016756907091434,0.8093393627943701,0.7676123198776783,0.8385598925767814,0.8759244605429548,0.9696364974523964,0.8712629901245733,0.8946311059661232,0.7986575866177402,0.8613157089914444,0.7580198338151648,0.8276326622684108,0.8656025203551515,0.861169524078941,0.8472759303800693,0.857178944610124,0.8608571566616081,0.8666429144906524,0.9136005532189507,0.8569204431924066,0.8658993878916774,0.9798429555553889,0.972034310794844,0.7817655920166693,0.8209767309022522,0.9809383024046537,0.9786220056025182,0.864683751494455,0.8710632830863531,0.8768877422492783,0.8196136526889108,0.8112487818865757,0.9434791037563957,0.8646865418671561,0.9658988813981704,0.8835133985358753,0.8036499787086022,0.7716973913024523,0.8756072896975269,0.961025481400351,0.8396728549169273,0.8457142970056495,0.9780706923984304,0.8468697926691485,0.9199093190768317,0.8744990542913543,0.9656945288840215,0.9723986711705405,0.9710428043036013,0.9674425919149039,0.8723087797118886,0.8008257214485286,0.871799469857006,0.8842197499441731,0.8402122704588499
+MA,0.7897274181286191,0.7704263337048722,0.7895792561522647,0.7907445052779485,0.7897980603430241,0.8071555388122724,0.798944994914986,0.7931730096519521,0.799582474096056,0.8062372000182301,0.8106620106924655,0.7923321989250379,0.803938703952239,0.800969511249652,0.7769727463880182,0.8117431477084404,0.8010529606399701,0.7949528718787343,0.792918476958306,0.7953243391988892,0.7764731379664518,0.8037569539801239,0.7941501110589367,0.8036470023493039,0.7923696427542117,0.8017829249800831,0.8055432575500725,0.8003518500170929,0.8122791767931108,0.7969874761189304,0.8006078414972688,0.7912864310083635,0.8058654660848297,0.8323434488624767,0.804248515958541,0.8040304980312228,0.8101504952364217,0.8230758142177769,0.7954495284535683,0.8050623104312125,0.807585369023637,0.8021947484129708,0.8076887182358257,0.7920878581905558,0.7901167122407244,0.7945415039905918,0.792612788242549,0.793191568501412,0.7960738968376867,0.8146143857038283,0.8097550177460788,0.7991254765499185,0.7951981766251264,0.7914284303032103,0.7983887833587291,0.8244098036450407,0.7840650082251507,0.7832767940656931,0.7831051637361018,0.7815653284328199,0.7883273360607866,0.7893936921126439,0.7827620037675704,0.7868782341469411,0.7834575410770064,0.7826890398787297,0.7865398501304264,0.7882694255577035,0.816546805600889,0.8211124087910922,0.801034145869439,0.782567521575395,0.7910064573728115,0.7804374528858066,0.8657122136878548,0.8125580175407899,0.795066704610333,0.818606592090974,0.8099891333816588,0.7895837268277133,0.7680090064268561,0.8160813295515337,0.8068607901630118,0.7998656591561997,0.8008566245886428,0.8099556964113966,0.814688827615199,0.78913666079015,0.8175552672120827,0.7957518783843132,0.7598720481415165,0.8132645022921101,0.7926960741390106,0.8101584246191612,0.790003882590001,0.7946099868325388,0.8050672853245198,0.7891822462530895,0.7954847466547538,0.7576329221699354,0.7986834824853511,0.7867013152572977,0.7928325067751955,0.8068469541280686,0.786810165253775,0.8058758750300847,0.7963286086437787,0.7811535473789071,0.8221662748542037,0.7863122058932281,0.836368030755662,0.8018530088855215,0.7936516839331244,0.8259823021296799,0.7986453016276728,0.7959280927053508,0.7927114258891649,0.7194118684377521,0.8013719161058721,0.783561777346643,0.7232886565237424,0.8388314774766658,0.7921263314986341,0.792762113374934,0.7880927440984677,0.7789087606916306,0.8631653398331703,0.8173580169847081,0.805341594248246,0.7928873770386026,0.8172122117812075,0.8156633656988236,0.7996193465664582,0.8172501705536207,0.7917554851046114,0.8117141218365839,0.8075594718741228,0.8188970558127553,0.8171187554062409,0.7942602829112088,1.0000000000000002,0.7951404033056297,0.7781222668606191,0.7950290176551036,0.7917651202484162,0.7851311108054039,0.809835078858168,0.7987582163367988,0.79795836006956,0.7921694812107264,0.79689553941919,0.8114217766019226,0.7913558608112699,0.7974644294438615,0.7960296191835207,0.8098667277954132,0.7905528650968244,0.8177895296266919,0.7896074302538647,0.8060444027409653,0.7910507903896186,0.7945981903569248,0.7985657024322901,0.7992264390634616,0.7843364762939229,0.7972773986676405,0.8011092391978952,0.808887773445692,0.795696571017051,0.8082637321755993,0.8010896644658536,0.7913872838011162,0.801368839938978,0.7912482481839592,0.7992622345795688,0.7957031952443981,0.7946487564967056,0.7948806930940213,0.7975814430921534,0.7960839931867154,0.7963264512552852,0.7740292266397982,0.7848720671975413,0.7791006612132587,0.7607214900247256,0.8255794948220573,0.7822990503963866,0.8083515828056156,0.7970488187725642,0.8096990922930105,0.8145569994196666,0.809168704656001,0.792160911000218,0.7966065369204297,0.8214923199445775,0.8048930286712613,0.8255515500578476,0.7869819836000987,0.7636220817698187,0.7659537281691,0.7921900896599258,0.802269834095875,0.7957824062804628,0.8185464690204304,0.7926479286582286,0.8437309732168529,0.8024426036077825,0.821222680942781,0.80620731804798,0.7974523406143623,0.7916618150297663,0.7966527467985138,0.8005218226740577,0.791916540386746,0.7930065717912156,0.7933754400410578,0.8015204587592902,0.8128043194443502,0.8014025622159103,0.7939386899190601,0.7272519537039702,0.8169943615211903,0.7995202224990668,0.8047312982214215,0.7936549552894379,0.8150607050611023,0.8159350785120613,0.7930146371850765,0.8017380981181685,0.7939279298166523,0.8077517947739355,0.7873478734660914,0.7949661863531235,0.7656765910941858,0.7374158395918063,0.815940670848777,0.7884757341031713,0.7935108188205013,0.8006415615908866,0.8022303259952417,0.7975557566619028,0.8004173481523558,0.8134639338810227,0.7957990233846283,0.7885757457006384,0.7917312998724968,0.7892271491686741,0.8352085316569956,0.7802905901443108,0.7843462539327689,0.7994316041560903,0.7894754667622317
+MX,0.8063736800858996,0.9109686539286044,0.8587192513366689,0.8574212329745136,0.7985495106459259,0.8484244200849105,0.8407881520723174,0.8376468792518008,0.8539818959714695,0.8471908586665678,0.8288922080588296,0.8473547469684268,0.857407475858806,0.846383954304729,0.8365142406660186,0.8268956455364362,0.8473194618078176,0.8427135558166464,0.7936870961640838,0.8622987267606037,0.8787035716961802,0.8264479202517541,0.851024908314741,0.8422005206462247,0.8425491240826194,0.8171281704195362,0.8310718404455071,0.8463659851905719,0.8278877776550134,0.8391596145367904,0.8459966664859387,0.8192432015943069,0.820055152834681,0.8374474501903986,0.8857456796359718,0.8569893304290439,0.9292813145862419,0.7644769079127202,0.90021494387116,0.85231674005777,0.8461634714331547,0.8544220992049234,0.8493526191571023,0.8563889278793405,0.8503613822182394,0.8413124563545018,0.8470694817800307,0.8482694942480806,0.8446799925673563,0.8291621663477338,0.827233345799366,0.846179118051074,0.8450711246826853,0.8502349317500468,0.8442243329477565,0.8395937569476002,0.822640361226316,0.8220507294378762,0.8225075236718172,0.8197342659972325,0.8256000154363958,0.8304003317841896,0.8184637048931265,0.8282596527772966,0.8212905381259176,0.8219468059925301,0.8240360334444297,0.8300774231889271,0.838044300171411,0.8958485832739324,0.8456883309785816,0.8178156654387079,0.8194294624385978,0.8320539814266744,0.8018035466050052,0.8928852287257397,0.7773176833056626,0.859156418211533,0.8465652880634748,0.8466346511599138,0.8398230050267114,0.8269295638372149,0.8534027072726937,0.823914661051778,0.8285824033943673,0.8573071477844327,0.8280132491009772,0.8165648029646079,0.8578893281577169,0.8548611369192504,0.8178329507527445,0.7975482683788153,0.8358069505385557,0.8988054173103796,0.8459121446197484,0.8220594436299468,0.8487052049106776,0.8202412868874037,0.8405045549193769,0.7998946931693451,0.8780189156068305,0.8002895252611172,0.825969615239624,0.822122562810591,0.8249016161449875,0.8280125864409736,0.7983509128379161,0.8432761663636601,0.8152428584952297,0.7993958967993797,0.7566548613116667,0.8764100804365028,0.8384726026306568,0.8331232592902136,0.8486133640369589,0.8421126149892745,0.8377851580100963,0.775914866504455,0.8160288142142793,0.8024955346233271,0.776956674479955,0.7909767886773955,0.8381200456849875,0.8374874649491739,0.8261605151398977,0.7901137640672371,0.825808556926203,0.8139153757193988,0.8404746314506865,0.8467779486211594,0.8302457683387655,0.856189303513097,0.8452340416348522,0.8568528858170394,0.822482421408585,0.8260307884548811,0.8548515068414406,0.8571814928403246,0.8337788996566571,0.8353611294356376,0.7951404033056297,0.9999999999999999,0.794798901027172,0.8419175299532016,0.848452825324453,0.8283731495193795,0.8507290368371877,0.8412403282199692,0.8436311642334212,0.8220448509716898,0.8405593917006674,0.825809483274765,0.8336220910879046,0.8394881244866952,0.8411166296939456,0.8479887116954146,0.8365085190821382,0.8106098807422123,0.8406764948374361,0.7972078108586371,0.8306188038759323,0.8471091980542395,0.8462602365795308,0.8521204187277984,0.8280331044706699,0.840856158718141,0.8580092015641855,0.8536014253909191,0.8228544239207304,0.8238811649763075,0.8235164795148703,0.8188461730472547,0.8464999486470698,0.8344891747213726,0.8256169220234564,0.8363231754735064,0.8395087642159229,0.8435049220441235,0.8456494817364065,0.8227404043006061,0.9067936952272732,0.8455436557000766,0.790559945316893,0.8291852687936314,0.8798283760073214,0.7505965183167692,0.867573121292625,0.8236314904573143,0.8411896531531834,0.8259117684524135,0.8537402074131195,0.8253731025631226,0.8400196409737356,0.8429314524169049,0.831841717906442,0.8485854707386314,0.8397276070973934,0.8366146827462313,0.7934970720964986,0.7855019015903708,0.848771005271159,0.8296642230060207,0.8439060278859145,0.8308183178008847,0.8284131903014704,0.7996698296559207,0.8321670686589413,0.7977524072509539,0.9105506333811585,0.8212469649958949,0.8191729775858431,0.8444460875360663,0.8433800012539979,0.818954551298648,0.8200060402824004,0.834993542948828,0.8493051404552118,0.8519184257726334,0.8452474837093223,0.8398852892102637,0.756970896238049,0.8146136710143266,0.8446515904547792,0.859785955722759,0.8227311440907867,0.8471718161920265,0.8544755883296367,0.8140164934372391,0.809818549470653,0.8722518148915737,0.8494929848402711,0.8344751688142775,0.8219224010278543,0.8771659408529029,0.7486405100531232,0.854818947175973,0.8338662407720954,0.8391763058616882,0.8445776252574706,0.8449958778777137,0.842788729032084,0.8393795765850194,0.8328760802399375,0.8423002652410452,0.8330346304735868,0.8387964471004653,0.8364638140041689,0.8442849134666119,0.7708282476228254,0.8136933597226117,0.82359456785161,0.8387765760507538
+MY,0.7443266851640684,0.7923181735578657,0.8124520467081787,0.8327231149693191,0.7460911094398004,0.7988195785540378,0.8109724582778711,0.8022543487812721,0.7628459621913323,0.7943137728147436,0.767455765338021,0.7540741988165255,0.8041764624298197,0.8131301489122402,0.7493437070798887,0.765653127788845,0.7839085612029694,0.7779719496616021,0.7907806985093409,0.8134980351746709,0.8151654989458097,0.7781454866257286,0.7562847360328974,0.7955086719793893,0.7500359507957616,0.7598066541348838,0.7815165311671556,0.7885998667898985,0.7687873332934168,0.7795812653033909,0.7835568047118496,0.769152249623512,0.7601923544006627,0.7895910122159863,0.8237919218430194,0.7846865759576309,0.7991053080502841,0.7632958218193228,0.7955752981602631,0.8167416007516498,0.7987925148874162,0.8000808351237995,0.8027671385017713,0.753955331112332,0.762862709260151,0.7818763896895571,0.7569446886255591,0.7561452671839991,0.7493884949405171,0.7704840803831611,0.7708903616532196,0.7826434596343808,0.7962922177415926,0.7563792085747026,0.8041130440004044,0.7898431276823996,0.7956937399051669,0.7914735109992386,0.7962355082965101,0.7982213416902834,0.8016332497914362,0.8033463348068764,0.798227229106213,0.8007364149831241,0.8017898199281286,0.7982102632203998,0.7995114461447639,0.8025921958990777,0.7897798428334972,0.7819968026386854,0.8104621225147798,0.8023302579716527,0.793220667739567,0.8224620727681289,0.8167327197381068,0.8031361690024079,0.6893878634045651,0.8046600704094534,0.8166176555198595,0.7527566215157115,0.793326196182496,0.7875650674463945,0.7896726167496191,0.780016035662632,0.7980625513093548,0.8128819262322634,0.7702782485162011,0.7863541904290963,0.8047315377372019,0.8256892498973911,0.7717158542548564,0.7748847040752007,0.8217534108534995,0.7871631590179073,0.755063897855087,0.7909881944586645,0.8119169172260466,0.7849217571416082,0.779244994188872,0.8836179230850703,0.7685881032746026,0.7509761711810721,0.8165010388202283,0.7673552639500668,0.7931731447252098,0.7807118977472941,0.8555711251777237,0.8221123928841109,0.8480645881418706,0.7934130593997677,0.8000325874587605,0.8285536484774362,0.7987178244961729,0.7730921797283067,0.8070337971057324,0.8077757948777788,0.8050133566240776,0.7712203608926297,0.8184866941720059,0.8212445548086729,0.8163975135675793,0.8225015597392881,0.8020631190961552,0.8077930135320244,0.8015669678942793,0.8364752075659044,0.8319896412460068,0.7976363695277497,0.8034175106303881,0.7538051099199128,0.7716179040755151,0.8011521493924173,0.7842234463739769,0.8053086850783093,0.7888885087942005,0.7685644372749262,0.7892713557669906,0.8026910793142351,0.7780405182856153,0.809614208525727,0.7781222668606191,0.794798901027172,1.0,0.7804547416335892,0.7510598937995028,0.795553973858171,0.8009182670829903,0.8019011034642652,0.8012533840887943,0.7717835724448375,0.8065825427344521,0.7637318283760726,0.7953995802759923,0.812802542843501,0.8062689941909372,0.7983698351969094,0.800134088355169,0.7992760528129584,0.8029525252666075,0.7865196039042587,0.8211029417256885,0.7522271168305358,0.808941965810185,0.8034053711199339,0.7913421770186173,0.8006379135554531,0.8038641820555531,0.806762839570778,0.7729035782441235,0.7688079705111974,0.7767123736592412,0.7856414146262474,0.8089443890976329,0.804231427427618,0.7872858886120674,0.8201112339012915,0.8062424723710462,0.8076995602500322,0.7998985060774079,0.7951191423679729,0.7828121026353368,0.8501662221668653,0.7988468006101899,0.815433944188812,0.7911840132279852,0.7908054439305906,0.8133603991975503,0.7606221296521416,0.805146879029974,0.7710664895347996,0.7986202160888145,0.7653663998495011,0.7813035014299461,0.7778454728381389,0.7756608043837179,0.7989235783864618,0.819000290237324,0.809689498963424,0.7704334375891226,0.728042589773252,0.7533199347636204,0.7826748556219308,0.8006436526683233,0.7729822278947602,0.805733127021266,0.8233034449750443,0.8947826107064719,0.7808392575666596,0.779800701998503,0.7775394096672977,0.7669998610560724,0.782140453189409,0.7971585361338421,0.7714835998786805,0.7701896436342561,0.811475220301405,0.7873868642052064,0.8043857719916573,0.8125744450434262,0.8057594670943236,0.8792275218325311,0.8013945071501747,0.8107060175607173,0.8102881067050997,0.7751188462144347,0.7982104049814503,0.8021864201533668,0.8168538601176206,0.8114373256327303,0.8188397479053493,0.7976790471346585,0.7909241956155636,0.7871415353685854,0.7249178583231616,0.8281014715833607,0.801822434666853,0.7950180734741179,0.7769594145369293,0.7826625408953527,0.8083958021255832,0.7799937674174237,0.8157093506290582,0.7882216050888783,0.797864146031785,0.8055789427995482,0.8014626109368458,0.8022327610287922,0.7982946919143,0.7747585151251961,0.7819298165815212,0.7917481796620643,0.7770538867147541
+Madeira,0.793372611316153,0.838294358277237,0.8283268291040369,0.8482248222108798,0.7763195643844921,0.888507987424701,0.8484870869578227,0.8476745994531873,0.875330164991973,0.8853270624161199,0.8626724617342016,0.8685199310944975,0.8576206428798359,0.8517335423942975,0.8637269913886964,0.8609031384090912,0.9771456038969267,0.9768066284397969,0.7552175289654766,0.8461126612347586,0.8843651055407546,0.8587005679672011,0.8743220863558784,0.8846970598964775,0.8635371629417321,0.8491612519429756,0.8633936779837024,0.9747931627266352,0.8625879021001355,0.9716831263890298,0.9747501955223197,0.8459030155543457,0.8546804633487503,0.8768629190273494,0.8341179389280564,0.8361222998244883,0.8576096531088756,0.7755712416394559,0.84758332163369,0.8415427430075526,0.88588495400527,0.8534007733458707,0.8853272339363122,0.8773749859475942,0.8752891779177794,0.9714862400782184,0.8717815390949477,0.8701697188769495,0.8664323941491856,0.8617629042418817,0.8603049334879938,0.9755317875919678,0.8505837645828956,0.8716905107289465,0.8517326458116202,0.8845867537243053,0.8668618920946045,0.8647568951901126,0.8646505207605434,0.8653901651054847,0.871114894322076,0.8715963692551136,0.8641931310219444,0.869598534051719,0.8678749955343235,0.8651944177870174,0.8681065060159746,0.8724447991883785,0.8376741713667544,0.8241612622503237,0.8529535600657439,0.8649345351701397,0.8573908164972237,0.8339567967391472,0.7803786890285936,0.8642077614775643,0.7403809023413886,0.8947264740000572,0.8742402136886239,0.8660134479490285,0.8027565668094959,0.8574768795323491,0.9731906718259835,0.8634026670878038,0.8625359143529895,0.8633176527357661,0.8629264532510178,0.8544262398630169,0.8961352768416706,0.8395727341411566,0.7996608308445372,0.7657242812942533,0.8286440610474457,0.8336167339333533,0.8752573974784057,0.8588704598762116,0.8528881349979355,0.8555003096579319,0.9715655108943525,0.7707366136064439,0.8339492425415479,0.7878844849503033,0.8267089337517395,0.8541651566038384,0.8346370239496071,0.8588625925841802,0.7578831353887134,0.8492576423174298,0.8212831964465916,0.7836669643301054,0.7345967207629488,0.8742610884219637,0.8467202088597393,0.8640340476543464,0.8513984500365719,0.8480816873852087,0.8463162440003951,0.7457596732245075,0.777736267733363,0.7794807029175539,0.7526411348358947,0.7915647503450047,0.8440019924510171,0.8445661990581003,0.8707640893452469,0.7555157852179675,0.8167548763748077,0.7972885812163092,0.8300837710067378,0.8677864403516828,0.8675648106471076,0.891993781596959,0.9760095550545909,0.8954011148191806,0.8591763477796057,0.8610294639833133,0.9780791254105076,0.89255279857532,0.868343308656425,0.8438209285939658,0.7950290176551036,0.8419175299532016,0.7804547416335892,1.0,0.868374823163295,0.84265313182682,0.8915732817038713,0.8479852841603087,0.8541131298964151,0.848685069351949,0.8479753938541206,0.8586437220806082,0.8415256152695436,0.8464646511857469,0.8479072573809183,0.8874948006106592,0.8470160061399998,0.7648967320178877,0.8329633832985024,0.8003423969183109,0.8454791422803137,0.8693412715757575,0.8525487531291857,0.8544728837421693,0.8404956082519577,0.84745050023846,0.8568029247715329,0.8580968431257464,0.8500899172332399,0.8580903839464434,0.8536851083698377,0.8559431686137371,0.8530907608985023,0.8439716412222115,0.8610298336412506,0.8742840295173904,0.8464810560226209,0.8481531913444632,0.8511064874161465,0.8622612176312412,0.8278644097128082,0.7970462568915127,0.7520844779304754,0.8422917532009311,0.8271898619875461,0.759997692368718,0.9466949087089618,0.8537283064162234,0.8494155230323668,0.8583866461539653,0.8899088029815014,0.8599943725997741,0.9746932646814775,0.9745082920483822,0.8690638639032161,0.8873203034141343,0.8539863299457874,0.8069659606707834,0.7753856226810442,0.7384669011328907,0.8689731272926544,0.8596399760967952,0.8530578461022214,0.8654324248894847,0.8710871870956692,0.7732284976216347,0.8180958539229444,0.7557906141099485,0.838371827484272,0.852538736081109,0.8464511153077534,0.9755713652389785,0.8852219544709474,0.8467630238310654,0.8481092574443818,0.8667218778912744,0.9767749368573643,0.888015309532789,0.8517886500317351,0.8488157279806645,0.7559161974739178,0.804701325402594,0.8512787926782266,0.8560089497467324,0.8506140971151953,0.8879262739642734,0.893535211307531,0.7944224467136523,0.7780987235991906,0.8325702191304543,0.8881932227999428,0.8397988603753425,0.8572924540309462,0.8207635054283906,0.7504492368428753,0.8939796734928178,0.8463761019321064,0.9709814009672861,0.9759046862926225,0.8523153823374463,0.9733134889006484,0.8691693903305944,0.873202273635825,0.8484221272269444,0.8407506840556529,0.8465556692993714,0.8457606972724603,0.8372230157607574,0.7616985870776039,0.8517866656968015,0.8608107885310212,0.9720619508506766
+Madrid,0.8067110679507907,0.8284126658155081,0.818082304639369,0.8434357898538403,0.7884810151966002,0.8720162197809355,0.8507104271789923,0.8519913579887386,0.9814132765744675,0.8761667163919711,0.8853367289393492,0.9793927766515832,0.8752990618818136,0.8552041348455467,0.9674906159787747,0.8820839255491012,0.8821474260593845,0.8708558409793559,0.7654044484303495,0.8479814560296259,0.83035208582447,0.8869861360972033,0.9722785672301331,0.8636233956710468,0.9773797422278605,0.8737059651647663,0.8913277771866358,0.877965314409329,0.8836906641525705,0.8761325680501176,0.8777573788566465,0.876047880802364,0.8821079601019188,0.8915804478730309,0.8363151127221514,0.8473361269108433,0.867923249964147,0.7912488557579526,0.8809692005959964,0.8054532173287815,0.8657912687467312,0.882708753418242,0.8682233190612787,0.9610883073535569,0.9799555930538674,0.8730843011151314,0.984375514451832,0.9877545081457009,0.9749668052747291,0.8856078207712524,0.8769467984842766,0.8789359940907198,0.8662863814603294,0.9787136267584818,0.8716238971466844,0.8842417557237974,0.848166338481776,0.8534094857480636,0.8433840820789456,0.8448744123961106,0.8481510610218227,0.8539534179700424,0.8423427449968122,0.8539678726128845,0.8445656840196221,0.840423127548716,0.8492829186525612,0.8497218120376593,0.8589575405004718,0.8411686924249072,0.8633204855542465,0.8404831413504781,0.8792450004274497,0.838180375606104,0.7637570579012636,0.9186945290434083,0.7595719825129315,0.8917288853819673,0.8879172661673714,0.9687974175155942,0.8147694100006099,0.8784780668387361,0.8897568715328906,0.8812755750967137,0.8874754720462648,0.8787618682789599,0.8819925787315233,0.8777703541727294,0.8882095091708982,0.8412278754353933,0.7995854682741047,0.7654559024698788,0.7953284433431256,0.8448536865347184,0.9760019379829225,0.8870868529656578,0.8657356263766918,0.8815221906462011,0.875713969472211,0.7384197992097395,0.8593680316492924,0.8127733428662963,0.8000657760313648,0.8745840736511037,0.857807111202524,0.8894035503739108,0.7786216158939415,0.8349462862843391,0.811258251286817,0.8161654437450669,0.7178420077528526,0.8540178207361027,0.8566083610251861,0.8932087945453286,0.8660532750762554,0.8554091184960803,0.8524338438725136,0.7985394078090469,0.7659075940003552,0.7670724709833311,0.7622520097503392,0.8061225784845547,0.848929828189142,0.8452104356009089,0.851626062273327,0.7579633130983154,0.7983434863179876,0.7988418845483098,0.8372124183628183,0.9763637767432134,0.8869095020662059,0.8870673793186905,0.8803749844260972,0.8862560736128332,0.8809976980172589,0.8822465923058441,0.8915253150938316,0.8951721123823372,0.8837457888471041,0.8445618249372367,0.7917651202484162,0.848452825324453,0.7510598937995028,0.868374823163295,1.0,0.8432408428210891,0.8761566173118072,0.8658183355862248,0.872903093946364,0.8734571392624908,0.8576683326198062,0.8824905390158228,0.858586670131174,0.8474939729426021,0.8547307962227324,0.8694294470027156,0.8487013220514568,0.7727433491522254,0.8492341668241357,0.8102213988611371,0.847035814142659,0.9830801748953899,0.8620359988449208,0.8707477778920919,0.8525565409087668,0.8691545064298376,0.8642388866923649,0.8837227516498302,0.8797241692569435,0.8738798453158374,0.8822152932783074,0.8841665115574382,0.8639566017689005,0.8475897430214598,0.8919152828825505,0.8572621981202966,0.8552033022964948,0.8503152027799599,0.8674719751194682,0.8854216093928493,0.840867004334578,0.794083524228949,0.7509024632967964,0.8384969755695993,0.8022225770203754,0.7314381043421985,0.8454799366335674,0.8810366991672014,0.8597301532802433,0.8757109879299043,0.8863198008053333,0.881724127075846,0.8702020839577395,0.8774395034315997,0.8887756069976097,0.8653897376150306,0.838384681635119,0.7884867928191851,0.8203108748877723,0.7709407676354129,0.9742145088132481,0.886230612331986,0.8679406557862077,0.8890734821287701,0.8511897396148375,0.7968819787554013,0.816527413408994,0.750500597081319,0.8448714673960118,0.8727522510319711,0.8740121995659978,0.876081303924794,0.8594257478742203,0.8700766680375525,0.8777362199675371,0.8653265316893961,0.8822723311415405,0.8738642712916607,0.860557118535922,0.8516332338780821,0.721031528877503,0.8242526406442234,0.8569356468531485,0.8694476138533136,0.8733197067065274,0.8835462098723427,0.8903647594264884,0.7945407774466675,0.7712481100403357,0.833202557377542,0.8744829784930785,0.8598272499922586,0.8887716249683729,0.8534004780428255,0.7201053064329641,0.8893126862384133,0.8552127482505024,0.8738410405454541,0.8787440976133251,0.866520591506849,0.8790621648128033,0.8733562460410496,0.873627099363733,0.8668004610278985,0.8357242323468006,0.855267204466088,0.8450076784311499,0.8438800240873604,0.7680858832763884,0.873502793441303,0.8887889487022587,0.8686065432514667
+Maine,0.7848825759740339,0.7968067938210371,0.838732177766355,0.9090130065631585,0.7740373678133474,0.8608536881072358,0.9691684983650816,0.9728920673304413,0.8461000701082106,0.8656423666911692,0.8691460227360345,0.8415499246838261,0.970029254803706,0.9742953319629019,0.8299525925555232,0.8668412036076641,0.8504692091939693,0.8454719582660528,0.7565303648062912,0.8547432091819104,0.8307323347582066,0.8692413112154818,0.8465327855507855,0.8498163672293526,0.8424162361974564,0.8606370290946681,0.8760046117270947,0.8466960629341974,0.8699095445632451,0.8402817200401322,0.8434666698196043,0.8649772770273768,0.8659486471389047,0.8782384058680097,0.91240005357231,0.8490948894379473,0.8371777444008817,0.7830883638517343,0.824675898429396,0.8285021592112853,0.8542981508379272,0.959123661753825,0.8557054140315655,0.841631697351231,0.8440252264167611,0.845545135156214,0.8426785482277227,0.8401463807224585,0.8430733757350541,0.8705238104824895,0.8669322397275779,0.8525618966349595,0.9791718587935121,0.8427848348292141,0.9729252287074629,0.8766926494278554,0.8887204803257386,0.8884502165367413,0.8871121796552007,0.8835823023165664,0.8872293436510887,0.8922697276105871,0.8842286880672116,0.8942444068992879,0.884679378564726,0.8863946290500664,0.8913268688978986,0.891932814393566,0.853666011013642,0.8121039616757892,0.9763336663731421,0.8886898796574128,0.8797519460060923,0.8434852310805325,0.774783073708489,0.8400772316899603,0.7446943703413926,0.8776581659178733,0.9232649564657796,0.8370048988551745,0.828375526901846,0.8703139291860201,0.8626678945826571,0.8738497312436413,0.8851848120923863,0.9713251825374629,0.8686082095107358,0.8768985148503856,0.8794340612808663,0.8921026311284251,0.7898640479147869,0.7810184004451244,0.8012645889498997,0.805703333376443,0.839449688493629,0.8809378686605411,0.9695542771900914,0.8787909389628539,0.8416843963319022,0.7887507814779918,0.8238513584332265,0.8004094340354527,0.82210606167114,0.8635458099960197,0.9559722399078442,0.8714970777545357,0.7874572202038603,0.8775977444959455,0.8360465197540485,0.8137065399429493,0.7327291864673395,0.8529513772502503,0.9748142729481661,0.869468847884448,0.9680605230638947,0.973808640495062,0.9749228051308323,0.8026908006177298,0.7879161165778861,0.7850995952825051,0.7821620284178966,0.8005990793681964,0.9785378322615828,0.9808673384126915,0.894169177975853,0.7740829624858032,0.8113007913296574,0.7993292051360702,0.8398063920836581,0.840963434438749,0.8714990204407909,0.8706305618837966,0.8518197237830266,0.8765415495642747,0.8770317739943252,0.8693151079753271,0.8631456824981898,0.8768872045153701,0.873251196510104,0.9698662331827963,0.7851311108054039,0.8283731495193795,0.795553973858171,0.84265313182682,0.8432408428210891,1.0,0.8658259912444131,0.9661044552359016,0.9745066826872336,0.8633333464618149,0.9735189272954443,0.8657600751833876,0.9692038582915943,0.9648422361185095,0.9745002477892496,0.8562120918548438,0.9754390999422787,0.7865778314455932,0.8522482116710944,0.8139357704597406,0.9044913243488182,0.8433475787985799,0.9770790232548197,0.9615889615985675,0.9875316530017823,0.9689002737420663,0.9682067952649984,0.963981413761429,0.8654039505915686,0.8621493156287314,0.8660406284510292,0.8767211483867361,0.9725437059008623,0.9724173371520801,0.883424209848616,0.9080732709674215,0.9748850616058937,0.971444333721659,0.9772352201202541,0.8822349834243532,0.7954513604417792,0.8144202887338191,0.7547466843803635,0.8308221726219207,0.8214351717395101,0.7536895179810277,0.8236226142796184,0.8643803695946367,0.9769563959861722,0.8648029466522341,0.8720939570174653,0.8696491808473413,0.8382639190969741,0.8444670574151762,0.8729620964711198,0.8552127470014079,0.8318485733878604,0.7927824486115118,0.80156482017395,0.757147689258721,0.8364648490854841,0.8744739754566756,0.9743844811166127,0.8713382291083541,0.8929335212174346,0.7847251923366788,0.8511624890006633,0.7395165826698094,0.8172562986119649,0.8639716683584026,0.8623157208671333,0.8473486815253636,0.85572196342138,0.860861482489193,0.8666881837954495,0.9138151070604011,0.8559963605990325,0.8607861554031305,0.9710784602839817,0.9757854009024651,0.7673861547267948,0.8109503505918452,0.9741546444801359,0.9675245274701245,0.8649525293661499,0.87372376061992,0.8758838951077184,0.81252077297929,0.7978861608468241,0.9389138162802156,0.8630502221399932,0.9685981805042129,0.8822519284651775,0.8034232003552563,0.7621611729919381,0.8749279612138756,0.9792910936295558,0.8379380137912883,0.8433114128736107,0.9749458845386708,0.8447928325339998,0.9201924423710368,0.8745320604519405,0.970743132759635,0.9739707929717898,0.9748004941328193,0.9716868557121644,0.8604856928049516,0.7894254583646991,0.8715025507918638,0.8805323347008471,0.84007988835012
+Marche,0.8207143103247858,0.8324983679742255,0.852991951178867,0.8689482052726655,0.7988831077584011,0.9884951389058849,0.8724515507758648,0.8718007903346063,0.883748210438213,0.9768177582376181,0.8913032281144504,0.8788423375072153,0.8825289782633393,0.8753165436585616,0.8693319291049876,0.8903932978125297,0.8989741601193333,0.8928909503247725,0.7767711495566658,0.874432126259425,0.8551773444811636,0.891297401442445,0.8850900786308906,0.9775097818108831,0.8748072568331919,0.8794552240483173,0.8961343872181694,0.8994705355145765,0.8924145607274903,0.8922351850298148,0.8962275843253582,0.877131964095904,0.8845749472445521,0.9028751465792552,0.8609187075922764,0.8692922862727511,0.8629479922170326,0.7931359504668895,0.856590164703693,0.8546116793710957,0.9798700652183235,0.8807958192004413,0.9802740324927695,0.8785900471543646,0.8824938845196795,0.8945613306921774,0.8800851923429551,0.8783875021550315,0.8760405362786835,0.8910170057562772,0.889734842540594,0.8981932515255183,0.8752060216661789,0.8809243510697665,0.8786482793186369,0.9108111865618289,0.8809301661299268,0.8806941363589573,0.8778045627228104,0.8787915021419155,0.882383297172823,0.8878731847657687,0.878387908607718,0.8853404665562501,0.8802003789263619,0.877390680844057,0.881462078118335,0.8848001331365237,0.869935843478067,0.8304658102624239,0.8789299485081801,0.878129387719554,0.887750529238196,0.8579572025031669,0.7963541998081558,0.8759139082737113,0.7506169606273149,0.9895921734321604,0.8993109961079404,0.8713329497532641,0.8271168077968756,0.8881009549451145,0.9053941377217005,0.8915490421401936,0.8936033810159394,0.8880791555130592,0.8920545845601394,0.8839744093070596,0.9829961334185855,0.8651759585754718,0.8186447325079327,0.78382295033443,0.8493325431723332,0.8381405483153616,0.8779057456409622,0.8910325968412784,0.8789813734201163,0.8859251323804277,0.8942801807037495,0.7914592799888417,0.8392097360122279,0.8074679313224701,0.8446539430628663,0.8830474203332227,0.8596589212831152,0.8917344822502117,0.7866815080795831,0.8658693771161379,0.8438976010859087,0.8103281922955018,0.7517781115183069,0.9644196987230865,0.8707266730627715,0.8948535520542121,0.8774511242039094,0.8723910713100278,0.8693715242635015,0.7820443520945407,0.7917749771264287,0.7974493265662125,0.7843566623743271,0.8154289336896131,0.8667876442098656,0.8672471782452544,0.8849164876741229,0.7809636480444971,0.8351963926599785,0.8219754509107875,0.8551896742695625,0.8798063869111364,0.8968704730949588,0.9859285684164044,0.8987079688949836,0.985226086817245,0.89053884619825,0.8906351437685648,0.906967762503155,0.9841988854587443,0.8976658391751303,0.8672871036702253,0.809835078858168,0.8507290368371877,0.8009182670829903,0.8915732817038713,0.8761566173118072,0.8658259912444131,1.0,0.8739380524118899,0.8792816967880881,0.8785415652047208,0.8736551922641658,0.888347793755959,0.8680644225841501,0.870364729729905,0.8718860382248825,0.9848974803923563,0.870767749883388,0.7834873857324282,0.8638982850889083,0.8228123293629963,0.8668676972149326,0.8803254250271987,0.8762704203782108,0.8779445490961667,0.8652694457932765,0.8735089099310707,0.8785788347668783,0.8862926082323251,0.8807704753552152,0.8863708662281187,0.8856516633317855,0.8887044939383367,0.878780748417099,0.8674539998682634,0.8941138855067509,0.8919525848555343,0.8716300996086864,0.8709028567771765,0.877528212973651,0.8936335490495473,0.8297875367268938,0.8168839595577415,0.7725799616328363,0.8675814123313044,0.8262450938500363,0.7735833464404378,0.8739590882642029,0.8834449855842198,0.8751881307302591,0.8863844811681695,0.9823392234080361,0.8887624840972573,0.8912303380128141,0.8944652285158733,0.900244962486603,0.9813917280118313,0.87282900949999,0.8269748777666233,0.8107465626194547,0.7567464547070583,0.8780040843569051,0.8917580998851894,0.8779738392099923,0.896372816812875,0.8842096563147995,0.7995891184372395,0.8432255989281485,0.7718323184147768,0.8383881449843092,0.882663408908541,0.8774488097475979,0.8950765987834122,0.9750697395626079,0.8764322376392308,0.8783570697714319,0.8890904973711559,0.901206279327479,0.9794684820443124,0.8775540386594101,0.8720123723725052,0.7714761335260978,0.8309393916477219,0.8759566343384646,0.8800615274531531,0.8810641244435521,0.967648630368406,0.9868932745768992,0.8183153923334388,0.7937273286231024,0.857159431880661,0.9883231910705099,0.8635872254714706,0.8906041194623799,0.8117969102351502,0.7671950783201325,0.982545848366386,0.8725378108808992,0.89148091831651,0.8961929493008339,0.8785476790247954,0.8943642121771355,0.8917868728246114,0.8997722833868153,0.8742417535165967,0.8637377686039033,0.8714550462620325,0.867282694998905,0.8593393471718688,0.7762255492735303,0.8819231274816515,0.8924382534514433,0.8927277884192867
+Maryland,0.8131053275989045,0.8067305021810417,0.8466227344806994,0.9137802127066096,0.7951450237933734,0.8686736669583417,0.9754378327779646,0.9701567210452683,0.8653726633021928,0.8722777751967065,0.8868670029067084,0.8603000972621886,0.9799516433474558,0.9777406465941171,0.8441133917823281,0.8831402385050614,0.8592828728299782,0.8518054405927683,0.7754057847147781,0.8688447373104139,0.8428047493037438,0.891918172801258,0.8662341640048554,0.8592881650529844,0.865016247727881,0.8777134017733977,0.8970881981466025,0.8525019861474602,0.8860671647064632,0.8508805725986774,0.8514181520388717,0.883369403856459,0.8834279462635112,0.8982212112000282,0.9196400321770379,0.8648560847255111,0.8501019903493772,0.8043998523547568,0.8478063306103905,0.8388986632722499,0.8632849488955203,0.9782948974832946,0.8661829204244803,0.8559340365515846,0.8614372361463162,0.8518143546389693,0.8616199963380832,0.8603561297134453,0.8622754528500447,0.8885444706184558,0.8823067431080317,0.8589032138967465,0.9771532747390947,0.8612026055120229,0.9831441953848779,0.888926224796599,0.8949324513846296,0.8959958234198905,0.8920778748400771,0.8883878987465522,0.892194626617689,0.9002105256946715,0.8890040652901237,0.9012978653808263,0.8902416993484848,0.8902715993532349,0.8972203270763319,0.8972688154246178,0.8730151197493063,0.8377093874937227,0.9892535736534648,0.8924282128136781,0.8955960628426171,0.8618593346163274,0.7851558198145674,0.8560094923405016,0.7668075751710502,0.8887205343933624,0.9381400071813647,0.8537702818975503,0.8429627280005544,0.8892967471806833,0.8707020258729783,0.8921765074771467,0.9070118148120381,0.9840918886128919,0.8846531506000405,0.8941804220167763,0.8884074296155462,0.9038171361625794,0.8087312973331874,0.804382532912759,0.8127511242946528,0.8242816015012755,0.855644257232412,0.9013543809019936,0.984566808386269,0.8981326247627812,0.8495317766571869,0.793027966158542,0.846076768444491,0.8277648165508446,0.8305825160667785,0.8807879744657796,0.9610620012384642,0.894778089826601,0.8065514973862663,0.8845423242390807,0.848999690208083,0.8388868099997796,0.742412614780925,0.8623953641079841,0.9711048346402846,0.8940873756697361,0.9805681103576469,0.9787640998052071,0.9755901783757666,0.8314767225162701,0.8071329484134935,0.8008325896372949,0.7981964666517433,0.8268050065291337,0.972172713341831,0.9748502629600851,0.899314695939026,0.788055377564159,0.8262755440029403,0.8195738467762469,0.8564882262064719,0.861325323000053,0.8877234781191452,0.882446165102619,0.8593355343334175,0.8849581903548223,0.8962805300089027,0.8854250786175409,0.8726250831478176,0.8902433139128312,0.8887129336818359,0.9709941253849336,0.7987582163367988,0.8412403282199692,0.8019011034642652,0.8479852841603087,0.8658183355862248,0.9661044552359016,0.8739380524118899,1.0,0.9824047461898477,0.8808521151348169,0.9790022693300166,0.8834176001247802,0.9770348238555031,0.9741432104515483,0.9786339462236628,0.8652352842742839,0.9691956595310038,0.8074837454762683,0.8715657796234799,0.8291287481193593,0.9100711540853801,0.8661157633018545,0.9810152002818323,0.9754771866160842,0.9711044463391623,0.977908272120561,0.9720542206026322,0.9832145426759561,0.8865146693317032,0.8789876233602765,0.8886037594944309,0.8988328601718636,0.9834432751949892,0.9728670320063995,0.907111112796077,0.9130751378017664,0.9796649662186833,0.9739129699075034,0.9790851923289077,0.9011963823927153,0.8126942827538421,0.8304719787037926,0.7753865632620481,0.8454638333304126,0.830344038204254,0.7606693037839177,0.8316888055058808,0.8833368669998345,0.9855094295993208,0.8809846586203629,0.8830254672047413,0.8856941930801223,0.8424902031373834,0.8534779937803553,0.8914902366509257,0.8636598880892873,0.8498618357350829,0.8066844052032603,0.8304127199112852,0.7843200559057827,0.8560425124971505,0.8950266934032964,0.9801895113973406,0.8904132881479141,0.8982056170056969,0.8093911993048292,0.8688729682465207,0.7616052904396875,0.8339090957471617,0.8823344379025833,0.8799201241038614,0.852447759300464,0.8590863383508338,0.8776643575128874,0.8866782818583698,0.9221190364499107,0.8631613381663326,0.8708968043267388,0.9817604791324555,0.9723340988297914,0.7707015211309886,0.8353985327094324,0.9804766161112294,0.9787734983974337,0.8819670880286855,0.881801705885411,0.8868841760368833,0.8272044185281354,0.8146848143977521,0.9477978521748267,0.8716824265547399,0.9677318186911357,0.9048791648361115,0.8175421528387035,0.7651237534181881,0.8859989510300348,0.9700264651968712,0.8456387531932933,0.8515933367518059,0.9903445122131734,0.8546301643199818,0.9292097430191133,0.8856627068094509,0.9775883660675906,0.9705493174139243,0.9761609482087449,0.9659835212976854,0.8792322680718863,0.8070841178210097,0.8892199796213647,0.903707077047915,0.8443829509177315
+Massachusetts,0.8171522384543357,0.8096549160797769,0.8541603936924281,0.9231851320435718,0.7988829371738216,0.8735667309838179,0.9759024023317434,0.9725807895915864,0.8713670756883243,0.8785972614034046,0.8944037713262927,0.8670769641122424,0.9867339955688241,0.9747024922360482,0.8509115150384589,0.8901216709214919,0.8652749990338975,0.857009103060725,0.7761329447895253,0.8755765243925457,0.8456313998464924,0.8982709113742698,0.8738270443887128,0.863028303616193,0.8718877029910773,0.8838663867155617,0.9040515025633492,0.8580326936204151,0.8928249450450948,0.8563929361403351,0.8572355950953794,0.888796427308518,0.8906143340590349,0.904633813932319,0.927151487343127,0.8755592258917413,0.855598597869039,0.8059152165538874,0.8511653273765228,0.8421417720629314,0.8669882452146275,0.9845577462383918,0.8702314520948279,0.8620069132393482,0.8675324976288592,0.8568346340937786,0.8676347700861234,0.8663935482632493,0.8693528426031121,0.8954009275161159,0.888424254419723,0.8652075866844872,0.9818317758473433,0.8681177131656979,0.9913591535075786,0.896104804435518,0.9006632908207647,0.9028709816296709,0.896973971957386,0.8940615254307639,0.8968220364260593,0.9058947780097161,0.8944354463597344,0.907284392926621,0.8956133611955309,0.8949640767053766,0.9023167816944083,0.9030467806850838,0.8795972218230834,0.8378134998875306,0.9857927848563073,0.8978045178100234,0.9019221555331068,0.8692655344957962,0.7853613476218732,0.8636563079855435,0.7663456110001196,0.8944362573009428,0.9449583284688119,0.8600589281667945,0.851503910501744,0.8971418318494528,0.8772447973230131,0.8984889501158414,0.9127856762756204,0.9865189196150483,0.891241577016705,0.9005618356582216,0.8943595327730314,0.9119028186180973,0.8138986740973585,0.7989079919650619,0.8174256721127159,0.8253802341679138,0.862447178109603,0.9084290037862646,0.9827929192911381,0.9053577554039837,0.8550362225739143,0.7981848985909636,0.8462675933629887,0.8285847253100873,0.8347216392736019,0.8869632113582143,0.9667647547958874,0.9011723739884144,0.8080245737376469,0.8929990946287438,0.8524866905868347,0.8387824809531575,0.7436029334556424,0.8674074828075519,0.9765833332140103,0.9014909996533162,0.9829830197052395,0.9779921055687628,0.9762054098124604,0.840653017756571,0.80395641876387,0.8031306996495443,0.8028401496538417,0.825912565961035,0.9724333716315852,0.9725300565609679,0.9060124499169192,0.7908495727237506,0.8272656510724883,0.8179727442720711,0.8642413214674776,0.8679582152249853,0.8949700413749587,0.8877120364821285,0.8650858345329057,0.8906126647865026,0.9031440586037771,0.8921822414604681,0.8791294141637599,0.8962895812967994,0.8952478324815614,0.9680002751748683,0.79795836006956,0.8436311642334212,0.8012533840887943,0.8541131298964151,0.872903093946364,0.9745066826872336,0.8792816967880881,0.9824047461898477,1.0000000000000002,0.885603017596557,0.9807431772512764,0.8908391472070029,0.9807169251664983,0.9695981888781938,0.9769751396403029,0.8688560679387531,0.9714470950386604,0.8046959507956,0.879733746589561,0.83036492884057,0.9180370295829138,0.8729808399426418,0.9827489793589674,0.9808770372076637,0.9853949846380549,0.9842848770891262,0.9738869584224972,0.9910230616032452,0.8922239583099266,0.8850940014083394,0.8946064373675084,0.9060470767116904,0.9810765509102782,0.9746880935056152,0.9156804914930542,0.918539429851834,0.9802026096755776,0.9719014754852372,0.9831318722759885,0.9078555229618517,0.8155355918047729,0.8333743919359046,0.7740517513299268,0.8508486451650252,0.83124184939078,0.7600837432760886,0.8381509718357326,0.890201109636543,0.9841610335636051,0.8868335781952773,0.888523881556466,0.8922319786314661,0.8478847984453348,0.8597299466308577,0.8990593419587267,0.8676557084733093,0.8511719369774634,0.8111887615903847,0.8382779949880267,0.7824562821800676,0.8620449713502636,0.9011062871031202,0.9924340489490184,0.8980642052818477,0.9032119346848126,0.8096957369323918,0.8728535179494054,0.7618704439587447,0.83240888387406,0.8879827400851199,0.8853375754455498,0.8580875612742425,0.8637995279416967,0.8821597638780971,0.8928146825336135,0.928986354121268,0.8685396317222195,0.8748219803226125,0.9795293628138285,0.9750431839441809,0.7702880956369819,0.8371059744259515,0.9786521130530381,0.9785726141889957,0.8870627417870471,0.8884815198272906,0.8929038942430594,0.8315319505257815,0.8124185465228299,0.9500200809992403,0.876792086066792,0.9740990939570298,0.9132909530712112,0.82428374844793,0.7662184169734578,0.8918740047819549,0.9796679247383938,0.8513549112429187,0.8571952226186592,0.986398701318122,0.8605023374480237,0.9355133874964852,0.8913341562723732,0.9812868919006177,0.965110049581991,0.9783674883314893,0.9675420750851745,0.8780523516980816,0.8046472017088255,0.8956333580224424,0.9106961208660728,0.8502594352775643
+Mecklenburg-Vorpommern,0.820930307218575,0.7897300158451064,0.8915006061041413,0.863001847985598,0.8020046746196272,0.873828963678507,0.8713845530487049,0.8685302224240198,0.8727075953825689,0.879095214498678,0.9023014449169172,0.869953356836497,0.8903704670815459,0.8745555526946186,0.849186924034757,0.9057473907579126,0.8657617558903504,0.854933080609192,0.7862932255556244,0.8782135783583751,0.8229286569594636,0.981984063264181,0.871550247541528,0.8706160400066641,0.8770179213989772,0.9015694486656319,0.9864254287146949,0.8613869928166303,0.9089824973419146,0.8568759810759754,0.8604318908984118,0.990357725313427,0.9044263595790588,0.9072036373197873,0.8614083493960469,0.8876575191014432,0.8331032449034526,0.8015239631985822,0.8483948287572268,0.8205185035198773,0.8713107118096737,0.8932067124370209,0.8721736823433827,0.8539944605662829,0.8673221085991544,0.8549822933878163,0.870599665433798,0.8737298348140977,0.87120082949937,0.9107962302844581,0.9054951768525461,0.8610545271921528,0.8802784338367637,0.8684330313371456,0.8847317471547096,0.8981257678662831,0.8641122259480531,0.8656298119310164,0.8620916967159379,0.8598027411676702,0.8654564132816805,0.868551624232479,0.8573061040358867,0.8692346933944609,0.8608607582741572,0.8591045969005578,0.8667928575737581,0.8666056554964223,0.9587642659862747,0.812824714940983,0.8801780702742624,0.8572545026225116,0.9176966300124746,0.8705619995022932,0.7719836071939609,0.8544960002208479,0.7653025860558573,0.8954915365644592,0.9140724372074619,0.8586129098068498,0.8456206022241731,0.9008310466450575,0.8729506680891048,0.91096639486625,0.920026090176913,0.8895942646268253,0.9080716875527197,0.9134875672423117,0.8941297713631576,0.8672360622819903,0.8143134123481082,0.7882638036795279,0.8177420012446351,0.8157252052504154,0.862886164345519,0.9205552268473823,0.8820955609312837,0.9149710414805423,0.8603817747490525,0.7544614391140638,0.8317865386723332,0.8244481412967752,0.8344074621688717,0.9014366697845583,0.8730296608762714,0.9848174653653679,0.8011779995858395,0.8478178879516938,0.8176457062856686,0.8461692651291686,0.7344726928190886,0.8635413604438388,0.8767508622307137,0.9092280126002928,0.8822803629498465,0.8756783517523198,0.8720105038141402,0.8190100828623097,0.7834886869212379,0.7906411666957881,0.7902887365902677,0.8290811351121171,0.8673884816484625,0.8651700826549759,0.8664194684261401,0.7806392225542966,0.816755710489399,0.823915227241148,0.8594860356999124,0.8715932576010392,0.903638462292774,0.8895941473469885,0.8643679444923567,0.8882066549286699,0.915947396290031,0.9078711105840064,0.8718591583635564,0.9010512196450577,0.9109982194310089,0.863203280084473,0.7921694812107264,0.8220448509716898,0.7717835724448375,0.848685069351949,0.8734571392624908,0.8633333464618149,0.8785415652047208,0.8808521151348169,0.885603017596557,1.0000000000000002,0.8788193396562871,0.9007164893537617,0.8769368153184622,0.8681015348342703,0.874528450442627,0.8761967270708423,0.8661625813688574,0.7892912099589908,0.8808179056674379,0.8251754180114081,0.8647430458857502,0.8780668483938989,0.8796467970659286,0.8857340511063536,0.8708880952099428,0.8813636868084568,0.8806542315347693,0.8973513807443193,0.9889563620602889,0.9000648750759634,0.9847917641223168,0.9168187696455902,0.8813864875840368,0.866880342756586,0.9167895094265681,0.8788924874382039,0.8761760085515129,0.868667849745807,0.8838382838720146,0.9213353153128157,0.8069224182920478,0.8167597202317246,0.7786683438805011,0.8620621697567925,0.7731294436043982,0.7421818345496349,0.8322520154089179,0.9053892793463317,0.8794957209158673,0.9048606323008569,0.8918837886307143,0.9067971729908929,0.8495465975850699,0.8574358958655726,0.9060297004578234,0.8695716287271646,0.8684964461337811,0.8136835035536454,0.8389648115446526,0.7856921444064104,0.8663713501295894,0.9872369504357836,0.8827350271639296,0.908713859446781,0.8698119775051608,0.8192553563952517,0.8401815387620346,0.7654546561259374,0.8096925628347343,0.9783494744348114,0.988132713618303,0.8588642810334202,0.8596912983342846,0.9911936491687833,0.9889414954666262,0.8903400275156066,0.8645620695083963,0.8797269740293604,0.8794812927574385,0.8725717062096605,0.7446209611356266,0.8480298925025659,0.8759379882764599,0.8828027739749924,0.9902556538764175,0.9009979360657955,0.8936300080558395,0.8155639080244255,0.7852176605887179,0.8543075021252683,0.8782082551219461,0.8765554341015147,0.9165496456630371,0.7990068325969752,0.7391621577054736,0.8937342183825373,0.8735744962450515,0.8522187381004326,0.8622891166221102,0.8836103670236556,0.8660080379482221,0.9008543971714876,0.8965529474324047,0.8827766925795026,0.859606039396661,0.875137458067509,0.8630296802651682,0.8617992381835186,0.7805025917803138,0.9059645381943988,0.9172466556436841,0.8490067396696048
+Michigan,0.8058057273485844,0.8069793718808878,0.8492134054752005,0.9175296719847514,0.7893849523769543,0.8687165794390069,0.9812818354809076,0.9745441477304678,0.8596267325846566,0.8722139632552514,0.8824818548693473,0.8545334264320936,0.9823672788758925,0.9822999982825296,0.840017143891294,0.8803400096160414,0.8585460853089858,0.8515359769264812,0.7735673971223735,0.8683723382560861,0.8424777645301935,0.8866127057057775,0.8592921537200738,0.8596756150521717,0.8578022476657838,0.8750203154980551,0.8921586363364187,0.8527319504045191,0.8836033903904782,0.8490645856890757,0.8512857901019428,0.8805229140416152,0.8798822583167274,0.8932098348200601,0.9240015977769822,0.8621511786348492,0.8486873814494285,0.8003184626292064,0.8413521397127416,0.8395452185234042,0.8636824348062788,0.9736797631746061,0.8659150388969847,0.8503468357768453,0.8565234490668744,0.8516765035035918,0.8557707237137305,0.8545991686796559,0.8556631464975089,0.8854296190145293,0.8805297323257664,0.8586434516435774,0.9804465496365129,0.8554194444789702,0.9807914961662636,0.8874566649970298,0.8965471034508975,0.8970656441025634,0.8952941902326341,0.890235700474287,0.8948038461882452,0.9010369706586832,0.8920008875581411,0.9029218588072455,0.8925995220491194,0.893797882121503,0.8997228701769983,0.8998948788997622,0.8700881790343293,0.8295729400467059,0.9857387221994912,0.8952102194746424,0.8939027714643952,0.8593362320196817,0.786189237284783,0.8536223009498856,0.7592925235914245,0.8868870608996039,0.9380368972137011,0.8490399190052994,0.8436500762614975,0.8852659575989558,0.8696796071319959,0.8888461448659342,0.9028781677318835,0.9839850801248567,0.8823849147650271,0.8915254844779398,0.8877733179474366,0.9067282168634542,0.8050348715759982,0.7995573764163112,0.8152859280802122,0.8201245914706307,0.8506258593364271,0.8974009779698022,0.9836241267737357,0.8945394143629412,0.8493249495262227,0.7977191688899404,0.8389990394924356,0.8202730091591212,0.8352262464675315,0.8784657121391308,0.959535691972229,0.8892381210161311,0.8071418408016275,0.887773425650602,0.8483497369935828,0.8341154279798407,0.7442584816448978,0.8628286379179917,0.9786548998024203,0.8867880091402773,0.9829410916733055,0.9856598969923898,0.9817379941314021,0.8205706548246516,0.8044295455757031,0.7978030375110391,0.7978765654074452,0.8207391899697474,0.9787889704078588,0.9810870606778089,0.9015927491061622,0.7872869352289545,0.8259660962302484,0.8174186740524482,0.8555267697127252,0.8549569058710424,0.8842946344662967,0.8807579016206291,0.8585953291458673,0.8844066380947186,0.8928627954190387,0.8827889698332541,0.8705912625129832,0.8876559021584962,0.8867794013658541,0.9729192494980589,0.79689553941919,0.8405593917006674,0.8065825427344521,0.8479753938541206,0.8576683326198062,0.9735189272954443,0.8736551922641658,0.9790022693300166,0.9807431772512764,0.8788193396562871,1.0000000000000002,0.8792610905960941,0.9797905840383181,0.9771797176565731,0.9824661899439938,0.8653624148476913,0.9774881335406708,0.8044515099790152,0.86924965842775,0.8266899528795937,0.9137898071361069,0.8585354896728243,0.9862779412578662,0.9757091496898995,0.9762542383136674,0.9746649871402329,0.9773660908166054,0.9791570141981846,0.8824080567334687,0.8767901853009402,0.88368707511635,0.8937420482512025,0.984617636498254,0.9816344408015131,0.9004704053267393,0.9166644949712341,0.9860721209515663,0.9792658801315357,0.9817055801444802,0.8981453992996427,0.8093289128986287,0.8311935711469185,0.7737145744326271,0.8462612744131425,0.8291912597956873,0.7626318325692202,0.832269777624494,0.8788197423844235,0.9848041124668577,0.8791924452696733,0.8818593202352986,0.8826812841848122,0.8434816566873142,0.8521612962426033,0.8872936339459007,0.8640912496283594,0.8481257022554264,0.8084702754000924,0.8219247539904345,0.7748393748154015,0.849994231169256,0.8911230571677563,0.9781441803534447,0.8855258032170278,0.9006144446863475,0.8041446606679195,0.8658261483704914,0.7586664401513727,0.8291741998565205,0.8795499964000132,0.877287691986692,0.8532774921972973,0.8610101642010007,0.8759356087656031,0.8828357717467155,0.92493448938953,0.8625958215683504,0.8710776586222949,0.9834254369679254,0.9816024310364949,0.7768843857714612,0.8302605359445219,0.9843520594213874,0.9794923678765394,0.8799699299260201,0.8809700161855594,0.8852865074019657,0.828367810155621,0.8125096969851624,0.9513248876299495,0.8715229710492165,0.9698775392311161,0.8992110487751654,0.8139357222257547,0.7689977148727722,0.8841833096587499,0.9748719072129536,0.8448671696201524,0.8511178607523835,0.985292668764341,0.8537136219160069,0.9324144036366543,0.8861411260114097,0.9780142291364694,0.9759895893455244,0.9825737150942739,0.9750642859038964,0.8770586183131587,0.8028048454051016,0.8861232643638723,0.8982262736296103,0.8451378155585489
+Midi-Pyrenees,0.8191371804080962,0.8015044741648261,0.843559087288059,0.8663272435067019,0.7985333193562502,0.8827289071499261,0.8708604153967959,0.8722856039211102,0.8803537795521736,0.8913929210363192,0.990944227004135,0.8790523900045902,0.8925805116404222,0.8738418363606247,0.8582035125587928,0.9874901008373953,0.8745015684346821,0.8643297947087654,0.777157127731716,0.8980629644308559,0.8285777377561662,0.9102707491266023,0.8820226264445192,0.8752764572606071,0.885227266624202,0.9813509391745315,0.9145620449782709,0.8687925704424525,0.9892198746509404,0.8661987443407562,0.8688699348295177,0.903084188537677,0.9846401096229734,0.9420672995132201,0.8701735626867263,0.8806411062230535,0.8468444171419522,0.8222831159422137,0.8525166103554216,0.8193550288745572,0.8774743930097364,0.8969665593042866,0.8803167906965276,0.8655927938782834,0.8752717004811579,0.863997321480814,0.8785216558706792,0.8799694249055792,0.8834551833065167,0.9887276377321879,0.98501840961188,0.8700915436532941,0.8849346005200847,0.8773527896987124,0.8889085392623566,0.9774536533011822,0.866864647609754,0.8699573438829167,0.8626356147499785,0.8599653079161053,0.8654599533584607,0.8706167549562258,0.8590301248376382,0.8715042807051616,0.8609567526537102,0.860281123322347,0.8681534880911507,0.8681689226375592,0.8856832978145013,0.8154462652099852,0.881846463289939,0.8563399786848479,0.9018180110661971,0.8611464726281592,0.7696488516225547,0.8662254873254237,0.7669748429669884,0.9047790685114323,0.9128516569109774,0.8679459546192202,0.8339169318055571,0.9788594567623417,0.8824277493563638,0.9137810355919082,0.9094971350939074,0.892843494451468,0.9885512554847911,0.8997739119079233,0.9027477799701638,0.8678171651481906,0.8156284726819393,0.7770779667537707,0.8125880713158485,0.8193158234163355,0.8714352200806895,0.9080282011002817,0.8839455822168465,0.9024044415989033,0.8681618737516851,0.7557435026797059,0.8321135505500176,0.8426948663909805,0.8209718911132998,0.9807840944267673,0.8765146490152093,0.9120017566664069,0.7904944259020922,0.8520983646474991,0.8227751826123594,0.828815811822391,0.7268371736624226,0.8699567032345871,0.878476535874474,0.987584409087744,0.8837978922581254,0.8757701363975856,0.871566889510302,0.8161088930185606,0.7711980215305306,0.7884323171565122,0.7821140848954049,0.8164517033503288,0.8688148974879837,0.8652025907169856,0.8688482287892277,0.7710802519709391,0.813848427561352,0.8138655558824515,0.8559032240480147,0.8802298585247289,0.9896900363712992,0.8981451550468897,0.873314133050675,0.8991563802155939,0.903094915970525,0.9885241361602635,0.8830863583648144,0.9091764924892343,0.9855568014522166,0.8649396578314493,0.8114217766019226,0.825809483274765,0.7637318283760726,0.8586437220806082,0.8824905390158228,0.8657600751833876,0.888347793755959,0.8834176001247802,0.8908391472070029,0.9007164893537617,0.8792610905960941,0.9999999999999999,0.8787857159498426,0.8669913783546154,0.8748183635821465,0.8821080270235109,0.8693528338333512,0.7819651361993045,0.8718859698689069,0.8211088472286644,0.8725048015153478,0.8872332850860972,0.8805458220015182,0.8867644771490547,0.8737978224329122,0.8849597770564279,0.8817814504125547,0.9002001252987528,0.9039047917183187,0.9795836020785179,0.906401471441652,0.9060440343998275,0.883106375389869,0.8687297825785677,0.9108164595381489,0.8774571263237408,0.8759183632718848,0.8695864438408862,0.887455352290484,0.9076887128950146,0.8149516908976645,0.8110639426203771,0.7664131288907466,0.8552205413792436,0.782640207035935,0.737925537523785,0.8426952082004134,0.9856275401803938,0.8807805535617047,0.9838116489295544,0.9011535709249482,0.9893164156132163,0.8582135431452903,0.867594346640385,0.986880281962906,0.8773116133397263,0.8559562730511221,0.8065833127813463,0.836120031385484,0.7836208375960638,0.8749887649878375,0.9107926250687074,0.8863102168457588,0.9891556961144359,0.8697157116620648,0.807182100323751,0.8356665394376179,0.794628084142227,0.8148953084030911,0.8980534629113188,0.8998447850370819,0.8677025815114516,0.8692535942339583,0.8970028999784236,0.9027011940846774,0.8888235416281516,0.8740590138591704,0.8856330872344591,0.8796932738213581,0.8728460745960356,0.7346004589732659,0.836214220937719,0.8764204520923111,0.8842979564843199,0.90019463199303,0.8981368968452823,0.9033612427143436,0.8127742216144601,0.7828260681781208,0.8554031185307263,0.8874779024712615,0.878944911776329,0.9083588033095108,0.8143485011947725,0.7395899941093582,0.9024311293359525,0.8766673466010243,0.8639533286965663,0.87044568356958,0.8863933338564074,0.8729960035733405,0.8990386889561477,0.9428907584982703,0.8856639546327753,0.8582218608892765,0.8756304240945484,0.8648631498269103,0.8579286175789693,0.7746511501597451,0.8963175788387232,0.9083175738506604,0.8587683234145107
+Minnesota,0.8039404320410475,0.7988350947316816,0.8453062836678079,0.914397347861504,0.7885840161282472,0.8623340309160065,0.9747145207514377,0.9727834856876154,0.8589527817334038,0.8680040169642047,0.8818994732321052,0.854275007255023,0.9806751594250196,0.9765200262542681,0.838778550649328,0.8795715354768675,0.8527009629507867,0.8445530647731738,0.7673620947650077,0.866029618972644,0.8327273637876224,0.8867002479386237,0.8596654896328935,0.8515195536762747,0.8589559211853266,0.8739063455611555,0.8929759760600503,0.8455150056205564,0.8823696223277014,0.8435726741421583,0.8439994964696808,0.8797047373135544,0.8797514750933515,0.8922854753983427,0.9208521051307084,0.863233288568763,0.8435786751067789,0.7969031842648068,0.837026640972021,0.8339327467575399,0.8552493783166892,0.9720855618222974,0.8581025660148205,0.8489080823309378,0.855562072765729,0.845322554523542,0.8550208195896821,0.8541445399748989,0.85589006460209,0.884168460666106,0.8782886963246017,0.8527320212171631,0.9791299857265826,0.855371071491096,0.9786838105670966,0.8846644054438187,0.8924404996463821,0.8940576163292885,0.890417868402605,0.8870715939132816,0.8895851401789939,0.8975796439409685,0.8875408854263794,0.8992863879756727,0.8881009889579008,0.8884986083786205,0.89520193089344,0.8952434318558955,0.8685294368262261,0.8234683746318455,0.9804078465107208,0.8914055797267671,0.8946096985387287,0.8588002619063294,0.7785181430458163,0.8504018102690339,0.7589184700965144,0.8827412204078912,0.9350726802097878,0.8478742561162951,0.8451711554243012,0.8837213502487343,0.8642443786330782,0.8892071882043414,0.9031546822664371,0.9778522865907753,0.8811012803119778,0.8931422363176974,0.8832547354181233,0.9013118887090888,0.8008896305637014,0.7909816396890892,0.8062284678228384,0.8138438357248956,0.8496957199539374,0.8993047130213343,0.9773624479294124,0.896100046347832,0.8426408332010925,0.7904335446260666,0.8345474782104753,0.818040207766244,0.8276989923562786,0.8764820867290539,0.9586911604415737,0.8893018752235584,0.8002473785758837,0.8830619621037239,0.8418241545121488,0.8286819189977286,0.7361295679577267,0.8552766096960692,0.9775200196564068,0.8864483024361478,0.9785403660088993,0.9776330262146854,0.9816164375954147,0.8257754621156057,0.7973123980619643,0.7930706832850962,0.7946070450081385,0.8151463268736093,0.9738850145175303,0.9743236637982629,0.8976415175103362,0.7830752266590383,0.8194029625759413,0.810041891560156,0.853971834916994,0.8550043636344142,0.8829014330168535,0.8751450291962568,0.8529305266471235,0.8793200005546391,0.8938020204836973,0.8815476731924358,0.8652102491515563,0.8840578703600654,0.8846519446986978,0.9673711084666688,0.7913558608112699,0.8336220910879046,0.7953995802759923,0.8415256152695436,0.858586670131174,0.9692038582915943,0.8680644225841501,0.9770348238555031,0.9807169251664983,0.8769368153184622,0.9797905840383181,0.8787857159498426,1.0,0.9705292524414968,0.9794349125016165,0.8574931434676429,0.9745668063190519,0.796528250062457,0.8694706954933229,0.8216672059874651,0.9107388641135947,0.8589845831291746,0.9837552137418113,0.974220505067931,0.9760905351244272,0.9737150629398722,0.9701894922137311,0.9787267452590362,0.8822694449728412,0.8746237413744656,0.8834746545491033,0.8961132031728554,0.9790522266972493,0.9823740956770459,0.9031203253186416,0.9110556929882784,0.9783071123104667,0.9738328536165417,0.9804447617664696,0.8995525375096284,0.8027089876947955,0.8229765199037217,0.7645151526090012,0.8400810562671055,0.81884138457427,0.7544223998071853,0.8236090219595437,0.878705809582779,0.9809208712687796,0.8764770039658034,0.8773200691842685,0.8818052989823155,0.8356372444634568,0.8464516116989271,0.886242258618205,0.8560373390482575,0.8418218627769778,0.8020876974551319,0.8239033676314825,0.7723631229571685,0.8491340686989343,0.8905629056017348,0.9783823870455371,0.8856461295252265,0.8966690138171578,0.7987721093643773,0.8622981319644732,0.7513091279593846,0.8226696773822887,0.8778709778772817,0.8765954205751132,0.8463708739579273,0.8531298581727991,0.8738260228029489,0.8828755821307247,0.9208319673215466,0.8558493473815324,0.8633025879404651,0.9767339296014607,0.9777443518186654,0.7654885981581178,0.8267301416248072,0.9779719245912307,0.9752345976167027,0.8782233431685621,0.8781951233795017,0.8809593113569428,0.8233536280856221,0.8050585656385948,0.9455228833443279,0.8656180125005588,0.9719721307813796,0.9023631012546184,0.8099593781832743,0.7615110109800846,0.8805722322913494,0.9730278379920286,0.8388517955062106,0.844571803108728,0.9814844083181695,0.8479571390038918,0.9277778176676884,0.8832057393990174,0.9771330598640077,0.9678041992894519,0.981882313466157,0.9712852036253082,0.8716983434715082,0.7971366119850709,0.8869180265565945,0.8996110742116813,0.8380319640616948
+Mississippi,0.802838465395958,0.8080658955176973,0.8420536793265009,0.911240303184605,0.7880256472826265,0.866510016036097,0.9881166234211276,0.967999909847036,0.85161077279536,0.8670918465412684,0.8704271723183833,0.8452788040890313,0.9748092292043637,0.9868542579772958,0.8324689021169513,0.8684924119941144,0.8556849486033175,0.8497612958835942,0.772717673692645,0.8604041767761071,0.8424632660889069,0.8762879348091274,0.8496678711515042,0.8593386696985134,0.8469821637994829,0.8626378937255662,0.8814545427015049,0.8517144107070731,0.871735001241017,0.8473232177871117,0.8501470824463951,0.8688755578133451,0.8664102835727439,0.8839529667365215,0.9149564546914252,0.8552914395197507,0.84579561193865,0.798524163847397,0.8379516181006625,0.8425531790639881,0.8636436252238092,0.9639391829238422,0.8649983233822329,0.8423336214900099,0.8481962686968094,0.8492433402062024,0.8472749743776208,0.8456428584801453,0.8446980376616816,0.8732537223069855,0.8695689950831111,0.8555952354066884,0.9700102732324786,0.8465784316153587,0.9723246462768189,0.8797643469737859,0.8935399572478137,0.8915107621727214,0.8933927898576275,0.8889675848470042,0.8942258853927101,0.898816785151213,0.8902082783871031,0.8993088289547158,0.8927509748098738,0.8932911826750842,0.8974429271060544,0.8981035283734552,0.860922290208925,0.832690742772426,0.9813648232243872,0.8943989973274206,0.8850091824333738,0.8502011742956155,0.7886896371246032,0.8472782350366435,0.7569857983593552,0.8817551698854235,0.9280956630975598,0.8413128008310913,0.8338832756866118,0.8736626330566405,0.8656706679194236,0.8787034747843054,0.8940065441653104,0.9795574682787785,0.8710350164248749,0.8816979802431081,0.8822309141078909,0.8990394835716221,0.8020508585393888,0.804623748296741,0.8161449910430476,0.8208651961297522,0.8428838244965341,0.8874305595417621,0.9857152777951691,0.8840544229342401,0.8475563225022702,0.8019834638021773,0.8365820829437546,0.8145918959532207,0.8333096172632594,0.8671396278069327,0.949801462590573,0.8789417963054635,0.8061595023309647,0.8828567806541976,0.8500074321098696,0.8250469431262504,0.7487056012264972,0.8599113809167391,0.9711426452568257,0.8753688236137102,0.9761320240034534,0.9807152264492056,0.9783138084452917,0.8129568690593523,0.8111801442435835,0.8022137318720378,0.7962813509725831,0.819659819788437,0.9738945310885136,0.9829602718973058,0.8983208998400666,0.7899278787733462,0.8277126205782216,0.8176140278571019,0.8503324607963256,0.8458790297209252,0.8730139139352752,0.8761688499960689,0.8553344923720531,0.8796547654401453,0.8841608921465373,0.8712640597352778,0.8663986516469848,0.8817121456914786,0.8758655800158942,0.9837275740849462,0.7974644294438615,0.8394881244866952,0.812802542843501,0.8464646511857469,0.8474939729426021,0.9648422361185095,0.870364729729905,0.9741432104515483,0.9695981888781938,0.8681015348342703,0.9771797176565731,0.8669913783546154,0.9705292524414968,1.0,0.9821896818111381,0.8646122413010203,0.9723678092160105,0.8090871074613212,0.8621300126269377,0.8220292043824456,0.9046426742745142,0.8487952577646776,0.9826408263684768,0.9691894500865191,0.9633900528889325,0.9657697718141454,0.9727057013354706,0.9703883844816449,0.8716511559804073,0.8663639986742068,0.8737581749632479,0.8842773155371227,0.9837750698197009,0.9745360391698367,0.8898030673116218,0.9139800787630762,0.9796005955076139,0.9810601870059844,0.9714889359942458,0.8893919315450229,0.8087999826259693,0.8299046707234912,0.7738902587619617,0.8411822102976767,0.8372732477333874,0.7700994345361398,0.8291190303163037,0.8660965064089785,0.9789598960956548,0.8685521576673007,0.8763356758720292,0.8702064695320262,0.8432261084017941,0.8497331504970644,0.8762615123082915,0.8634528846107705,0.8503180997723702,0.8069923678411729,0.812377391227544,0.7709492429868292,0.8417804998891694,0.8807313774689998,0.9716371254219363,0.8735655233556465,0.8991815960065251,0.8018650784838208,0.8615057086488447,0.7631926734989801,0.8308323382975297,0.8700873142010398,0.8656686758073169,0.8507999300419297,0.859871740650087,0.8654650430953574,0.8715237493103403,0.9171981888047375,0.859483724584724,0.8692850216654564,0.9844338163209062,0.9763149774166316,0.7846213519669576,0.825858813344695,0.9881441382416075,0.9804828233344419,0.8695068333792918,0.8747431126746753,0.8798140929209787,0.8235537273951125,0.8153728317936438,0.9482447478115491,0.8683691613207987,0.9604147359014413,0.8883384782093802,0.8082690550637603,0.7759541360374342,0.8791086084597575,0.96504971390109,0.8432151906092891,0.8496733866288682,0.981536184180967,0.8509735607240534,0.9237632184233769,0.8778594809751772,0.9673890791023096,0.979385064163094,0.9757093909800566,0.9718034042892008,0.8774443507449573,0.8064060402420191,0.8774432485557482,0.8888261802239646,0.8436065925867077
+Missouri,0.8034450811834771,0.806860106051285,0.8461390546185996,0.9152342560731084,0.788284756468934,0.86742473278983,0.9833798299639712,0.9766526473147719,0.8577840088207966,0.8702954980564145,0.8779724330273155,0.8522781585455611,0.9822911243369296,0.9874350618703719,0.8383885905039041,0.8760300385117749,0.8576285752026895,0.851497172223099,0.7714884186765413,0.8651664008782516,0.8424703638501356,0.8815434311323512,0.8568035725955567,0.8583920286451724,0.8542556884122133,0.8701230496291127,0.8873907473069215,0.8524588096507907,0.8792169304802778,0.8476177426096306,0.8505755805919949,0.8759916443401646,0.8748332194229879,0.8890056327370459,0.9204227288175743,0.8585763702169079,0.8473640002570012,0.7985894264762723,0.8400960722596662,0.8386246920719245,0.8627337501160116,0.9712268768040228,0.8643893490926192,0.848981812828008,0.8539605707954163,0.8508576639401682,0.8537538136862532,0.8518325280213291,0.8525845919226595,0.8805801973362108,0.8763179408218437,0.8578565949657557,0.979469240404362,0.8532385696498116,0.9798536236558278,0.8844964064573249,0.8958932007358111,0.8961855614623718,0.8954101657371477,0.8911176778861998,0.8954648639308456,0.9011140544039176,0.8918477059327306,0.9023902891886554,0.8932966884956217,0.8944543314900233,0.8994792843483895,0.9003388613055786,0.8648520882002569,0.8308484514206856,0.9849621718564702,0.8953901352795663,0.8887827064484621,0.8546254335131434,0.786012920010665,0.8503569893571495,0.7590116346689305,0.8849740955358929,0.9340371101878517,0.8475704964758123,0.8363287087851972,0.8800502238135602,0.8686941156847447,0.8840350100582146,0.8971211328380889,0.9829840243390469,0.8781556189940064,0.886158995528612,0.8860126207153666,0.9020587500331694,0.8038255763887695,0.7977930739643413,0.8127818490149643,0.8206495491417816,0.8489751392960285,0.8913380848953238,0.984923661627084,0.8888389947324167,0.8485574194244755,0.7967781285416174,0.8385535771924398,0.8169962423814631,0.8325717498315853,0.8736679850372134,0.9578905571974972,0.8843371521640526,0.802497071274693,0.885587191085616,0.8471299877277958,0.8293331171191198,0.7450538100645431,0.860987479660229,0.9807657799389167,0.8814027355461885,0.9831534442353025,0.9858307880127303,0.9852093573457428,0.8151433637509086,0.8042822871034502,0.7963285048402879,0.7953146700228253,0.8177148530823569,0.9848072370769506,0.9839561937841546,0.9010512016552084,0.7848316279110761,0.8243816380817902,0.8150577722263087,0.8513961448674763,0.8523648689491143,0.8802297078618868,0.8789239117696097,0.8576132460895586,0.8827278603609396,0.8877738252467726,0.8783691203193137,0.8694475478334867,0.8852439218172115,0.882679729635153,0.9770886479794892,0.7960296191835207,0.8411166296939456,0.8062689941909372,0.8479072573809183,0.8547307962227324,0.9745002477892496,0.8718860382248825,0.9786339462236628,0.9769751396403029,0.874528450442627,0.9824661899439938,0.8748183635821465,0.9794349125016165,0.9821896818111381,1.0,0.8640212775989545,0.9803138569302542,0.8029645020885101,0.8632648164126362,0.8239673808618925,0.9094534724172132,0.8557538205459219,0.9890588434482991,0.9742080755437749,0.9750667276920099,0.971801214006772,0.9787278479910805,0.9764084014344423,0.8774584791539561,0.8724438305122373,0.8787894854254945,0.8877952469888654,0.9859812591304178,0.9806813490783801,0.89428551788742,0.9166211070462416,0.9842317789400306,0.9850821620213334,0.9817227006954541,0.8925237470073023,0.8091003461063339,0.8288686844051235,0.7714647156144855,0.8426636007741122,0.8324635879815693,0.7641811056363293,0.8305745128784295,0.8738357241753041,0.9856251500811726,0.8748642632755487,0.8797624311631603,0.8781672734606969,0.8438483936381183,0.8511557876880599,0.882842326470924,0.8631595681116855,0.8469703469035392,0.8062662429042191,0.8172606899569504,0.7728036310231412,0.8479081521322847,0.8865610592643857,0.978963623681087,0.8808831313943474,0.9008994939186677,0.8009877055666381,0.861196807470063,0.7583921854223843,0.8301685804563903,0.8754844259462471,0.8729341115736958,0.8525933268710236,0.8607956333714435,0.8719044131058425,0.8780682049640722,0.9221840482289008,0.8618407826215299,0.8696268258948631,0.9846518069401401,0.9828207017558054,0.775202791884264,0.8248246919064597,0.986860619348018,0.981956579668479,0.8759329273387562,0.8786946208125845,0.8831890140125882,0.8250943108590896,0.8123898938078736,0.9504626889013471,0.8701838607662559,0.9707777965718105,0.8925871602120673,0.8160030898508799,0.7705619116440431,0.8822208383890517,0.9755443579579386,0.8441063636297885,0.8504460846716096,0.9853818276873435,0.8526008164924439,0.9293850497420449,0.8828882698280418,0.9769388315040578,0.9812716974389492,0.9827948849499888,0.9791391495484122,0.8754725611976732,0.8022805861983504,0.8808063475223161,0.8923575245329706,0.8452707821921557
+Molise,0.8183754232286035,0.8290417629449258,0.8464008872788357,0.8576659185834701,0.7961124864354504,0.9916892442778228,0.8657142240019574,0.8618131303408259,0.8783661310051581,0.9746166121255412,0.8846559199580183,0.8729081517462272,0.8729997921238771,0.8684867429583455,0.8629899856133554,0.8855142509508199,0.8956425017982044,0.8898864014077913,0.7798663276216108,0.8667226708850255,0.8547017432142069,0.8872677210932075,0.876162928789418,0.9879882942224519,0.8684462131991922,0.8748874912396548,0.8913134997590558,0.8978099489683391,0.8875285774685558,0.88897440153998,0.8962158236992268,0.8743167488943662,0.8784764416793928,0.8951009939283395,0.8523007005465768,0.8615885959195909,0.8577282823709027,0.7936964825054379,0.8551373021908738,0.8501673272758002,0.9887955980422585,0.870913729450189,0.9873022065347493,0.8707983256667766,0.8762104772741529,0.8910846051105363,0.8753717140408132,0.8743634162493784,0.868778231749123,0.8862768315838276,0.8855856846246776,0.8942143839619948,0.8646446806895993,0.8734379348094323,0.8691188246563657,0.9052325183086231,0.8741174427077726,0.8724573883719235,0.8722939585069667,0.8721075768626969,0.8776812478973034,0.8801534634605657,0.8725287837864495,0.8775347115018426,0.8748697948645942,0.8723332787867113,0.8760576094936645,0.8787889770602675,0.8662593948637314,0.8277733170188644,0.8704846274973944,0.8711618427318446,0.8810987169210768,0.8494967087376882,0.7947772100776359,0.8707304238925104,0.7538089267719338,0.98387297797928,0.8919660606127323,0.8670543348066396,0.8177079774876842,0.8823132358197854,0.8999506088648656,0.8834966142936977,0.886809837964214,0.8791701306138483,0.8874777591423333,0.8769104657034398,0.9786056948185355,0.8585234363830447,0.8160833627589172,0.7891641308436148,0.8501831103650975,0.8374305760037593,0.872923730519491,0.8835300610982801,0.8717016151845676,0.8787269760670783,0.8929436643010259,0.7838184315319152,0.8368309427641607,0.8045774113490965,0.8416762857443219,0.8789968188484154,0.8491973847519505,0.887824517343324,0.7875122218409087,0.8583248458527996,0.8375866456683246,0.8119096345055271,0.751723109072572,0.9655904393780175,0.8618345535595621,0.8890554325645222,0.8689658610505246,0.8647699966676423,0.8607487499265977,0.7729065975741655,0.795518137024483,0.7973967970401992,0.7797493736259854,0.8153056735827752,0.8584136493835912,0.8599612326269405,0.8777953615957127,0.7782597287154437,0.8313170847946291,0.8237783563593194,0.8482416925704752,0.8739817113045281,0.8904774751893612,0.9870656327759775,0.894760270471414,0.9824839180799317,0.8832232292540307,0.8859203903219216,0.9018646121078367,0.9820055364887976,0.893050243966384,0.8600353746180569,0.8098667277954132,0.8479887116954146,0.7983698351969094,0.8874948006106592,0.8694294470027156,0.8562120918548438,0.9848974803923563,0.8652352842742839,0.8688560679387531,0.8761967270708423,0.8653624148476913,0.8821080270235109,0.8574931434676429,0.8646122413010203,0.8640212775989545,1.0000000000000002,0.8612815794545345,0.7878547579107855,0.8568736176428066,0.8225483485304783,0.8558435036552464,0.874583605015858,0.8678209806837763,0.8685948907887204,0.8544747998369876,0.8636988083020205,0.871200766243944,0.8773227112575683,0.8772622785977182,0.8821637684962282,0.8820322290068178,0.88093781775268,0.8707339428360513,0.8584593436238236,0.8850140388056671,0.8853828487066372,0.8637293476796718,0.8638417905979577,0.8672922047425534,0.8865811752890745,0.8288512910612289,0.8141257474999355,0.7766593638973298,0.8652635807081083,0.8221191346698657,0.7722317791324163,0.8706198587239948,0.8779171136425955,0.8669099803538769,0.8831967713799372,0.9811818770025708,0.8831778960667026,0.8906628523952989,0.8900607801027872,0.8936303660472553,0.9887285183824676,0.8742826694306044,0.8257553577687166,0.8027629822804808,0.7579791923943466,0.8721418993495157,0.8877068229674895,0.8683010883105061,0.8900783431314008,0.878813941055999,0.802189443141576,0.83526281820267,0.7759947495897878,0.8345592451260034,0.8794853927848585,0.874340207106916,0.8928100944623635,0.9761812794954345,0.8744619063415938,0.8742377120891734,0.8811988484438446,0.8968956903366407,0.9853795715667107,0.8700393924961919,0.864000808187963,0.7692125191074757,0.8299954934707887,0.8686792569527868,0.8723829598616806,0.8785481693204849,0.9619417823629778,0.9836759505994427,0.8140168014679956,0.795640204995834,0.8496332798090784,0.9843502325366982,0.8537811355061399,0.8814270030986423,0.808248956472811,0.7633276235928671,0.9784774329160262,0.8620547803293499,0.8887985529224667,0.8947285144740127,0.869797116443242,0.8926269751780584,0.8848814478506377,0.8923437868263492,0.8638927947356384,0.8572082888813909,0.862487504622434,0.8589743185667951,0.8574721136854273,0.7794599334742305,0.8741184014228595,0.884801499856571,0.8908466831063323
+Montana,0.7909470695623333,0.8042349623619602,0.8444610533549982,0.9142703214071597,0.7780051960097543,0.8661030407926652,0.975383905628821,0.9799876364064183,0.8520156416125851,0.8717782631087748,0.8726044251872828,0.8472654813463977,0.9760775588500964,0.9805376600139395,0.8354806953837629,0.8703923295467552,0.8557127346964968,0.8497106495435045,0.7612450287480834,0.8594075896682802,0.8366024125838981,0.8735495248384968,0.8516313894577501,0.8553194510331384,0.8484966522875744,0.863099659639643,0.8804564496092202,0.851499086891709,0.8725147505626817,0.8454911068103628,0.8488136165313577,0.8673260227714064,0.8686765096944116,0.8825614496509955,0.9175364906067321,0.8542459990736159,0.8447352951704741,0.7867878996672188,0.8312580654009193,0.8354631271703323,0.8589648867634656,0.963418970312995,0.8600207659478951,0.8465523243979958,0.850638272404289,0.8495988747794352,0.8488340455996514,0.8455558375415779,0.848229069911097,0.8731241433240269,0.8695717302508872,0.8573720158953212,0.9791872805233574,0.8480743345735902,0.9728682369780969,0.8807438634099911,0.8939561447193418,0.893908005362607,0.8922267753108041,0.8893648938999045,0.892594741942238,0.8972679450544204,0.8902495464638677,0.8991081871641365,0.8908500508123436,0.891905206717937,0.8966727140584585,0.8980847439301031,0.8578328932676408,0.8168926656480691,0.9790958589953133,0.893217463927896,0.88232231452735,0.8483297888549782,0.7786315968036072,0.8465888550007327,0.7505758496692332,0.8819324373378277,0.9271547294311688,0.8422912361260748,0.8339546538420111,0.8737997547800619,0.8672803974780267,0.8773993222366208,0.8887915038743698,0.9735540430791444,0.8720821015011829,0.879984454381089,0.884797188183004,0.8966281676982567,0.7953172712918214,0.7861582608022178,0.8087593951287386,0.8123344529215044,0.8452011700389968,0.8843427955888385,0.9758682632603289,0.883166665155479,0.8464456022255407,0.7942264814426375,0.8274953867031593,0.8046034857708821,0.8275100528836802,0.8665911893097016,0.9532284496955823,0.8758056624561004,0.7917568261874836,0.8833618288591193,0.8394743703905608,0.8161905617981469,0.7371559782056974,0.8583320260707,0.9820044874987754,0.8734377336050223,0.9732339650162344,0.9792314246569528,0.980911778940256,0.8027690191637186,0.7941797474409347,0.7892064725848494,0.7878263280455066,0.8036405179642637,0.97463323187451,0.9788601335682585,0.8992079693444602,0.776045999548561,0.8158976229412545,0.8039083607655433,0.8445545828186691,0.8465676067347909,0.874899486718469,0.8750985623375018,0.8565588048348771,0.8812993643897641,0.8803897716670516,0.8720210552661616,0.8681894263793617,0.8812580405237354,0.8761006949470396,0.9685911217757001,0.7905528650968244,0.8365085190821382,0.800134088355169,0.8470160061399998,0.8487013220514568,0.9754390999422787,0.870767749883388,0.9691956595310038,0.9714470950386604,0.8661625813688574,0.9774881335406708,0.8693528338333512,0.9745668063190519,0.9723678092160105,0.9803138569302542,0.8612815794545345,1.0,0.790367691003766,0.8574261214227621,0.8187934343982641,0.9097536730896267,0.8496358064084055,0.9838603331879163,0.9689528552113637,0.9737509221463672,0.9623448465209861,0.9767863459900823,0.9668823474780673,0.8690834985138802,0.8653076029641812,0.8700585889202078,0.8803529771024886,0.977778104749188,0.981479945123462,0.8876041850862031,0.9123169280426896,0.978164462891216,0.9801998400743912,0.9828432335674567,0.8858711547523699,0.8027520126409071,0.8197637935717439,0.7622519518510654,0.8379988704522643,0.8275793706185172,0.757410741827205,0.8290856418811876,0.8668418455932656,0.9782195345208315,0.8672595881587589,0.8770148199966533,0.8719143215029137,0.8429897479421107,0.8496794484538628,0.8770268809671441,0.8599455197339743,0.8374060567975778,0.8008661975142916,0.8040685316906018,0.7597640684532388,0.8417775659292701,0.8784627886302344,0.9722066171155399,0.8752091279531461,0.8980246676199887,0.7863627225033759,0.8541418849382548,0.7466281070564882,0.823720525990298,0.8678026303165458,0.8655351767021721,0.8522281374716459,0.8608966907683043,0.8634571232547098,0.8697297707018274,0.9181565018648579,0.860177827724279,0.8651927872182229,0.9757364010828057,0.9845658712078948,0.77191643227218,0.8146812998043422,0.9806560949713345,0.9753406828708865,0.8682383318491375,0.8798870507596185,0.8806034871584805,0.8173415513488056,0.8026254173859171,0.9454093169668623,0.8684856448652156,0.9707796897896905,0.8862395398531289,0.8083858770273001,0.7669532797134282,0.8801186409774798,0.978438069321647,0.8427369313499586,0.8484927903282277,0.9785379638912466,0.8498369103921736,0.9238623875327024,0.8783390039834558,0.9764790228577024,0.9776558472374504,0.9791963564425805,0.9864780863534447,0.8657091366488788,0.7921660893237672,0.8744873387008459,0.8844138162083056,0.8450062258517693
+NG,0.7770962461755418,0.7898351576079807,0.8169866272876057,0.8151125016786293,0.7954522444940682,0.7817902480181173,0.8083207414590063,0.7942365655552435,0.7750655176357021,0.7791577780041289,0.7822151282777079,0.7686390098342228,0.8097726974684978,0.8101193918193437,0.7508494611716428,0.7831739130713558,0.7770116875337104,0.7660797066145764,0.8441983445808814,0.7974345900031179,0.8054449588312751,0.7983764173880478,0.7682850655572474,0.781294520162397,0.7742011699715345,0.7776402225399327,0.7995715950936443,0.773803769217273,0.7847855861800521,0.7700753093436739,0.7743447935454337,0.7896889610999492,0.7811819020423564,0.8009417632333524,0.8276224586236194,0.8218355084696383,0.822698377824618,0.867579557489183,0.8311665763710239,0.8035966687795661,0.7853504662000252,0.8097056020639222,0.7847030238047608,0.7599974500411345,0.7650715807860817,0.7680330380643808,0.7690762450726052,0.7714476112672431,0.7702464122163534,0.788680583183569,0.7822912037335359,0.7743407120656257,0.7993945610029383,0.767884255023073,0.8050984580554604,0.7858532973201265,0.7784323461541903,0.7786337126279254,0.7784085269472777,0.77584708035554,0.7814317431086156,0.7836970922251544,0.7767090163168149,0.7831839453550461,0.7774138320004625,0.7758086840757566,0.7820002129104725,0.7830410850488911,0.8267845875551556,0.8080198152226408,0.8086409069081807,0.7758554358343992,0.7880571289243018,0.8002443248256861,0.8040619643173285,0.8307657825108923,0.8495489515042239,0.7965325288768247,0.8190814368914477,0.7673994980147835,0.7970977083743901,0.8032336291123556,0.7848680763232394,0.7831288671804257,0.7973714352826179,0.8157641615140864,0.7840983194313674,0.7861815079382838,0.7943969727990393,0.8413212910771763,0.7809712207991997,0.909048138732987,0.7958841871976384,0.8173818778242504,0.7644209178572968,0.7920813038879007,0.8169282638147211,0.7874659421580713,0.7710058756931275,0.7806760172256785,0.8001777905542237,0.8116716831812189,0.8036533914887349,0.7811403682519207,0.7960259507613248,0.8007250095927344,0.8521638974569045,0.8168927230048633,0.8188069808210886,0.8389353791398164,0.7749558831052429,0.7983637159237238,0.7977674104176121,0.7993912587092928,0.8065754313265588,0.8029254518063298,0.7973783581332069,0.7824044344086523,0.896739447898625,0.8164179179255017,0.7654302457577955,0.818937722074792,0.797077180972929,0.7991493032776985,0.7814824112006563,0.7982244670247016,0.8222438961585593,0.8303471331444505,0.8214160211871787,0.7712237336959583,0.783713212796662,0.795314775739458,0.7744686077769684,0.791329826757475,0.7853660901101586,0.7853335963588653,0.7845455926349731,0.7994412189662894,0.7880855983203428,0.8028988514515785,0.8177895296266919,0.8106098807422123,0.7992760528129584,0.7648967320178877,0.7727433491522254,0.7865778314455932,0.7834873857324282,0.8074837454762683,0.8046959507956,0.7892912099589908,0.8044515099790152,0.7819651361993045,0.796528250062457,0.8090871074613212,0.8029645020885101,0.7878547579107855,0.790367691003766,0.9999999999999998,0.8267100262706084,0.8149717889167951,0.8057447803606432,0.775031737394496,0.8046785809328832,0.8055109515758668,0.7880247476456269,0.805491991903839,0.804936767963997,0.8180507378523422,0.7939047910684757,0.7792692495851451,0.7953333206388652,0.7876770323828232,0.8096404342617577,0.7935689035025222,0.7941714810746228,0.7939565064521112,0.8033321031213889,0.8001565514753056,0.8022772789386873,0.7927083017781238,0.827603218636891,0.8256194012627721,0.8162218041293517,0.8007785762674499,0.7454968321697338,0.7448188732866391,0.7891205566924313,0.784922993284628,0.8042074590742231,0.7828187801618133,0.7925419799044074,0.7822430743505665,0.7637462550915615,0.7692183343637249,0.7874496651304659,0.782236012285567,0.8180824452509187,0.8108416006931203,0.8004421316794337,0.8611154129561845,0.7674593936613048,0.7983278505782662,0.8013186459177444,0.7892288321221164,0.7888358003842149,0.8546436944833713,0.8216389327795774,0.8577894129086926,0.7921774212017393,0.7895693191299118,0.7880338388370249,0.7708397109906154,0.7734902002687666,0.7871988822921665,0.7892644524073514,0.7969131769960698,0.777265720891569,0.7922947153564395,0.8115196049243526,0.7980648006692491,0.7466237373241724,0.7951396213036411,0.8086529648682992,0.8132774404431413,0.7898992310012496,0.7883796020085513,0.7943630294635606,0.8159908088918546,0.9081258144241493,0.845176116665738,0.7832076210793328,0.7943623751915506,0.7907373100880825,0.7872191051022612,0.722141713917482,0.7927782877221607,0.7889802087232184,0.7649471750923988,0.7747198899097352,0.810241930182702,0.7760939992192137,0.8068782583181675,0.7811661915810857,0.8021417363590907,0.793391336574961,0.7967914568800201,0.789580369355699,0.8651176046187214,0.8963233343801003,0.7782315606044682,0.7943023198922132,0.7606946145445384
+NL,0.814903605837042,0.8345282442609808,0.9037950463332775,0.8882310610901993,0.8242029281337583,0.8582565584075202,0.8618319679290272,0.8587377038752363,0.8508116893426493,0.8640402330263539,0.8739536450349963,0.8454927810472489,0.8767831004788166,0.8659800685102861,0.8298573073409061,0.8734806866413436,0.8469788125494886,0.8332019479439717,0.8120119532161342,0.9104690482888835,0.8437440226095363,0.8921096517598782,0.8493299812203524,0.8505610355423635,0.8505210493746076,0.8679644514219668,0.8954087205350585,0.8422886129430068,0.8749713484656295,0.8414762787707941,0.8410945287012941,0.8816601474851588,0.8695980266251666,0.9040626675001922,0.9060497470892286,0.9132124858025497,0.864839154941923,0.7855405192699577,0.8660423811478588,0.8585757091496891,0.8527873582230948,0.8821326899852033,0.8561399778369334,0.8332569116781475,0.8479104851291618,0.8404240508419272,0.8462078914825716,0.8477024448230558,0.844620491520197,0.8779529294601112,0.8737413033479022,0.8438444462465349,0.8689244410316334,0.8471207081607359,0.8768678503547879,0.8791134377871258,0.8619974040117923,0.861703862758605,0.8585966589876154,0.8578571923805223,0.8604140486775764,0.8686443080866921,0.8577815706643372,0.869211383873356,0.8603852566528737,0.8557214226702643,0.8630621463987932,0.863528221988711,0.9159881204014786,0.8127037195735908,0.8724646778929361,0.8579071991828244,0.9539401944138455,0.8990169149351536,0.78829310790361,0.911733743411028,0.7677662839997782,0.8779079760404324,0.8995799411061604,0.8353343467551791,0.8933570136374108,0.8958168022115136,0.8564496818917995,0.9182860044692422,0.9589827025400252,0.8797544275847512,0.8754941181887854,0.9497864916023164,0.8756917038626223,0.9276290193183849,0.8202480634607453,0.7789794924732716,0.8642145102278943,0.8285365496204948,0.8406513658366754,0.9576943414439977,0.8734006727926754,0.9490326513144788,0.8403661722201831,0.8086556116227418,0.8081899547915488,0.7956123096576101,0.8802289136693553,0.8709899099366093,0.8623274475508025,0.8941355138156983,0.8424801920400349,0.8902945684274443,0.8608888081591675,0.8148002534413676,0.7514645776542196,0.8742287483191568,0.8627753303795382,0.8824600206297153,0.8736739365688657,0.8652149697248582,0.8632800280189417,0.8504758912624933,0.828737164972076,0.8307594796569829,0.8128864131935473,0.82277400528602,0.857715427392024,0.8563592307323601,0.864207239611336,0.8024915701810461,0.8418096908502134,0.8159165746082054,0.9015631053240847,0.8486053998902922,0.8737355351435496,0.8705035143019021,0.8472013033615416,0.8720657018348645,0.9522609061717193,0.8750447763584359,0.8546325314924667,0.8810910229110845,0.8797750174270551,0.8559670619469881,0.7896074302538647,0.8406764948374361,0.8029525252666075,0.8329633832985024,0.8492341668241357,0.8522482116710944,0.8638982850889083,0.8715657796234799,0.879733746589561,0.8808179056674379,0.86924965842775,0.8718859698689069,0.8694706954933229,0.8621300126269377,0.8632648164126362,0.8568736176428066,0.8574261214227621,0.8267100262706084,0.9999999999999999,0.792534399338781,0.8804253906700887,0.8520514438685667,0.8714196651628795,0.8741072823123339,0.8607623280084233,0.8734053219148733,0.8635882800130092,0.8874066578635471,0.8870467399909374,0.8732169608120417,0.8903201100116862,0.9555552346827649,0.8718642113837297,0.8614910523165791,0.9541734378180821,0.87356566255342,0.8660845713623158,0.8588320969404052,0.8715811003462375,0.9573714167182585,0.8432570388494381,0.8320076322972045,0.8089543730592625,0.8827193545602946,0.7894715468486512,0.7384674033389536,0.8559101022732262,0.8734870023676458,0.8694246524203154,0.8718688628262231,0.8728283118157909,0.8723110185348489,0.8323470821207909,0.8402100419947512,0.8795598269017018,0.8532945738388596,0.8732352530011057,0.8547939798616754,0.8477019759505381,0.7648225566705181,0.8435273417896644,0.8946027875380191,0.8727992202350673,0.8793158418413988,0.8669801779368228,0.8344863907174014,0.875247112331561,0.8017218977029881,0.8073249030830892,0.882281663990659,0.8783385743109547,0.8402383822932384,0.8453828932007278,0.8760124534611052,0.8844631993256278,0.8810524334102652,0.846304342587145,0.8603839997021596,0.8699596626978455,0.863851341666607,0.7763159443848806,0.8216172947761372,0.866814623870583,0.8744551163393165,0.8814611007467839,0.8755530493126356,0.8764887869864469,0.8657564509198568,0.8004282557550108,0.9101002758050127,0.8623466420917731,0.865024467394527,0.9578201060628571,0.7830557577923302,0.7335592760194282,0.875992309383815,0.8652558746434837,0.8365887753799022,0.8418180073376985,0.8746190310840258,0.8452620733255045,0.8875786807281978,0.8886481013504788,0.8724424939812224,0.8493751951043501,0.8661891833348194,0.8537712195518227,0.8665208668729066,0.7933932439960584,0.9444102419478302,0.9567235108649051,0.8315509608856901
+NP,0.8152150045838547,0.7602115097540656,0.790980922388475,0.8266679039684035,0.7829151586858748,0.8203444688306166,0.8241651996264467,0.8236043396636087,0.8112526526355829,0.822160037626789,0.8230398366506059,0.8066875937159136,0.8348352971624832,0.8267844799871485,0.7883341677795866,0.8237351841541085,0.8115458751761166,0.8034128515984038,0.8491172132901987,0.8104148836385642,0.7933993717465848,0.8339424918580554,0.8101795328055302,0.817498027165409,0.8119019520754158,0.816026707533735,0.8388187275161494,0.8098123935285156,0.8248249584642678,0.8042583346112081,0.8096478281951317,0.8261052976532216,0.8228099805579124,0.8366531695096937,0.8147535777559491,0.8030003867741075,0.8012627410505507,0.8054680669826615,0.8107019710388567,0.8053047898284651,0.8199282657676704,0.8374576615134736,0.8190857200148391,0.7988767115035278,0.8035763429501318,0.8034787689867467,0.8067761126471873,0.8080366469647621,0.8084225368057996,0.8266678807022878,0.8199624946218222,0.8109181672758483,0.8286248080462295,0.8055752076377269,0.8302369535569416,0.8263949760398506,0.8113156450267497,0.8143572078294483,0.809034792181278,0.8096746999433371,0.8137282193353247,0.8143884988596191,0.8081872817305267,0.8137532902640976,0.80842086022278,0.8073549863710514,0.8125803226338609,0.8149291608793097,0.8205443548230644,0.7996037147619358,0.8275452647975492,0.8071267955532752,0.8185441286023852,0.805854565211664,0.7843208012900947,0.7990699313444968,0.8155339963553035,0.8361492368433752,0.8450103982446474,0.8016859462884685,0.7729574641053639,0.8254266378559618,0.8195243269484649,0.81836948948672,0.8254823958037584,0.8386463681006022,0.8239703156736315,0.817403403979222,0.8354805101178764,0.8074021787511999,0.801272858116549,0.8127666058720528,0.7904513283853281,0.7987517736940404,0.8022816809885693,0.8234225785159209,0.8345778091734871,0.8223817593136354,0.80660344273975,0.7497321159250776,0.8125941558267057,0.8196266383860488,0.7807126645492756,0.8163572677869891,0.8214859906811209,0.8368698172499648,0.7889431033661229,0.8098833832564154,0.8002844037435849,0.8668165658337036,0.7617091035535762,0.8186162807936282,0.8237350180816033,0.8362077120442183,0.8289457606582968,0.8243564210932459,0.8199638739549677,0.7628802149027984,0.8021383750856684,0.8112569579140207,0.7501182049247596,0.8389294746196085,0.8194389119170147,0.8186844015751524,0.8152516613913882,0.7823294385168519,0.8081406134320612,0.8657878963266821,0.8097614897390691,0.8084952918665796,0.8257805465651483,0.8336398520281189,0.8105003333083126,0.8312918642428225,0.8175576569611932,0.8242161916808525,0.8209928204945279,0.8388499993610493,0.8269169325955658,0.8182773652626404,0.8060444027409653,0.7972078108586371,0.7865196039042587,0.8003423969183109,0.8102213988611371,0.8139357704597406,0.8228123293629963,0.8291287481193593,0.83036492884057,0.8251754180114081,0.8266899528795937,0.8211088472286644,0.8216672059874651,0.8220292043824456,0.8239673808618925,0.8225483485304783,0.8187934343982641,0.8149717889167951,0.792534399338781,1.0000000000000002,0.82986552130078,0.8147715159239584,0.8279367704586729,0.8299880546517479,0.8148064999632414,0.8288788008845311,0.8307383059894599,0.84160894376171,0.8273063714332998,0.8159127951637068,0.829279102352869,0.8208765232030907,0.8300378456463705,0.8170456632752412,0.8293746059804563,0.81911009938849,0.8229071475107875,0.8218839788048673,0.831389124095716,0.8234573747213454,0.7896579673585823,0.8242743079535599,0.8140144962154756,0.807176656113656,0.7563947638085871,0.7599743293622325,0.7973492549854345,0.8222879997039098,0.826765990881568,0.8191064387702641,0.8314614692197035,0.8231868115358454,0.7984399813171086,0.8043550605404519,0.828560169232356,0.8172588223153979,0.8178265732139868,0.7904477888843848,0.8020641695580928,0.8099322908602387,0.8056805424984054,0.8330154476714681,0.8259271068469093,0.8300209029755081,0.8181965579779089,0.8276922858269284,0.8218149430306008,0.7750627863498517,0.797792880606376,0.8223619654588177,0.8251558913095498,0.8062805966935133,0.8082824822315198,0.8225055927778911,0.8250311408395233,0.8237557786999282,0.8115415795125046,0.8262447182838392,0.8300005453598255,0.8215153154185204,0.7367507424414351,0.8099648624859763,0.8275728818517281,0.8313651263242159,0.825973021701769,0.8309756426676803,0.8340398384627596,0.7914668125583791,0.8249257660392557,0.8016984906891055,0.8216397110363264,0.8197466306013586,0.8246167483589621,0.7860723731699552,0.7493953718423747,0.8334301085718738,0.8189515968076198,0.8018873491884702,0.8095529297596217,0.8324011144712926,0.8110581786636613,0.8317658987661478,0.819100339853352,0.8289469777560505,0.8121425836271452,0.8214590381595663,0.8148897067446921,0.8421010664227929,0.8117226407437866,0.810590018447463,0.8263581990246104,0.7980717723274035
+NZ,0.8013762344001367,0.8205808291013936,0.8665633142033247,0.9399845197338335,0.7813886743024714,0.8605474650574878,0.9074266933012373,0.9102767228817161,0.8486432190730498,0.8655281733450321,0.8761359868245476,0.84214104785887,0.9196394988419773,0.9114136278304552,0.8285642283388309,0.8735349807483633,0.8546426858432953,0.8459301324744021,0.7848476895378049,0.8746358894705266,0.8416131315496423,0.877861103966454,0.8522966026338697,0.8505711890518521,0.8456852056820525,0.8651165241909107,0.8833732272064754,0.8487222854480851,0.8745933640032753,0.8463569690270186,0.8453658775139314,0.8657615491624486,0.8715585778490397,0.8884346946622826,0.905561491604559,0.8690066519163797,0.8506459979117369,0.8083959514261554,0.8461417258239425,0.8347937951041817,0.8535727828602532,0.91679936937565,0.8568764076627141,0.8420361085784033,0.8454726978794648,0.8468008969455133,0.8426210220592786,0.8410274649560459,0.84542640133524,0.8756556384165097,0.8706872714751986,0.8538980099885263,0.9166730422388539,0.8451126141475198,0.9160190772283444,0.8805437946535013,0.8972928130108115,0.8977694671923482,0.8934257246873831,0.8917022736500897,0.8945776711683886,0.9016335477338491,0.891461343331955,0.9022641017442482,0.8928356869108837,0.8926939670745492,0.897416108815138,0.8989509745844471,0.8858246430472468,0.8196179917817767,0.9147188550517479,0.8938528265190618,0.8868789743686581,0.8746274748177258,0.7945126274030548,0.8679399422167628,0.7463183392348415,0.8797663032190787,0.9252304383689479,0.8343735085426807,0.8489633346599468,0.8938846685513244,0.8656345301532118,0.8838026974083759,0.8953903067534149,0.9201953518237881,0.8733685945302411,0.8844527167038604,0.8814104476147997,0.9114961814801432,0.8244576039301805,0.7823660195989437,0.8327940165200209,0.8307868231956519,0.8405788400150294,0.8925279033829061,0.9145746119295378,0.8879150447329954,0.8432055198587908,0.8102025939584159,0.8225894636060668,0.8175487601496191,0.8454630744311822,0.8676161805373039,0.9076833721733738,0.8790138900425842,0.8023590798441465,0.9131638377025653,0.8564565300114446,0.8317281214961451,0.7543551784185247,0.8597946150654117,0.9106683529824066,0.8789659370998418,0.9140707078783952,0.9106507850077327,0.9107440688281301,0.8185810276383539,0.8064067400807468,0.8076312846144187,0.7907488920410992,0.8268893052050063,0.906962898651537,0.9064112095979113,0.9006822575383332,0.7975496894808304,0.8331145743424769,0.8225611597773365,0.8578557788662721,0.84403223572609,0.8768356952141635,0.8726672389592931,0.8550611518685165,0.8763771989251287,0.8873247942674398,0.8747584559449498,0.865676198146728,0.8814675833119315,0.8768748635761916,0.9021177930647901,0.7910507903896186,0.8306188038759323,0.8211029417256885,0.8454791422803137,0.847035814142659,0.9044913243488182,0.8668676972149326,0.9100711540853801,0.9180370295829138,0.8647430458857502,0.9137898071361069,0.8725048015153478,0.9107388641135947,0.9046426742745142,0.9094534724172132,0.8558435036552464,0.9097536730896267,0.8057447803606432,0.8804253906700887,0.82986552130078,1.0,0.8469598238106412,0.9174597469365947,0.9130672853223913,0.9080267581041342,0.9101609094695398,0.9134521415816895,0.9183974843217052,0.8713386182672532,0.866617456687888,0.8724322366892091,0.8890888761890029,0.9149621512193871,0.9097955474416963,0.8966514608621741,0.9104928125327748,0.9115243341396366,0.9080285048004572,0.9187641467147257,0.8925571746106142,0.8252295102544935,0.8506554124246424,0.7787861345193,0.8633486417594931,0.8182487922944776,0.7521114064594229,0.8537426806948076,0.8705133801785552,0.9126015633075649,0.8680599421966931,0.8742163184631019,0.8738250778539061,0.8381894564133224,0.8489971715185753,0.8794835375847713,0.8557283879106607,0.846661028751188,0.823576019744591,0.8222944034358677,0.7625058189372621,0.8402367686120341,0.8790788073145982,0.9134438402778118,0.8784736994481802,0.8996241647846185,0.816063907314349,0.8809938856349969,0.7664707238819657,0.815603604562228,0.8671290967809445,0.863866878046839,0.8480489837437308,0.852871396148845,0.8609304023082799,0.870572365415544,0.9132512987837449,0.8573170293351873,0.8608915719390805,0.9126321415166612,0.9118135451937417,0.7854922408416224,0.8195746982959986,0.9119939026482684,0.9141416371596292,0.8667107284715304,0.8772422228733106,0.8778180199095764,0.8239900996406067,0.8176745887397455,0.9053553372217351,0.8654014969025313,0.9087546927650929,0.8952986714806072,0.803030350054018,0.7655724950421284,0.8784584215998461,0.9105081869230462,0.842641426523893,0.8464762611328857,0.9172707920021597,0.8486654255225046,0.9197092628530541,0.879523093261748,0.9154016430154785,0.8994344021417656,0.9125042935459668,0.9060290074655272,0.8808614926058072,0.8085838326180346,0.8816633282051838,0.8933789875003209,0.8404893120475755
+Navarre,0.8099941590358506,0.8274713911726856,0.8182828479931075,0.841327239412192,0.7916395698935776,0.8764660018518022,0.8517241488320785,0.85159000036771,0.9799784128065842,0.8807646650647905,0.8904609046285908,0.9826039823291454,0.874980435853486,0.8558337076169317,0.9661792490029714,0.887114706323252,0.883785413809043,0.8717468854112241,0.7707517227179886,0.8488501584886374,0.8305752365430107,0.8906347564476949,0.9703366017138761,0.8682309859035129,0.9865410075696874,0.8789966840464615,0.8951572371757142,0.8818636982106394,0.8885266404811952,0.877735202545924,0.881524557770115,0.8807469146081206,0.8866806348573157,0.8935997795034658,0.835925168088851,0.8491972590952444,0.8664260435245219,0.7971191806124316,0.8830479245133991,0.8049233202310588,0.8706738100584389,0.8826630463743541,0.8718499432110018,0.957376872258588,0.9819185708498963,0.8747840815548702,0.984750449062632,0.9845868731243362,0.9756257770717603,0.8900926431397457,0.8823885061188549,0.8799359874240433,0.8658738175073796,0.9767438582926163,0.8722544290129959,0.8883256690023792,0.8503896678872385,0.8551437235348577,0.8452497265988871,0.8471655287294325,0.8505538432671425,0.854565648122315,0.8451061443283275,0.8553220058283861,0.8471393172270636,0.842447587361822,0.8517448391360092,0.8512109492875849,0.8617502459947702,0.8421594113202766,0.863889886085971,0.8420017517012351,0.8839582106347162,0.8416778835236396,0.7659649120879242,0.9203507373807108,0.7621579917292347,0.89540622272496,0.8900328477514154,0.9684978501091037,0.8140946501529437,0.8825608667265383,0.8901376220665969,0.8845403619918518,0.8909152631493039,0.8786768794398777,0.887420841075938,0.8821174576321947,0.8916133789293771,0.8421496223951501,0.8007861388596019,0.7677663037250301,0.799441784964972,0.8469189377327947,0.9743786055457203,0.8920758914978755,0.8665582709341486,0.8850994592666187,0.8791181265309818,0.7369261012797818,0.8614535343219557,0.8181924320264099,0.8028076320406146,0.879412221385422,0.856726193160399,0.8929479327066473,0.7839191243913026,0.835124384057587,0.8121355721412017,0.8225572280463085,0.7210392526481036,0.8562105145641135,0.8577365531450365,0.8959741036438015,0.866504541412653,0.8561047825192045,0.8539993192973003,0.8025026871084476,0.7678965195328861,0.769873411627339,0.7667974132337403,0.8111286189616209,0.8494479726030716,0.8449121843431078,0.8533561790616544,0.7629868299956639,0.8020976153131739,0.802541705943708,0.8413063154222314,0.9831809314516894,0.890949296276079,0.8895434017187215,0.8822342201032615,0.8896036825073381,0.8846705499908678,0.8879396628068067,0.8906445989057624,0.8989703450392167,0.8880159083040552,0.8453868805246396,0.7945981903569248,0.8471091980542395,0.7522271168305358,0.8693412715757575,0.9830801748953899,0.8433475787985799,0.8803254250271987,0.8661157633018545,0.8729808399426418,0.8780668483938989,0.8585354896728243,0.8872332850860972,0.8589845831291746,0.8487952577646776,0.8557538205459219,0.874583605015858,0.8496358064084055,0.775031737394496,0.8520514438685667,0.8147715159239584,0.8469598238106412,1.0,0.863339220427841,0.8686920538088012,0.8520343563869065,0.8687537899352276,0.8643915160014759,0.8841587660671633,0.8829973398834231,0.8777304748733847,0.8854220614537806,0.8883827098073205,0.864645158356373,0.8483381260245464,0.8949617091346682,0.8594305317197567,0.8560949104050393,0.8508104453116957,0.8673357163953596,0.89009439290989,0.841523060251119,0.7949241021356055,0.7569385572206886,0.8437218863973369,0.7973817206096723,0.736688991998116,0.843847260204609,0.8855831808124135,0.8605237373349025,0.880423028880836,0.8898982719037637,0.8865795454067129,0.8737334398001927,0.8774534990019879,0.8923451347635497,0.869050560952335,0.8445785284913941,0.7899958460743687,0.825552757792639,0.7731524319817545,0.9741539174220681,0.8901853741791091,0.8680151129569236,0.8931238200356475,0.8541545910701385,0.8017288455258217,0.8158868996459833,0.7541467805286212,0.8438709671301939,0.8764611047719166,0.8782468458037975,0.8781160063279373,0.8623688589906514,0.8745595097424798,0.8814602261779416,0.8671456185474614,0.8824862105537146,0.8780445414523397,0.8620787388186865,0.8528769545993696,0.725624015283012,0.8309659860484258,0.8576335730366319,0.8700885351820032,0.8779893212205657,0.8883534474636278,0.8943080773609692,0.8023157066908044,0.7724756037211696,0.8327103180844653,0.878523160120296,0.8591768835106598,0.8923599691059113,0.851580249851066,0.7254070628203765,0.8930629611571421,0.8560323055137181,0.8761481462469413,0.8817923709379143,0.8671272195867672,0.8818522966090094,0.875316970684408,0.8770987294045735,0.8669143550530496,0.8363207153127525,0.8563024286565,0.8453851490040001,0.8465485241963193,0.769190451406007,0.8780679897887088,0.8921042824242911,0.8712288124579287
+Nebraska,0.8068917861433595,0.8117950038477786,0.8508316565419792,0.9224052554459868,0.7919359297774384,0.8714082617717055,0.9845832967229641,0.9797922323767839,0.8641102751532109,0.8745457064302874,0.8840916568179829,0.8590024914175379,0.9868154910580874,0.9879838356842938,0.8448350944985951,0.881912364514373,0.8624657348615603,0.8554679648579245,0.7742580650393838,0.8714228385870681,0.846020869504042,0.8879157357168656,0.8636720890470869,0.8620711039591975,0.8618551005793534,0.876116940567069,0.8938487365621485,0.8566454354666394,0.8851149669044458,0.8532738673554374,0.8550887529468617,0.8814873444852537,0.8811663281459807,0.8952253216721308,0.9253829362301617,0.864618355270459,0.8538111314575382,0.8023002835048111,0.84656703708366,0.8434816159901629,0.8661446290301068,0.9768777696612306,0.8682131884369303,0.8553116810281238,0.8610115828137559,0.8555867516112268,0.8606719254303596,0.8589724467247781,0.8597475142056572,0.8865828282462589,0.8820180678850934,0.8628012368207013,0.9844491046451915,0.8601321231378554,0.9833610133536533,0.8898850007961591,0.9008590959387635,0.9014811951461187,0.8999810927217684,0.8959589633538227,0.899957108609761,0.9057100774284912,0.8966825736404801,0.9074052984397353,0.8976802253826416,0.8986360628617143,0.9040294794464351,0.9048999014800359,0.8705424772892993,0.8335764520283693,0.9880034969953942,0.9001579432684396,0.8964891559653255,0.8621895699866478,0.7884759115238694,0.8568938941543368,0.7621125369192853,0.8895376763138901,0.9398194668581802,0.8538949003942191,0.8448598307623567,0.8863979647927764,0.8728803038089775,0.8907006185654198,0.9048903582530976,0.986121844544629,0.884007701264028,0.8939724731105788,0.8903449194661424,0.9077097167061383,0.8073352651176975,0.7994773583636718,0.8171461364780628,0.8258809238325587,0.8556929384664909,0.9000811826172466,0.9865108920871103,0.8971420623144299,0.8530311030348178,0.8002218137973203,0.8438543528557267,0.8212083185984733,0.8362587133463423,0.8795492431600045,0.9619689118263822,0.8905542047187125,0.8068227310629892,0.8918676305815146,0.8510239497466243,0.8332019346776293,0.7480083436086836,0.8652891692601296,0.9843410683136723,0.8878338015204073,0.984255226892486,0.9876683934567763,0.9910324164750257,0.8236259901603056,0.8057545862861233,0.8019933900596145,0.7991351969707136,0.8218251568050207,0.9840844089351389,0.9857291039685311,0.905894124312038,0.7910547418561399,0.8275228523497197,0.8172380214054377,0.8565983278154193,0.859477525425894,0.8858525929301408,0.8831990577026196,0.8624698240953681,0.8869411192203706,0.8954215693232321,0.8842972705126879,0.8740447118270855,0.8899459019425677,0.8882936532737217,0.9774940903395118,0.7985657024322901,0.8462602365795308,0.808941965810185,0.8525487531291857,0.8620359988449208,0.9770790232548197,0.8762704203782108,0.9810152002818323,0.9827489793589674,0.8796467970659286,0.9862779412578662,0.8805458220015182,0.9837552137418113,0.9826408263684768,0.9890588434482991,0.8678209806837763,0.9838603331879163,0.8046785809328832,0.8714196651628795,0.8279367704586729,0.9174597469365947,0.863339220427841,1.0,0.9778812492448639,0.9791269519592446,0.9752228734798651,0.9810074599735612,0.979968633230603,0.8837731485685347,0.8781493540061259,0.8850613023310129,0.8964980901345098,0.9875147461336923,0.9855988259827858,0.9029317765192977,0.9205450830177995,0.987189631756045,0.9861446627225029,0.985643533855159,0.9009705440725938,0.8148783605328974,0.8337785152295872,0.7738382710634278,0.8487463126285008,0.8361405856066366,0.7668769060540527,0.8353567182078502,0.8803219049438513,0.9869772729392786,0.8803147528115137,0.8842470528363825,0.8839341563575479,0.8475976337578017,0.856246026792465,0.888727532228007,0.866723239400395,0.8496272910348918,0.8093062418984623,0.8232231560013217,0.7765677978114578,0.8547085106567791,0.8926133134132966,0.9826677801639213,0.88712838532024,0.9058652530050066,0.8050817970183785,0.8659547491184646,0.759818364695896,0.8351804740990288,0.8808311343070018,0.8783048298155236,0.8571068037787014,0.8643706939993473,0.8767708678379744,0.8843062308862052,0.9273162396496372,0.8660069558669962,0.8731803388399223,0.9853964852291635,0.9882090362051198,0.7798336224305302,0.8319641175708857,0.9880720825625258,0.984765288442237,0.88107010402446,0.8834333571727057,0.8877761210849651,0.8292396709761715,0.8140035316858899,0.9533780089649591,0.8742786201853989,0.9761581585045072,0.9021057483848078,0.8193344369628379,0.7736752827430396,0.8869731378294337,0.9797968272117982,0.8490191351806562,0.8552891269603508,0.9884402654089258,0.8577244129891592,0.9341898246340702,0.8885252371241498,0.9818353950915271,0.981993255709854,0.9871992873495343,0.9823594111819854,0.8766963097078465,0.80498854164343,0.8886029252031474,0.9005503350203585,0.8494149121890157
+Nevada,0.8169663327790226,0.814746184015681,0.8530099416855929,0.9179974471888204,0.7982937273386796,0.8731031519270958,0.9730425117057159,0.9680782243047213,0.8695029618831431,0.8785136012365156,0.89009904181893,0.865134047598745,0.9878302116077309,0.9729903486308742,0.8491687515754344,0.8872788926227951,0.8642005634204262,0.856424290856443,0.777263397917553,0.8728647255484948,0.8458600094339424,0.8970064576223467,0.8718034325078813,0.863177949389058,0.8693802644853732,0.880826206924697,0.9022698330831059,0.8572173796848729,0.8900964639170375,0.8552966131446172,0.8559276447236664,0.8879307568091285,0.8862637041950122,0.9005443574496822,0.9205382832205127,0.8703621922367114,0.8584721674652753,0.8054207933818985,0.8542940819207333,0.842184447906894,0.8662717843249804,0.982141557583855,0.8709782615491594,0.8616747132402908,0.8651149138069034,0.8558699316347338,0.8645084969330904,0.8646148469839274,0.867870857388001,0.8918957753252559,0.8860124752141838,0.863220588840073,0.9793509472635455,0.8666791282757556,0.9787869832558198,0.8942578322829765,0.895973785210715,0.8970932429366294,0.8945337622443285,0.8899826210685119,0.8933947425318918,0.9032211524402963,0.8898720980317165,0.903573010012626,0.8919012075213953,0.8926833093866903,0.8991455731625881,0.9006380225381981,0.8786711455918954,0.8416833516821364,0.9798038706412582,0.892949746628439,0.8976031334868494,0.8661876429518076,0.7853873649041297,0.8625524384905761,0.7651184938006814,0.892108276550417,0.9406613378274977,0.8585715155438766,0.8479621802094471,0.8928591190732916,0.8766766528625842,0.894531509655393,0.9080763439459516,0.981698869895987,0.8884685576292773,0.8957951222593694,0.8931542109065258,0.907489344365407,0.8159068551902522,0.8001636008600735,0.8179145978913983,0.8297740923979788,0.8592004370672902,0.901181858748886,0.9776549785907731,0.8997553418954592,0.853808723617379,0.7999282692692548,0.850138378672539,0.828548257528293,0.836697053354115,0.8841635481554245,0.9642739541863122,0.8993900593881726,0.8070910970350805,0.8883720779122172,0.8480620980930429,0.8390639644049377,0.7450385751064497,0.8665280180136289,0.9753698895358386,0.8961655497679727,0.9777786770992418,0.9739547183307293,0.9719671734099706,0.830168922844579,0.8061755088809198,0.8081354536305098,0.8029159546767389,0.8258942638121336,0.9701417382620044,0.96917575503954,0.9007047625497184,0.7933262143378617,0.8272155488218691,0.8197722740672833,0.8577646299691273,0.8654494279904046,0.8922401085660231,0.8864546081552374,0.8635051333785639,0.889661435342049,0.8994323417091279,0.889172628805733,0.877013868598775,0.8942163625671883,0.8934531975151326,0.9666813426084123,0.7992264390634616,0.8521204187277984,0.8034053711199339,0.8544728837421693,0.8707477778920919,0.9615889615985675,0.8779445490961667,0.9754771866160842,0.9808770372076637,0.8857340511063536,0.9757091496898995,0.8867644771490547,0.974220505067931,0.9691894500865191,0.9742080755437749,0.8685948907887204,0.9689528552113637,0.8055109515758668,0.8741072823123339,0.8299880546517479,0.9130672853223913,0.8686920538088012,0.9778812492448639,1.0,0.9705731524125819,0.9775127031288325,0.977055272588847,0.9839050141773905,0.891675519746704,0.8831762868142864,0.893725088646052,0.90077865009517,0.9759754693384286,0.9702467768420657,0.9077533776200254,0.9148175854653128,0.9748719331257845,0.9715093479971423,0.9794443054202321,0.9029560023563247,0.8202163853111318,0.8376529416308034,0.7734225690980399,0.8468887046009034,0.8361130238860792,0.7600203782049643,0.83727338523824,0.886143407900899,0.9770652256926879,0.8853145366153718,0.8872562757408662,0.8895292139915989,0.8466027023779162,0.8585438222612738,0.8960339251844514,0.8681180769373031,0.8504714985676641,0.8124019297417537,0.8289089685339158,0.7809939631979234,0.860349384558295,0.8999035569090033,0.9798708861387995,0.8941021086743351,0.8998433280964977,0.8086233860412246,0.8724417019400058,0.7633896354991992,0.8392059366611034,0.8882481584553245,0.8848498975786309,0.8571850891833543,0.8641944907738062,0.8829638951128512,0.8917861813322778,0.9255671578019424,0.8678882802990219,0.8754106304866329,0.9749839396191223,0.971555936878727,0.7729480695995135,0.833770808754014,0.9749794242935887,0.9785220338426164,0.8870454960559455,0.8858294039737608,0.890696560708422,0.8254115726521479,0.8129592868194134,0.9459026671398125,0.8758218338030657,0.9717221975060071,0.9060998692180502,0.8265406807536547,0.7660495591262835,0.8898093956553345,0.9655485717268715,0.8500619423783122,0.8567505735409746,0.9798784341782686,0.8594527925027096,0.9325671229646622,0.8907197788995604,0.9775650108623615,0.9622591070614177,0.9725003693296222,0.9674686032147983,0.8795245530312862,0.802120066428428,0.8907356658617965,0.9050590063325222,0.8489222447641529
+New Hampshire,0.791172719228001,0.7944040952979488,0.8414304535369548,0.9124973941226925,0.7793158393541647,0.8598117710475259,0.971442078540136,0.9711957931221542,0.8526898232648097,0.8661817141446281,0.8771810324867689,0.8485697752681742,0.9782727300308507,0.9731055692820728,0.8349495847020885,0.8741613609735254,0.8504286424698668,0.8431679926662355,0.7582886940297576,0.8587627587682903,0.8302584661898587,0.87946423018906,0.8540072415105403,0.8482195915441176,0.8517693779046435,0.8679625253702382,0.8860858074188588,0.8448176799433398,0.8770323587315053,0.8404012954541089,0.8421584133989126,0.8738449397364434,0.8742228078765343,0.8850349316827857,0.9162358925387016,0.857605988471901,0.8391329562943131,0.7874282180673174,0.8292197830939688,0.8261725808573338,0.852618949016073,0.967829797847625,0.8549791026354642,0.8453987825309971,0.8495041807015082,0.8433790699295466,0.8493001786813015,0.8472233533704309,0.8512318545498122,0.8785245252192905,0.8732712580240644,0.851823243364667,0.9852603052763375,0.849657529792242,0.981206517128741,0.8807220063779081,0.8897598580503279,0.8910709828290364,0.8870833957151145,0.8839811463284871,0.8866593552716738,0.8934978201299496,0.8839957738199801,0.8960696860369716,0.8845870328660709,0.8857316295877802,0.8919873674227061,0.8925502978463203,0.8622634957843059,0.8146248810356163,0.9792922752225821,0.8884071557000313,0.8869986489990461,0.8500953476391613,0.7724146504428876,0.8449228831699284,0.7474818962911763,0.8795071592366177,0.9307603065134006,0.842808449025965,0.836393967263359,0.8784307209198597,0.8628215862243106,0.8810920020932629,0.8943386874992604,0.9754984300676033,0.8754538796706649,0.8845751220891542,0.8803899464309461,0.8981876979355276,0.79294633856429,0.7809303133241104,0.7996894003666389,0.8062962098784365,0.8449173812941446,0.8904828612864248,0.972786884155463,0.8879689160579571,0.8407294578272068,0.7870942058678702,0.8268327671651926,0.8074942964126016,0.8216212114027592,0.8707410980351762,0.964276258446315,0.8818607722158003,0.7921715031973869,0.8795543590787582,0.8370612389913508,0.8193407077391953,0.7307970095343079,0.8525688472255654,0.9774944870018331,0.8798189502590075,0.9730224364724462,0.9747599253149585,0.9767209198564968,0.8159936234602898,0.7862059766094782,0.7849898729002457,0.7863586784796605,0.8042685659344387,0.9784019523386819,0.9789826400615055,0.8950206558891525,0.7753437485493805,0.8108913115409871,0.7988133023875053,0.8457463212497357,0.8484538251600936,0.8782728559039139,0.8720673097984268,0.8512744951456188,0.8770620509962372,0.8856518447559036,0.8763825759981664,0.8638722380559422,0.8801159219059466,0.8796045170295468,0.9698965244027451,0.7843364762939229,0.8280331044706699,0.7913421770186173,0.8404956082519577,0.8525565409087668,0.9875316530017823,0.8652694457932765,0.9711044463391623,0.9853949846380549,0.8708880952099428,0.9762542383136674,0.8737978224329122,0.9760905351244272,0.9633900528889325,0.9750667276920099,0.8544747998369876,0.9737509221463672,0.7880247476456269,0.8607623280084233,0.8148064999632414,0.9080267581041342,0.8520343563869065,0.9791269519592446,0.9705731524125819,1.0,0.9795092292111434,0.9707728032912496,0.9757740186826953,0.8753021353660144,0.8687627358607426,0.8761679276711923,0.8868740881678334,0.9749866169929252,0.973960894258579,0.894890465175561,0.908663262546211,0.9762415794317412,0.9711527789932707,0.9793188943502085,0.8906700631118724,0.7970093984645075,0.8163499541798171,0.7541970675386148,0.832684344107864,0.8160783952553032,0.7490018110016131,0.822207271709874,0.8729232580813363,0.9785791149203462,0.8713495803763395,0.8737780591399702,0.8764545919987847,0.8355386270962872,0.8445285254056241,0.8808768291015268,0.8536519400271384,0.8326152497216749,0.7941503332172407,0.813104940843418,0.762285791590463,0.8428015780920566,0.884080947945892,0.9838486076450811,0.8801172597359618,0.8929503283132904,0.7890335502205627,0.8561693104343948,0.7408755722619084,0.8164043318798542,0.8719778146276888,0.870709637183774,0.8456721661424139,0.852813951902853,0.8682251166055223,0.8765531045232873,0.9180311143679111,0.8551059513042606,0.8601901150099062,0.9736913722221342,0.976637563993589,0.7617895015917687,0.8165408353357249,0.9739569029690829,0.9705327361982728,0.8724991128442183,0.8753695766040236,0.8775649565523822,0.8145989414134179,0.796075769327325,0.9409278000383511,0.8627130700336636,0.9769140301132575,0.8935127278392533,0.8067545558608181,0.7570699623483836,0.8767640271903393,0.9834715500207628,0.8366967489520805,0.842321532667472,0.9784586339124685,0.8451975087628745,0.9249293790678065,0.8773091131504401,0.9748708865462574,0.9686593114520666,0.9758305703791809,0.9721705936322154,0.8611841778961004,0.7889066216569524,0.8793998771266289,0.8905847138621922,0.8379707830793909
+New Jersey,0.8141147587572526,0.804495773871711,0.8477522784584983,0.9148716137998744,0.7978750702265024,0.8677623719956018,0.9711792767937538,0.9636103741169691,0.8671387453890859,0.8724875921489363,0.8884263139037446,0.8625858518971045,0.9805787697199089,0.9695230887394196,0.8460234010621619,0.8844632760001204,0.8583155348979052,0.8503111198100052,0.7752543998662632,0.8703347750179262,0.8402188433422467,0.8941129918086924,0.8692983348358138,0.857713562595709,0.867630726405502,0.8786766173591786,0.898965297644962,0.8517930883225894,0.8874863183841045,0.849972782784777,0.8504097490979216,0.8849173823923335,0.884844095209594,0.8992302964878733,0.9196413643335681,0.8696323114752084,0.8502967297977121,0.8050304491438995,0.8482450770531104,0.8373423762137573,0.8625886060266733,0.9778830699494779,0.8659905434967726,0.8582001781087674,0.8624188028732496,0.8500312244669858,0.8630345495525668,0.8624534352580805,0.8658701563240121,0.8901003342195797,0.8833614442346107,0.8582397165550335,0.9831136612302956,0.8639327811815586,0.9827702157042424,0.8907055047365667,0.892523781672802,0.8945401796794245,0.8896081882969911,0.8863303748058572,0.8897733644879497,0.8985650540436644,0.8866562014933116,0.8996457677081134,0.88783921383838,0.887987560105772,0.8949300748038912,0.8950592144392692,0.8752430568677945,0.8390469127722239,0.9826566361631105,0.8903547505116077,0.8971826783249643,0.8651140113141443,0.7840790126679295,0.8585816221139483,0.7631164941970552,0.8890959650927037,0.9383318479476143,0.856584577227603,0.845022621969743,0.8914902897220077,0.8709882182260708,0.8927438455756406,0.9081358705797958,0.9819297468619765,0.8857744717142203,0.8951723542451527,0.888173586426605,0.9049666674076547,0.8092610480922865,0.7998440992206286,0.8120791876937762,0.822346584203421,0.8573793055544808,0.9029954832746634,0.9778570867417364,0.8993994591393729,0.848474634486925,0.7954728955675575,0.8459535170112149,0.828932766835824,0.8303555975042914,0.8815919446200776,0.9694398572705479,0.8967373741840425,0.8082681461494924,0.8847384651639347,0.8495350462093065,0.8391586268889134,0.7435280117877886,0.8629012787202033,0.9696212879636391,0.896120438701913,0.9771004475401511,0.9724788159854667,0.9693525073327119,0.8403944041937453,0.8015692493196336,0.800452702977546,0.8009388175613272,0.8272656039400204,0.9741520479008289,0.9743498776469501,0.8976896226729721,0.7896667715866779,0.8253299724908847,0.8167651354289853,0.8593530429660046,0.86336766529004,0.8893750128546868,0.8824812537242462,0.8584777658843402,0.8851619146528793,0.8980602950001986,0.886797628289663,0.8720144583838827,0.8911154195446235,0.8900064242302053,0.9723285013387994,0.7972773986676405,0.840856158718141,0.8006379135554531,0.84745050023846,0.8691545064298376,0.9689002737420663,0.8735089099310707,0.977908272120561,0.9842848770891262,0.8813636868084568,0.9746649871402329,0.8849597770564279,0.9737150629398722,0.9657697718141454,0.971801214006772,0.8636988083020205,0.9623448465209861,0.805491991903839,0.8734053219148733,0.8288788008845311,0.9101609094695398,0.8687537899352276,0.9752228734798651,0.9775127031288325,0.9795092292111434,1.0,0.9679151287007146,0.9882281283249742,0.8878679263472099,0.8794422116613713,0.8902503981650871,0.9008070563213673,0.9754315969826772,0.9677819139894456,0.9098102687666614,0.9114950693522278,0.9732953550991725,0.9661897227552159,0.9749462618895768,0.9023710725612196,0.8130931172606214,0.8311322685063874,0.7719320489560978,0.845290767952851,0.8288322794772603,0.7577200226686079,0.8316862987031148,0.8847043336969347,0.9804473814121066,0.8819551152279643,0.8830211523922269,0.8868422090197446,0.8415841670383063,0.8526315040891221,0.8933978139518719,0.862759489164027,0.847653699506265,0.8053765668866201,0.835864235182566,0.782831897549285,0.8579258488474781,0.8965214972040665,0.9804164721789531,0.892391901520759,0.896306725411794,0.8114503522242282,0.8703833768769192,0.7609058452189241,0.8308892779393596,0.8837372957753808,0.8808679393590267,0.8513400951811626,0.8578872573685893,0.8785133621878976,0.8883376411970808,0.9216188576451015,0.8624177220689121,0.870808738691576,0.9747759190233412,0.9671746684846275,0.7684172215931081,0.8358814960662209,0.9735004007520307,0.9742007632596164,0.8826326447147729,0.8815646851775485,0.8871148568891914,0.827634784189724,0.8114571091970396,0.94305603860014,0.8709148243607027,0.9750938529212542,0.9071679369117476,0.8214014816302911,0.763585724387333,0.8857083378117101,0.9660877331493734,0.8448716178540078,0.8507714075401038,0.9809239542053156,0.8539599118831813,0.9290215710367898,0.8854933828629216,0.973684561064646,0.9601619538494769,0.9699944125401183,0.9599987419979213,0.874702780855964,0.8033517505453633,0.8901407676954852,0.9055656276113885,0.8433264709431321
+New Mexico,0.8067996430177072,0.8190174651667195,0.8482876934236702,0.9157579905461319,0.7907835593614658,0.8741510441437039,0.9760225770954579,0.9720390715884103,0.8651375153156744,0.8778748454265083,0.8846451421225555,0.8603007966236486,0.9837985445747787,0.9796898571357632,0.8459664256416477,0.8827929976441728,0.8663938530287718,0.8606242335319259,0.7759050855036138,0.8667670249075508,0.8498993091147259,0.8883904304539952,0.8659098903830451,0.8658095443659249,0.8630768067554208,0.8759480747241913,0.8939554561262367,0.8611192703148206,0.885462159160217,0.8563584219621532,0.8596610903329344,0.8814703210530607,0.881346131041877,0.8943154923639319,0.9182711832132937,0.8617104282519135,0.8596504468612557,0.801931271005503,0.8530694456379146,0.8373730007371399,0.8692320182198334,0.9724325324926305,0.8709268392632972,0.859006632183173,0.8607405188310904,0.8589095287198871,0.86123811255561,0.8594477419686384,0.8625575095041799,0.886685673150987,0.8824500211403146,0.8664753080984772,0.9812430795944179,0.861338089921829,0.9753238880767349,0.8898450555225241,0.8970682580922479,0.8975559771439644,0.8963745356827316,0.8909668981435329,0.8970768007749795,0.9022308098911952,0.8915310430363866,0.9033665314159879,0.8931921468507441,0.8956018188216528,0.9003972641480799,0.9026112203132232,0.8710689236389495,0.840414133667114,0.9789390533473353,0.8940329275873563,0.8884237522857459,0.8550423589202438,0.7875090493442352,0.8572430608402748,0.7664593158479455,0.8915855184357766,0.9351717337444274,0.8549469061431457,0.836771166531288,0.8863313384233813,0.877466186817762,0.8879909925464589,0.8982051448866857,0.9796988747487181,0.8845851175171705,0.8860780696339126,0.893214447233962,0.9016886028067191,0.8093278908680541,0.8016185462912234,0.815368677647056,0.8335702027171353,0.8565909744190647,0.8921567180313468,0.9795257880147784,0.8903955767251602,0.8570540444185252,0.7932470880088973,0.8501340285342237,0.8248530798343181,0.8310623757866141,0.8796692010916561,0.9576964532103014,0.8903740729344574,0.8033724194193839,0.8865044775117542,0.8424679745964824,0.8349894335634055,0.7446959591439448,0.866628976847148,0.9773570808673006,0.8889052000365029,0.9768829707791601,0.9781366133924299,0.9773080598691296,0.8104362875783988,0.802666960047297,0.7995981375069753,0.7913827079214951,0.8188138865102387,0.9742522038501539,0.9753680965845932,0.901556155121887,0.78467652803955,0.823716170360283,0.8180241560095184,0.8490974159075947,0.859954221123232,0.8871569467711092,0.8860246704526005,0.8661905957402425,0.8894505427732022,0.8890854463880009,0.884514845023744,0.8789202138142035,0.8920584511635318,0.8889059625399146,0.9700199681634454,0.8011092391978952,0.8580092015641855,0.8038641820555531,0.8568029247715329,0.8642388866923649,0.9682067952649984,0.8785788347668783,0.9720542206026322,0.9738869584224972,0.8806542315347693,0.9773660908166054,0.8817814504125547,0.9701894922137311,0.9727057013354706,0.9787278479910805,0.871200766243944,0.9767863459900823,0.804936767963997,0.8635882800130092,0.8307383059894599,0.9134521415816895,0.8643915160014759,0.9810074599735612,0.977055272588847,0.9707728032912496,0.9679151287007146,1.0000000000000002,0.9748968227407363,0.8838807858001686,0.8785096452922837,0.8849553090198006,0.8893892688261101,0.979120455495575,0.9746361743188607,0.8973459656354377,0.9161130593768801,0.9785989572117277,0.9801303725009252,0.9800443629139017,0.8928045641342668,0.8232584105330197,0.8351168275134374,0.7758962170657866,0.8452114686132605,0.8419812851257134,0.7624848419434995,0.8389289680005628,0.8804322993081485,0.9788250781757305,0.8809902583219873,0.887094739477505,0.8846400190704745,0.8518274894157153,0.8604345064508162,0.8894083513034208,0.8701805046364236,0.8480380757262885,0.8089101393232965,0.8133624998668417,0.7781378906844647,0.8562303697321241,0.8921682389469218,0.9756906384557407,0.887774777548769,0.90093904002116,0.8024743853947008,0.8619560459841077,0.762020451126113,0.8435898323486698,0.8810734946275005,0.8795226828715211,0.8615735517385154,0.8681046937748487,0.8779880434340034,0.8839887964751085,0.9228278107729204,0.8709028136768628,0.8762556363927753,0.9778681968617008,0.9796822368462228,0.772009742362225,0.8274134986135183,0.9801197501315008,0.9836377961529634,0.8819366740867742,0.8853214952812898,0.8896610031943154,0.8188491200059159,0.8133197856838595,0.9458174320503988,0.876984367609717,0.9696269215656403,0.8943428059986371,0.8332969524336269,0.7661602790694981,0.8889045436041831,0.9696815802098739,0.8527497173526415,0.8593274917750088,0.9793701188458127,0.8615286147421886,0.9292516035351607,0.886278197431809,0.9756959389889485,0.9723368287395249,0.975548288799875,0.9771177572776758,0.8780557701944368,0.8030610371260846,0.8821685178913746,0.8942411261448457,0.8537682677598085
+New York,0.8337587505331671,0.8166545671846706,0.8593734056433653,0.9222558633290893,0.8123084560168721,0.8807156830570788,0.975352179639516,0.9680653354405337,0.880392012129679,0.885781396947016,0.9035325497556292,0.876609581609089,0.987670663079156,0.9742607363079202,0.8581971526103644,0.8998808084444142,0.8702023886636336,0.8610981288518464,0.7908171186018897,0.8820897184257938,0.8515444941204571,0.9107301268980285,0.8829840307391202,0.8714765694782958,0.8826748814215079,0.8937074180859562,0.9156852853386477,0.8633362815073924,0.9028098575856267,0.8614127966717221,0.8627280394446257,0.9008034416793458,0.9002536881568177,0.9136711755130157,0.9288385594598064,0.8837977687349056,0.8626377656968484,0.8181376703680795,0.8635859804862585,0.8466917919425881,0.8753549908205621,0.9869177336690695,0.8786393548067044,0.8693448785321372,0.8757119082715186,0.8607866271679175,0.876925728096832,0.876754415524811,0.8795682736502124,0.9055895753527666,0.8983077433709469,0.8689579776640017,0.9805627238566662,0.8774836226812073,0.9890739574085009,0.9041193746509917,0.9011967658041113,0.9038666932704018,0.898490869447923,0.8951488899804702,0.8986039404028608,0.9073911450375223,0.8952272528386376,0.9082596288800145,0.8967857975464668,0.8959708775299503,0.9036860407649266,0.9041593414170913,0.8911078822736367,0.8506663833273507,0.9845702073840377,0.8978427834517408,0.9096965795365566,0.8772000308236435,0.7942988625713115,0.8715484809266095,0.7797634935082758,0.9028424849013761,0.9505243673145629,0.8687638116078563,0.8569197178194671,0.9067135370534956,0.8823564974072354,0.9066097558382777,0.9217194195721286,0.9871945318222948,0.9013520766365626,0.9080159271010607,0.9016395438270043,0.915861009948529,0.8257733616113899,0.8132020310774216,0.8250436900771015,0.8356594110019337,0.8705653960120004,0.9168857604260645,0.9842144989634377,0.913199675398362,0.8607887829949168,0.8020060241054896,0.857496478575013,0.8443128948546113,0.8399550973016694,0.8966721109111501,0.9687324158962205,0.9136602079552515,0.8210471142239422,0.8934590799734969,0.857184053635514,0.8551349414707173,0.7533555429117001,0.8749286006882765,0.9741515168755741,0.9129821498113098,0.984139101831875,0.9766952581379217,0.9731172477265445,0.8537701608482762,0.8141381401153583,0.8135504063931419,0.8127617341136876,0.8419406116894527,0.96965258056041,0.9695018469744741,0.9062893291426054,0.8013460448762767,0.8375147107859986,0.8319555246195187,0.8710888859658772,0.8780979152599009,0.9043211846824029,0.89644368761879,0.8695514793053771,0.8977213833055026,0.9115585623392908,0.9018849014376815,0.8841266634111657,0.9056030074720833,0.9048167841118211,0.9684597185158439,0.808887773445692,0.8536014253909191,0.806762839570778,0.8580968431257464,0.8837227516498302,0.963981413761429,0.8862926082323251,0.9832145426759561,0.9910230616032452,0.8973513807443193,0.9791570141981846,0.9002001252987528,0.9787267452590362,0.9703883844816449,0.9764084014344423,0.8773227112575683,0.9668823474780673,0.8180507378523422,0.8874066578635471,0.84160894376171,0.9183974843217052,0.8841587660671633,0.979968633230603,0.9839050141773905,0.9757740186826953,0.9882281283249742,0.9748968227407363,0.9999999999999999,0.9041979141006572,0.8947901564153369,0.906973032402418,0.9150755054463684,0.9815796082275751,0.9696295281068554,0.9250362419955246,0.9198277906222547,0.9777418654291749,0.9701670928338723,0.9820886750690251,0.9159415618426936,0.8256487963804634,0.8440172858926476,0.7883169489361753,0.8583833154101737,0.8352222340411749,0.767341630879654,0.8427315180200516,0.900157670835452,0.9827806013237764,0.8969422885214614,0.8970747169716465,0.9018796331764706,0.8523446152754435,0.8644670106831084,0.9087742140831773,0.8753388965139705,0.8620954223851558,0.8205644589540805,0.8510287396803011,0.7976778331522824,0.8721842368497938,0.9124841403352492,0.9866987951128402,0.9080755742458011,0.9047434482928592,0.8254811480205337,0.8812971359035277,0.7766143075813496,0.8432961841766696,0.8992841747622448,0.8971265490161479,0.8626227959707373,0.8691787420992639,0.8939877002459301,0.9041742826064505,0.9314792646435474,0.8733053317055742,0.8834940723920627,0.9802218115737602,0.9716553967093416,0.7747634253593392,0.8502228017390918,0.9774994142927909,0.9811570247550675,0.8985552947022688,0.8954831634999462,0.9009309511929966,0.8392473954019818,0.8219989237151031,0.9492874301928237,0.8843627012400155,0.9734713749139668,0.921491715669401,0.834369253422115,0.7703822749073393,0.8997385380917907,0.972041396728573,0.8561653939021336,0.8629302117614928,0.9862252386267895,0.8663926025666331,0.9387778782934643,0.8975425879444987,0.9795508067465387,0.9615131210334946,0.9744886396492073,0.9638101664553426,0.889275079599842,0.8144416113730419,0.9036416684076386,0.9200186701849121,0.8544301868531341
+Niedersachsen,0.8281091911026687,0.7913778193841746,0.8929156560975723,0.8685985208009487,0.8100556652952313,0.8757282764529106,0.8745880246915048,0.8718775958783233,0.876668914295692,0.8817147759943736,0.9056467659946338,0.8739089927837219,0.8957774486790231,0.8776777311093006,0.8524818013085562,0.9080259394776208,0.8674268374355567,0.8548848494753807,0.7885184021109022,0.8821121105890221,0.823446855148323,0.9869264289117257,0.8774734973128007,0.8712543276493948,0.8817368146389359,0.9030253207391694,0.9907627626175926,0.8613617791058841,0.9110861003537986,0.8594871034113292,0.8609445526035084,0.9855074144565991,0.9074099061390422,0.9132102943220992,0.8654773236919556,0.893843446074278,0.8353933221492851,0.8057183558836973,0.8517078453830033,0.8240338816713125,0.871757255239472,0.9007904921991655,0.8739812344027994,0.8582420939731497,0.8710725926524131,0.8554852741687963,0.8747350678768478,0.8777454213493988,0.8772752952511996,0.9130756803756142,0.9066827536715251,0.8624079705360025,0.8854790078746353,0.8729584907234668,0.8909312864384062,0.9005106090511524,0.8684152874816199,0.8710249292414843,0.8657736067578201,0.8635783129478314,0.8686717910368158,0.8733852308475277,0.8612473136016962,0.8740599518732218,0.8646110413086354,0.862276697468395,0.8708467556529365,0.8705740914426464,0.9636002776262962,0.8159443005870785,0.8844940377937938,0.8610869119635088,0.9221629153891411,0.8735124255018446,0.7747543431922306,0.8586932260036595,0.771599724571051,0.8986312976641287,0.919043677595744,0.8620354728895598,0.8508936057526174,0.905211534143939,0.8746460333728797,0.9160953262825832,0.9257541354058048,0.8946050305790394,0.910038515925474,0.9185427916592319,0.8967029407685461,0.8724650541975075,0.8204706526113451,0.7916117641200037,0.8179261247621936,0.8174105972203634,0.8664417166842061,0.9265188245406732,0.8869511515078505,0.9212553426264747,0.8605522190637623,0.7571569462784539,0.8348928681164139,0.8291397560986455,0.8343021676681315,0.9029445430274111,0.8799188155333172,0.9898928189109627,0.8030411308194951,0.8542418075346602,0.8213740610396203,0.848046468429114,0.7379015206530869,0.8643664653525972,0.8796296545831177,0.9147046209583699,0.8877458045511768,0.87890966604974,0.8753898271382246,0.8288770776174439,0.7861974074820249,0.7953735288980125,0.7914163148451773,0.8338971817206684,0.870381119017564,0.867870101312647,0.8709983571403935,0.7836305521325319,0.8200304969540848,0.8252040090239309,0.861905496329087,0.8764550815017987,0.9066223263871886,0.8920904850773904,0.865503627061107,0.8903096534715166,0.9212466759278215,0.9097700654093911,0.8743773065815523,0.9045186712180578,0.913008417773617,0.8665240321317627,0.795696571017051,0.8228544239207304,0.7729035782441235,0.8500899172332399,0.8797241692569435,0.8654039505915686,0.8807704753552152,0.8865146693317032,0.8922239583099266,0.9889563620602889,0.8824080567334687,0.9039047917183187,0.8822694449728412,0.8716511559804073,0.8774584791539561,0.8772622785977182,0.8690834985138802,0.7939047910684757,0.8870467399909374,0.8273063714332998,0.8713386182672532,0.8829973398834231,0.8837731485685347,0.891675519746704,0.8753021353660144,0.8878679263472099,0.8838807858001686,0.9041979141006572,1.0,0.9019358938484427,0.9904196456786599,0.9232535141084095,0.8855144424023486,0.8704765176137654,0.9249279205938084,0.8821645113289259,0.879846195049418,0.8718294134727013,0.8887470765971004,0.9268705998795134,0.8096232178057499,0.8203351754058951,0.7791386078779411,0.8630917509429974,0.7740172019303535,0.7442966647079158,0.8336436586608627,0.9081723378542333,0.8833599986281058,0.905947138511412,0.8944762520779176,0.9085331917724325,0.8487587726466425,0.8598780069244786,0.9100336072236681,0.8706713022486968,0.8682758171137371,0.8165297033803964,0.8456450897393709,0.7921018354926638,0.8709584071568748,0.9903665491189345,0.8886410163299743,0.9128406723821629,0.8736147490491973,0.8239439807567616,0.8457475411501711,0.7692029259895998,0.8112173118802313,0.9803269523845455,0.9845120016102441,0.8590422477646614,0.8603459477604214,0.9876191708208371,0.9918469087434917,0.8943364465920801,0.8658671249097629,0.880625879458221,0.8832570549370135,0.8755698416600102,0.743465516920954,0.8532635907629605,0.8794236800658807,0.8878285868487359,0.986502430233799,0.9036986986911655,0.896547496851538,0.8157338499625624,0.7893926099294002,0.8584161452071578,0.8802051166204746,0.8818093683221739,0.9242217211270861,0.8025365874786046,0.737821371315157,0.8970081775857133,0.8776955598289892,0.8536136645131501,0.8633897618206041,0.8886268002690407,0.8671624488378421,0.9045263654769924,0.8989435378191424,0.8883694602724723,0.8604483285688165,0.8791375699676743,0.8652340830907682,0.8656060938635189,0.786168858585832,0.9111664468078937,0.9240953975250821,0.8489502659159344
+Nord-Pas-de-Calais,0.815479504969036,0.8005962822379425,0.8415726068569193,0.8628793494563878,0.7959115662759139,0.8816548063464031,0.869214829407532,0.8681440170794027,0.8732154448175933,0.88797704208882,0.9799374055180482,0.871181485461156,0.8879942212002573,0.8722569795707407,0.8521940949757398,0.9820981758960811,0.8738877611314582,0.8651375525161268,0.7743217182000183,0.9055266343273318,0.8273196613951752,0.906634423574455,0.872929279235002,0.8760865383897436,0.87629150124735,0.9799555761480051,0.910554954067322,0.8687884215452785,0.9867031360413081,0.8663502499649454,0.8697830379239007,0.9014787928759204,0.979015713122821,0.9449259166888464,0.8683288914924436,0.8759915285924487,0.8438954962514176,0.8175359087374139,0.847764652446715,0.8217284573773278,0.8790456352831282,0.8905629627235294,0.8820495112717315,0.8588310367839026,0.8686803849840177,0.864474461019547,0.8715211512020111,0.8731956731889177,0.8732958919679917,0.9860517055354944,0.9859407381910228,0.8687660123857106,0.8784071998774899,0.8701811395577448,0.884070160029848,0.974524405114457,0.8660932199279231,0.8679529487242519,0.8641420349421824,0.8598916437848281,0.8673207405381359,0.8716723557884013,0.8592866639248138,0.8716615691489927,0.8622947924499956,0.8621168597203502,0.8689123720437579,0.8689860875824511,0.8830332661049721,0.8108885634170684,0.8790385282536177,0.8576312404035785,0.9038440096932612,0.8590263586323772,0.7693224697384329,0.8623808558349978,0.7580271888428777,0.9016820641208111,0.9113079084127165,0.8608928132327425,0.8320749961300985,0.9741654983029667,0.8799888063338611,0.9189258452883587,0.9107011960043625,0.8884020892896436,0.9861150174354602,0.9005930745961497,0.9002732150538899,0.8679529756360772,0.8115349695417854,0.7743709651963445,0.8155512041181681,0.8167848380412409,0.8643510009187643,0.908084051594547,0.8807043273790672,0.9019419028927478,0.8682874823051836,0.7591794870385364,0.8290223495692443,0.8341773292200372,0.824635526247589,0.9811111423696119,0.8694085339948746,0.9087315820306655,0.7908950431994509,0.8507401360754042,0.8223312508981564,0.8232063766917546,0.7279138502064981,0.87056697779705,0.8743922735259416,0.9807351515772144,0.8806245182118697,0.8739737365593222,0.8693940965909398,0.8073897975137097,0.771577245098555,0.7898808316232647,0.7830613578436015,0.8155129970572379,0.8661593969841208,0.8636187148826617,0.8684874355163313,0.7713621552214681,0.8143609380182277,0.8115466054234055,0.8541335708622589,0.8722950183329207,0.9809249698930562,0.8962817551227158,0.8721964739173197,0.896717172071953,0.9051063903791854,0.9828348296114892,0.8803035091480494,0.9058077069216092,0.9855354707789403,0.862983203706377,0.8082637321755993,0.8238811649763075,0.7688079705111974,0.8580903839464434,0.8738798453158374,0.8621493156287314,0.8863708662281187,0.8789876233602765,0.8850940014083394,0.9000648750759634,0.8767901853009402,0.9795836020785179,0.8746237413744656,0.8663639986742068,0.8724438305122373,0.8821637684962282,0.8653076029641812,0.7792692495851451,0.8732169608120417,0.8159127951637068,0.866617456687888,0.8777304748733847,0.8781493540061259,0.8831762868142864,0.8687627358607426,0.8794422116613713,0.8785096452922837,0.8947901564153369,0.9019358938484427,1.0000000000000002,0.9044640391430838,0.9065388588833118,0.8802051984234001,0.8663102752764325,0.9076625670858424,0.879473211467572,0.8738967257833671,0.8679491084500893,0.8820889360613521,0.9090292705340256,0.8125691249324805,0.8099288477489629,0.7657443900398945,0.8565545816398245,0.7842307000909484,0.7414023536241204,0.8426980597148606,0.9798809076271142,0.8776054301274586,0.9886250709520615,0.8987349897685958,0.9836966516945634,0.8591725002816012,0.8673642277786616,0.9815174173935255,0.8781696254176282,0.8590799874075009,0.8086193169613682,0.8291989750786745,0.7741810812083955,0.8682875872798069,0.9088627198573103,0.8819975332493509,0.9824422453128552,0.8705030459402658,0.805095854622288,0.8346267794653902,0.7943408026055903,0.812635035327625,0.8973857870123407,0.8975293182799537,0.8675363549367874,0.8692912467933023,0.896952221893842,0.9009845511179024,0.8890305071429591,0.8732848830537787,0.8869377995803989,0.8771558400328687,0.8706042549072713,0.7403247191889564,0.8335637250164178,0.8742370877749813,0.8813551495214763,0.8990374806596789,0.8932142658982901,0.9003420790292163,0.812677019032953,0.7797697412815383,0.8541420821661202,0.8857776962326922,0.8736068532747838,0.9065521421909073,0.8058539436638004,0.7440194706888953,0.8992618009971566,0.8721557551215016,0.8639829681763214,0.8709581277104027,0.882580787506999,0.8729733451156043,0.8988289385550686,0.9513374542216084,0.8800325802285638,0.8581175919387078,0.8727057263870679,0.8621520803409868,0.8548260161182141,0.7706604235363771,0.897446989892251,0.9079680403302635,0.8591697098950754
+Nordrhein-Westfalen,0.8314569224988245,0.7926262498916945,0.8934680149770411,0.8706443887171951,0.8143696029488001,0.8804139235719088,0.8763304186854832,0.8734228732679464,0.8792865349384388,0.8865006275470535,0.9084433679582773,0.8766721703015002,0.897077454875275,0.878982995652928,0.855151952835686,0.910025249902483,0.8703253551996651,0.8581396501825127,0.7901610250970942,0.8848838624399116,0.8256155705266907,0.9887847628697607,0.8804741003308979,0.8759956728670776,0.8841817746803614,0.9046508316504367,0.9913861478220436,0.8645344203091931,0.9132090386702184,0.8630032084251708,0.8644099592665077,0.9827158467476901,0.9090529199273948,0.9186411587146197,0.8668600194812077,0.897605184532787,0.8371935264633733,0.8080212307527962,0.8534591258108467,0.829168629526927,0.876768596149433,0.9029931533354714,0.8793049927407827,0.8608171561806846,0.8739242911051059,0.8588798093396044,0.877344917812903,0.8799832281148039,0.8795912413885615,0.9151260799977747,0.9088975368109743,0.8656056297179731,0.8868389195163796,0.875877235464154,0.8931357211457525,0.9046315545860931,0.8726062757967596,0.875308081007344,0.8698295253523173,0.8681945740916409,0.8729207570041432,0.8783252446668858,0.8655602473438031,0.8784732039323482,0.86917433667639,0.8666234886935539,0.8748949246283979,0.8748815546078839,0.9644442861361429,0.8178195551524222,0.8864375203009847,0.8655098543618419,0.9238056711633164,0.8760042040120283,0.7785256089895206,0.8613470536531824,0.7733042238465837,0.9031345570103002,0.9221913048748682,0.8641332773023465,0.8502603426474823,0.9081076183922981,0.8779990346175173,0.9195962527329271,0.9289186098637456,0.8968882260286717,0.9125489651232815,0.9199808873575906,0.90106534682068,0.8758262889171039,0.8232674823505324,0.7936608204481659,0.8225970959863188,0.8186355309035676,0.8690984605089481,0.9295535369479168,0.888947950265027,0.9229686648342084,0.863558631249479,0.762104987149683,0.8367592578037021,0.830086402718766,0.8376591034142546,0.9049063181115132,0.881571263028453,0.9919946819271507,0.8047369151917829,0.8576851210424551,0.8270320596975388,0.8472308374163693,0.742950199341594,0.8686022957877861,0.8802588056365735,0.9185107021450719,0.8898731037555497,0.8801712703996712,0.876364099921628,0.8304012609871132,0.7884828022189269,0.7981965727700326,0.7933073628864674,0.8374745053378656,0.8715522154188351,0.869061119614662,0.875332663872021,0.7847834785145367,0.8243638935279731,0.8274282126678515,0.8644717731543526,0.8791905401930653,0.9095707596520665,0.8967778038944013,0.8685129955683438,0.8948822433394547,0.9253763900168614,0.9116934460656332,0.8780357627277126,0.9089342257392791,0.9160972062523919,0.8689008515977024,0.8010896644658536,0.8235164795148703,0.7767123736592412,0.8536851083698377,0.8822152932783074,0.8660406284510292,0.8856516633317855,0.8886037594944309,0.8946064373675084,0.9847917641223168,0.88368707511635,0.906401471441652,0.8834746545491033,0.8737581749632479,0.8787894854254945,0.8820322290068178,0.8700585889202078,0.7953333206388652,0.8903201100116862,0.829279102352869,0.8724322366892091,0.8854220614537806,0.8850613023310129,0.893725088646052,0.8761679276711923,0.8902503981650871,0.8849553090198006,0.906973032402418,0.9904196456786599,0.9044640391430838,0.9999999999999999,0.9266027708896668,0.8871653393628013,0.8715283382739959,0.9289886488153212,0.8863635774410066,0.881030711977073,0.8731007181190361,0.8897392936113836,0.9297460059980452,0.8109657348599925,0.8211184087012044,0.7816429820444963,0.8658228981630791,0.7778869408831566,0.7502146879908942,0.8359453661546177,0.910023673328778,0.8848089485301981,0.907940822782263,0.8987033934502076,0.9102472620607119,0.851905927122347,0.8631111693910917,0.9136769440714055,0.8758345582623781,0.871485218489226,0.8193019478575891,0.8484559093301218,0.7917476536440656,0.8735649655106584,0.9933316529289916,0.8905575628254522,0.9160006511313832,0.8775417816149101,0.8263222279578897,0.849150610838687,0.7723125707203784,0.8135999456578662,0.980798511702149,0.9818148836780983,0.86181179366631,0.8652236795963643,0.9826705384647029,0.9872007329041544,0.8978817503586897,0.8690562095057469,0.8852488582981113,0.8849578287214525,0.8763906600041155,0.7462948110391909,0.8576110994542112,0.8810180033415649,0.8896936251675372,0.9835704895102844,0.9078998021328157,0.9009558157894219,0.8194940776919126,0.791060116753497,0.8599920904091731,0.8848264882554879,0.8828276548534284,0.9280922713254496,0.80260159299374,0.741904290324497,0.9013211488612878,0.8786432007148487,0.857001264307181,0.86658568388465,0.8902665099146962,0.8700004114213509,0.9070705646665639,0.9031295991730491,0.8894410009151664,0.8616363495958337,0.8800531600026966,0.8660234963692413,0.8667990160640479,0.787676414766214,0.9140960256289825,0.9279676758618209,0.8522925979463036
+North Brabant,0.8248004972083057,0.7983693036571521,0.8633230237517746,0.88512608410316,0.8043946825766748,0.8820293824853402,0.8856397461740576,0.882169054123226,0.8842574381061812,0.889474056841684,0.908587380988996,0.879982333084628,0.9043444963220278,0.8883886562374546,0.860947836104577,0.9090344257191476,0.8713606972434641,0.8586019570896806,0.7764655744996138,0.9140455501458115,0.8296084695880692,0.928514655947125,0.882372961967392,0.8750590281905303,0.8877067138871911,0.9045931431388691,0.9328856608796868,0.8657240744751015,0.9119140138941686,0.8651783609233065,0.8641003815263325,0.9192494181770405,0.908314243204097,0.9373810071826736,0.8826565711137768,0.8880984698959592,0.8402476153962262,0.8029183793124263,0.8509270060624717,0.8351751142723617,0.8762318696796837,0.9123441100548296,0.8807046413111136,0.8626998881000288,0.879895624691169,0.8638073640359543,0.8812222695711324,0.8835800885736871,0.8802583692657334,0.9144505462468652,0.9085308729932429,0.8676921850304853,0.8962478406295893,0.8802526982471977,0.9042137204011081,0.9084225798052897,0.8841974354200232,0.8868041550874164,0.8812293962468263,0.8803842209253723,0.8828411420089692,0.8910505661284956,0.8795576735687723,0.8917678372576967,0.8817359875325919,0.8777490797539005,0.8860485504001786,0.8850231462942714,0.9062185219532047,0.8176069146094638,0.8972648505273424,0.8791284531830218,0.9846880580377569,0.8875182022942003,0.7758398905724154,0.872837774763587,0.7491689655761996,0.905848534670783,0.9301124310616743,0.8688270756020957,0.8687071863151712,0.9113197005439121,0.8802391717365706,0.9555619912996934,0.9893476575323732,0.9064750200162012,0.9109313873023432,0.980662525221903,0.9025063052517195,0.8888142473918078,0.8108703285942442,0.7819451394723562,0.8273924948135737,0.8158596485001537,0.8731253091187627,0.9913193359029254,0.8985298326340185,0.9795996533135145,0.8648129962495988,0.7742635824570321,0.8318745673822853,0.8240662449582934,0.8443422736419912,0.905378021330979,0.891139900729563,0.9310989748882079,0.8053718421890259,0.8731380390682125,0.8431160030732417,0.8368613466124827,0.7354851582301876,0.8725223502010614,0.8889942868403404,0.9172550623374531,0.899182021181516,0.8891557766272472,0.8879976895473726,0.8397206287925199,0.7919329769767935,0.7955366115622925,0.7989201125473168,0.8340946757153418,0.881893002445672,0.8795588762730325,0.8864711646401153,0.7913209784881748,0.8285332146636727,0.8218253295444029,0.8782603878051809,0.8831635770306298,0.909733265527087,0.8973616932837022,0.8721906269991663,0.898050210051683,0.9865793627708836,0.9111183835881089,0.8799034726819216,0.9103764642320942,0.9141572380694989,0.8792252348806876,0.7913872838011162,0.8188461730472547,0.7856414146262474,0.8559431686137371,0.8841665115574382,0.8767211483867361,0.8887044939383367,0.8988328601718636,0.9060470767116904,0.9168187696455902,0.8937420482512025,0.9060440343998275,0.8961132031728554,0.8842773155371227,0.8877952469888654,0.88093781775268,0.8803529771024886,0.7876770323828232,0.9555552346827649,0.8208765232030907,0.8890888761890029,0.8883827098073205,0.8964980901345098,0.90077865009517,0.8868740881678334,0.9008070563213673,0.8893892688261101,0.9150755054463684,0.9232535141084095,0.9065388588833118,0.9266027708896668,1.0000000000000002,0.8968680685693433,0.8844070435994668,0.9848632246305256,0.8964797447945256,0.8908357614165533,0.8822792453618653,0.8989864135367894,0.9891784956406056,0.8061447070560923,0.8169812889109439,0.7717629761196236,0.8696606571117422,0.7847569108638146,0.7520947537725726,0.839621626617443,0.9089603020271824,0.8948532136904926,0.9069369482329452,0.9004323090384121,0.9098610642774467,0.8548306457976833,0.8640504909091863,0.9140263040994597,0.8764019560398719,0.8760574260746575,0.8176840727598179,0.853277707896962,0.7760373010869116,0.8766988020208991,0.9303135112668577,0.899885614485384,0.9148146122331096,0.8889819052142335,0.8191806059792998,0.8621024042529255,0.7649730935717678,0.8087929272610583,0.9165178721677703,0.9148631228991163,0.8632055589861154,0.8670845629805358,0.9125461434846618,0.9218924542767263,0.9070442086875771,0.8710468277452245,0.885293149012588,0.8946863918226234,0.887040242036461,0.7603760844164354,0.8549960564335477,0.8911737262093138,0.8980695321642934,0.916545462069188,0.901932194669451,0.9037510629364646,0.827890934366672,0.7863293125336983,0.8708005870526123,0.8867984163116205,0.8918444050175296,0.9904383890892098,0.7890621522479905,0.7472463423962344,0.9040277286462325,0.8903898365372841,0.8598094117953801,0.8658411560452902,0.9009506215383997,0.8702414467825683,0.9156158495897577,0.9202318089328745,0.8996373669385234,0.8702998615701973,0.8909885677690221,0.8754174755002068,0.8725409917563041,0.7822640748421288,0.9779190710420718,0.9886580765290308,0.8546495119815978
+North Carolina,0.811150530926169,0.8121525259665286,0.8500958333572655,0.9187743194787877,0.7955002983078618,0.8738926755752316,0.98578822784131,0.9746551391933813,0.8656036580905663,0.8769834756461696,0.8864461231559182,0.8599896213685808,0.9838747460464805,0.9865419031086893,0.8453348879445762,0.8837868632514588,0.8635641693466058,0.8564857387349146,0.7771517990644261,0.870940818055768,0.8481907791994948,0.8902570827822088,0.8657638799683554,0.8649788032017546,0.8632523259863081,0.8778707732028241,0.8956968154140559,0.8578742142698069,0.88692354899416,0.8541582814055025,0.856403045909744,0.8829275274270145,0.8830865745855798,0.8972548020829257,0.9223489038092916,0.8657649418753829,0.8535949300667633,0.8054792085135992,0.8487688654312977,0.8424881001039352,0.8691360716777885,0.9767903540743219,0.8714057666840234,0.85692673927933,0.8618879617997006,0.8560423442151128,0.8616339366089738,0.8600980255116383,0.8610648787958596,0.888781361197721,0.8837172229475452,0.8633855392233419,0.9802373695506602,0.8610293378888271,0.9832230722475558,0.8914578509108805,0.8997122211887446,0.9003124192160833,0.8981449086552722,0.8941317246748615,0.8985659943347865,0.9046219157982012,0.8949362380920176,0.9058853401797876,0.8963817947726103,0.8969025858696786,0.9026556316074666,0.9033270722266552,0.872999963204497,0.8382530504176169,0.9878431763691624,0.8984590161599485,0.8964332696682031,0.860999806651748,0.7895499774935848,0.8582206912339586,0.76503391596795,0.8922531068757816,0.9393164935623974,0.8547704045463548,0.8430482885525785,0.8892592586097873,0.8745318356301844,0.8915707197785594,0.9057178947651756,0.9874875012249216,0.8856670925234841,0.8937992579356109,0.8925617684456822,0.9070258544760773,0.8112445441123266,0.8054615299751924,0.8178903824544733,0.8279781405361046,0.8565036399593835,0.9002892291143649,0.9902953239709641,0.8971924848422251,0.8540731807693288,0.7982193187069239,0.8461852144435774,0.8259432349148184,0.8352996549201364,0.8814761103113725,0.9622943622026702,0.8929760831850684,0.8086129153821883,0.8898239885279259,0.8513983145727275,0.8372653392507678,0.7477557470601314,0.8673517975503036,0.9777088596234045,0.8914646526902249,0.9836988326165256,0.9852518637025687,0.982235173709116,0.8245624350922426,0.8096621268226206,0.8019503066366341,0.7995251620456719,0.8254314768484634,0.9791033370372477,0.9840869411622697,0.9046284567996411,0.7879671708847067,0.8301897457911782,0.8209070239790345,0.8571122570270502,0.8610412623580278,0.8882369036386756,0.8859512311632103,0.8632964572424701,0.8895216488988679,0.8958055223698855,0.8861960448805873,0.8758048535680208,0.8929813853177385,0.8899694102479678,0.9783424574787961,0.801368839938978,0.8464999486470698,0.8089443890976329,0.8530907608985023,0.8639566017689005,0.9725437059008623,0.878780748417099,0.9834432751949892,0.9810765509102782,0.8813864875840368,0.984617636498254,0.883106375389869,0.9790522266972493,0.9837750698197009,0.9859812591304178,0.8707339428360513,0.977778104749188,0.8096404342617577,0.8718642113837297,0.8300378456463705,0.9149621512193871,0.864645158356373,0.9875147461336923,0.9759754693384286,0.9749866169929252,0.9754315969826772,0.979120455495575,0.9815796082275751,0.8855144424023486,0.8802051984234001,0.8871653393628013,0.8968680685693433,1.0,0.978583382663236,0.9041469043328629,0.918983231910247,0.9847054763769316,0.9818774169953355,0.983001509341347,0.9007220477465732,0.8165150679515604,0.8349844931274669,0.777288568932698,0.8495480749993728,0.837789180333729,0.767584990892136,0.8362233677476777,0.8822847922260629,0.9865254226902331,0.882338465198549,0.8871202259696799,0.8858838812442117,0.8486290069862732,0.8574678156374193,0.8913264216967678,0.8695463373779162,0.8521897545579495,0.8105372014536573,0.8251576777618912,0.7807064253787023,0.8561483721503798,0.8943745822429586,0.981456547639726,0.8894822080200068,0.9040069942002789,0.8086465163380987,0.8678773969435295,0.7643971163370435,0.8365749839213588,0.8825847040938871,0.8798162441612115,0.8578666455644967,0.8659607627414632,0.8782738553628292,0.8855469927026904,0.9257018158205641,0.8673203800878828,0.8760259829329898,0.9909103435667126,0.9810007338534155,0.776648328959346,0.8333107465467088,0.9891505263785036,0.9846465744583216,0.8824565514009008,0.8851496406179701,0.890227514493819,0.828571439943653,0.8181867572951492,0.9529639584533893,0.876397672944709,0.9715849846793677,0.9022150283845682,0.8217575245460572,0.7711426205193135,0.8893326181465974,0.9756895215253261,0.850074792084665,0.8560489611984252,0.989942301806354,0.8585671310584444,0.9327440231641225,0.8885027916070245,0.9780783040583769,0.9804175771813547,0.9821599930413496,0.9747745832308022,0.8824308710835772,0.8090387502057,0.8885837674265715,0.9015320010406132,0.8502117444898777
+North Dakota,0.7950506813884392,0.8029061444034357,0.8439624112179892,0.9147626837294119,0.7817746761314966,0.8624976425910582,0.9774905040735171,0.9742133416298191,0.8511626373882304,0.8664139432333894,0.8719411045824617,0.8454589235106063,0.9772119709001723,0.9806448770238488,0.8326650945469763,0.8699015850058338,0.8534220039223545,0.8468894883879718,0.7630014555481732,0.862138485091587,0.8357420930674152,0.8746261818231446,0.8504832439479273,0.8527417771621091,0.8478273190446441,0.8641200698280056,0.8806927474413289,0.848077715096322,0.872664744027653,0.8448041671668188,0.8461465996677862,0.8683513503597013,0.8687169369546984,0.8836397608305069,0.920564948171203,0.8548817227322791,0.8432110716687355,0.7890496662510765,0.831018544084735,0.8381831323955937,0.8566057710290953,0.9647313491425452,0.858383336406594,0.8433275289316989,0.8486650815203742,0.8478295843548755,0.8471498145479225,0.8450893132815461,0.8461216330753762,0.8738169229996906,0.8699648749807554,0.8546686605964499,0.9776394452599162,0.8466423333310557,0.9746853934777673,0.8797318553083507,0.8945309066682908,0.8944532776114235,0.8938848577010836,0.8906011748247539,0.8938857917637507,0.8994632378586002,0.8911439630868547,0.9010523270768438,0.8924260842394532,0.8931730886405735,0.8981648704839919,0.8986608022969915,0.8591776949045659,0.8211561865411341,0.9807612779163065,0.8951306514225988,0.8858994887039899,0.8521957643381701,0.7809146700146481,0.8469753791878516,0.7490059636669784,0.8791941313993316,0.9297676391194992,0.840887724586473,0.838188154587456,0.874253523231645,0.8644864249521964,0.8800522962010833,0.893486073363338,0.9768648769707375,0.8720360519871345,0.8834586683310833,0.8811132673981944,0.9001863492233738,0.7952192354329374,0.788512452968344,0.8107313277102645,0.8135989619773187,0.8431630371759415,0.8883484796646315,0.9770409854643621,0.8858616552152403,0.8441977775309704,0.7965898992784561,0.8298244774413126,0.8065755490048303,0.8306023412107413,0.8677535496437616,0.9529778597749083,0.8769386290057378,0.7957275778714992,0.8850899827794467,0.8431354846019873,0.8193288203129305,0.7400332903678953,0.8566825183207888,0.9793842028412157,0.8741502709069263,0.9752482128790553,0.9808319279620636,0.9825200734962551,0.8087211009799247,0.7976378728327637,0.7905461156803375,0.7898882861775953,0.8087819399018502,0.9786048651954832,0.9784331143737331,0.9000527004091208,0.780237088753189,0.8203672516436781,0.8074985097598325,0.8486521046257013,0.8457024722056367,0.8741553790037606,0.8724338976154632,0.85427501112879,0.8777224864856568,0.8839633890073657,0.8721642919639379,0.8650110839881621,0.8789480450552699,0.8765244788384562,0.970751919138312,0.7912482481839592,0.8344891747213726,0.804231427427618,0.8439716412222115,0.8475897430214598,0.9724173371520801,0.8674539998682634,0.9728670320063995,0.9746880935056152,0.866880342756586,0.9816344408015131,0.8687297825785677,0.9823740956770459,0.9745360391698367,0.9806813490783801,0.8584593436238236,0.981479945123462,0.7935689035025222,0.8614910523165791,0.8170456632752412,0.9097955474416963,0.8483381260245464,0.9855988259827858,0.9702467768420657,0.973960894258579,0.9677819139894456,0.9746361743188607,0.9696295281068554,0.8704765176137654,0.8663102752764325,0.8715283382739959,0.8844070435994668,0.978583382663236,1.0,0.8901942534186447,0.9143244927484467,0.9796139072723731,0.9798140580363128,0.9772877523597018,0.8897979983765218,0.8024405816209969,0.8216489657291223,0.7637733031388475,0.838909728407898,0.8278692422645785,0.7588340264551425,0.8271544293894213,0.867302512758471,0.9802826984908473,0.8682838240104613,0.8740163447220701,0.8720392775403083,0.839542856300287,0.8474679448801827,0.8768594386768195,0.8573549755038578,0.840808223930487,0.8024951847087574,0.8098155857770124,0.7614331005812841,0.8405963065158772,0.8794863950903254,0.9743524662211505,0.8747641132369595,0.8998841708525585,0.7918812667826586,0.8589215675205439,0.7493406868685942,0.8230676218101339,0.8685121977084901,0.8655410329527529,0.8489036514460712,0.8563221209957993,0.8640988352916823,0.8709075052466043,0.9198409672567024,0.8575306658092893,0.8632263740840815,0.9784380558812756,0.986530257463247,0.7753358841487209,0.8193944130852547,0.9810025216706686,0.9745152614553868,0.8685094477178056,0.8750759099790709,0.8775477003492727,0.8222630250534564,0.804139702962044,0.946511704535701,0.865076531307487,0.9673854955678817,0.8896316542823086,0.8059036861573934,0.7688124154762115,0.8772573087980216,0.9734376407070436,0.8405425100196737,0.8463190995463609,0.9804456132027151,0.8483415206630764,0.926087927630817,0.8794186064697836,0.9737537508921095,0.9754954479024887,0.9802727210250158,0.980996364337126,0.8676208710628964,0.7945491308708964,0.8773526814377911,0.8883414153677397,0.841441542137235
+North Holland,0.8314973320961146,0.8019354636742264,0.8659540767211752,0.8928910461226011,0.8116449068314394,0.8870409060509796,0.8916923734403341,0.8911509718738398,0.8886150882480494,0.8944815937752149,0.91378135975328,0.8851189928094371,0.9125609226209623,0.8943469877160211,0.8653959128603677,0.911961061029505,0.875768482404454,0.8630204445346898,0.7815323754784935,0.9111067793290091,0.8341118366327333,0.9318953030087623,0.89075370108462,0.8786801093279796,0.8933240269671604,0.9063851610625054,0.9362852593970743,0.868992960094797,0.914473599507853,0.8691508230711211,0.8676314331752525,0.9199794992470526,0.9126301369708392,0.9401586880550927,0.8885904840220687,0.893716371929628,0.8456290593888376,0.8094918693994734,0.8562314798310832,0.8391494311425359,0.8804204376222141,0.9219565795731636,0.8852314142232061,0.8704517741752078,0.884292471958727,0.8668308225877694,0.8856057456399823,0.887206119691305,0.8881300123705733,0.9172648588029537,0.9102278774703153,0.8728912602364061,0.9056860311431235,0.8858713386921568,0.9133304632472435,0.9120654067169881,0.8896404567562275,0.8938814579917439,0.8842287285495137,0.884687323570294,0.8867609888539967,0.8962135956201265,0.8834261628057894,0.8965115711485664,0.8852785838369966,0.8807811667975307,0.8896679775563298,0.8899180260936725,0.9086225727911913,0.8231589196113424,0.9043473670089315,0.8826886540793107,0.9798298989141646,0.891093187654914,0.7825881636353642,0.8761279473021246,0.7615588530084992,0.9119729672597493,0.9364893737338513,0.8727138043746022,0.8694014535755862,0.9164014781015811,0.8864405589287532,0.9501400191621079,0.9917489178143118,0.9148797861862101,0.9136391094677492,0.9776835754229851,0.9085746841666913,0.8950305054527442,0.8207572897919558,0.7889000781135618,0.8293959861481239,0.8197708768639335,0.8781383840435744,0.9879079518129104,0.9064069902581561,0.9799012126808551,0.8678936973229677,0.7778776335206374,0.8362786208145577,0.832875489682146,0.8420230640383126,0.9072077235798319,0.9014598476345764,0.9344058309332953,0.8062311213375843,0.8797914088764314,0.8457851427996754,0.841970747260339,0.7412034324135471,0.8778751788774533,0.8955891369281058,0.9247386716308678,0.9075456138942706,0.8954824992512693,0.8936855937455433,0.8482633192235128,0.7942224050839629,0.7986425487845692,0.8012669594865098,0.8389030390849916,0.8883043669114222,0.8854591810769539,0.891871450364597,0.7914989357183758,0.8320763711555966,0.8245761121100035,0.8796101960561421,0.8880434593249552,0.9145505980362056,0.9036622454644545,0.8761555237701734,0.9038002168340287,0.9790647525379883,0.9134733506590436,0.8872169440205836,0.9163592619017764,0.916334379896329,0.8859434911141263,0.7992622345795688,0.8256169220234564,0.7872858886120674,0.8610298336412506,0.8919152828825505,0.883424209848616,0.8941138855067509,0.907111112796077,0.9156804914930542,0.9167895094265681,0.9004704053267393,0.9108164595381489,0.9031203253186416,0.8898030673116218,0.89428551788742,0.8850140388056671,0.8876041850862031,0.7941714810746228,0.9541734378180821,0.8293746059804563,0.8966514608621741,0.8949617091346682,0.9029317765192977,0.9077533776200254,0.894890465175561,0.9098102687666614,0.8973459656354377,0.9250362419955246,0.9249279205938084,0.9076625670858424,0.9289886488153212,0.9848632246305256,0.9041469043328629,0.8901942534186447,0.9999999999999999,0.90116632027881,0.8972163221174153,0.8886078421652405,0.9080664617067145,0.9855943244086894,0.8120679428275359,0.8224934425149221,0.777491215631636,0.870224646745357,0.790888291703758,0.7567517912070088,0.8452537984731736,0.912780132702086,0.9016764211981025,0.9079015155576001,0.9060107014295395,0.9127554082020818,0.8573374526880958,0.8693046551271683,0.9193522284377613,0.8811065427981054,0.8741895959843795,0.8204190405595537,0.8595121958161203,0.7867645215279193,0.8821104050564434,0.9320683385751334,0.9085758570524192,0.920225486518445,0.8923500714451723,0.8236812816082314,0.8676137930454414,0.7693269370888778,0.8147062681672586,0.9175214090692809,0.9160346617364882,0.8669370536458997,0.8721274582381783,0.9124064087598526,0.9235933194664225,0.9127526659473995,0.8762026990676501,0.8890440614070844,0.901497902199674,0.8925568256894082,0.7578952916498696,0.8581892098280274,0.8976905987506406,0.9054639458930335,0.9168661422547023,0.9075514766746353,0.909685778262924,0.830400028229825,0.7946439428825962,0.8773773012056736,0.8919045405849083,0.9003972955238274,0.9936293105340749,0.8004574727644386,0.7491076203481907,0.9095359283710368,0.8982294938848899,0.863522022767353,0.8695522008650314,0.9087422669769761,0.8737348337021658,0.9199596707439632,0.9175479955091129,0.9082728120661554,0.8749135743512777,0.8975054667262686,0.8817073142322513,0.8755595873935063,0.7888990828628408,0.9728421701321098,0.9901515726592062,0.8585289339869157
+Northern Ireland,0.8096262853404993,0.8140591018674513,0.8585465960460452,0.9181113018888182,0.7907730973749174,0.8882249170224081,0.915215842866705,0.9104313012632889,0.8620944300302149,0.8886962795639394,0.8810341317479294,0.8572875711745929,0.9198536120825161,0.9168173792926148,0.8474062301261381,0.8799331558180117,0.8810199204315946,0.8748734275765443,0.7707442671034483,0.8769179898118832,0.8390238584128449,0.88926270049436,0.8645471756157912,0.8812697836213329,0.8560006762688889,0.8718726431549905,0.8949549840169563,0.8789870304039297,0.8819748453210994,0.8761428960839539,0.8761762621498249,0.8770383032249924,0.8761492875875502,0.9005285020236206,0.8989813276809214,0.8665303456572893,0.8484549108555665,0.7850990171455073,0.8345115884404581,0.8627936257455865,0.8839602488200032,0.9115623237180605,0.887296964590677,0.8568363784474199,0.8624430738035367,0.8746628967931291,0.8587633058668411,0.8564249047513462,0.8548181855905708,0.8815713204239628,0.882442969050639,0.8806090270783283,0.9131018791849718,0.8603721901578103,0.917351529256257,0.8968164329660495,0.9573251207832895,0.952800467352244,0.960000996504961,0.9593146265709117,0.9625883940968815,0.9708733201579539,0.9569594549617121,0.9678710248037554,0.9673700394793365,0.9621599133657983,0.9622592231620368,0.9654335089992931,0.8705667847149217,0.8179251890890123,0.9202228519658522,0.9671754607011742,0.8965393185657754,0.864819723583816,0.7912763931532926,0.8623543327608653,0.7425400815344338,0.900669913573918,0.9725888165206803,0.8490466807716401,0.8423482008856186,0.8808288181797083,0.8894437042643679,0.8972695393993998,0.9048005340602381,0.9225938659364108,0.8828628501502164,0.8921700847269036,0.9035727777613222,0.9431250686867009,0.8101723286123543,0.7933412472023493,0.846674702808862,0.8206270834015813,0.8561011066946134,0.8991930740507813,0.9180906671723815,0.8946764638929965,0.8728509114700308,0.8153717875759153,0.8259778768546819,0.7973722102854071,0.8551457199631265,0.8768166543070786,0.8944211932672976,0.8896378946750582,0.7920581258887835,0.9394280283543595,0.8543382478498758,0.8133346159722769,0.7502329559561633,0.8807742543838833,0.9109987903978797,0.8839351958851722,0.9182686018407388,0.9170056461541595,0.9148286630411021,0.7851416908012196,0.8088754425660267,0.80181754615063,0.7919731904624938,0.8165880105110239,0.9112623742201795,0.9140608656678371,0.9623402511943467,0.783331387771795,0.8365300740834266,0.8244533423096515,0.8630656833939343,0.8572474420351058,0.8850897694927027,0.8945485322778319,0.8805043334007201,0.8983421969441281,0.8984121337067379,0.8812528594962686,0.8896980158583613,0.8995212339845966,0.8886939771423895,0.9099916161984494,0.7957031952443981,0.8363231754735064,0.8201112339012915,0.8742840295173904,0.8572621981202966,0.9080732709674215,0.8919525848555343,0.9130751378017664,0.918539429851834,0.8788924874382039,0.9166644949712341,0.8774571263237408,0.9110556929882784,0.9139800787630762,0.9166211070462416,0.8853828487066372,0.9123169280426896,0.7939565064521112,0.87356566255342,0.81911009938849,0.9104928125327748,0.8594305317197567,0.9205450830177995,0.9148175854653128,0.908663262546211,0.9114950693522278,0.9161130593768801,0.9198277906222547,0.8821645113289259,0.879473211467572,0.8863635774410066,0.8964797447945256,0.918983231910247,0.9143244927484467,0.90116632027881,0.9999999999999999,0.9152336375491082,0.915074927657671,0.9147864744924923,0.9017146032402164,0.8091410660880807,0.8259926211262394,0.7788990605778037,0.8659880078794696,0.8289629703065045,0.7732419131295227,0.8546905524646524,0.8745490772626581,0.9173915202384503,0.8796730994234544,0.8942389540234237,0.8794818302678876,0.8712020805483239,0.8772294020106128,0.8890108427790699,0.8859736709786523,0.8711507587094077,0.8234856144835583,0.8050040302222619,0.7519233641172509,0.8551771921791151,0.8925398164436726,0.9168718068906445,0.88520342584338,0.9627339630180186,0.7940594651235127,0.871496228953132,0.7594835400590796,0.8240261061431522,0.8829293455315894,0.8758853816724606,0.8764030215968173,0.8824908747469502,0.8761457644938689,0.880936024816545,0.9767438109808482,0.8831903830865597,0.8878551012107001,0.9173346048174486,0.9158893387326799,0.791762356315234,0.8200635968061248,0.9191579500091944,0.9179939988583876,0.8808889502295918,0.8971187783698393,0.8981555850313174,0.8258266288097509,0.8041429072164067,0.9005761851546661,0.889599789707037,0.9047994203030189,0.8982126673331582,0.7896529789512555,0.7813291364046613,0.9001581435407312,0.9112225003453539,0.8717181635827748,0.8768080814831085,0.9187575471404869,0.8770095255271443,0.9745154633334827,0.8981052786003791,0.9110394538673044,0.9093433622205267,0.9148779092403498,0.9105061870362341,0.8741102951674978,0.7882423913105252,0.8892134053282775,0.9005187939573035,0.8708948030381707
+Ohio,0.8010783054256386,0.8069738282733155,0.8459857748348802,0.9158988664238302,0.786519520289333,0.8668762590133432,0.983007910131025,0.975223227485594,0.8569376875853951,0.8699218835084316,0.8791466477889673,0.8520732509162456,0.981564599916536,0.9850242367738503,0.8375709146502902,0.8771487775219269,0.8569320675050742,0.8499698326190873,0.7697346561986531,0.8652692631148896,0.8416462136009252,0.8837339107993231,0.8564419780467053,0.8578102674278498,0.8549724412004166,0.8717012389920762,0.88931460076909,0.8511285138575058,0.8805601524645181,0.8473264836417297,0.8496706125648568,0.8778207509047883,0.8764179120853114,0.8898686179958766,0.9212782842451395,0.859365068893413,0.8480858188384844,0.7981585629884502,0.8402986489273594,0.836990998268067,0.8619103243162082,0.9733781219258207,0.8643412946677008,0.848198345797062,0.8538475977718192,0.850103978334613,0.8534748636462745,0.8520818871960887,0.8532349347408417,0.8822004483238653,0.8774669792412009,0.8569195045730564,0.9794517957025004,0.8531453843622389,0.9812971271095902,0.8844434290544196,0.8950736483662176,0.8952931133866866,0.8944481737602217,0.8890404030950434,0.893561374097628,0.8999310036337891,0.8903359118070632,0.9018345828117903,0.8916101592491722,0.8930315373244088,0.8984603053550092,0.8992045228720321,0.8672505782912702,0.8289712003877431,0.9870407589049615,0.8940546695174708,0.8908778044880884,0.855860141348316,0.7843148639429784,0.8514953306873557,0.756860013302704,0.8849807614923604,0.9353783542429802,0.8469150768283707,0.8409467044642113,0.8818126252123031,0.8676746016266697,0.8859659027937457,0.8997983528789724,0.9838591005680254,0.8791671973261743,0.8882541355785489,0.8858189996707491,0.903723460546461,0.8019555070599538,0.7985074242258182,0.8135961633159589,0.8190793632265977,0.8483034778231135,0.8942385397748546,0.9859287522736874,0.8911363532740232,0.8476771924407133,0.7965568625948993,0.8375896972100878,0.816094919523388,0.8325004795888052,0.8754063936520613,0.9596660435537336,0.8863776056223241,0.8047775082555662,0.886449342080526,0.8469531859983116,0.8308911397768663,0.7427959057710847,0.8607905151751851,0.9793623874453317,0.8832318870716377,0.9823462386322778,0.9869615076274537,0.9841497074275275,0.8166402958508242,0.8027534309047502,0.795647183180408,0.795320731314235,0.8172968269775177,0.9787202567475718,0.9850272523937259,0.8999267525331446,0.7862696442976468,0.8228496534723055,0.8130674218628231,0.852905226178866,0.852359190678505,0.8809895410070501,0.8786984630751896,0.8567879719689832,0.8825036917522852,0.889806168716638,0.879569574813588,0.8687451366746749,0.8854736199605957,0.883762634514854,0.9751695488179258,0.7946487564967056,0.8395087642159229,0.8062424723710462,0.8464810560226209,0.8552033022964948,0.9748850616058937,0.8716300996086864,0.9796649662186833,0.9802026096755776,0.8761760085515129,0.9860721209515663,0.8759183632718848,0.9783071123104667,0.9796005955076139,0.9842317789400306,0.8637293476796718,0.978164462891216,0.8033321031213889,0.8660845713623158,0.8229071475107875,0.9115243341396366,0.8560949104050393,0.987189631756045,0.9748719331257845,0.9762415794317412,0.9732953550991725,0.9785989572117277,0.9777418654291749,0.879846195049418,0.8738967257833671,0.881030711977073,0.8908357614165533,0.9847054763769316,0.9796139072723731,0.8972163221174153,0.9152336375491082,1.0000000000000002,0.9819537014259844,0.9811937845470164,0.8951193288378375,0.808481944067584,0.8298358449984323,0.7700474234105331,0.8426249966722531,0.8300102398248838,0.7615350671266803,0.8305272706213039,0.875598171396288,0.9872754768577632,0.8763301396841143,0.8797223879486736,0.8794954374753954,0.8420755064141162,0.8507464305462894,0.8840295370389106,0.8624491706879444,0.8465107444222875,0.8063736686413624,0.8186254778810786,0.773278392727061,0.8475588447351816,0.8885755705694259,0.9804342241760157,0.8822300868452944,0.8997586630419667,0.8012420243045857,0.8632744495778716,0.757044826434994,0.8281573822235481,0.8769979441362772,0.8745406185740257,0.8515733825691928,0.8601223273833195,0.8735366446881078,0.8802982824371841,0.922669165694186,0.8611172743767279,0.8693527536272482,0.9846954153627628,0.981825260602703,0.7761003084222843,0.8280912848519109,0.986960124601665,0.9822468346485173,0.8773619632523791,0.8782242183240503,0.8831540907908428,0.8250125178925662,0.8105394439464149,0.9520735054591826,0.8695871561566134,0.9715195723239524,0.895929636099024,0.8128523573946085,0.7682480779423402,0.8821661640165939,0.9744806379414621,0.8430641784746898,0.8494623188202437,0.9870461345130653,0.851981008273972,0.9298566507636206,0.8830235621040207,0.9787797144548389,0.9825025230349882,0.9838504437108503,0.9752817941322194,0.8743901539838268,0.8013416022699689,0.8828775162160613,0.8951136206473816,0.8436473826786203
+Oklahoma,0.7987185081495684,0.8091933245454639,0.8430750668728023,0.9137582328399363,0.7832712870680273,0.8669054820689859,0.9820505652688677,0.9740038118286651,0.8533857194513946,0.8691233104646844,0.8728219092208663,0.8481056928611385,0.9785960809832314,0.9880139612547564,0.8352934208240947,0.8708462189281225,0.8571504943710713,0.8512496986146899,0.7681920910197005,0.8610461897832913,0.8422428987081872,0.8757342318081831,0.8525698490625763,0.8585649596846671,0.8492588852533828,0.8646849299345288,0.8816899297366035,0.8527838492025417,0.874150478400448,0.8479807074008311,0.85078810472753,0.8696274308380607,0.8692332288945788,0.8842326688139398,0.917119122157546,0.8540163060650033,0.8483687784120901,0.7942299478488449,0.8380975978803653,0.8390574986743945,0.8629348045914637,0.9661775502743913,0.8637911159549645,0.8466547691611972,0.8504051509819076,0.8509356872441959,0.849672859062374,0.8474569675112855,0.8485989984427609,0.8750769192065339,0.8716197353602968,0.857981220906715,0.9775385250836405,0.8489931117168825,0.9752944162241067,0.8810598576074735,0.8950405041328429,0.8942411832114365,0.8950044111957886,0.8905935570815949,0.8954273339081689,0.9000525449890227,0.8912845013066719,0.9012307015643457,0.893374253415207,0.8946749484662714,0.8989291238464165,0.9003507182434368,0.8600476380263777,0.8286635744140601,0.9812336437720725,0.895281784297362,0.8832485866254363,0.8490473484346636,0.7853537558916521,0.84796621982492,0.7555556439483944,0.8827075417043512,0.9290351212563821,0.8442099847158637,0.832742889116952,0.8751960309998821,0.8675855032692666,0.8785102254296913,0.8917650159539893,0.9788910450192038,0.8732584243401433,0.8805442423369136,0.884314263955472,0.898353297192868,0.8011807804124234,0.7967422649964571,0.8122117410148095,0.821623589772848,0.8454135678870152,0.8857924917086568,0.9830197185112719,0.8835009789791504,0.8484779185769087,0.798155156180031,0.836572400363146,0.811921992106509,0.8301108613495217,0.8689222892450137,0.9534016013123714,0.8781922814147569,0.7981408322012387,0.8851299217810719,0.8448761355073756,0.8226714514804745,0.7448109448240537,0.8600045764332573,0.9771994900831164,0.8759551170623445,0.976860907282115,0.9837370293316376,0.9822771456421713,0.8061793836182455,0.8026450472169594,0.7959732528581858,0.7903564985824083,0.8130264069736514,0.9797264776969288,0.9831885998408789,0.8999706179848141,0.7835548561934483,0.8226807127491175,0.81181586146589,0.8463739645074424,0.8477782426165184,0.8754481951516548,0.8772779912834816,0.8574833377904854,0.8811770241734183,0.8824677439227888,0.8732043386393342,0.8689513479864168,0.8823514514132791,0.8780078400555203,0.9780184167849327,0.7948806930940213,0.8435049220441235,0.8076995602500322,0.8481531913444632,0.8503152027799599,0.971444333721659,0.8709028567771765,0.9739129699075034,0.9719014754852372,0.868667849745807,0.9792658801315357,0.8695864438408862,0.9738328536165417,0.9810601870059844,0.9850821620213334,0.8638417905979577,0.9801998400743912,0.8001565514753056,0.8588320969404052,0.8218839788048673,0.9080285048004572,0.8508104453116957,0.9861446627225029,0.9715093479971423,0.9711527789932707,0.9661897227552159,0.9801303725009252,0.9701670928338723,0.8718294134727013,0.8679491084500893,0.8731007181190361,0.8822792453618653,0.9818774169953355,0.9798140580363128,0.8886078421652405,0.915074927657671,0.9819537014259844,1.0000000000000002,0.9781215538809566,0.8873898214763007,0.809762390592453,0.8278837824982237,0.769326395116585,0.8406064812542295,0.8373709345088262,0.7644882295426519,0.8310254074807729,0.8681913286108555,0.9797947721796524,0.8702809553766125,0.877732828612222,0.8727805371745876,0.8445093661212058,0.851387046393034,0.8780693923297054,0.8633211178927063,0.8439117983967355,0.8049220794845048,0.8074309135251881,0.7676043461896339,0.8438506159967128,0.8807169677401887,0.9740267955566789,0.8757547712908,0.9001473182290946,0.7957139278840398,0.8589302923879426,0.7555344930861216,0.8319532534572849,0.8700699116741984,0.8670211926565325,0.8530627475537065,0.8616136502273539,0.866263629303524,0.8719852463184544,0.9191990648117482,0.8617419739223503,0.8689876095967531,0.9827108260188248,0.9822856579767477,0.7782263108355377,0.8214801501797243,0.985235342985753,0.9835432615835134,0.8703181385747166,0.876553831421319,0.8808745695639277,0.8187166046951478,0.8105428242400382,0.9481177944717456,0.869147225872282,0.9681268459469267,0.8871151632957007,0.8134256573992966,0.7717564536957191,0.8802598226873306,0.9708814012249043,0.8443470024558714,0.8503795457909938,0.982056549959699,0.852041384739621,0.9252393708724665,0.8792516339040615,0.9734738547723941,0.9792725583377138,0.9779614709034871,0.9792904306680997,0.8724493856451502,0.801107147761342,0.8755249824608574,0.8868282362358679,0.8458708336332207
+Oregon,0.8109787711989542,0.8087547923166745,0.851649876864427,0.9209427134793222,0.794203947025509,0.8719716954122009,0.9751370467958907,0.9811892835992795,0.8664992538335694,0.8775692662015742,0.8909484636195871,0.8626643930552551,0.9861426702954841,0.9799237480730589,0.8469767680493289,0.8876860264547828,0.8619005428308215,0.8541176935060558,0.7740453814625136,0.8721629975023195,0.8426104335001258,0.8932126159353726,0.8684545935010926,0.8608179841740912,0.8667548091623902,0.8814863273061817,0.8995542706840631,0.8553623594344268,0.8905620706897922,0.8513117466109245,0.8532755691019621,0.8865241347586263,0.8880989216204774,0.8994790994577117,0.9250920165562792,0.8680655149704376,0.8532227979923752,0.8029513914818451,0.846510008076714,0.8377726277395767,0.8646761205020354,0.981734302172304,0.8672832423460741,0.8587376314224309,0.8637564651080576,0.8539189906763996,0.8632205439771391,0.8613438956987367,0.8658875340855793,0.8922240055762163,0.8862082197703691,0.8622471415268934,0.9855518408381159,0.8635776630833963,0.983346882304963,0.892637282035842,0.89673345718389,0.8987856897447687,0.8937976917970847,0.8902237362563624,0.8936007277301583,0.9009843384274288,0.890650360687341,0.9030167415913681,0.8910786063276696,0.8918199542876571,0.8988117810309834,0.8997087970197948,0.8754303139679096,0.8301454016084261,0.9836416701745793,0.8929849515427334,0.8974608953552929,0.862523635683431,0.784831741292057,0.8574106745983007,0.7666928002235578,0.892318472971009,0.9406528521441629,0.8558181445473919,0.8469706753815869,0.8923562128547453,0.8740035796653038,0.8938402770761665,0.9063399748404303,0.9830264298835277,0.8890254367174805,0.8959831861123017,0.8933330513334954,0.9054914760044748,0.810670096389392,0.7981254269872942,0.8112464359661447,0.8239645373169202,0.8582376220025767,0.9021287388956134,0.9825110239039383,0.9001535491898375,0.8516061600198604,0.7942023995715604,0.8438503843989583,0.8269683625040517,0.829660707319755,0.8839469461930487,0.9681153010162966,0.8960407602691466,0.8045721081084097,0.8876792927853641,0.8445581787997954,0.8374194460269959,0.743844965572917,0.8648122513835944,0.9822240806312057,0.895409318353337,0.9817880040147107,0.9818807685593812,0.9808487191489116,0.8298049253404599,0.8010880506846804,0.7995806206366126,0.7979646195732426,0.8213560683865895,0.9761688180353415,0.9778327494795683,0.9015963267774548,0.7893488585432621,0.8240820043589582,0.8166556834350237,0.8555298775110552,0.8627546706415158,0.8919617516719636,0.885604852141537,0.8620570745554883,0.8890237926448581,0.8972473163502284,0.889577939243476,0.8757879569617685,0.8935027171949245,0.8927743289974512,0.970149725184565,0.7975814430921534,0.8456494817364065,0.7998985060774079,0.8511064874161465,0.8674719751194682,0.9772352201202541,0.877528212973651,0.9790851923289077,0.9831318722759885,0.8838382838720146,0.9817055801444802,0.887455352290484,0.9804447617664696,0.9714889359942458,0.9817227006954541,0.8672922047425534,0.9828432335674567,0.8022772789386873,0.8715811003462375,0.831389124095716,0.9187641467147257,0.8673357163953596,0.985643533855159,0.9794443054202321,0.9793188943502085,0.9749462618895768,0.9800443629139017,0.9820886750690251,0.8887470765971004,0.8820889360613521,0.8897392936113836,0.8989864135367894,0.983001509341347,0.9772877523597018,0.9080664617067145,0.9147864744924923,0.9811937845470164,0.9781215538809566,0.9999999999999999,0.9020352717018989,0.8131663195745827,0.8329253716962655,0.7719039518100109,0.8458241522201834,0.8265718575339253,0.7596757946953523,0.8342176868048523,0.8868826145308207,0.9829670390812856,0.8843087961730837,0.8871345948989842,0.8901209919764004,0.8450944783540625,0.8556163522619608,0.8946862074850298,0.8657429124060442,0.8456431828357472,0.8073403276698262,0.828380330783697,0.7824856699864777,0.8575716397493701,0.8970760356267922,0.9812570134928197,0.8938039105327886,0.8998066617131149,0.8046311742247412,0.8679247715036622,0.7585219936743586,0.8334610133410917,0.8845478550373495,0.8836267892160454,0.8560674202886313,0.863836989022478,0.8805768242839179,0.8893962164460435,0.9256284952342541,0.8659211769737257,0.8729544406946442,0.9790939438197196,0.9802523255715213,0.7693846411936697,0.8320936629388211,0.982074422085478,0.9808880754351895,0.8850767964032853,0.8871305488559939,0.8907588905973326,0.8240035629544844,0.8120424018344746,0.9490211085774749,0.8752939391229595,0.9774334095107282,0.9059352417021533,0.8229666282066139,0.7649569215521568,0.8896750641501936,0.9802679277627041,0.8474837071540913,0.853570346929148,0.985565752489603,0.8565276593997748,0.9327834649053687,0.8892657574304658,0.9875886981936232,0.9726574374940936,0.981730919861716,0.9771548761551441,0.877819538907586,0.8029682249198699,0.8910868518080916,0.9033476068960382,0.8479341374049681
+Overijssel,0.824860184130702,0.8055357848370486,0.8710590370035892,0.8896687526430392,0.8064059725913133,0.8874608297582005,0.8905378343761806,0.8865420180603323,0.8870054699582907,0.8943577560238992,0.9103047329000438,0.8825420301944131,0.9065839263902463,0.8937074654447092,0.8649057267649047,0.9113811576094053,0.8770429733850061,0.8646226728033223,0.7798778429218203,0.9170958158554853,0.8356999040255193,0.9309419765855563,0.8830503933213297,0.8807809366729106,0.8895035557611007,0.9069854551739882,0.9354862524028421,0.8726103958681389,0.9142023788260017,0.8709151438966786,0.8706783626038586,0.9230982563625294,0.9099713388209938,0.9376526010093454,0.8868120555143507,0.8913113445099776,0.8453645835591281,0.8062440315445557,0.8530059281364412,0.8427854898542823,0.8817460207605129,0.9126619509753492,0.8857160799732068,0.865065301902704,0.8834089670137639,0.8702659325747146,0.8843208390618533,0.8867630841734063,0.8817422702601718,0.9167038819088896,0.9112592262214456,0.8735053526367516,0.8988182957754027,0.88253076865932,0.9064058501452638,0.9122052967778304,0.8890717172882802,0.8903005014763209,0.8864717158108614,0.8857252498590478,0.8886618484456136,0.8952367698854271,0.8853125877124962,0.8962214734332847,0.8872741526896518,0.883146690025446,0.8912911375951937,0.8900036224655365,0.9100135304988224,0.8196912271243411,0.9008832868681773,0.8854410993207362,0.9931494419538492,0.8915213877860078,0.7822863954168547,0.8778745981525157,0.7501120359929853,0.9096333480144542,0.9322739017261384,0.87165862403744,0.8753828696094746,0.9129125111513635,0.8853291630047444,0.9558370424234479,0.9936010879683906,0.9093759640463965,0.9134095998499182,0.9885776595206421,0.9069102784551117,0.8925757101375223,0.8129927217795374,0.7863091810921398,0.8344013770531634,0.8198939456192232,0.8766501258503231,0.9943440888535219,0.9016657729494826,0.9858071062369289,0.8713528999350592,0.783519700907715,0.8345501823411454,0.823453876207898,0.8539518638506055,0.9082297784373098,0.8927897986500914,0.9335288888013025,0.8109796843971089,0.8778919135621134,0.8511617538005137,0.8385826913720065,0.7428327115146539,0.8785851790552801,0.8933885910230883,0.9174362538379992,0.9020252450506139,0.8938714750052982,0.8930488810646318,0.8392380510947347,0.7983247735048311,0.7991597334192005,0.8042164064431874,0.83669212761969,0.8867511242938255,0.88515342333136,0.8916611957141526,0.7959729794994674,0.8345030534526815,0.8260920848790068,0.8845181173036346,0.8853502102064195,0.9117915141635301,0.9012188534900177,0.8783245875468245,0.9025749018056018,0.9864230831618518,0.9136152340631469,0.8847115035058919,0.9136245657234529,0.9169348932845525,0.8837729994224169,0.7960839931867154,0.8227404043006061,0.7951191423679729,0.8622612176312412,0.8854216093928493,0.8822349834243532,0.8936335490495473,0.9011963823927153,0.9078555229618517,0.9213353153128157,0.8981453992996427,0.9076887128950146,0.8995525375096284,0.8893919315450229,0.8925237470073023,0.8865811752890745,0.8858711547523699,0.7927083017781238,0.9573714167182585,0.8234573747213454,0.8925571746106142,0.89009439290989,0.9009705440725938,0.9029560023563247,0.8906700631118724,0.9023710725612196,0.8928045641342668,0.9159415618426936,0.9268705998795134,0.9090292705340256,0.9297460059980452,0.9891784956406056,0.9007220477465732,0.8897979983765218,0.9855943244086894,0.9017146032402164,0.8951193288378375,0.8873898214763007,0.9020352717018989,1.0,0.8106278477723965,0.8203633677027887,0.7753139292189928,0.8747017537010993,0.7911039188715419,0.760201642566633,0.8459764702123275,0.9104900584608182,0.8984719684498548,0.9099981231443734,0.9042281857990366,0.9121538869254159,0.8622090994015068,0.8693116234071462,0.9155758829306988,0.8816686637960062,0.8837409053312593,0.8243215549883208,0.8546738608829062,0.7779656594698867,0.8788153336944954,0.9336293310855911,0.9018929510439547,0.9161701067921595,0.8947943959752601,0.822878217995562,0.864771218177139,0.7693862977117066,0.8124493191924745,0.9206005998717807,0.9187803443623368,0.8700280091063771,0.873138181405194,0.9174507399279721,0.925245014399544,0.9108309725826723,0.8768003057858478,0.8904403902306179,0.8987541488677401,0.8923583645500182,0.7712201840473336,0.8586254804047149,0.8958031785190624,0.9014416896150391,0.921145833428284,0.9071213489397246,0.9075206910482352,0.835321620297931,0.791981045930679,0.8755457151703776,0.8917526993538677,0.8942587523859842,0.9916556468972589,0.7903724794382702,0.7567828089166114,0.9080629279547142,0.8949582758265653,0.8659263127672902,0.8723667357537565,0.904197068335878,0.8760789913712284,0.919561389919915,0.9238734183629349,0.9023070256341174,0.8767065429014474,0.8952586929659896,0.8812201405837699,0.8760023722866239,0.7875274132026963,0.9795826597388257,0.9887093500253197,0.8611564555843355
+PE,0.7786606156526449,0.8966419281768647,0.8377085087348761,0.833593773864883,0.7939006583508738,0.8275735577027791,0.8090463144664112,0.805531159201953,0.8437099573394682,0.826143284621805,0.8166191564608162,0.8362229279823411,0.8241365530399153,0.8142149921301949,0.8239589448121302,0.8161253485491192,0.8372064904909705,0.8309195286516754,0.810880428253971,0.8239018292007566,0.8639699717674951,0.8139558665122629,0.8397937432084783,0.8240907409264205,0.8363506774989008,0.8061403899843022,0.8167968034589798,0.8356010527791214,0.8164504242577586,0.8312740124995289,0.8364008746553032,0.80543496614149,0.8099833499488841,0.8250690834045973,0.8400149943368425,0.8449471711266602,0.9276069693808108,0.7888144936000333,0.9151247377530921,0.8159612284671709,0.8273099394580984,0.8234092955088856,0.8288584294859581,0.841561174718476,0.8370506370743915,0.8294213418462665,0.8375914517251069,0.8380819636668245,0.8369599629676262,0.8181894394200204,0.813963286944794,0.8348025674252106,0.8136271182378544,0.8381526512383044,0.815348455323132,0.8242845436718244,0.7995116477915473,0.7976073780318915,0.7978476620948026,0.7956573662303422,0.8027839637326328,0.8052267867474813,0.7947214922010086,0.8032827010073301,0.7968149331099412,0.796866431742052,0.800696374017062,0.805201208527428,0.8419901672534803,0.8682945186637606,0.814357342325657,0.7936442695969669,0.8056703342456021,0.813036763057079,0.7895626692979062,0.8977054744739599,0.7821184099179992,0.8386745412892727,0.8233173878380535,0.8367081659543874,0.807684154411694,0.8313896582512945,0.8416710558152477,0.8087603917537031,0.8143129047381988,0.8291192261874673,0.815953072626304,0.8030292791064284,0.8371474150821504,0.8452817980323488,0.8008796973299687,0.7787362078594928,0.8188317947769141,0.9040901810632583,0.8351699243574757,0.809503307683138,0.8196049574072812,0.8060976096460021,0.8308718378448481,0.7839624028090925,0.8660787690643351,0.7949227210852636,0.8289873890865466,0.809793614606037,0.7991385524642389,0.8152803332678411,0.8080583341284744,0.8335870859495557,0.8212733650450587,0.7935104549365221,0.7521939163063791,0.8383532427352673,0.8068646675303501,0.8236177504234996,0.8164241485239258,0.8111855695718505,0.8058526546583638,0.765672059519739,0.8097722491833922,0.8092358335158598,0.7635516354598337,0.7866907256366614,0.8055542222621231,0.8042083500448619,0.8013819188268674,0.7842908118183288,0.8149627654782374,0.8104491302185483,0.830586097796008,0.8361872307252486,0.8179618945617038,0.8385641376877289,0.8334845133719223,0.837464135429511,0.8072300804814557,0.8156295338494436,0.8423680721400161,0.8398894164283461,0.8199681798842107,0.8042031513837421,0.7963264512552852,0.9067936952272732,0.7828121026353368,0.8278644097128082,0.840867004334578,0.7954513604417792,0.8297875367268938,0.8126942827538421,0.8155355918047729,0.8069224182920478,0.8093289128986287,0.8149516908976645,0.8027089876947955,0.8087999826259693,0.8091003461063339,0.8288512910612289,0.8027520126409071,0.827603218636891,0.8432570388494381,0.7896579673585823,0.8252295102544935,0.841523060251119,0.8148783605328974,0.8202163853111318,0.7970093984645075,0.8130931172606214,0.8232584105330197,0.8256487963804634,0.8096232178057499,0.8125691249324805,0.8109657348599925,0.8061447070560923,0.8165150679515604,0.8024405816209969,0.8120679428275359,0.8091410660880807,0.808481944067584,0.809762390592453,0.8131663195745827,0.8106278477723965,1.0,0.8259613184485453,0.7828628454909019,0.8280073320294632,0.8371911620175669,0.7291023285588352,0.8478411101425509,0.8135836651823365,0.8107815090620212,0.8132339326787643,0.8347314061869022,0.8136447820532661,0.8287917062908553,0.8323292571856231,0.8196075944136434,0.8278485016407646,0.8336658410324065,0.822558133584215,0.7904132087216237,0.7687268359865118,0.838772882662024,0.8149557677901799,0.8138102080984827,0.8196687378322395,0.8058340306317487,0.8154855322902713,0.8169782430486778,0.7995062786365366,0.8812452348863143,0.8067837968170991,0.8050122451104863,0.8328266114810698,0.8209013499776554,0.8047360094659151,0.8059014521120734,0.8089789418343367,0.8373239961826141,0.832384927914431,0.8149662857948363,0.8070983869137678,0.7455092994701975,0.7891539444751221,0.8128942523370215,0.8259917848037187,0.8078926447941496,0.8293577879075158,0.8370064742476,0.804893412399365,0.803197351158874,0.8547859333824571,0.8289068301626145,0.8053671239811575,0.8086779757308596,0.8738817792053207,0.7211676486732694,0.8353018975389628,0.8026958218858294,0.8341226811442887,0.8354874269600752,0.815589589410197,0.8338737679308268,0.8145509525141259,0.8152844478147772,0.8119452326497819,0.8000381925402666,0.8072513537832608,0.8033434118310248,0.8337900066615366,0.7883368464865055,0.7992044904673304,0.8115996502160028,0.826820716463787
+PH,0.7994190349218795,0.8221306340839093,0.8442634878758886,0.8622680061644052,0.7901329387096463,0.8129262895260403,0.8302707152323815,0.8246559809113264,0.7978850952717497,0.8130762787674034,0.8149590206400535,0.7909549947218273,0.8413901872679993,0.8330986923281983,0.7750970262017817,0.8128473522275982,0.807703696697753,0.7999266939699077,0.8249628502429709,0.8541812260546044,0.8420134361048953,0.8242046608192969,0.7960993942752498,0.8090486376414348,0.7922925558203503,0.8071422912223299,0.8282951955238913,0.8042476918578383,0.8161419375292207,0.7991596033954632,0.802902676411507,0.8165383371256012,0.81143358248992,0.8283653897515116,0.860435341254306,0.8287815966690134,0.8301498377067668,0.7930391712235603,0.8442657287719395,0.8306350995456899,0.8134234864430311,0.841931724082301,0.8172595220279355,0.787662005648531,0.7913670536454503,0.7991356309797434,0.7903593169385444,0.7917055973108721,0.7910597212869213,0.8189854186476776,0.8136420837805485,0.8032749211548852,0.828695260453018,0.7930998179008757,0.8337442114038897,0.8184266807939662,0.8122608232361906,0.8109908324060772,0.8116774115881235,0.8094486262455889,0.8156728827245032,0.818837463589031,0.8088211077048073,0.8175011907774951,0.8110291129716327,0.8106605765741899,0.8143566669589073,0.8177887499642625,0.827951797034813,0.8168352564566053,0.8328165295867113,0.808840461932885,0.8164485617767224,0.8635272152515377,0.8059498756431503,0.8329822290730757,0.7683548894102362,0.8293111473429193,0.8447946415059113,0.7864581530931932,0.8232233992947865,0.8332842306706402,0.8138554507104035,0.8163074554378593,0.8247879594774254,0.8424686619846654,0.8146480499305047,0.8126349371795558,0.826996894902871,0.8484965436920454,0.8467231764301648,0.7960940870030676,0.8338075950193413,0.8192276288872513,0.7862510790586282,0.8205770305982165,0.8389920126214726,0.8162990192200018,0.8005947164148912,0.8307635491650047,0.8130411159472251,0.8118336300872161,0.8190148197116107,0.8102690834283147,0.8304382614275854,0.8273335668577585,0.8394682324007179,0.8520682839697858,0.830894619196565,0.8501629738789677,0.7791261933212422,0.8496030340088383,0.8247170104085193,0.8252757291944923,0.8363545749726689,0.8310819256729394,0.8251051482264241,0.8283759508590859,0.8272319190992343,0.8414563776014643,0.820144983282278,0.8572549051257007,0.823145474644465,0.825241671722788,0.8150727866803147,0.8264011622788262,0.8343775858276532,0.8299967224064527,0.8226731641825092,0.7933303367457853,0.8148479274189936,0.826247800773284,0.8049372585586537,0.8227809172642822,0.8165357625324603,0.8142025686980123,0.8141917485204536,0.8316600540995677,0.8194487390382525,0.8245704594817348,0.7740292266397982,0.8455436557000766,0.8501662221668653,0.7970462568915127,0.794083524228949,0.8144202887338191,0.8168839595577415,0.8304719787037926,0.8333743919359046,0.8167597202317246,0.8311935711469185,0.8110639426203771,0.8229765199037217,0.8299046707234912,0.8288686844051235,0.8141257474999355,0.8197637935717439,0.8256194012627721,0.8320076322972045,0.8242743079535599,0.8506554124246424,0.7949241021356055,0.8337785152295872,0.8376529416308034,0.8163499541798171,0.8311322685063874,0.8351168275134374,0.8440172858926476,0.8203351754058951,0.8099288477489629,0.8211184087012044,0.8169812889109439,0.8349844931274669,0.8216489657291223,0.8224934425149221,0.8259926211262394,0.8298358449984323,0.8278837824982237,0.8329253716962655,0.8203633677027887,0.8259613184485453,1.0000000000000002,0.8299718705365446,0.8398674664322041,0.8049704798872237,0.7571689149617804,0.843557484204902,0.8135983976760717,0.8291119443855844,0.8138496066961955,0.8230176573585655,0.8131768024718723,0.7937704797903231,0.7998655188080002,0.8184869789650114,0.8130488239603173,0.821306240545742,0.835865554462867,0.822608711496371,0.8042278810382009,0.7923925087422766,0.8267676368505499,0.8301840028496742,0.8204991784399416,0.8196731749465183,0.8629363787668036,0.8721539617449428,0.8031363265289333,0.8084024253922842,0.815398386493922,0.813217031589127,0.8005919049229575,0.8039045855887447,0.8138922947241694,0.8173516257032795,0.8269599932990036,0.807898005261917,0.8216387307678219,0.8360290586787354,0.8258989530454057,0.8098507100254491,0.8200915310494324,0.8332647098377604,0.838449315197975,0.8178474997846535,0.8197000715275368,0.826195119944957,0.8210693348956101,0.83530472864489,0.8545078044082912,0.8153988573417031,0.8235559466760419,0.8193157412850682,0.7917039383851001,0.7808837878614779,0.8251929581150907,0.8189192251733574,0.7956757887783358,0.8037557787893397,0.8360220650187988,0.8051475390610835,0.834767468773082,0.8168711568558198,0.8309286691092537,0.8197352312735284,0.8260411170878678,0.8183320418152344,0.8257619376876263,0.800762316721559,0.8071400176233704,0.8219098609813746,0.7930524448385663
+PK,0.7902895440710775,0.774598278451601,0.8065599989496726,0.7844814287487957,0.7879776621491684,0.7707270628185062,0.7745619395456915,0.7651227465157184,0.7537458412574782,0.7675252899395096,0.7674279482365535,0.7467431865053664,0.7789593309212325,0.7776117578149229,0.7341635907668399,0.7683687314902553,0.7647420636195503,0.7562815565197135,0.8774139996644891,0.7900983328031258,0.7897160787871393,0.7840139900328872,0.7464374741692544,0.7721954110033002,0.7489974428767784,0.7615727599661856,0.7862464134470892,0.7665162092922178,0.7695796683213801,0.7595864669726939,0.7668352217402498,0.7770097745296835,0.7632585704632475,0.785592971784936,0.8130644061606374,0.7885147414200426,0.7793311021011411,0.7459339724440687,0.7961238682348476,0.8060099575453701,0.7751194195086403,0.7806079959133198,0.772284405111941,0.7366093628057755,0.7507147985193692,0.7589466010245248,0.7506259267423039,0.752248522123729,0.7477312883120119,0.7730434617448118,0.7681893266951018,0.7618447356881072,0.766034952620511,0.7459715553834942,0.77464751107222,0.7742761325234228,0.7661419735913767,0.7658907218381363,0.7656046119307426,0.7662419330398967,0.7725059133525355,0.7702628885616554,0.7657694917849669,0.7693674137216719,0.7692149479786141,0.7661097921781733,0.7701576137742281,0.7710358686392902,0.8028485093602672,0.7749858158046685,0.7751150774322634,0.7655245902374621,0.7710403263425953,0.8076862685306598,0.8063430019635626,0.7998396290070976,0.78649131995505,0.7832269940365277,0.7979892955396958,0.7459436414430336,0.7777891164238024,0.7872028434528843,0.7697286799091233,0.7685417890162535,0.7804769227178053,0.7832591595264341,0.7711976448115825,0.7671606180664147,0.7817572684967434,0.8197470543257513,0.7951696279228149,0.7947332181851207,0.8111010360629256,0.7810763283537133,0.7428029428460903,0.7753855505808136,0.7823540294577596,0.7704010421797638,0.7638036294366981,0.7561355202841149,0.7557231076065267,0.766457575202772,0.7812371012367428,0.7657535522833092,0.7606158212885975,0.7882587019731226,0.8221025320304121,0.7865228537180713,0.7891880534185197,0.8507024483600526,0.7841831649537562,0.7998593070686988,0.7667811269188173,0.7846336486557062,0.7770127740281366,0.7725557223530592,0.765033411394246,0.7763875536902886,0.8268847444041533,0.8211101064502146,0.7571241804410559,0.848767119680404,0.7646423992505016,0.7658074780700355,0.7696103086851893,0.7781245133927497,0.8287274201043947,0.8377076129206008,0.791878306777401,0.7492326682942608,0.7683431563979294,0.7816598573453312,0.7632999692724424,0.7770309327665482,0.7712265805674119,0.7699129536739265,0.7704794071524891,0.7851955567277435,0.7751340598882568,0.7670740660456367,0.7848720671975413,0.790559945316893,0.7988468006101899,0.7520844779304754,0.7509024632967964,0.7547466843803635,0.7725799616328363,0.7753865632620481,0.7740517513299268,0.7786683438805011,0.7737145744326271,0.7664131288907466,0.7645151526090012,0.7738902587619617,0.7714647156144855,0.7766593638973298,0.7622519518510654,0.8162218041293517,0.8089543730592625,0.8140144962154756,0.7787861345193,0.7569385572206886,0.7738382710634278,0.7734225690980399,0.7541970675386148,0.7719320489560978,0.7758962170657866,0.7883169489361753,0.7791386078779411,0.7657443900398945,0.7816429820444963,0.7717629761196236,0.777288568932698,0.7637733031388475,0.777491215631636,0.7788990605778037,0.7700474234105331,0.769326395116585,0.7719039518100109,0.7753139292189928,0.7828628454909019,0.8299718705365446,0.9999999999999999,0.8012300614499575,0.7380995390080727,0.7544078069144214,0.7888829089482456,0.7677392770514435,0.7725936157064147,0.7690687276491378,0.7783860875299418,0.7658467386013048,0.7568034045572357,0.7576214585136459,0.7739179330843721,0.7711130699783266,0.8042688341817712,0.8043496825737861,0.7724722899628821,0.7715355261746152,0.7484799009121476,0.7848606223493702,0.7698431627325133,0.7758125548460982,0.7764085218085272,0.8653966655360952,0.8265973420483204,0.803183656208786,0.7717362792159305,0.7753025846673,0.7760258017365443,0.7620532821887412,0.7605995623120968,0.7758291577070134,0.7745575731096648,0.7778087691712772,0.7636934785775021,0.7798396312758606,0.7782610571996619,0.7686675287288587,0.7470801024791095,0.7925718277603004,0.7761567851066259,0.7807017368237835,0.7805610196283669,0.7764690174773003,0.7815678676462318,0.8105355610697288,0.8042383324539728,0.8081409255505384,0.7727727906963505,0.7619370307518003,0.7732111387107332,0.7209654884645625,0.7168694836766625,0.7797290734718275,0.76077947236906,0.7569861204412194,0.7648105717489415,0.7777802209441484,0.7661691807599518,0.7858597067047707,0.7665984270362661,0.7702509194819128,0.7630172522814509,0.7651221809474007,0.7611812110231805,0.7996992848918641,0.7714122201439486,0.7595819630650887,0.7778345100322626,0.7534324287874071
+PL,0.7969629966877297,0.8244839051421599,0.8695189607865151,0.8711427808607569,0.7971512315420105,0.8646353962467384,0.8427452121597533,0.8380959586436806,0.8401150925593561,0.8637604333717965,0.8575081279820242,0.8357719156790232,0.8518051745939267,0.8447806831932418,0.826248358273178,0.8591158260199019,0.854479718524302,0.8449340331290555,0.7956486208419195,0.8768123063825982,0.8484876509932595,0.869410624147224,0.836489598714237,0.8605912944892565,0.8353479448923539,0.8509912924343462,0.8747235264366844,0.8542197196272656,0.8605795221575027,0.8486479582119995,0.853249839456979,0.860818348029566,0.8541659909348408,0.8680757619783593,0.8595085292861675,0.8614943292357713,0.8450416540916268,0.7859585896140655,0.8557328184214882,0.8428437294410372,0.861853676752818,0.8513793229281715,0.8624045149655881,0.8261069713835814,0.8418313045205779,0.8485693230341494,0.8408471033326328,0.8409460351166614,0.8353495373452005,0.8618623875879446,0.8596924595336513,0.8506359788052023,0.8422939590183246,0.8353325795433312,0.8497497793787737,0.8692101526623564,0.852395781266557,0.8493491161492018,0.8497471978160249,0.8508805575799285,0.8561991492848154,0.8573354475403974,0.8484201701426494,0.8554910084907924,0.8538738580234183,0.8494279426048795,0.854203428393776,0.8552251175535319,0.8733220980652304,0.7928320478241363,0.8489003056636607,0.8481758612300834,0.8699300521279237,0.8916432771387397,0.7832856474959444,0.8801861316837138,0.7462627369499644,0.8763961590359547,0.8769978085213659,0.829521574094008,0.8429355799133307,0.8762744891060021,0.8586207378468069,0.8633323627432089,0.8741619669351451,0.8550369626569502,0.860803788297124,0.8655463314804435,0.8753907982521023,0.8820515410692038,0.8350039194502754,0.7599281557827653,0.8648985020290028,0.8212331618845726,0.8336265558832197,0.8726877854717359,0.8500908318657675,0.8656598990791095,0.8506283599134458,0.8001058589647616,0.8055104299871134,0.7849995433867304,0.8723083135374087,0.8546033506549987,0.828246172893495,0.8708853826585462,0.8083052571988949,0.880210585586887,0.860759280992993,0.8070619160946817,0.744190607250124,0.8802985498553966,0.839917618781071,0.8630446276330614,0.8498175961966913,0.8440014864977405,0.8395437364000573,0.8077406924154682,0.8005835036370736,0.8093132301000994,0.8114186736107205,0.8085114919772731,0.8356330060671978,0.8349466962889472,0.8553182309444716,0.7812483167642935,0.8194588522184041,0.8018408358583384,0.8704258304863676,0.8367777930503391,0.860854161119954,0.8718723451024701,0.854200256922878,0.8716541057560462,0.8692431154119433,0.8604260677648115,0.8586624360255917,0.8776223532802034,0.8646967479656807,0.8357080854624921,0.7791006612132587,0.8291852687936314,0.815433944188812,0.8422917532009311,0.8384969755695993,0.8308221726219207,0.8675814123313044,0.8454638333304126,0.8508486451650252,0.8620621697567925,0.8462612744131425,0.8552205413792436,0.8400810562671055,0.8411822102976767,0.8426636007741122,0.8652635807081083,0.8379988704522643,0.8007785762674499,0.8827193545602946,0.807176656113656,0.8633486417594931,0.8437218863973369,0.8487463126285008,0.8468887046009034,0.832684344107864,0.845290767952851,0.8452114686132605,0.8583833154101737,0.8630917509429974,0.8565545816398245,0.8658228981630791,0.8696606571117422,0.8495480749993728,0.838909728407898,0.870224646745357,0.8659880078794696,0.8426249966722531,0.8406064812542295,0.8458241522201834,0.8747017537010993,0.8280073320294632,0.8398674664322041,0.8012300614499575,0.9999999999999999,0.8011957072104868,0.7452481552811395,0.8736775778204213,0.8540275305293539,0.8454149347134956,0.8578512465127968,0.8717344954456931,0.8572388443469453,0.8448531945762017,0.8471663034910931,0.8641075818819042,0.8612451538943113,0.8698872606205466,0.8522055847484938,0.8376675778237571,0.7567983430434023,0.8329624827813142,0.8717562635621703,0.846328474350619,0.8640310526081171,0.8571455940384592,0.8251907493069406,0.8313703719978199,0.7874719785545121,0.7925344675443529,0.8609481092234009,0.8588475163002064,0.8495150117460669,0.8541027896033462,0.8591270792096789,0.859633815245905,0.8647795673512222,0.8528987104804941,0.8666704388974348,0.8483582570866722,0.8415871764993623,0.7977306850869018,0.8222305160392714,0.8456563723353899,0.8496260153885415,0.8634062925652934,0.8730213441807443,0.8744801873067556,0.8502355040558512,0.8033626619581459,0.860877396824314,0.8661660802528738,0.8357012709516608,0.868555239304197,0.7902945928844303,0.7645641886197961,0.8745014718503292,0.8399357770602702,0.8462227033106515,0.8520048489977523,0.8494024028038694,0.8535295898881041,0.8696899187805306,0.8621201254448772,0.8434406689269234,0.8320438825120111,0.8415493271360848,0.8358841389226129,0.8328681658624726,0.7884448199760908,0.8588487887012228,0.8725964015729153,0.8438475569541719
+PR,0.7459217387241271,0.8599099694912686,0.8076416775339501,0.8432626423451299,0.7376796373619743,0.8246717107400869,0.8377412008391274,0.8287013301776882,0.8104486510823729,0.8202680870115657,0.7877208179539353,0.8013816834492974,0.8393591967431758,0.8396251092016369,0.7992561464807755,0.7829263087498854,0.8251522924698667,0.8260873626091739,0.727690759091622,0.8264760187094417,0.8449875349155134,0.7816453321528443,0.8103327983622985,0.8198161401354391,0.7915793847190757,0.7727535659641982,0.7865262741151555,0.8272798660689333,0.784808456764082,0.8196185308551796,0.8240712887668822,0.7687658561953777,0.7753538917525635,0.8043506696576596,0.8411946704066335,0.7975044951676382,0.8677024140174946,0.7316268958665295,0.8426176368851154,0.8221787431680118,0.8237818961682325,0.8308924118131604,0.8265326687415524,0.8233759841008061,0.8102014490560785,0.8231984796749489,0.8039040546832716,0.8007001400636521,0.7978025035156245,0.784081944848306,0.7853339443870507,0.8260654009838242,0.8293920967886728,0.8075910177006181,0.8331615161557362,0.8128086659824032,0.8155509102849718,0.8108004032651502,0.8156229613744532,0.8145728690514742,0.8210130602016927,0.8242763042976462,0.8152178288612306,0.819148555898454,0.818934439885607,0.8184538186982538,0.8177911348803069,0.8242854156032117,0.7782002646023344,0.8664250587322483,0.8374641516904681,0.8194651734992321,0.7879409672000396,0.8104184774532996,0.7628623522322336,0.8375153481943804,0.708810394123396,0.82923058050947,0.8166617814925783,0.8049262756633199,0.7806097948202098,0.7901619852461793,0.8312247779810158,0.7896688696592662,0.7970624354902741,0.8522248444945287,0.7854208750328101,0.7838783920707374,0.8308013921345284,0.8134511897912081,0.7785294556925787,0.7462675423875698,0.8157246494859243,0.8394026196160199,0.8054083675010429,0.788239017525963,0.8385590977443886,0.7860405170580107,0.8171139868160496,0.7821189078904403,0.8327030474861088,0.7488281265097033,0.8013812588683814,0.7800246737355505,0.8091548406707987,0.7822038426625946,0.731124704384409,0.8287652052543315,0.8107308868738067,0.7388470630919161,0.728228320213802,0.851488459412522,0.8237805761591099,0.7884533896397439,0.8353749090780829,0.83280294713226,0.828806980215732,0.7254010335677752,0.7728382796466533,0.7637458207229906,0.7360138813515861,0.7568590299930423,0.8300193782835521,0.8351355568993286,0.820501877101871,0.7382340236734728,0.790372445715409,0.7616355558137765,0.7920988293647023,0.7992429135368603,0.7920020292337042,0.8260802952152574,0.8255370655643929,0.8308877095328991,0.7906075644723187,0.7830861706983484,0.8326034498655728,0.8243312113451677,0.7933674100880381,0.8335298357261088,0.7607214900247256,0.8798283760073214,0.7911840132279852,0.8271898619875461,0.8022225770203754,0.8214351717395101,0.8262450938500363,0.830344038204254,0.83124184939078,0.7731294436043982,0.8291912597956873,0.782640207035935,0.81884138457427,0.8372732477333874,0.8324635879815693,0.8221191346698657,0.8275793706185172,0.7454968321697338,0.7894715468486512,0.7563947638085871,0.8182487922944776,0.7973817206096723,0.8361405856066366,0.8361130238860792,0.8160783952553032,0.8288322794772603,0.8419812851257134,0.8352222340411749,0.7740172019303535,0.7842307000909484,0.7778869408831566,0.7847569108638146,0.837789180333729,0.8278692422645785,0.790888291703758,0.8289629703065045,0.8300102398248838,0.8373709345088262,0.8265718575339253,0.7911039188715419,0.8371911620175669,0.8049704798872237,0.7380995390080727,0.8011957072104868,1.0,0.7434401694402891,0.8490998734655348,0.7761630592205455,0.8308723336682026,0.7839566360973638,0.823211879511102,0.7816601231049707,0.8233887762829157,0.822521416418274,0.793527880070651,0.8259983609736719,0.7953493519988917,0.7829798487447625,0.7372048972032976,0.7202941782229971,0.8054832383578118,0.7850054849845228,0.8322008652622004,0.7885691901818767,0.822171046815891,0.7540972794757536,0.7967572463807205,0.7426299644893395,0.860055963352704,0.7792403147963106,0.7693634668440851,0.8236443631982079,0.82693167087324,0.7716549155173676,0.7721357963836504,0.816798135326908,0.8291356956501678,0.8255300256810914,0.8373128135766041,0.8312397452302804,0.7634659766054872,0.7724267394884029,0.8368173062854847,0.8461043730332428,0.7760498104977117,0.8206843631351125,0.8256851203915655,0.7759244190226857,0.7796662069007462,0.8416489111067325,0.8239136873703584,0.8161103596500081,0.7875301883804541,0.8219761803010682,0.7533817812756032,0.8269464844169756,0.8220196719118311,0.8204011588963125,0.8219043476109736,0.8340956070450515,0.8166996825041516,0.8167694727083896,0.8048403961341242,0.8238148226816605,0.8316189098243377,0.8266314605668073,0.8293773393334465,0.7922931004474086,0.7462109043824142,0.7821090855753203,0.7919887326107538,0.8223788235975257
+PS,0.7441798177556765,0.7402881127065332,0.7510819446803206,0.7611422342443764,0.7419140841589802,0.7716238551969187,0.7702823570342133,0.7590366608818141,0.7459109529677721,0.7660170316806267,0.7407098970944691,0.7355720839718632,0.7634425196367115,0.7693476013949155,0.7293039563112492,0.7395646856445617,0.7630469277884546,0.7571632940438537,0.7359698256995834,0.7641931928005922,0.7622653463909762,0.7508521517956448,0.7350491893364947,0.7701850107444641,0.7315508211880121,0.7324398305665248,0.7542912127427047,0.7662328743580875,0.7425929135293613,0.7601685684623677,0.765152888180507,0.7401400328531673,0.7347574218337699,0.773098485281096,0.7594958005563854,0.7359880264273949,0.7527269588312473,0.7397521001787594,0.7431645550778403,0.8039097179107687,0.772939746099266,0.7610589908334287,0.7738326792394841,0.7346846595360179,0.7420492158028321,0.76409468857145,0.7392692424399278,0.7379261340699178,0.7326654391073643,0.7434932162463449,0.7420231773583181,0.7639755082640123,0.7550216292295951,0.7381462160290526,0.7619604947481519,0.7622758695021511,0.7596560747865426,0.7564161583672132,0.758849888458473,0.762212435093436,0.7657942977222143,0.7659356617784681,0.7620733727202079,0.7628717281572773,0.7645029402947553,0.7609048127208844,0.762567545039233,0.7656086421624656,0.7394648333766128,0.7591229151929161,0.7663517491250338,0.7647922287950749,0.7552007752479448,0.758321944407054,0.8715417562315321,0.7417636042502554,0.697167127110935,0.7776525601191173,0.7726102547995654,0.7370153484785397,0.7361130842219,0.7487039986887389,0.7657818168402007,0.7522460267880215,0.7625349361631425,0.7726097133766676,0.7440137828414951,0.7511910506772003,0.7783401453186869,0.7483741547085092,0.741840031948361,0.7572912231255269,0.7624434822986813,0.7522318878166506,0.7359989984276749,0.756619964026931,0.7704630263002189,0.7512725759606509,0.7607079869793651,0.7597210796371346,0.756906342061319,0.7436654675588124,0.7555164079223365,0.7394578694060545,0.7455690298013189,0.7544162462208648,0.7482205654424909,0.7582752823819096,0.861943208863599,0.7512692712953266,0.8667306412823105,0.781081257509202,0.7581029940713432,0.7533578836427071,0.7638711569755513,0.7632391866218297,0.7607295712822574,0.7007838135640743,0.769009460834825,0.7447980907634352,0.731565148399421,0.8367916596395062,0.758897612916535,0.7633274535224285,0.7630111691090571,0.7573128020284998,0.872456894687377,0.7635555241097551,0.7526549988174054,0.7364469972157233,0.7467909408434242,0.7748456156398854,0.7645202053220581,0.7770073411400599,0.7540978183923107,0.7406532720949809,0.7683134182966548,0.7752182297839412,0.7506449272136018,0.7648655753329323,0.8255794948220573,0.7505965183167692,0.7908054439305906,0.759997692368718,0.7314381043421985,0.7536895179810277,0.7735833464404378,0.7606693037839177,0.7600837432760886,0.7421818345496349,0.7626318325692202,0.737925537523785,0.7544223998071853,0.7700994345361398,0.7641811056363293,0.7722317791324163,0.757410741827205,0.7448188732866391,0.7384674033389536,0.7599743293622325,0.7521114064594229,0.736688991998116,0.7668769060540527,0.7600203782049643,0.7490018110016131,0.7577200226686079,0.7624848419434995,0.767341630879654,0.7442966647079158,0.7414023536241204,0.7502146879908942,0.7520947537725726,0.767584990892136,0.7588340264551425,0.7567517912070088,0.7732419131295227,0.7615350671266803,0.7644882295426519,0.7596757946953523,0.760201642566633,0.7291023285588352,0.7571689149617804,0.7544078069144214,0.7452481552811395,0.7434401694402891,1.0,0.7569317739217916,0.7349680991627459,0.7611485804659526,0.7419954914290353,0.7705324484643472,0.7380563259239222,0.7621064382645909,0.7587382183566398,0.7512091490095136,0.7719888946313316,0.7884470894707061,0.763523152404153,0.7285108545913132,0.7111973798007757,0.7381253982376269,0.7524197485501907,0.7578042148824649,0.7488902721645025,0.7699187397643886,0.8136372121827753,0.780281670853942,0.7437772826567247,0.7637152065950772,0.7497787773303589,0.7397128884416693,0.7618841006486367,0.768948064252814,0.7424653993089761,0.7417087960418417,0.7633246545389991,0.7647872622899249,0.7754511461090892,0.7687500014501919,0.7610996953502539,0.7523782749799691,0.79419986534863,0.7688585334574868,0.7682281465478903,0.7449721146421061,0.7737866457594752,0.7744424660837702,0.7666919482283117,0.7674135451083399,0.7547763013239102,0.7697169971261488,0.7473319210533196,0.755355699833615,0.6946043190683016,0.7488699632455655,0.7759683301827484,0.7549598974039994,0.7587299667016488,0.7622107413067328,0.766696808444602,0.7592153189860288,0.7672854761274205,0.7626844955600436,0.7566246047758609,0.7610683608198403,0.7573827911820079,0.7574525277677513,0.763663360570274,0.7252872086351411,0.7472692027803655,0.7591022932864792,0.757461196315177
+PT,0.794461815079612,0.8726124036243056,0.8717095691784845,0.8634849918275013,0.7778468458684643,0.8707895580856907,0.8322229726016193,0.8298985550379092,0.8516853412080013,0.8674818777685167,0.847801477291389,0.8444651366183733,0.8405205536069041,0.8353944484995136,0.8405003943350046,0.844250482652458,0.9570833051109392,0.9469065749276743,0.7807058271565732,0.8813861106568566,0.9134098477945857,0.8412215444008083,0.8493756425029555,0.8678609066407005,0.8388566619458465,0.8332655599247593,0.8458218988620646,0.95139230573829,0.8457416973478306,0.9538684517689074,0.9532858642668434,0.8290711331383535,0.8379134127895144,0.8589748033917529,0.8645599909652336,0.8507393931816214,0.8671199826965417,0.7720351552408641,0.8620677762231359,0.8586710064227844,0.8692183798399699,0.838216643098083,0.8677729497859606,0.8522730671706564,0.854068639938343,0.9516861579862413,0.8479701452270914,0.8457158890826976,0.8419598977992929,0.8459456126307608,0.8447737762290084,0.9549087620773046,0.8324181302237423,0.8482815736346832,0.8352241497404674,0.867467934236879,0.8468301946966337,0.8432916747567362,0.8442557107402291,0.8456070933042438,0.8509623702436186,0.8524899215144451,0.843760414726817,0.8500173428785252,0.8482657501671017,0.8448064322723825,0.8482388111659668,0.8524117569313878,0.8463487837844615,0.8225139523901808,0.8370644298912281,0.8452984209346718,0.842290643140042,0.8751502508511362,0.7981385560256642,0.8892579275143907,0.7401250659230433,0.8777720105025598,0.8553843680266238,0.841489000320392,0.8335766116435616,0.8608659144570425,0.9514077558713002,0.8440064116679369,0.8468576309441371,0.8466926365771443,0.8462565774093136,0.8379868613971481,0.8785561334289634,0.8629497361165255,0.8425102692278295,0.7697842759529673,0.8693723204708975,0.8354203237810813,0.8525239317574757,0.8431319789313855,0.836794383259777,0.8399264293218137,0.9513873311744059,0.8051321869855378,0.818842732336137,0.7928805264473101,0.8445624549289091,0.8393137297210013,0.8174338476592283,0.8418664493936839,0.7803537176884522,0.8750511756923322,0.845555160851462,0.79874544339811,0.7497389527456694,0.9005307573719524,0.8287523244023217,0.8496488909586853,0.8356218674793847,0.8313258672341878,0.8283203861201555,0.7878407273515272,0.8078248019617095,0.8015277230593548,0.786955466953498,0.8041146820398785,0.8263052597969349,0.8270055234029063,0.8506410240038366,0.7720332649294025,0.8292035997181781,0.7884019700318171,0.8440734624379024,0.8445382427701823,0.8504237451675745,0.874664355888983,0.9550695563009349,0.8771076986504359,0.8438675131807455,0.8442537940151619,0.9574082440936699,0.87523581667987,0.8523419862513146,0.8263690140054726,0.7822990503963866,0.867573121292625,0.8133603991975503,0.9466949087089618,0.8454799366335674,0.8236226142796184,0.8739590882642029,0.8316888055058808,0.8381509718357326,0.8322520154089179,0.832269777624494,0.8426952082004134,0.8236090219595437,0.8291190303163037,0.8305745128784295,0.8706198587239948,0.8290856418811876,0.7891205566924313,0.8559101022732262,0.7973492549854345,0.8537426806948076,0.843847260204609,0.8353567182078502,0.83727338523824,0.822207271709874,0.8316862987031148,0.8389289680005628,0.8427315180200516,0.8336436586608627,0.8426980597148606,0.8359453661546177,0.839621626617443,0.8362233677476777,0.8271544293894213,0.8452537984731736,0.8546905524646524,0.8305272706213039,0.8310254074807729,0.8342176868048523,0.8459764702123275,0.8478411101425509,0.843557484204902,0.7888829089482456,0.8736775778204213,0.8490998734655348,0.7569317739217916,1.0,0.8383122988215018,0.8328158715167069,0.8430435461535175,0.8723913535791264,0.842879663227417,0.9518430398911839,0.956322933084989,0.8519663533894288,0.8709477935213177,0.8447596823995932,0.8482540029606305,0.7972841507884082,0.7639846352745066,0.8452646527412377,0.8428397308035829,0.8355141750934347,0.8499809965204651,0.8515221173214187,0.8054004117560203,0.8339211665859054,0.7957809371618998,0.8348418137029614,0.8348222719426788,0.8290036841608055,0.9540887230346127,0.8676473390238344,0.8292796205114829,0.8303274639492332,0.8479192314679947,0.9556620702357992,0.8715131717785647,0.8356265070710663,0.8310570968379002,0.7874930010293378,0.8109595647179528,0.834042571143933,0.8390222756705127,0.8346129911635832,0.8703106441702703,0.8758412095729513,0.8258948584607653,0.8164580384868614,0.851155910065657,0.8715340555215199,0.8231803145576143,0.8416405433380003,0.8166772629951875,0.7600465064648052,0.8756019913280748,0.8285611556968141,0.951331930719051,0.9546524125485694,0.8359229013039309,0.9522143654977178,0.8507201455868164,0.856540463023096,0.8315728716217403,0.8246794239943459,0.8290166637366548,0.8283802472036601,0.824056770582878,0.7850881241091773,0.8342764238132433,0.8446016327107684,0.9494570665551927
+Pays de la Loire,0.8203291331029031,0.796345281893918,0.8416289870408364,0.8641606441223537,0.7993253101336919,0.8775580733141649,0.8698890073916087,0.8703741937693799,0.8782275051886824,0.8856651590544918,0.9852185728787412,0.8764493215680326,0.8922512506766371,0.8728862481196463,0.8545643151106924,0.9865946500604876,0.8707595652894704,0.8609114941968897,0.7804330109104752,0.8987207733708581,0.8250666813570111,0.9133856697718472,0.8787096569532817,0.871126162797913,0.8837443598026193,0.9855838661502122,0.9173901619441834,0.8645318607726813,0.9901161386396538,0.8620895971155315,0.8648324192979454,0.9081112414469795,0.9916491644660227,0.9418523657910279,0.870644765661127,0.879998981255293,0.8436954645868615,0.8243474199528522,0.8523743390258905,0.8157850987705361,0.8736631049720213,0.8972429068968245,0.876489994095876,0.8621748125615782,0.872306748167369,0.8596450313274349,0.8762967904801051,0.8785362620449174,0.8808706336225361,0.9919032785683046,0.9853086057972752,0.8656710504593477,0.8837373524740317,0.8747471339640723,0.8882577977082895,0.9720697755803372,0.8628363787758163,0.8660267593136697,0.8591470540115858,0.8558636570788716,0.8619913333473679,0.8668764115579956,0.8550220588986552,0.8679200332945214,0.8565949698000088,0.8564281343648444,0.8645742313684225,0.8640642244167691,0.8882227220872926,0.8150003742294109,0.8810160559418243,0.852469241939082,0.9048748865223482,0.8623613025713124,0.7678458678528706,0.8627683752816888,0.7719318629743578,0.9012680573534048,0.914360116897383,0.865667787899177,0.8362446050767692,0.9780105673571036,0.8780640196814606,0.9153309202705554,0.912150550193075,0.8919270399290621,0.9881561780829083,0.9027722168932079,0.8985800278188094,0.8675604263019958,0.8152212402943598,0.7790750554468017,0.8084766900770969,0.818385415938755,0.8687413040293313,0.9110698108196905,0.883467242327696,0.9049553161456003,0.8645047280336773,0.7515905538071254,0.8328621513986466,0.8461703869678981,0.8181475189211319,0.9831196210366738,0.8769070850112352,0.9152660263833814,0.7939377342357165,0.8484916381456218,0.8189883327363238,0.8340764115056996,0.7254452913760506,0.8660375592626102,0.8778425358883594,0.9886201325893837,0.8831666840009192,0.8751155940092011,0.870946063355976,0.8234609350842758,0.7712072006238742,0.7884032630585117,0.783203021630297,0.8188278612702256,0.8677920999328252,0.8639604388791501,0.86472870246765,0.7731505655859082,0.8120369753841234,0.8153192130694077,0.8557541100484415,0.8781229531619162,0.9845159713055456,0.8947599705343449,0.86937551350196,0.8948187306951667,0.9052658439291774,0.9871125004648477,0.878693845531752,0.9065358368647936,0.9855999054578714,0.863551927270146,0.8083515828056156,0.8236314904573143,0.7606221296521416,0.8537283064162234,0.8810366991672014,0.8643803695946367,0.8834449855842198,0.8833368669998345,0.890201109636543,0.9053892793463317,0.8788197423844235,0.9856275401803938,0.878705809582779,0.8660965064089785,0.8738357241753041,0.8779171136425955,0.8668418455932656,0.784922993284628,0.8734870023676458,0.8222879997039098,0.8705133801785552,0.8855831808124135,0.8803219049438513,0.886143407900899,0.8729232580813363,0.8847043336969347,0.8804322993081485,0.900157670835452,0.9081723378542333,0.9798809076271142,0.910023673328778,0.9089603020271824,0.8822847922260629,0.867302512758471,0.912780132702086,0.8745490772626581,0.875598171396288,0.8681913286108555,0.8868826145308207,0.9104900584608182,0.8135836651823365,0.8135983976760717,0.7677392770514435,0.8540275305293539,0.7761630592205455,0.7349680991627459,0.8383122988215018,1.0000000000000002,0.8799407845678762,0.985173863025642,0.8978463483564596,0.9901211319201187,0.853200736250548,0.8631039544226513,0.984345047966831,0.8727138996382493,0.855672665821792,0.8057202919651987,0.8407383136827905,0.790751688576477,0.8726783331501479,0.914049172636547,0.8856302967202063,0.9882178949483379,0.8665336934414767,0.8104527758836472,0.835120746827742,0.7951559322520632,0.8129591950849109,0.9007702826345759,0.9040600625519841,0.863544639434369,0.8632881900542556,0.9014215437162842,0.9071763129433137,0.8880028306982165,0.8700457220573556,0.8823957121489123,0.8791206683127794,0.8715032852656174,0.7318007249010483,0.8405615101017433,0.8754164196496376,0.8836036415999013,0.904108177468052,0.89347918205238,0.8999522896836949,0.8124522122634772,0.7826898669599008,0.8541699755244924,0.8829289336830639,0.879265848068722,0.9110879270518212,0.8122430288275293,0.7360569016055661,0.8985934052494916,0.8748667617029038,0.8593917847508752,0.8668147736948094,0.8860077552098402,0.8700757487031331,0.8992236676689139,0.9422495611973978,0.8853715388440155,0.8565846635149419,0.8748980825916427,0.8624745789546248,0.8579011561204825,0.7755092704833842,0.898912567188703,0.9105960358599474,0.8538235594370777
+Pennsylvania,0.8063932108453661,0.8073959550542432,0.8488772568070946,0.9174638092860787,0.7915265690989661,0.8704494161821515,0.9809719385577267,0.9768483354374954,0.8615247188477928,0.8741332243166322,0.8840270679096247,0.8562669924613534,0.9830270788832228,0.9837375613951482,0.8419562430506982,0.8815072438723304,0.8600350297319175,0.8531348934679611,0.7725967882437359,0.8686781641103113,0.8434799175285597,0.8880270412322262,0.8616153199231164,0.8610822758256853,0.8597324793905581,0.8758393596203858,0.8936694806763614,0.8542142606671306,0.8846418150268156,0.8507213560805708,0.8529709967948212,0.8812831952139605,0.8806349892327636,0.8943408196414232,0.9235604287601059,0.8642588257439632,0.849125244903626,0.799193170577588,0.8437382197981756,0.8397574590758148,0.8651300471777426,0.976123103115486,0.8672931100905774,0.85258287843855,0.8579750925479918,0.8530596514634099,0.8579276180578557,0.8562690276377211,0.857424546180823,0.886328415679746,0.8814203664465484,0.8599696518112931,0.9811519629915522,0.8573814266985861,0.984990295903044,0.8889529608572097,0.8974733285800236,0.8981334254199321,0.8961860300899722,0.89110895329926,0.8957443526227316,0.9023867363893412,0.8921679463980566,0.90389757214857,0.8937463894023364,0.8946946938735192,0.9005585638162809,0.9007888329585491,0.8710573448986075,0.832244504525001,0.9918421510575397,0.8963674916857833,0.8942613880912009,0.8589173052824143,0.7844991912344984,0.855116920267614,0.7599881506230709,0.8889482632314327,0.9385719500693809,0.8505244658205532,0.842031938945532,0.8868844465694262,0.8710970363314195,0.8902470013103823,0.902956729248446,0.9852812269458286,0.8832734190969821,0.891880142603593,0.8894139195004624,0.9066311473167104,0.8054100821353986,0.7990083986934022,0.8156940399383408,0.821696976218493,0.8526122428511487,0.8979210194118684,0.9861303130682438,0.8947713638336128,0.8508626888402716,0.7964890787167329,0.8413113354889064,0.8198483514697271,0.8341794523528703,0.8790960151476438,0.9628210672056879,0.8906561611082527,0.8063690696716658,0.8873209048765638,0.849454828898421,0.8343177128710976,0.74172071085101,0.8638775723418658,0.9804157879110225,0.8884325526218629,0.9839052853206111,0.9843692199572545,0.9840729886899379,0.8239842717581661,0.8037532299680717,0.7994208074407956,0.7987778850405604,0.8208545267000154,0.9800076138762921,0.982151422054998,0.9025418954266422,0.7870783000730803,0.824592858567474,0.8158941372927665,0.8553862510404422,0.8570897251110381,0.8856456976199057,0.8822559264707548,0.8599902985029955,0.8861980838530424,0.8937098927719429,0.8838935398669198,0.8721352319268659,0.8896905895258673,0.8876733077882126,0.9757574979161657,0.7970488187725642,0.8411896531531834,0.805146879029974,0.8494155230323668,0.8597301532802433,0.9769563959861722,0.8751881307302591,0.9855094295993208,0.9841610335636051,0.8794957209158673,0.9848041124668577,0.8807805535617047,0.9809208712687796,0.9789598960956548,0.9856251500811726,0.8669099803538769,0.9782195345208315,0.8042074590742231,0.8694246524203154,0.826765990881568,0.9126015633075649,0.8605237373349025,0.9869772729392786,0.9770652256926879,0.9785791149203462,0.9804473814121066,0.9788250781757305,0.9827806013237764,0.8833599986281058,0.8776054301274586,0.8848089485301981,0.8948532136904926,0.9865254226902331,0.9802826984908473,0.9016764211981025,0.9173915202384503,0.9872754768577632,0.9797947721796524,0.9829670390812856,0.8984719684498548,0.8107815090620212,0.8291119443855844,0.7725936157064147,0.8454149347134956,0.8308723336682026,0.7611485804659526,0.8328158715167069,0.8799407845678762,1.0,0.8799780274971822,0.883515064541405,0.8838172261588454,0.8450078594344865,0.853805905323899,0.8886202838431478,0.8653380018677717,0.8489665300012958,0.8077086535569347,0.8239389014764943,0.775705950453282,0.8518198295338172,0.8922822792111326,0.9841060928308357,0.8870989026321211,0.901390329287413,0.8046635599764349,0.8662849381833572,0.7578763019466331,0.8300293620029953,0.8805160176160026,0.8780274578279287,0.8544616204241853,0.8624076483503993,0.8766838556214352,0.8836509749235653,0.925268927025305,0.8638318425027047,0.8723394514469579,0.9846352928540371,0.9818560141528087,0.7746565769475403,0.8310850621947729,0.9866917085687689,0.9826691305063887,0.8808584981643331,0.8826009271539417,0.8872869976959753,0.8276365732328842,0.811535261360926,0.9523293693342304,0.8731560723347095,0.9723965283405231,0.8998064938015188,0.8168828328164642,0.7683229767048082,0.8860479694645149,0.976803894367954,0.8464915013422224,0.852762364329443,0.9889085901062848,0.8552610107740535,0.9324673352697951,0.886258191772096,0.980223691000525,0.9818658999303858,0.9840287159156738,0.9750787089789031,0.8779950871734092,0.8033002510807434,0.8867043136719186,0.8991095931858114,0.8466832267995337
+Picardie,0.8174685641921293,0.8011377792840821,0.8429204618086743,0.8633048620895198,0.7967337120082492,0.8817361454139026,0.8715642163934082,0.8698405016664996,0.8756504911853983,0.8885618504455095,0.9829024721636691,0.8733483244728856,0.890290287866659,0.8746359141132477,0.8535645108580513,0.9875810272692208,0.8744451267241192,0.8652788919119313,0.7774960726463118,0.9024142693599655,0.8293815249788831,0.9101416034641522,0.8741465815884325,0.8770487171378843,0.8786370116055535,0.9861458084666711,0.9139591038699658,0.870234901993518,0.9923398230641503,0.8661728423622425,0.8704814324989049,0.9066855415033738,0.9840177208715634,0.9409293789587413,0.8697191767139967,0.8766377276140697,0.8449228722337149,0.8214362963346195,0.8501554822237275,0.820694449582044,0.8798670225229425,0.8927330962664866,0.8823459986312149,0.8589894430526618,0.8700930679901555,0.8646570486535387,0.873775766093962,0.8761809723251414,0.8760301565369748,0.9913405280746568,0.9921102958893043,0.8690715147382634,0.8808546887520335,0.8718150663815826,0.8861234194845472,0.9775188114838903,0.8653823478723235,0.8670251900227633,0.8636992578573075,0.8589720372151497,0.8671219382783112,0.8703624728959619,0.8586939922141458,0.8710851892492708,0.8615082388376737,0.8617285941507866,0.8687320764733432,0.868248981183259,0.8859548195424845,0.8146378676223636,0.8811742754559618,0.8568727807116238,0.9055959901671233,0.8604781146279786,0.7710699111447198,0.8629958901262279,0.7610875112456464,0.9022783112996972,0.9134009300119588,0.8633966261977557,0.8347148124818295,0.9771710643683773,0.880532041581322,0.9149797220971121,0.9120213705088647,0.8906240337979271,0.9909775628968016,0.9021052772095158,0.9003020867689661,0.8679843866932578,0.8131795374979436,0.7789788750338785,0.8158695033871324,0.8191441835767537,0.8660671606647534,0.9093994927409486,0.88295820505884,0.9027939733351749,0.8693649916645936,0.7600628804776359,0.8321404287786262,0.838420209100921,0.8255704344804983,0.9879098217800042,0.8724314712836938,0.9122868907535477,0.7955205512549254,0.8493738211370924,0.8222509575258511,0.8308925323353086,0.7303057849681647,0.8710933589777847,0.8771945123640136,0.9843084619409962,0.8824715938511505,0.876448940960646,0.8715985177731179,0.8131854925923414,0.7733913806166555,0.7901985791769406,0.7869038814361856,0.8198352864156134,0.868930411332327,0.8664191272336613,0.8678083389057931,0.77578842099261,0.815302353058692,0.8155676807472261,0.8550684832454419,0.8745378866067969,0.9846113294907527,0.8969964596192173,0.8731038537701616,0.8975748040748512,0.9051356506094806,0.9884587506467254,0.8805052370937978,0.9071013236681529,0.9900593981393965,0.865682861985032,0.8096990922930105,0.8259117684524135,0.7710664895347996,0.8583866461539653,0.8757109879299043,0.8648029466522341,0.8863844811681695,0.8809846586203629,0.8868335781952773,0.9048606323008569,0.8791924452696733,0.9838116489295544,0.8764770039658034,0.8685521576673007,0.8748642632755487,0.8831967713799372,0.8672595881587589,0.7828187801618133,0.8718688628262231,0.8191064387702641,0.8680599421966931,0.880423028880836,0.8803147528115137,0.8853145366153718,0.8713495803763395,0.8819551152279643,0.8809902583219873,0.8969422885214614,0.905947138511412,0.9886250709520615,0.907940822782263,0.9069369482329452,0.882338465198549,0.8682838240104613,0.9079015155576001,0.8796730994234544,0.8763301396841143,0.8702809553766125,0.8843087961730837,0.9099981231443734,0.8132339326787643,0.8138496066961955,0.7690687276491378,0.8578512465127968,0.7839566360973638,0.7419954914290353,0.8430435461535175,0.985173863025642,0.8799780274971822,0.9999999999999999,0.899532656151704,0.989029020483687,0.8603267136986525,0.8669342422848194,0.9847464237604766,0.8786425604157216,0.8621299291108879,0.8093056904791328,0.8337705321222998,0.7805787065053285,0.8700924656263546,0.9125474092181691,0.8838120407153338,0.9862910302000383,0.8704218893585698,0.809843448944816,0.8365385176209537,0.7971004084242295,0.8150146135365943,0.9008604182678003,0.9020240291073307,0.8687580307652367,0.8692300873588639,0.9019684403280724,0.9048306159411221,0.8901414523869826,0.8740744689635508,0.8880941636274752,0.8794952423866892,0.872793890566843,0.7431926984467966,0.8401043750948234,0.8765237713415113,0.8834699111354088,0.9036981988511317,0.893917971976423,0.901100658297034,0.8154760253134988,0.7820423307993242,0.8545610323845388,0.8864221068129128,0.876420274675093,0.9069094207000048,0.8080437354690849,0.7469469982243866,0.8996298543967783,0.8739388477407721,0.863868403123238,0.8717202713409675,0.8848132920008328,0.8743151943333087,0.9010010522694452,0.9483331976939251,0.8822007119562043,0.8607059418232148,0.8745838641613329,0.8643758875560775,0.8569740947967728,0.773678173614697,0.8975674498667302,0.9086721285589401,0.8598778857357168
+Piedmont,0.8294876124472962,0.8312300781542823,0.856833494788626,0.875009339809937,0.8077555962426064,0.9804186381964838,0.8787693644622812,0.8786740230451217,0.8911210672276924,0.9831630098622289,0.903641751004557,0.8868778235417965,0.8924094933589877,0.8820980414058311,0.8739319163450828,0.9036892675167435,0.8992671001047153,0.8920801339156446,0.7852318456180601,0.8816297255125635,0.8576897105814778,0.9043175322566935,0.8925649282844642,0.9755440619105058,0.8849671117013729,0.8937040432961956,0.9090108798805957,0.8980342064747106,0.9059863688986318,0.8916512306880556,0.8955834404947642,0.8916221322495294,0.898470924140661,0.9124197132880343,0.868920256704279,0.8794161895303984,0.8665441527956702,0.8051271876392514,0.8658158482779843,0.8509785043083268,0.9783345823146871,0.8923829816294894,0.9765932700028336,0.8832862858249819,0.8882062777134337,0.8931645909605099,0.8876954000906216,0.8871168928115023,0.8857355946434223,0.9051053539239472,0.9024980971982483,0.8978275528221937,0.8847234170511518,0.8882445719692941,0.8881473577952482,0.9178197080130666,0.882680736708392,0.8835987393976465,0.8797729292529008,0.8793104469257307,0.8839180493435395,0.8893276974654153,0.8788706276586634,0.8876586685105486,0.880555970112903,0.8784164732083882,0.8836402188480361,0.8864521573916037,0.880959919777036,0.8362909606272868,0.8862465877176106,0.8776622426635959,0.8983687707230374,0.8667269606967286,0.7974426989248073,0.8804872965601586,0.7641304731045402,0.9889158384322811,0.9098766442996689,0.8786622909168221,0.8351589930037544,0.900691393446852,0.9064678106078999,0.9021577919093937,0.9049401843902478,0.8962800524139602,0.905285952422631,0.8953184493818763,0.984319021101979,0.8725360307279345,0.8265353148668396,0.7908747347440754,0.8465770078696717,0.8416824760023878,0.8841622941352753,0.9027165136672272,0.8876076435179898,0.8971676356419261,0.8941060197858753,0.7865784425452174,0.8469170868366015,0.8207982734763285,0.8457928497988805,0.8964098912257598,0.8707216018140678,0.9050310605608817,0.7962272461904674,0.8682074725051914,0.8439200226300193,0.8241160176907717,0.7523452374807009,0.9640917410802148,0.8793542199361712,0.9086562180284723,0.8863083845418445,0.8804092155192531,0.876762174199834,0.7980727159097926,0.7956101254713247,0.8023198156578394,0.7896612307159026,0.8259754279878675,0.874060253821074,0.8735818965866098,0.8858038169212401,0.7859814954903463,0.8358591402631829,0.8296194947478288,0.8619665641112844,0.8879523211097777,0.9085245366746878,0.9851571848403894,0.8988362927185377,0.9903198241278403,0.9008096332700749,0.9038884730108511,0.9080751847877782,0.9913192202801413,0.9099064893595314,0.8731804230631374,0.8145569994196666,0.8537402074131195,0.7986202160888145,0.8899088029815014,0.8863198008053333,0.8720939570174653,0.9823392234080361,0.8830254672047413,0.888523881556466,0.8918837886307143,0.8818593202352986,0.9011535709249482,0.8773200691842685,0.8763356758720292,0.8797624311631603,0.9811818770025708,0.8770148199966533,0.7925419799044074,0.8728283118157909,0.8314614692197035,0.8742163184631019,0.8898982719037637,0.8842470528363825,0.8872562757408662,0.8737780591399702,0.8830211523922269,0.887094739477505,0.8970747169716465,0.8944762520779176,0.8987349897685958,0.8987033934502076,0.9004323090384121,0.8871202259696799,0.8740163447220701,0.9060107014295395,0.8942389540234237,0.8797223879486736,0.877732828612222,0.8871345948989842,0.9042281857990366,0.8347314061869022,0.8230176573585655,0.7783860875299418,0.8717344954456931,0.823211879511102,0.7705324484643472,0.8723913535791264,0.8978463483564596,0.883515064541405,0.899532656151704,0.9999999999999998,0.90233249900949,0.8892492775190214,0.8935692680329037,0.9121017654540724,0.978079349659446,0.8764863703121222,0.8288007080496245,0.8249480823374704,0.7717819789553931,0.8851593736720531,0.904603600716064,0.8866970078824004,0.9096340019542827,0.8859526235319468,0.8119582747902968,0.8482144617077669,0.778350584323846,0.8407375960072632,0.8944756793676661,0.8912541015419619,0.8947694997169696,0.971610951980315,0.8895803126425589,0.8922101463787846,0.895451224915189,0.9013609467649695,0.9796732499317382,0.885321318806333,0.8791950648947627,0.7670224088689526,0.8401899756584056,0.8831591772580989,0.8885135500006208,0.8938095785045914,0.9689977985448609,0.9872237774421723,0.8221466350475859,0.800801886435742,0.8632334754202416,0.9812587422445012,0.8744379161582229,0.9026162133098056,0.8230453773778368,0.7633620267669833,0.9840780032885683,0.8805773101694475,0.8905316040940174,0.8960031468295421,0.8874750849145284,0.895853864444029,0.9001001600149788,0.9066579638686587,0.8841637723482475,0.8693683692056665,0.8793242994012361,0.8735607592678394,0.8677311508387471,0.7858128890811347,0.8920275945238796,0.9040345870120875,0.8909138279916347
+Poitou-Charentes,0.8187496125851609,0.8004301818687256,0.8429815848140506,0.8672926524175757,0.7974380164233577,0.8830521337122665,0.8740914163110091,0.8745391733162393,0.8803684817473378,0.8911400750306081,0.9900173299391771,0.8786048523426411,0.8952827919007673,0.877380715455422,0.8576759685649453,0.9900932514238676,0.8758932667179999,0.867086059141129,0.7770940715105357,0.9012772333013288,0.8291155296678794,0.9134116395659412,0.8807788392145879,0.8764562393804615,0.885111704098592,0.9868593774699033,0.917629475679706,0.8703973002120345,0.9933660091666913,0.8668221240365842,0.8701788588887999,0.9090592334368757,0.9887246635525978,0.9431016902123436,0.871479313018467,0.8793860130433206,0.845522984095789,0.8248791076592503,0.8523169436974882,0.8179962201403969,0.878913193097482,0.898776470784622,0.8815883122841578,0.8654645242683595,0.8750424069075348,0.8654682091066694,0.8782863013418054,0.8803368914267217,0.8823539978986011,0.9931744589004391,0.9895628949986656,0.871015924881704,0.8867080710666637,0.877022365004464,0.8909067600153028,0.9788108988957546,0.8673390051205737,0.8702420593143236,0.8639836189778098,0.8606299553403992,0.8667798836440237,0.8711545466032443,0.8598498353777485,0.8723444091497269,0.8616126412424238,0.8615462264678388,0.8692517639963879,0.8689725084539267,0.8876304012602906,0.8156387100364856,0.8847708079525111,0.8576362168646164,0.907326245255295,0.8631039243739279,0.7685217554996393,0.8636394454536419,0.7653482846619013,0.9055402576244267,0.9162599467032421,0.8682262123436887,0.8356677891921045,0.9793698218972211,0.8834626916809449,0.9172748597192601,0.913613292314322,0.8951954332169191,0.9923374702067249,0.9047228254853723,0.9032905034643202,0.8680212390230864,0.814922678718229,0.7775709906542427,0.8117403086688272,0.8194032662634624,0.8711643196909723,0.9121230748670582,0.8861579366492255,0.906204084156032,0.8697920804717176,0.754583377494794,0.8343368600053157,0.8453942410497354,0.8221786504016504,0.9858145979866225,0.8786492184883318,0.9153673606724178,0.7931128167869691,0.8514017940447056,0.8216290308938038,0.8336631194834122,0.7256053277774596,0.8702562437587535,0.882131836530077,0.9869132907579883,0.8860701636277138,0.8792666858706928,0.8749932933883043,0.8174429607677245,0.7706357901815494,0.7875251591973701,0.7846024927977102,0.8181803643718679,0.8722707078840747,0.8684465639381828,0.8695045541483825,0.7737820847862705,0.8131031920113363,0.8159061578550905,0.8560307449956229,0.8798660525590647,0.9882352493548257,0.8989754393875445,0.8748588406179766,0.900044936898559,0.9069609287654837,0.9922958637907193,0.8833893621199578,0.9100757112589474,0.9897494504451887,0.867534206126913,0.809168704656001,0.8253731025631226,0.7653663998495011,0.8599943725997741,0.881724127075846,0.8696491808473413,0.8887624840972573,0.8856941930801223,0.8922319786314661,0.9067971729908929,0.8826812841848122,0.9893164156132163,0.8818052989823155,0.8702064695320262,0.8781672734606969,0.8831778960667026,0.8719143215029137,0.7822430743505665,0.8723110185348489,0.8231868115358454,0.8738250778539061,0.8865795454067129,0.8839341563575479,0.8895292139915989,0.8764545919987847,0.8868422090197446,0.8846400190704745,0.9018796331764706,0.9085331917724325,0.9836966516945634,0.9102472620607119,0.9098610642774467,0.8858838812442117,0.8720392775403083,0.9127554082020818,0.8794818302678876,0.8794954374753954,0.8727805371745876,0.8901209919764004,0.9121538869254159,0.8136447820532661,0.8131768024718723,0.7658467386013048,0.8572388443469453,0.7816601231049707,0.7380563259239222,0.842879663227417,0.9901211319201187,0.8838172261588454,0.989029020483687,0.90233249900949,1.0,0.8597066199650227,0.8681969554532838,0.987230804750668,0.8782328181648233,0.8583444103876573,0.8062684948618207,0.8373826029153772,0.7850155373855575,0.8746677877703389,0.9148767467942535,0.8885699744175185,0.9895942585123256,0.870982248052978,0.8085524338996464,0.8356705956642163,0.7935510942139852,0.8150225587117134,0.90220019293783,0.9050319288192491,0.8694614167215339,0.8696913500393577,0.9030320325510399,0.907672634058835,0.8916713544374828,0.8755911465884371,0.8875712885932728,0.8827611689615142,0.8762853271179031,0.7373847759660186,0.8403153448147394,0.8795117157696125,0.8867594260109198,0.9055081030328596,0.8977225109156965,0.9043192237013055,0.8131112908768711,0.7830685734347035,0.8553552946215426,0.8881030723430855,0.8817298995166539,0.9112441398823371,0.8152352525562916,0.7425609031271881,0.9028055301733807,0.8794386513628345,0.8647636859460971,0.8719710871871513,0.8891431020292011,0.87499322556287,0.9028040652277195,0.9474284959037269,0.8882434538875621,0.8622717229043269,0.8789378249174541,0.8679856787183076,0.8598054872359716,0.7759025859400015,0.9005537399251229,0.9114839515739346,0.8602053159818701
+Portalegre D,0.7882417652549846,0.8403743514189339,0.8231895306664713,0.8397777643622565,0.7702253415660195,0.8890756838712649,0.8455387704931101,0.8418002674671881,0.8807077873663557,0.8844283225549124,0.8617229391759808,0.8733444876646219,0.8507670249522016,0.8483601932661395,0.8700500507763441,0.8613966181990024,0.9834135581905515,0.9776883494574732,0.7585716178848184,0.8430680397382782,0.88570111679664,0.856099937318434,0.8727193684292751,0.8885111177907437,0.8669766792579,0.8496435315411026,0.8606801795793385,0.9919476128340813,0.8633349830532573,0.9784845695319591,0.9877178930558079,0.8462756831354745,0.8540816918471406,0.872835998562424,0.8287836069540649,0.8316285039204102,0.8572451480495394,0.7715027114737814,0.8488031979054781,0.8367058844082265,0.8890365289908317,0.8460738792844943,0.8851470717680802,0.8757720371014498,0.881334542738795,0.9843210103505864,0.8791457276065509,0.8770183930394203,0.8677372887764662,0.8622161792902641,0.861765216513471,0.9844229327377317,0.844437541690167,0.874821616433915,0.8458307732534054,0.8834739243136656,0.8628570340968003,0.8603976756962236,0.8614942763754819,0.862457616121438,0.8690107994152522,0.8665623074601329,0.8614681835309954,0.8650414026038853,0.8657908303392552,0.8630067721683449,0.8658821523456031,0.8690730933536577,0.8356061207600877,0.820516364575741,0.8481174782014891,0.8622719925791402,0.8582854856608492,0.827226166895815,0.7797781799410205,0.8674630618999061,0.7344952373061168,0.8930865259328599,0.8698844544564546,0.8762254461875546,0.7973901125338503,0.8570167347188935,0.9796182807800115,0.861255488582142,0.8613908178889809,0.8571994559586338,0.8635833524976522,0.854265163463802,0.8950380924230792,0.8353025794519711,0.7940916143112972,0.7638870995828904,0.831849516912872,0.8370262445382983,0.8808334815212816,0.8582142207894708,0.8488418401845943,0.8544875568875784,0.9859388807597477,0.7710688150104725,0.831931547253848,0.7805805405502361,0.8266195909482552,0.8552208403828654,0.8257592946651862,0.8566846871581179,0.7612549572190719,0.8441193532340723,0.8204807461052807,0.7841688638796668,0.7339048124647405,0.8730757674443397,0.8425402406469596,0.8617034590846703,0.8460950088836948,0.8445599841578708,0.8420617742162654,0.7417170439577969,0.7793767486264418,0.7771506452985802,0.7567985473574538,0.7908907431798538,0.839573344639406,0.8408887344779712,0.8674816133483764,0.7540391422323968,0.8157024774589176,0.7974677035374655,0.8273086214428634,0.8730877032647041,0.8663916186292886,0.890976625780322,0.9848336129561288,0.8939767194846162,0.8584102147761299,0.8621324622092902,0.983503736619081,0.8914638803484427,0.8684678753865784,0.8395523979560642,0.792160911000218,0.8400196409737356,0.7813035014299461,0.9746932646814775,0.8702020839577395,0.8382639190969741,0.8912303380128141,0.8424902031373834,0.8478847984453348,0.8495465975850699,0.8434816566873142,0.8582135431452903,0.8356372444634568,0.8432261084017941,0.8438483936381183,0.8906628523952989,0.8429897479421107,0.7637462550915615,0.8323470821207909,0.7984399813171086,0.8381894564133224,0.8737334398001927,0.8475976337578017,0.8466027023779162,0.8355386270962872,0.8415841670383063,0.8518274894157153,0.8523446152754435,0.8487587726466425,0.8591725002816012,0.851905927122347,0.8548306457976833,0.8486290069862732,0.839542856300287,0.8573374526880958,0.8712020805483239,0.8420755064141162,0.8445093661212058,0.8450944783540625,0.8622090994015068,0.8287917062908553,0.7937704797903231,0.7568034045572357,0.8448531945762017,0.8233887762829157,0.7621064382645909,0.9518430398911839,0.853200736250548,0.8450078594344865,0.8603267136986525,0.8892492775190214,0.8597066199650227,1.0000000000000002,0.9792047887496009,0.8672109847857098,0.8884134462229117,0.859776257765068,0.8059801284898221,0.7720407989389791,0.7330008061310317,0.8732646229989083,0.8580257811517402,0.8466953806947622,0.8641009873393667,0.8686499839870371,0.7749578042319641,0.8146073563291492,0.7575561181436319,0.8372560838033167,0.8512068210602455,0.8464868528313355,0.989199497247643,0.885438410481515,0.8475582067804626,0.8467743903118493,0.8627600044685588,0.9858418321883227,0.8895512384427532,0.8479234080256437,0.8450368965577367,0.7615098482994926,0.8065032886603741,0.8478082359116687,0.8508057169847304,0.8512041719284721,0.8873601046530212,0.8925647365461558,0.7948734145215771,0.7727802121848912,0.8292587102658866,0.8888416042442006,0.8344036052438808,0.8548057173888158,0.8142931423431478,0.7551252217705614,0.8930129325326172,0.8420083212322049,0.9803760626204017,0.9867813119169658,0.8473155386539479,0.9835174444282418,0.8663178136114713,0.8725632768491502,0.8418059158789258,0.8381259368876701,0.8409256482606079,0.8425100864352122,0.8352618897197546,0.7595923582037749,0.8502552046505336,0.8589135405083239,0.9924486799190696
+Porto D,0.7998051772350796,0.839522658703657,0.8304707022048826,0.8495835414938384,0.7820315267338619,0.8903963442117907,0.8521019487683287,0.8503267284072267,0.882642505826767,0.8867727240018767,0.8710958815399189,0.8759857253627281,0.8622029810016009,0.8549001957151944,0.869840875605249,0.8698018912529734,0.9916421854585415,0.975741378338887,0.7620162996355873,0.8494930024511145,0.8835681424210163,0.8680558912039033,0.8806928361983097,0.8869737343579829,0.8723828755950163,0.8579368022750589,0.8724417851233871,0.977506356498443,0.8712684056820096,0.9918247526522908,0.9863906912735178,0.8548358162771234,0.8640092812926408,0.8838533693220576,0.8375387377468932,0.8429361836939788,0.8596499588279871,0.7793133660388272,0.8524438496549049,0.8402133282607676,0.8882199383466909,0.8593533609760705,0.8871402194818778,0.8801142657947834,0.8817616503111382,0.9789731915751706,0.8804457764516634,0.8783377843988739,0.8747063389752233,0.8706983893322618,0.868951933601433,0.985457091137292,0.8549576125175256,0.879077286318088,0.8567213580790968,0.8898128090633272,0.8694724260617159,0.8687884543080722,0.8674916093720055,0.8675523519012582,0.8736460925912934,0.8752516134635188,0.8665217780829371,0.8731222055874498,0.8705401396544756,0.8681975997627756,0.8712959835197214,0.8754161806979168,0.8474811588281891,0.8253229722072538,0.8569334532748872,0.8668143034553347,0.8636858146698061,0.835346722877628,0.7834569045583382,0.8691062316957615,0.7467939320773369,0.8985911432570549,0.8799671049146671,0.8728913517276056,0.8069180085520413,0.8666079846834753,0.9774150669278531,0.870436748622554,0.8697375355691428,0.8674691197155698,0.8714961288512721,0.8611500370984918,0.8991980411810627,0.8438803632134678,0.8031493851275838,0.7695159035821252,0.8312632177667438,0.837328756768307,0.883096349783447,0.8663759095159432,0.8579494862462523,0.8629177290385919,0.9808353531590972,0.7694296603254251,0.8359672050897807,0.7929834178033015,0.8252633264942032,0.862854891301404,0.8381141828572592,0.8679541022880564,0.7630257048547138,0.8523058359981446,0.823285840218707,0.7912564985011026,0.7331615447265026,0.8748780281004171,0.8501179432561975,0.8739698884562482,0.8566742194834628,0.8523616022865992,0.8498376359426495,0.7535421369253805,0.78062707576766,0.7840142494491892,0.7572289683248701,0.7947475224608391,0.8468961356085729,0.847465913790926,0.8732662255524657,0.7579448443805352,0.8181323555341102,0.8022231172909481,0.8327161819084964,0.8761635363497692,0.8752690079641001,0.8952791911899253,0.9826983050684113,0.898134310258999,0.866390822194473,0.869618445385827,0.9848137441525587,0.8969730041722097,0.876116906199577,0.8466045745872373,0.7966065369204297,0.8429314524169049,0.7778454728381389,0.9745082920483822,0.8774395034315997,0.8444670574151762,0.8944652285158733,0.8534779937803553,0.8597299466308577,0.8574358958655726,0.8521612962426033,0.867594346640385,0.8464516116989271,0.8497331504970644,0.8511557876880599,0.8900607801027872,0.8496794484538628,0.7692183343637249,0.8402100419947512,0.8043550605404519,0.8489971715185753,0.8774534990019879,0.856246026792465,0.8585438222612738,0.8445285254056241,0.8526315040891221,0.8604345064508162,0.8644670106831084,0.8598780069244786,0.8673642277786616,0.8631111693910917,0.8640504909091863,0.8574678156374193,0.8474679448801827,0.8693046551271683,0.8772294020106128,0.8507464305462894,0.851387046393034,0.8556163522619608,0.8693116234071462,0.8323292571856231,0.7998655188080002,0.7576214585136459,0.8471663034910931,0.822521416418274,0.7587382183566398,0.956322933084989,0.8631039544226513,0.853805905323899,0.8669342422848194,0.8935692680329037,0.8681969554532838,0.9792047887496009,1.0000000000000002,0.8769191024367415,0.8896288401926485,0.8568158953143618,0.8104077107031435,0.7822948578088489,0.7456344611155622,0.8763838982562154,0.8682717616039641,0.857751793027258,0.8744749087189981,0.8738557719723381,0.7775339775170488,0.8221272308918421,0.7603925483408277,0.8397217201911787,0.8602289688079356,0.8555128015427766,0.9810074837032214,0.8863096392437761,0.8551253678916739,0.8576292070867982,0.870873008123099,0.9825065838981816,0.8900691975519853,0.8556338108252223,0.8519535312200902,0.7535605570097504,0.8115399199110205,0.8552202151408854,0.8602978350287726,0.8588198830933204,0.8910465215216125,0.8972259801093418,0.795445030927546,0.7793900851987688,0.836518318026663,0.8906755645179055,0.8451138643023159,0.8655732934083241,0.8201470160265043,0.7483289798506578,0.8977525095738701,0.8495366287384643,0.9859042092850118,0.9898860073117665,0.8571248441993663,0.9840484039394471,0.873616502471468,0.8788213122908382,0.8532017194454589,0.8428597826949503,0.8504752854223755,0.8481000741898973,0.8423629649672171,0.7655765930097416,0.8575677265823308,0.8687280779531548,0.9758748727811468
+Provence-Alpes-Cote d'Azur,0.8296200973926552,0.8079046115130925,0.8518540355917082,0.8755791549702236,0.8089605415618724,0.894533150045164,0.8795899705526108,0.8808157809211759,0.8870344566872406,0.9027765181722363,0.9866071932515942,0.8846940045402436,0.9003717579567718,0.8823070376548986,0.8651699805785216,0.9869645955153038,0.8832906150191617,0.873677629539966,0.7828026442976985,0.9057837772141285,0.835633465688539,0.917731803684007,0.889847721882989,0.8871427185562129,0.8897841657402575,0.9804403688485138,0.9220030381700962,0.8781658743974492,0.9900917927212356,0.8756633162172694,0.8777517488487075,0.9082117151175939,0.9837291837298517,0.9498378454122365,0.8778227194374414,0.8895626462040969,0.8524921367285997,0.8263923701712829,0.8574454961034582,0.8313264732038341,0.8899061101650709,0.9052699608353642,0.8934196125519837,0.8735261483477984,0.8821124066982516,0.8727568959035854,0.8845860964955219,0.8855438569325546,0.8890776968514645,0.9891082041518562,0.9858239310754299,0.8788653343276703,0.8921134357250541,0.8843270143510517,0.8972591153316375,0.9849317373694478,0.8774669517682341,0.8801669276193174,0.8731396406435815,0.8707200119624702,0.8761232811673587,0.8821973044027089,0.8699435734189339,0.8823794010587059,0.8723845974048101,0.8710038195235,0.8786342629777381,0.8790872834703031,0.8921989423078805,0.8218244426684528,0.8905593561722813,0.8679312254495553,0.9090541485585228,0.8695000051985698,0.7806127262914444,0.8724849640066429,0.7703564551806672,0.9159049151618996,0.9216927743427396,0.8739630877682892,0.8399777161239449,0.9805218391892402,0.892147624811684,0.9207186165656782,0.9176916605007044,0.9016986743431588,0.9895873921307616,0.9066492130784398,0.9137329082536104,0.8767697505373373,0.8250048587341978,0.7831256345087889,0.8233955648840089,0.824668152784781,0.8778515494415476,0.9155558804115442,0.8923546925194208,0.9093382447061531,0.876481131087267,0.7680080486482433,0.8383169247699728,0.8447871801693909,0.8298048619054363,0.9814310309417188,0.8845000077762044,0.9195732570323396,0.7969668411549928,0.8624383519682463,0.8333578993519264,0.8322355652566772,0.739052207245614,0.8821182345397767,0.8851591787128557,0.9900332481864476,0.8924916291856182,0.8838043004907432,0.8794754212868656,0.8222855873946564,0.7783973332377625,0.7986898142236745,0.7896104193820139,0.8279877469994977,0.8764901050754709,0.8734020577649522,0.880029322509042,0.7797305873148794,0.8253220732706178,0.8216227868671212,0.8632270512376542,0.8862105890345439,0.9907913558305907,0.9094987102636078,0.882230880561709,0.911242889442868,0.9115835948222036,0.9866418588997179,0.8923777542519803,0.9199461660551701,0.9880230269139783,0.8739552902802727,0.8214923199445775,0.831841717906442,0.7756608043837179,0.8690638639032161,0.8887756069976097,0.8729620964711198,0.900244962486603,0.8914902366509257,0.8990593419587267,0.9060297004578234,0.8872936339459007,0.986880281962906,0.886242258618205,0.8762615123082915,0.882842326470924,0.8936303660472553,0.8770268809671441,0.7874496651304659,0.8795598269017018,0.828560169232356,0.8794835375847713,0.8923451347635497,0.888727532228007,0.8960339251844514,0.8808768291015268,0.8933978139518719,0.8894083513034208,0.9087742140831773,0.9100336072236681,0.9815174173935255,0.9136769440714055,0.9140263040994597,0.8913264216967678,0.8768594386768195,0.9193522284377613,0.8890108427790699,0.8840295370389106,0.8780693923297054,0.8946862074850298,0.9155758829306988,0.8196075944136434,0.8184869789650114,0.7739179330843721,0.8641075818819042,0.793527880070651,0.7512091490095136,0.8519663533894288,0.984345047966831,0.8886202838431478,0.9847464237604766,0.9121017654540724,0.987230804750668,0.8672109847857098,0.8769191024367415,1.0000000000000002,0.8898155610484495,0.8649186839002759,0.8154022859309855,0.8437710171357669,0.7859127750918016,0.8816218674209382,0.9180245225141292,0.8947089527062528,0.9922504318062751,0.8797580628871895,0.8164618178284954,0.8455620082021851,0.8009721307898788,0.8220066988269771,0.9054184351899944,0.9049460756418369,0.8764120415467579,0.881700613159364,0.9025125336938649,0.9086064351066997,0.8989077485915127,0.8835252816526699,0.8978054432489054,0.8881682113079811,0.8805265474272869,0.7464533900924727,0.8434122513557458,0.8848129873354391,0.8926961378517683,0.9058765504913145,0.9089333849161256,0.9145151730438407,0.8207317350166047,0.7893962128644679,0.8633368657559387,0.8989588326877705,0.885793681755327,0.91634301747548,0.8170909662419432,0.7510486963751574,0.913478584533569,0.8841051663762034,0.8729898251969348,0.8791696267771518,0.8942634034180591,0.8815491523825659,0.9077966236563536,0.9499705954873316,0.8928758514172771,0.8664281102095811,0.883165293166551,0.8724771384936639,0.8645767259593622,0.7796078020891032,0.9036018722679574,0.9169478863825671,0.8681488473504761
+Puglia,0.8156105133627409,0.829768463622318,0.8435650635104683,0.8584966438506519,0.7914099522161091,0.9840716569730777,0.8649071554856783,0.8608740793418131,0.8743477331636224,0.969987591183616,0.8802086130452345,0.8681774919294486,0.8720148972088521,0.8673275493770394,0.8590944642682463,0.8800578321483169,0.8938984750737814,0.8892744794907466,0.77503211449358,0.8649805566653403,0.8550046842011899,0.8806884625706185,0.8738511063531439,0.9892627472094749,0.8629775216694442,0.8695269537388465,0.884888432379277,0.8952718565755967,0.8826029734558024,0.8877815407967055,0.892788279665165,0.8674137215059639,0.873388159894791,0.8920828504502915,0.8505816590746771,0.8578725296481445,0.8575970730134611,0.789241505483751,0.8523357838099334,0.8511746814894934,0.9875099875497466,0.8687872579403582,0.9864199355327331,0.8692150522474751,0.8719899554530267,0.8890489777539389,0.8702354889741976,0.8692158868138973,0.8642975598013589,0.881168923920535,0.881178649170826,0.8928903053236095,0.86337459862682,0.8707250295777582,0.867846350034019,0.9022922946591707,0.8738671229432293,0.872303263656868,0.8726602655280754,0.872308249053971,0.8776159971983437,0.8813599887646341,0.8722239075121303,0.8782063648907992,0.8748477248994954,0.8728392822124125,0.8754391938838864,0.8794904393121723,0.8606106318072702,0.8267824620976026,0.8694800607495278,0.871631960076129,0.8758814546681393,0.8464796368311781,0.7945571104704412,0.8678114989992993,0.7455065263955675,0.981365245021647,0.8901047048769232,0.8627922815530408,0.8135674047048869,0.8782676782521198,0.8989580844686967,0.8795336266317457,0.882775888841748,0.8784313554368536,0.8824489913320835,0.8717265164733352,0.9758808926073763,0.8578805679039463,0.8140931157473048,0.7831487367934113,0.8483446247987847,0.8353456348234063,0.8682216240767754,0.8786089275202923,0.8703884555593018,0.8736938335115303,0.8897082882389458,0.7871656918822825,0.834834775852921,0.799834857147423,0.8396801752376469,0.8743233386178145,0.8475221162597505,0.8813324198940282,0.781705336067836,0.8593203019248808,0.8382961189113043,0.8055754187487887,0.7492617333152987,0.9650652699291986,0.859861597843903,0.8843504046593751,0.8679381706408482,0.8638315392845183,0.8597897742835663,0.7681644858582868,0.7911304822722297,0.7946799503452705,0.776408215725853,0.8107906492815987,0.8580503050650762,0.8597831856124208,0.8777828576064004,0.7754928887358696,0.8315258821830447,0.8195202691798424,0.8442967300172726,0.8689522516359792,0.8865302127039897,0.9837543740375041,0.8931291297351227,0.9803844227992738,0.8792077091788487,0.8803826386261564,0.9010879858378411,0.9786791648899109,0.8890544777097531,0.8601038364369895,0.8048930286712613,0.8485854707386314,0.7989235783864618,0.8873203034141343,0.8653897376150306,0.8552127470014079,0.9813917280118313,0.8636598880892873,0.8676557084733093,0.8695716287271646,0.8640912496283594,0.8773116133397263,0.8560373390482575,0.8634528846107705,0.8631595681116855,0.9887285183824676,0.8599455197339743,0.782236012285567,0.8532945738388596,0.8172588223153979,0.8557283879106607,0.869050560952335,0.866723239400395,0.8681180769373031,0.8536519400271384,0.862759489164027,0.8701805046364236,0.8753388965139705,0.8706713022486968,0.8781696254176282,0.8758345582623781,0.8764019560398719,0.8695463373779162,0.8573549755038578,0.8811065427981054,0.8859736709786523,0.8624491706879444,0.8633211178927063,0.8657429124060442,0.8816686637960062,0.8278485016407646,0.8130488239603173,0.7711130699783266,0.8612451538943113,0.8259983609736719,0.7719888946313316,0.8709477935213177,0.8727138996382493,0.8653380018677717,0.8786425604157216,0.978079349659446,0.8782328181648233,0.8884134462229117,0.8896288401926485,0.8898155610484495,0.9999999999999999,0.8698877878352231,0.8229586234985248,0.7975546263387016,0.7507613836118939,0.868685060580371,0.881584357124384,0.8673663606580064,0.8850803288412498,0.8782103025538947,0.7957246010992799,0.8359720647136069,0.7706852925918104,0.8347913862313115,0.8736033513604167,0.8674739420891405,0.8910176136180568,0.9749716740371764,0.8680338372284705,0.8679113040299156,0.8808905518021376,0.8962287202017644,0.9848461530825662,0.8687826168622326,0.8627802520392873,0.7691522304052734,0.8242019064520795,0.8675672586955474,0.8712107784840306,0.8718744225620639,0.9568488323609011,0.9802149443194482,0.8104818225328617,0.7920735004054579,0.8492796600827002,0.9810615827253792,0.8526006387259667,0.8771839312636074,0.8069469812081322,0.7641680783715011,0.9753312552732378,0.8604324036677015,0.887072619419124,0.8920719670684767,0.8681790259258783,0.8899758167584269,0.8834902809734568,0.8904185167472022,0.8619594593652794,0.8564555765370373,0.86119130406807,0.8577695677442602,0.8536045272408871,0.7733380537873615,0.8693625233449909,0.8807644951831147,0.8892706023244022
+RO,0.8299735002710469,0.8323501624642683,0.8697992960942584,0.8557737782691033,0.814958646456764,0.8710230937164744,0.849162752918747,0.8390248311877591,0.8464199933973812,0.8689315735338025,0.8571726574390603,0.8422714960275707,0.8521314615186004,0.8499701823039475,0.8287275619485062,0.8596536665467714,0.863966308736524,0.8555393126030176,0.8054267673986112,0.864329465820617,0.8215618791918682,0.8752342216876919,0.8372921092311997,0.8713495984365037,0.8415254592811134,0.8526083482415263,0.8783726253781389,0.8693496415282325,0.8617670433113892,0.8594240799723858,0.8667968631333272,0.8673440522136818,0.8527820634535394,0.8748737974672713,0.8637533455416487,0.8721513166777498,0.8627090564460924,0.8050294259680784,0.8348036548263523,0.8705342957011116,0.8712575254784712,0.8530200961992221,0.8730169102808619,0.8265089029211562,0.8450504542204195,0.860167755405886,0.8450480972910098,0.8468180196820179,0.8357187500835018,0.8636630652691766,0.8622475797439029,0.860885110104113,0.84148022897374,0.8406192919167534,0.8521385155398707,0.8716171906287516,0.8550401590703098,0.8505813136810259,0.8545269529136634,0.8555763913952639,0.8613960537825885,0.862827218995,0.8535006745018355,0.8597129842903496,0.8605433783177707,0.8547970712538591,0.8579705550865775,0.8590626149706485,0.8884292915845959,0.840656843311972,0.8536010671942571,0.8559093850074847,0.8785222021065001,0.8572488669037693,0.8223871843400573,0.8746910388331632,0.7576513753319246,0.8812917404071817,0.8819397321103336,0.8336323703142979,0.8561427254489348,0.8621020720233508,0.8675057853488823,0.8710619668821032,0.8839690712232745,0.8588640845668508,0.8621503505975797,0.8744808377243546,0.8807861200518652,0.8685942228069828,0.8068089996222143,0.8023891180123887,0.8822148525313733,0.8556393436733177,0.8400404633102422,0.8795670902930989,0.8557824733747978,0.8721916944478139,0.8640933553627574,0.8221120733939603,0.8265098913523549,0.7968917363102982,0.8955098326957435,0.8585312703557725,0.8312076867803141,0.8761880458593139,0.8162116030305874,0.8549927445876072,0.8602013511843324,0.8219776320456038,0.7933490612077382,0.86508810251289,0.8419652154881228,0.8649217899808792,0.8520209849148371,0.8468077806605506,0.8426572968845244,0.7769277717052246,0.8179016021106184,0.816945537792562,0.8001166826881028,0.8282041293809337,0.8390734375005193,0.8413497371291634,0.8570152419691408,0.8255173743564322,0.8652851451240674,0.8563882996809542,0.888111819031141,0.8441136858850783,0.8602235419588105,0.8790347497563968,0.8641761205758123,0.8772826659735243,0.8769650212106043,0.8614267086143466,0.8664595063346755,0.8830057330730109,0.8675710421660154,0.8434747542766327,0.8255515500578476,0.8397276070973934,0.819000290237324,0.8539863299457874,0.838384681635119,0.8318485733878604,0.87282900949999,0.8498618357350829,0.8511719369774634,0.8684964461337811,0.8481257022554264,0.8559562730511221,0.8418218627769778,0.8503180997723702,0.8469703469035392,0.8742826694306044,0.8374060567975778,0.8180824452509187,0.8732352530011057,0.8178265732139868,0.846661028751188,0.8445785284913941,0.8496272910348918,0.8504714985676641,0.8326152497216749,0.847653699506265,0.8480380757262885,0.8620954223851558,0.8682758171137371,0.8590799874075009,0.871485218489226,0.8760574260746575,0.8521897545579495,0.840808223930487,0.8741895959843795,0.8711507587094077,0.8465107444222875,0.8439117983967355,0.8456431828357472,0.8837409053312593,0.8336658410324065,0.821306240545742,0.8042688341817712,0.8698872606205466,0.7953493519988917,0.7884470894707061,0.8447596823995932,0.855672665821792,0.8489665300012958,0.8621299291108879,0.8764863703121222,0.8583444103876573,0.859776257765068,0.8568158953143618,0.8649186839002759,0.8698877878352231,1.0,0.8687867783420146,0.8306898379303681,0.7548845284927417,0.8390322328203058,0.8763199984640343,0.8477855377450451,0.8633857321236977,0.8645884071400398,0.8309073968557469,0.8581950773487723,0.7978309569421079,0.8290343095524031,0.8689137991831626,0.8642735054639985,0.8611176039575958,0.8603578034622533,0.8661716568071716,0.865067579638254,0.8673758071021334,0.8635738033108838,0.8759863456059782,0.8532768635439472,0.8439466676045676,0.8045338065201056,0.8537958746569769,0.851182352760153,0.8544311897389041,0.8693585886524517,0.8757492034337854,0.8797659959121746,0.8591115239909624,0.7915259896120455,0.8581159558882648,0.8725426879029187,0.8348822231267724,0.8742145484521481,0.7753079357655634,0.7938934449530788,0.8810850500340288,0.8392165420632434,0.8561734759316284,0.8652139839584213,0.8527692277460411,0.8657431829125672,0.8736615304219428,0.8689252860647891,0.8449084527986923,0.8380322784320513,0.8431826490404872,0.8371183725590741,0.872567523491745,0.7711298689488866,0.867792596252895,0.8791375214414511,0.8557111197515286
+RS,0.8325277153480747,0.8327934674415257,0.8853791566263866,0.8377656310708484,0.8073314724638943,0.8247419000718861,0.8081001599696798,0.8031635396598221,0.795187391900096,0.82439476465329,0.8085089662636744,0.7897097153863408,0.8136745060374962,0.8091366096068426,0.7787556478547071,0.8095185982185876,0.8150793464087706,0.8065903617844263,0.8001161800309232,0.8564544139053902,0.8226020751794554,0.8247899279603041,0.7920467839871861,0.8207351495022167,0.7881508441012617,0.8005077182753153,0.828416862774232,0.8154397745944274,0.810423975701952,0.8107892287178624,0.8166534859957967,0.8120338399611857,0.8024902497699639,0.8292362403892999,0.8585001852439236,0.8558874310191594,0.8388037240457143,0.7710341181297717,0.8238572090046962,0.8708045983828191,0.8226567457133346,0.8125240955566652,0.8248111085157874,0.7847727174058806,0.7935001003562752,0.8093446672542417,0.7906216344759283,0.7905477840468593,0.7881523412404321,0.8121544212866907,0.8099251016086753,0.8118049296082909,0.8029397932874143,0.7898786517607848,0.8106730979352595,0.8232949287795915,0.8173766990790616,0.8137522599149511,0.8171713959879581,0.8143023326460134,0.8199692820976595,0.8241386990205566,0.8137451952685726,0.8209570923412727,0.8193830842314255,0.8156661455039911,0.8193532367464232,0.8214398339231318,0.8526857384894941,0.8104591294871932,0.8114585860503084,0.814368389344949,0.8197262862356862,0.8671352306813599,0.8108719528138258,0.8575651380717911,0.7573659744346797,0.8349535076394603,0.832681027185726,0.7810699933503478,0.8450456816137376,0.8280129810929158,0.8205829436475897,0.8167070499721337,0.8257932820786156,0.8161206115664313,0.8122319052403472,0.8152629510598255,0.8376941169146697,0.8581248224724989,0.8437713757922088,0.7785257683458435,0.8862312900503558,0.8194501400898603,0.7901284613562954,0.8206009214675543,0.813851534646433,0.8167507423009274,0.8105427161330713,0.8136248962544376,0.7833048632163806,0.7825917700899192,0.8714663238304227,0.8066794012758696,0.7921490536735442,0.8257474720867702,0.806058407413485,0.8520546485765428,0.8426750208834363,0.7987438278908441,0.7922649492390953,0.8552916158194692,0.8035196909080807,0.8177651638680812,0.8113696861682071,0.8065557828384495,0.8023130320539712,0.7833949506721851,0.8226510598413284,0.8098483636995075,0.7956136716544508,0.8202321770117733,0.8003227513883195,0.7999199190322013,0.8196863466254194,0.8048904075545217,0.8506994801977734,0.8219642208913663,0.8652922581258927,0.7911087372370367,0.8105757455028243,0.8302814168135513,0.812825187997204,0.8309950207570023,0.8205271185865616,0.8093558884783497,0.8198103454695457,0.8352198628202093,0.8178620336170018,0.8016756907091434,0.7869819836000987,0.8366146827462313,0.809689498963424,0.8069659606707834,0.7884867928191851,0.7927824486115118,0.8269748777666233,0.8066844052032603,0.8111887615903847,0.8136835035536454,0.8084702754000924,0.8065833127813463,0.8020876974551319,0.8069923678411729,0.8062662429042191,0.8257553577687166,0.8008661975142916,0.8108416006931203,0.8547939798616754,0.7904477888843848,0.823576019744591,0.7899958460743687,0.8093062418984623,0.8124019297417537,0.7941503332172407,0.8053765668866201,0.8089101393232965,0.8205644589540805,0.8165297033803964,0.8086193169613682,0.8193019478575891,0.8176840727598179,0.8105372014536573,0.8024951847087574,0.8204190405595537,0.8234856144835583,0.8063736686413624,0.8049220794845048,0.8073403276698262,0.8243215549883208,0.822558133584215,0.835865554462867,0.8043496825737861,0.8522055847484938,0.7829798487447625,0.763523152404153,0.8482540029606305,0.8057202919651987,0.8077086535569347,0.8093056904791328,0.8288007080496245,0.8062684948618207,0.8059801284898221,0.8104077107031435,0.8154022859309855,0.8229586234985248,0.8687867783420146,1.0000000000000002,0.8364535612727131,0.7590057072309755,0.786628013180828,0.8240230362386362,0.8077826763115613,0.8152346026178197,0.8225020656813453,0.8103939022067301,0.838840256530227,0.8091358402097407,0.8044200294534773,0.8166011502482876,0.810676691325189,0.8103710305385163,0.8160154492963381,0.8108266596081999,0.8118957132441588,0.8200594646140865,0.8140344823143929,0.826455345066004,0.8116461085082365,0.8044224030290017,0.7851948128357814,0.8143087797733017,0.809227227106235,0.8126860594202556,0.8158428175893127,0.8320816772790827,0.8314699143528916,0.8749916423817135,0.8051145241746542,0.8483124315886986,0.8262363124350146,0.7960127004893273,0.8181148296852083,0.7654633406658903,0.7557507733911748,0.8329534697629509,0.8011130774630097,0.8066286774831934,0.8159035857160813,0.8113511036200857,0.8140773036303142,0.8246161935459635,0.8249573331053818,0.8056002029558178,0.7974782116020231,0.8038454455540305,0.7999534152860862,0.8255993103821616,0.7665672984455179,0.809651097052636,0.8217819193254097,0.8041406145026816
+RU,0.8462834715663726,0.7681601113103643,0.8277778328922809,0.8496993017902756,0.8428651928883282,0.8031716011498456,0.8136820297069871,0.813674160121865,0.8180004472905297,0.810980358278289,0.8389981775783546,0.8136903338729132,0.8332324394810855,0.8169239165677271,0.7890381703297554,0.8377368139538721,0.7918172148217115,0.7771024346771966,0.7856139517635665,0.8580474630862786,0.7959679304098077,0.8528466851366149,0.8145167070107605,0.7954350256442027,0.824213697304708,0.8337412190493596,0.8558771748002388,0.787467470919249,0.8401316758953392,0.7854905702162215,0.7844177806960156,0.845109024773845,0.838077352272553,0.8498787392813654,0.8481542608941581,0.8589547277686291,0.8151684284371336,0.7896911282213013,0.8290758895580056,0.8208657676030933,0.799851387056696,0.848789588315518,0.8035412454261828,0.7912312722189198,0.8074964520586643,0.7816136939223388,0.8130154122092693,0.8174552447411093,0.8184420412890496,0.8452957968187755,0.8341387959368798,0.7860046311573021,0.8225712708913098,0.8136139507251314,0.8361164983025089,0.8340110088772563,0.7991170828367009,0.8047434369117119,0.793757120722929,0.7941638389309356,0.7962662620937674,0.8010655723968695,0.7904465917704591,0.8036626389220698,0.7940867626611045,0.7888507261783809,0.799463472807323,0.7961314149990032,0.8354115834653681,0.7884000114908137,0.8251397090588741,0.7896420669474261,0.849000271462757,0.8859047238534548,0.761823798274833,0.8342398155714177,0.7771345244792771,0.831729513288821,0.8531042812921443,0.80629741486993,0.842810524183392,0.8455140185937815,0.8032271818578276,0.8388718672396321,0.8569615597638894,0.8385194899024339,0.8382541514964026,0.8475621605281748,0.8256870469350949,0.8356126037140422,0.8472106083387807,0.7572614327589383,0.8064071939090611,0.7771831540736478,0.803588421166531,0.8568401362718733,0.830058152555713,0.8473109699058354,0.7851113141428211,0.7641282759240301,0.7926965064818546,0.7884428245078682,0.8208308982886433,0.8341132454260141,0.8315965632234256,0.8578669566728178,0.8100395260769891,0.8296189754382447,0.8303416963810413,0.8215090443643821,0.75392495765664,0.8287849146482775,0.819213969628975,0.8561827147216874,0.828225710238752,0.8163593573326697,0.8130791941700906,0.875721121785079,0.7817344240817448,0.7836140673407949,0.8047303147614225,0.8355118652921429,0.80889561808627,0.8048222879789786,0.7997959632592903,0.777686275986935,0.8058517173052414,0.8183690681290217,0.8827098600941558,0.8182941529968467,0.8369369054819031,0.8243387683836648,0.7925028290614116,0.821904101194115,0.8456879037373981,0.8396143567016071,0.8026181377525948,0.8395830550161177,0.8403535614188562,0.8093393627943701,0.7636220817698187,0.7934970720964986,0.7704334375891226,0.7753856226810442,0.8203108748877723,0.80156482017395,0.8107465626194547,0.8304127199112852,0.8382779949880267,0.8389648115446526,0.8219247539904345,0.836120031385484,0.8239033676314825,0.812377391227544,0.8172606899569504,0.8027629822804808,0.8040685316906018,0.8004421316794337,0.8477019759505381,0.8020641695580928,0.8222944034358677,0.825552757792639,0.8232231560013217,0.8289089685339158,0.813104940843418,0.835864235182566,0.8133624998668417,0.8510287396803011,0.8456450897393709,0.8291989750786745,0.8484559093301218,0.853277707896962,0.8251576777618912,0.8098155857770124,0.8595121958161203,0.8050040302222619,0.8186254778810786,0.8074309135251881,0.828380330783697,0.8546738608829062,0.7904132087216237,0.822608711496371,0.7724722899628821,0.8376675778237571,0.7372048972032976,0.7285108545913132,0.7972841507884082,0.8407383136827905,0.8239389014764943,0.8337705321222998,0.8249480823374704,0.8373826029153772,0.7720407989389791,0.7822948578088489,0.8437710171357669,0.7975546263387016,0.8306898379303681,0.8364535612727131,1.0,0.8119431100244935,0.8102815094925457,0.8519871545807929,0.8278034408833537,0.8481194494808418,0.8032787207934046,0.8479774348334547,0.8140342833937534,0.7681498731835226,0.758790286079979,0.8363302995462373,0.8387140971477719,0.7823942589447387,0.7851545739182059,0.8357884836088,0.8438596068642161,0.8195330144032597,0.791859093260444,0.8110891089076169,0.823951487690998,0.8101811731080524,0.7455476514124577,0.8430194974904031,0.8185170398648578,0.8270045763324964,0.8397268622842692,0.8250722526453965,0.8292981619349887,0.8953457749294159,0.784320810947652,0.8267684468185509,0.8093412506764277,0.8220202704072104,0.8576349755668566,0.7891537846210853,0.7344296644620605,0.8289199653023096,0.8149748739333028,0.7793126072239833,0.7861382747002021,0.8314669103855071,0.792811891140783,0.8327069259231592,0.8272216992190802,0.8304148384798083,0.797768465820495,0.8158698790239606,0.7988990542996895,0.8139160035121737,0.7813585551145694,0.8412831367905403,0.8574331626088724,0.7715322230384243
+RW,0.7718892142147014,0.737266496468328,0.768681251766122,0.784561777424896,0.7765466192090894,0.7526687730418034,0.772473885641363,0.7654281653192886,0.7665654104244259,0.7559641391186775,0.7861571320263948,0.7623277594178578,0.7884525797968608,0.7758410309904366,0.7375818934638007,0.7850361882595123,0.7532837735211525,0.7410921033551962,0.7984958261583904,0.805980158522703,0.7754422126801988,0.796042407473745,0.7649874610085635,0.7501421462252537,0.7714593079991541,0.779720005446448,0.7993008253880356,0.7462875713319607,0.7864324909876921,0.7468548342346278,0.7483256139622367,0.7896037975334291,0.7875135644584499,0.7968109635788982,0.7973659634834498,0.7841507047934607,0.7737051343786089,0.8232630449963066,0.8032761588120272,0.7648559668229747,0.7533286742978067,0.7970653650857908,0.753414432462574,0.7504533962312199,0.7537526998951342,0.7408853313877896,0.7615122406675634,0.7651448914039183,0.7712948087037003,0.7914469510585479,0.7799802327690185,0.7494692680675846,0.7784282178236621,0.759352905652054,0.7824946807464624,0.7731939101486187,0.7425182137618589,0.7479684649835973,0.7403613513614695,0.738833805156108,0.7445695856886004,0.7468180028037467,0.7375647888848447,0.7480581690493403,0.7373629436089002,0.7360100525020639,0.7451591378216924,0.7456579438250004,0.7672678468819221,0.7831736067338937,0.7767356951351745,0.7343535026778263,0.7735277068917755,0.789859469452751,0.744988601274032,0.7652781086999799,0.869766638993282,0.7774805567387206,0.7954337817333964,0.7565165465382626,0.7742619549508936,0.7814946126353194,0.7594606665175107,0.7751770528211174,0.7817620518478122,0.7910984373381534,0.7844939021133336,0.7732617967288206,0.7715985147750848,0.7643944460134328,0.7956308954376141,0.8568354406144274,0.7369998981298479,0.7560929901025869,0.7535180685831637,0.780822806392875,0.7883431923442241,0.7772902720385086,0.7466062267162802,0.6977230291935974,0.7837596844238847,0.8256912135039991,0.7228533042524883,0.7791732232338324,0.7810572480550177,0.7995055793956818,0.77276617241547,0.7661905246121381,0.7575376862242056,0.8344744273546124,0.7130997687326046,0.7864838851118352,0.7727639538481795,0.8056913146762987,0.7796282385411143,0.7719327689290881,0.7667045750454572,0.8013513221842764,0.8372885587848791,0.7597112813119088,0.7301446121957311,0.7951990261795198,0.767649938061691,0.7644103710715587,0.7442946534004364,0.7429125403846777,0.7592511215380997,0.7869834372541871,0.7697603324514078,0.7659833591783859,0.7840795470880944,0.7730969648078719,0.7510116059607768,0.766018829654401,0.7716607499434573,0.7858921638581603,0.7632650129028415,0.7825920254213576,0.7850570040361237,0.7676123198776783,0.7659537281691,0.7855019015903708,0.728042589773252,0.7384669011328907,0.7709407676354129,0.757147689258721,0.7567464547070583,0.7843200559057827,0.7824562821800676,0.7856921444064104,0.7748393748154015,0.7836208375960638,0.7723631229571685,0.7709492429868292,0.7728036310231412,0.7579791923943466,0.7597640684532388,0.8611154129561845,0.7648225566705181,0.8099322908602387,0.7625058189372621,0.7731524319817545,0.7765677978114578,0.7809939631979234,0.762285791590463,0.782831897549285,0.7781378906844647,0.7976778331522824,0.7921018354926638,0.7741810812083955,0.7917476536440656,0.7760373010869116,0.7807064253787023,0.7614331005812841,0.7867645215279193,0.7519233641172509,0.773278392727061,0.7676043461896339,0.7824856699864777,0.7779656594698867,0.7687268359865118,0.8042278810382009,0.7715355261746152,0.7567983430434023,0.7202941782229971,0.7111973798007757,0.7639846352745066,0.790751688576477,0.775705950453282,0.7805787065053285,0.7717819789553931,0.7850155373855575,0.7330008061310317,0.7456344611155622,0.7859127750918016,0.7507613836118939,0.7548845284927417,0.7590057072309755,0.8119431100244935,0.9999999999999998,0.761214926270632,0.7944513608309279,0.7770435727620041,0.7939956106667453,0.7512877309117724,0.8185718585051646,0.7580921390182803,0.8197044281206333,0.768305192207759,0.7807943923477174,0.7864892734370278,0.7442695069067061,0.7377894947678099,0.7830313999581511,0.7883370312712186,0.762690288864053,0.7513528555686042,0.7624730312546426,0.7810853418638656,0.7661232187884706,0.6779880637800209,0.8011518264767189,0.7757216225646834,0.7839551567690145,0.7854980791494336,0.7680897329554216,0.7729943326832254,0.7574576392670253,0.8991047061123099,0.7697157218794833,0.7571189084302615,0.7730692644010762,0.7821633311142336,0.7832393056677407,0.6688010545606073,0.7726869515672117,0.7629803737159367,0.7411942895755543,0.7510164250074781,0.7842542830913583,0.7546587796655653,0.7764546816297718,0.7683093945491564,0.7833703930276016,0.7549279479879865,0.7681544696390394,0.754919724061152,0.8135567833486547,0.8702096391330358,0.7678125176847089,0.782132126410832,0.7325303790535506
+Region of Murcia,0.8041761130100585,0.8309723295085496,0.8148398704183354,0.8369591090413122,0.7852182334828306,0.8743236891211977,0.8443826793425399,0.843824558518788,0.9783868186288416,0.8760280016574284,0.877508620244671,0.9733540046146332,0.8657389567751802,0.848481298053998,0.9596413038992608,0.8753869399041262,0.8816616779366707,0.8713293951634394,0.7642477235164058,0.8444043824520445,0.8312546760794843,0.878056864595709,0.965496428665263,0.866475291002749,0.967842893342761,0.8668642467023119,0.8824622888719371,0.8796198769102733,0.8774805330458321,0.875339859060254,0.8791817691616142,0.8676896202776164,0.873776330146327,0.8851919853088424,0.8293175500353347,0.8402111395256913,0.8650998960444407,0.7867468971919513,0.8781118055387929,0.8085021170205492,0.8690936840103052,0.8712503334453379,0.8716774822563811,0.9561450062871376,0.9736178404550345,0.8738138130513124,0.9758385207206604,0.9799093932881128,0.9641771067628322,0.8781774956002867,0.8716218051478686,0.8782876803248907,0.8558249687314632,0.9790748361082197,0.861403486319668,0.8809838399197726,0.845602838988782,0.8495545537757714,0.8415489519417915,0.84314930895215,0.84672003657618,0.8513997603880437,0.8404840951255537,0.8505704242526143,0.8435741271669998,0.8393047122546838,0.8468102837891595,0.8477026714063053,0.8510968958374909,0.8396119581260267,0.8552017647108567,0.839258712418174,0.8732291179894419,0.8332173941886379,0.7674621530751744,0.9195536811779723,0.7528887912185181,0.8911334007222166,0.8794454173839662,0.9646400174724523,0.8070451491850236,0.8707271076665799,0.8881788820854393,0.8755129946545808,0.8803145819460348,0.8697588697939466,0.8758943987748865,0.8712683265530892,0.8876392886577006,0.8352282928570476,0.7969730822399723,0.7625233422015819,0.7978450536749777,0.8446927653842452,0.9685035381072151,0.8799226558953466,0.8576088531498087,0.8735029650059035,0.8764229097488033,0.7401824818501664,0.8571140025887194,0.8052555362162451,0.8001990720988936,0.8680816972342322,0.8458068452159025,0.8802544520688501,0.7757793236051969,0.8315645174718743,0.8105235738831285,0.8110555644406441,0.7219540430582899,0.856225421436055,0.8485821611901955,0.8830907660745095,0.8569548073999674,0.8481468462534778,0.8456406408735255,0.7882663232794179,0.7664078593821368,0.7690949112735788,0.7598965921181572,0.8055223158568828,0.8420102023856061,0.838293814050345,0.848833061771145,0.7607002576032607,0.8031136696161886,0.7967435632262234,0.8322045861251669,0.9714601679238969,0.8802628460529546,0.8863706961274594,0.8798734135138423,0.8863966815642458,0.8748900129746396,0.8759077111381387,0.888425506392471,0.8932713260641103,0.8778650752399009,0.8385598925767814,0.7921900896599258,0.848771005271159,0.7533199347636204,0.8689731272926544,0.9742145088132481,0.8364648490854841,0.8780040843569051,0.8560425124971505,0.8620449713502636,0.8663713501295894,0.849994231169256,0.8749887649878375,0.8491340686989343,0.8417804998891694,0.8479081521322847,0.8721418993495157,0.8417775659292701,0.7674593936613048,0.8435273417896644,0.8056805424984054,0.8402367686120341,0.9741539174220681,0.8547085106567791,0.860349384558295,0.8428015780920566,0.8579258488474781,0.8562303697321241,0.8721842368497938,0.8709584071568748,0.8682875872798069,0.8735649655106584,0.8766988020208991,0.8561483721503798,0.8405963065158772,0.8821104050564434,0.8551771921791151,0.8475588447351816,0.8438506159967128,0.8575716397493701,0.8788153336944954,0.838772882662024,0.7923925087422766,0.7484799009121476,0.8329624827813142,0.8054832383578118,0.7381253982376269,0.8452646527412377,0.8726783331501479,0.8518198295338172,0.8700924656263546,0.8851593736720531,0.8746677877703389,0.8732646229989083,0.8763838982562154,0.8816218674209382,0.868685060580371,0.8390322328203058,0.786628013180828,0.8102815094925457,0.761214926270632,1.0,0.8782677481032943,0.8580671956714613,0.8810957547583084,0.848979798840114,0.794380794437371,0.8130158819973858,0.7494155033378421,0.8450976279811862,0.8658744929029145,0.8655488638707786,0.876741248917031,0.862794393997271,0.8630662944305798,0.8691947582371538,0.8595719364815029,0.8816506314725299,0.8764040641719218,0.8533916284649494,0.8451601840493587,0.7266473529016229,0.821497279011313,0.8495805083828281,0.8613486878213099,0.8661479274349406,0.8819569766774082,0.8898464576918961,0.7922487826449903,0.7683937408668857,0.8270859390963315,0.8756126500163097,0.8484240148570118,0.8799150343007747,0.8444849124775256,0.7243942691685183,0.8888521180364093,0.8469226452730316,0.874812688031676,0.8793966464050407,0.8574728791141054,0.8783604261792057,0.8666625129592795,0.8717236448992346,0.8567079015830628,0.8303930720947555,0.8475969123597135,0.8380497773637188,0.8407144226240157,0.7637862706667355,0.8669160337822421,0.8808328728273409,0.8712358358734608
+Rheinland-Pfalz,0.833677732731957,0.7983873192148787,0.9003374536003634,0.8782107886304285,0.8155064488216028,0.8866056610555839,0.8835936985374022,0.8811220095497201,0.8843945107129769,0.8930230624053114,0.9128896817869774,0.8817210824466192,0.9037822679579413,0.8863679089461038,0.8606578600824053,0.9146834326166305,0.8758067902822816,0.8638716593591964,0.7924685209579129,0.8911478900254267,0.8317592758185878,0.993724739838879,0.8850123458811103,0.881578207397954,0.8887867094067535,0.9091481021120396,0.9944040996526664,0.8704631151241294,0.9179940694299503,0.8679171954019552,0.8698550941462456,0.9852149608381112,0.9132161706819616,0.9219793477145057,0.8743169511357236,0.9025996573584844,0.8430202601485409,0.810396162802902,0.8584713579328839,0.8338940308955743,0.8823945106057293,0.9087344355163962,0.8848746989619958,0.8661600712976961,0.8792844189634823,0.8645420787177466,0.8824244881366403,0.8849328839622087,0.883917348789405,0.9195851098017895,0.9138095604786924,0.8711628149422653,0.8941337404247524,0.8808863087660913,0.899721821084138,0.9101694988192668,0.8785121858777355,0.8811026140240119,0.8757326445310561,0.8740398287985294,0.8787751209872056,0.8839074721798225,0.8715648173047417,0.8842221760169511,0.8750342955361337,0.8726008208068081,0.8808663508185778,0.8807750455849167,0.9647786664736945,0.8219345746099413,0.8936787052525181,0.8716028416622411,0.92845928060602,0.8819936438751623,0.7805996040272616,0.8672718316571346,0.774250350350395,0.9091167592956975,0.9275086002334193,0.8694847395853897,0.8565939608072697,0.9120219041211631,0.8836453422795626,0.9239698965181101,0.9325472192397127,0.9033688902371024,0.9173592228761968,0.9245046904179834,0.9072129470128358,0.881326337411173,0.8274003513639965,0.7953235975752173,0.8279054972853206,0.8226187441897492,0.8744179227338541,0.9336026699542851,0.8956204230260846,0.926904042165772,0.869133437540845,0.7679830757151312,0.8404751167456784,0.833554235533434,0.8441005076978044,0.9094151078406065,0.8876025326140423,0.9953989794392467,0.8080975813813097,0.8638766009896572,0.8324614164115235,0.850397560340802,0.7439336746808602,0.876020329649584,0.8880655772390542,0.9217268851286647,0.896487679963294,0.8877013411006041,0.8843784077986773,0.834080407227106,0.7924414164331258,0.8016376454844258,0.799329745395315,0.8396069747625687,0.8794075567555792,0.8767960798199603,0.8814751645657533,0.7888351481130477,0.8272997296608332,0.8299293279443393,0.870564815500124,0.884666830620459,0.9141628404518141,0.902347977326794,0.8743670914768955,0.9009181433275735,0.9295585097585352,0.9163175875408021,0.8832624648162223,0.9144873802983456,0.9214165921589734,0.8759244605429548,0.802269834095875,0.8296642230060207,0.7826748556219308,0.8596399760967952,0.886230612331986,0.8744739754566756,0.8917580998851894,0.8950266934032964,0.9011062871031202,0.9872369504357836,0.8911230571677563,0.9107926250687074,0.8905629056017348,0.8807313774689998,0.8865610592643857,0.8877068229674895,0.8784627886302344,0.7983278505782662,0.8946027875380191,0.8330154476714681,0.8790788073145982,0.8901853741791091,0.8926133134132966,0.8999035569090033,0.884080947945892,0.8965214972040665,0.8921682389469218,0.9124841403352492,0.9903665491189345,0.9088627198573103,0.9933316529289916,0.9303135112668577,0.8943745822429586,0.8794863950903254,0.9320683385751334,0.8925398164436726,0.8885755705694259,0.8807169677401887,0.8970760356267922,0.9336293310855911,0.8149557677901799,0.8267676368505499,0.7848606223493702,0.8717562635621703,0.7850054849845228,0.7524197485501907,0.8428397308035829,0.914049172636547,0.8922822792111326,0.9125474092181691,0.904603600716064,0.9148767467942535,0.8580257811517402,0.8682717616039641,0.9180245225141292,0.881584357124384,0.8763199984640343,0.8240230362386362,0.8519871545807929,0.7944513608309279,0.8782677481032943,1.0000000000000002,0.8974450545097161,0.9201720398858663,0.883391471825137,0.8290496094188505,0.8532469383495421,0.7744512440460529,0.8179434784260157,0.9868752234467202,0.984457802207131,0.8677743664623679,0.871666033415838,0.9850970966028963,0.9884409791765986,0.9039164427385182,0.8746362519230753,0.891067270729079,0.8922386601993217,0.8844913354897583,0.7533409620295507,0.8584121189241342,0.8885223458165723,0.8962050991019653,0.9867543714521455,0.914281523972868,0.9068276948079793,0.8249226966783058,0.7956272118829225,0.8673367752307829,0.8909449775687959,0.889608026297672,0.9318129010736894,0.8077444158878226,0.7479775616052466,0.907245697598629,0.8866833866757131,0.862485282843887,0.8718724360480542,0.8973868155015521,0.8755627214363059,0.9132121656210901,0.9081345048808778,0.8964927363471229,0.8699780650542909,0.8878266365561184,0.8743716941337072,0.8712416239766904,0.7915618729009997,0.9184555976955256,0.9314672995843648,0.8584088545542072
+Rhode Island,0.8109830838961476,0.8082687027075104,0.8496145500061688,0.9184464043709665,0.7941269655269496,0.8727550146530809,0.976041694632364,0.972072644423588,0.8670413814843548,0.8771826627830149,0.8898815606072911,0.8624731753580179,0.9850244554208943,0.9764774793870794,0.8473607830183573,0.8861721708933791,0.8632933028547052,0.8559001568109106,0.7717474049167987,0.8711969875276772,0.8435611721031463,0.8940418499324424,0.8697637361374123,0.8622358701921168,0.8672170876345495,0.8800588828245297,0.8995235363668059,0.8565981577122701,0.8892505543376914,0.8538724147500344,0.855378426908791,0.8850654727275464,0.8863344907750845,0.8993753471326081,0.9215612572857405,0.8691576988991888,0.8561247504549419,0.8011551097962653,0.8477865082966494,0.8386936929047558,0.8663360539248477,0.9798017989969932,0.8701237780642677,0.8591035176051441,0.8634217494122777,0.8543513887901037,0.8636657714705752,0.8622250060211645,0.8650369576770314,0.8911432318109438,0.8853690631239511,0.8631310992328738,0.979133701794923,0.8641161665715911,0.9886264831418446,0.892892137607118,0.8981543402636892,0.8999730142939364,0.8954879945723597,0.8921631643658491,0.8950137702937988,0.9036413256160176,0.8916796446163344,0.9047915339462766,0.8931910271403072,0.893817539297888,0.900350646051665,0.9014205713512186,0.8753310383920447,0.8357472719893491,0.984783590389481,0.8951517371858937,0.8967342914492105,0.8628039935209256,0.7828875930587404,0.8595797426555857,0.7603523713525511,0.8923897532605755,0.941268882650478,0.8564486995644545,0.8452322493496788,0.8914995412891141,0.8752059696049661,0.8939792813421625,0.907065387190467,0.9840919815681859,0.8876165533355707,0.8947168520578827,0.8924458585081898,0.9078379146334055,0.8085838727610655,0.7963980841767965,0.8145505440893954,0.8231494515867471,0.8587434528921141,0.9020060951448686,0.9817210455915015,0.8994992720940929,0.8530934545931608,0.7953697650662102,0.8437571823214916,0.8232026369370712,0.8314007015692463,0.8833678110443447,0.9645201533083044,0.8965908763024698,0.804780078629174,0.8883587671395026,0.8467944582160292,0.8339993901525885,0.7399216437852476,0.8661834463005743,0.9770491829597442,0.8955182146671796,0.9806880061763148,0.9784638291761334,0.9779790566325305,0.82857702880532,0.7995208211725918,0.7982985727775614,0.7984089419609373,0.8202031281088922,0.9719425175747173,0.9730989424387161,0.9031302914846634,0.786481521025994,0.8231183568179049,0.8132264999817211,0.8577848481696905,0.8638844264221301,0.8912254170603371,0.8858707663524108,0.8628509737274892,0.8890316626499266,0.8980064097806743,0.8882798143624991,0.8766952755185625,0.8937858404133436,0.8920029823282996,0.9696364974523964,0.7957824062804628,0.8439060278859145,0.8006436526683233,0.8530578461022214,0.8679406557862077,0.9743844811166127,0.8779738392099923,0.9801895113973406,0.9924340489490184,0.8827350271639296,0.9781441803534447,0.8863102168457588,0.9783823870455371,0.9716371254219363,0.978963623681087,0.8683010883105061,0.9722066171155399,0.8013186459177444,0.8727992202350673,0.8259271068469093,0.9134438402778118,0.8680151129569236,0.9826677801639213,0.9798708861387995,0.9838486076450811,0.9804164721789531,0.9756906384557407,0.9866987951128402,0.8886410163299743,0.8819975332493509,0.8905575628254522,0.899885614485384,0.981456547639726,0.9743524662211505,0.9085758570524192,0.9168718068906445,0.9804342241760157,0.9740267955566789,0.9812570134928197,0.9018929510439547,0.8138102080984827,0.8301840028496742,0.7698431627325133,0.846328474350619,0.8322008652622004,0.7578042148824649,0.8355141750934347,0.8856302967202063,0.9841060928308357,0.8838120407153338,0.8866970078824004,0.8885699744175185,0.8466953806947622,0.857751793027258,0.8947089527062528,0.8673663606580064,0.8477855377450451,0.8077826763115613,0.8278034408833537,0.7770435727620041,0.8580671956714613,0.8974450545097161,1.0,0.893169095431045,0.9009929579968032,0.8037362422516696,0.8670433849345849,0.7584533095479926,0.8318838766294274,0.8850956454092269,0.8819597999973641,0.8566699311385509,0.8641013704476936,0.879552842538482,0.8890442185190398,0.9265981383830052,0.8670447044236095,0.8742850480354378,0.9793643425455342,0.9757678878145654,0.7685913670360899,0.830958565738119,0.9787317631025213,0.979511508316577,0.8839967634826527,0.8852174655587063,0.8907252520005045,0.8255592274528317,0.8078982485934773,0.9472169835599096,0.8756041191951595,0.9738141536155387,0.9060109469448959,0.8234257054594302,0.7640817655906939,0.889523640225405,0.9787614036983208,0.8494008849470074,0.8553594035637196,0.9843664911433624,0.8583393449264715,0.933071647200406,0.8882641743140877,0.9790577670015623,0.9688435731561761,0.9791634724395922,0.9690675385217503,0.8755243983194083,0.7996754686200945,0.8904830831984231,0.9044154319137643,0.8493472384316363
+Rhone-Alpes,0.8290722372424064,0.8055907618629591,0.8525724516863494,0.8736307919821876,0.8089986404187001,0.8906812391233476,0.8773531635927672,0.8787609290300664,0.8863310551627246,0.9015615155951463,0.9886579446550237,0.8845990790829098,0.8994366268559476,0.8801308668893626,0.8639174455390367,0.9915028042367542,0.8812507084103403,0.8703983420853153,0.7853791879192141,0.9061184002399915,0.8343493668548907,0.920493455011627,0.8883930052832932,0.8833788582736781,0.8907008493377573,0.9834484457512312,0.9248448068117208,0.875645647037205,0.9926808206443285,0.873655682988375,0.8757594556865387,0.9112639903540488,0.9871397300377841,0.9499218193401283,0.8769189297450781,0.8926938780969225,0.8509816443458466,0.8280913425964189,0.8590301032607173,0.8287131171315231,0.8856297150810654,0.9049167938973846,0.8885250076768532,0.8710006201167534,0.8810091393941759,0.8705538371955367,0.8845384333128491,0.886042319591162,0.8892176126519122,0.9919371455404667,0.9874412759283364,0.8766592823236312,0.8917511761681695,0.8835860178652781,0.8959429843712553,0.9807754202912045,0.873927625121981,0.877456405826141,0.8693748701307078,0.8673016361375746,0.8726236807752479,0.8781952428024176,0.8660519984721696,0.8788682488731835,0.8684303741599722,0.8671182175939293,0.8752360276684026,0.8752155389812225,0.8932837731017323,0.820708313558721,0.888301127406142,0.8637492368814611,0.9095503974623226,0.8710309737496436,0.7789048161155402,0.8707446537480624,0.7757307814689616,0.9132010708174246,0.9210071283551529,0.8734656941225599,0.8420717772383738,0.9822354783035483,0.8892276791074741,0.9215585590698072,0.9179091779900167,0.8995534380339493,0.9925590325672249,0.9075874300023742,0.9112178974750562,0.8744737823111788,0.8265844704958899,0.7845495969706175,0.8202488263929247,0.8242138083075498,0.8772777691073047,0.9166335735575404,0.8906333066900467,0.910487020796702,0.8750226242502988,0.763496714750453,0.8389453167871164,0.8489484450183812,0.8269389361189973,0.9833229496036585,0.8840628605688521,0.9219665401547301,0.7982862030707735,0.8598767824311093,0.8312527421517044,0.8373782059441904,0.7373153131145764,0.8790356353387552,0.8845778562500429,0.9926180191535721,0.8909393243719506,0.8819533480189602,0.8776100193896967,0.8289719547140612,0.7782289651904436,0.7971983844581804,0.7904119880244355,0.8285147799037764,0.8747127406763432,0.8711261066587628,0.8761265837568522,0.7788419850108137,0.8234833256805622,0.8216774193861179,0.8630141124479882,0.8862594873057273,0.9901341599452202,0.906461809692746,0.8800181711858631,0.9072829581238836,0.9116290309804047,0.9890151941970031,0.8898881785278083,0.9181512209252597,0.9893891414271285,0.8712629901245733,0.8185464690204304,0.8308183178008847,0.7729822278947602,0.8654324248894847,0.8890734821287701,0.8713382291083541,0.896372816812875,0.8904132881479141,0.8980642052818477,0.908713859446781,0.8855258032170278,0.9891556961144359,0.8856461295252265,0.8735655233556465,0.8808831313943474,0.8900783431314008,0.8752091279531461,0.7892288321221164,0.8793158418413988,0.8300209029755081,0.8784736994481802,0.8931238200356475,0.88712838532024,0.8941021086743351,0.8801172597359618,0.892391901520759,0.887774777548769,0.9080755742458011,0.9128406723821629,0.9824422453128552,0.9160006511313832,0.9148146122331096,0.8894822080200068,0.8747641132369595,0.920225486518445,0.88520342584338,0.8822300868452944,0.8757547712908,0.8938039105327886,0.9161701067921595,0.8196687378322395,0.8204991784399416,0.7758125548460982,0.8640310526081171,0.7885691901818767,0.7488902721645025,0.8499809965204651,0.9882178949483379,0.8870989026321211,0.9862910302000383,0.9096340019542827,0.9895942585123256,0.8641009873393667,0.8744749087189981,0.9922504318062751,0.8850803288412498,0.8633857321236977,0.8152346026178197,0.8481194494808418,0.7939956106667453,0.8810957547583084,0.9201720398858663,0.893169095431045,1.0000000000000002,0.8767768704109818,0.8190729978533127,0.8440833473749839,0.8012698506396071,0.8202009737677709,0.9070152186401331,0.908173759480744,0.8740000228211506,0.8764511882098401,0.9050865489994789,0.9113267967915132,0.8963898864711571,0.8805863143786463,0.8934746702873702,0.8861835726446458,0.8787328892021139,0.7427105785760714,0.8480396561740947,0.8827994426202518,0.8911427074582343,0.9086511387428111,0.9082068524497795,0.9116081158014954,0.8200647478407137,0.7908416007753923,0.8611325480050278,0.8952937216899332,0.8860862258990876,0.9174292119905385,0.8176734020341954,0.7467545282128845,0.9111032652185784,0.8829314798691396,0.8707059025440937,0.8773286270130851,0.8929891588518017,0.880297366567246,0.9060611056164921,0.9482770301087169,0.8924453675394995,0.8638608185004361,0.8818865460345718,0.8703893242848287,0.8630644197912555,0.7825064743747179,0.9045617333383189,0.9173211039040675,0.8649333493673271
+Roscommon,0.809331466942985,0.8083329733751509,0.8522682234026835,0.9015512119272003,0.7853628012669824,0.8810827226108989,0.899937633858823,0.8944906266278446,0.8564107721030035,0.8808786983863798,0.8725075698384811,0.8517223006213148,0.90397430411009,0.9021911449156006,0.841492962172316,0.8723974819255313,0.8781826843799662,0.8713798411095935,0.7699755864754698,0.8686058761790195,0.8329018309851102,0.881097607355805,0.8557552034084226,0.8748557272273164,0.8503465986537045,0.8629881975999617,0.8867872645923585,0.8766486725529173,0.8736350393751053,0.8738945187180784,0.8743560394054422,0.8678079522662953,0.8675124336811652,0.8947638075656904,0.8855687273812629,0.859561472434132,0.8403215117272426,0.784001876515757,0.828593666135512,0.8600251053423474,0.8763032620507508,0.8970048199797681,0.8781085391527295,0.8502345241186292,0.8565940868063053,0.8721334142507617,0.8538000631267499,0.851448064323843,0.8490524747993798,0.8730438349764943,0.8726030622444609,0.8781517867505069,0.8981110752833816,0.854584905173212,0.9019958481446267,0.8873078673192331,0.982060411653315,0.9733640277338056,0.9858199321365239,0.9890419198889934,0.9883098656097836,0.9845783122897015,0.9882260367535486,0.9877515081153483,0.9860987660381775,0.9885367637484131,0.9878491684222018,0.9902516264795476,0.8627783634425686,0.8127321085253996,0.9045869609624831,0.983420338655279,0.89016495534165,0.8601639584054795,0.7877110310575515,0.8562806128547837,0.7477418321531368,0.8925139118519035,0.9423196576015317,0.8445416768267989,0.8357403798917888,0.8726224301523626,0.8855404286088008,0.8888102083277181,0.8967145716357128,0.9070828589548391,0.8741910952173448,0.8857751438406389,0.896736937737,0.9125536646598484,0.8089371159019896,0.7893975849738724,0.8442026512342107,0.8149937647404054,0.8505467265192237,0.8913175986581311,0.9034090232792269,0.8876656274195837,0.8707731754561663,0.7980181947024027,0.8189494159340254,0.794620403467304,0.8511819871920097,0.8675378047908207,0.8790988904866266,0.8813440506681597,0.7814257957528506,0.9586056977492121,0.847162131260957,0.8072235476385613,0.7513266579274606,0.8722061022884775,0.8961736422823893,0.8765054628511101,0.9024541341865144,0.9012693027481629,0.8998207923363669,0.7767209240460957,0.806212016082017,0.7961534176051489,0.7768565672452292,0.8138350210363627,0.8965562047437751,0.8991305148847195,0.9844587511421513,0.7755523180106907,0.8332058761255307,0.8225026709320572,0.8602499160312849,0.8517034494194962,0.876556099874869,0.8868529586300399,0.8778099434251855,0.8891141693885933,0.8906174567180608,0.8735813467535012,0.8858168805318817,0.8913818161523781,0.880148252895005,0.8946311059661232,0.7926479286582286,0.8284131903014704,0.805733127021266,0.8710871870956692,0.8511897396148375,0.8929335212174346,0.8842096563147995,0.8982056170056969,0.9032119346848126,0.8698119775051608,0.9006144446863475,0.8697157116620648,0.8966690138171578,0.8991815960065251,0.9008994939186677,0.878813941055999,0.8980246676199887,0.7888358003842149,0.8669801779368228,0.8181965579779089,0.8996241647846185,0.8541545910701385,0.9058652530050066,0.8998433280964977,0.8929503283132904,0.896306725411794,0.90093904002116,0.9047434482928592,0.8736147490491973,0.8705030459402658,0.8775417816149101,0.8889819052142335,0.9040069942002789,0.8998841708525585,0.8923500714451723,0.9627339630180186,0.8997586630419667,0.9001473182290946,0.8998066617131149,0.8947943959752601,0.8058340306317487,0.8196731749465183,0.7764085218085272,0.8571455940384592,0.822171046815891,0.7699187397643886,0.8515221173214187,0.8665336934414767,0.901390329287413,0.8704218893585698,0.8859526235319468,0.870982248052978,0.8686499839870371,0.8738557719723381,0.8797580628871895,0.8782103025538947,0.8645884071400398,0.8225020656813453,0.8032787207934046,0.7512877309117724,0.848979798840114,0.883391471825137,0.9009929579968032,0.8767768704109818,1.0,0.7888514902838546,0.8589217030976039,0.7595875308587966,0.8186145724821233,0.8745784825958578,0.8673504309469665,0.8738589403006031,0.8755643983255239,0.8667200832416124,0.8717546494164902,0.9414409043019368,0.8790200212160307,0.8794507507977558,0.9020536582100227,0.9012765845184426,0.7775095954722171,0.8136495344198647,0.903817484866297,0.9027301779293331,0.8717261384233397,0.890376324095753,0.8896473132686599,0.8237249945520172,0.7996001161073,0.8850033915377497,0.8822476060054822,0.8897334961694018,0.8904422855624557,0.7851469415001955,0.7705266978775931,0.8932018748296808,0.8971975670145319,0.8696618754928137,0.8748317253838653,0.9037431705563113,0.8745500761801949,0.9423986377304452,0.8908530385623151,0.8961262140702191,0.893694862039586,0.8999879685032149,0.8963830883724527,0.8677435916974174,0.7854951329957923,0.8813422871721374,0.8924332349200984,0.8685728413702601
+SA,0.7931772063377747,0.7823895994316223,0.8189648355589371,0.8276922276808479,0.8192903816681851,0.7961390865634593,0.8015369554522833,0.7931634448880501,0.8006698031582463,0.7981665001055506,0.8092374480540283,0.792650896591145,0.8127840688895559,0.8055882871539078,0.7728371205149178,0.8103276775348486,0.7876450043248757,0.775185183294822,0.861996547562363,0.8293975736754989,0.8148520605426612,0.8287885921082594,0.7924634686319921,0.7976012392535293,0.7996490411062138,0.8054672579378981,0.8300419687113896,0.7865509877536991,0.8127078490739585,0.7814221250969714,0.7853625954715597,0.8211700466645464,0.8080076299293226,0.8255102689509762,0.824175664862374,0.8257731456419809,0.8125899087692443,0.8174604626168255,0.8450901972372423,0.8053505538363126,0.8010177642545218,0.821557679906424,0.8001921376882484,0.7767921400221286,0.7903632256475774,0.7787079574130086,0.7952029578345998,0.7976669557146407,0.796234330513644,0.8171202736240541,0.8088082839186982,0.7817153478805188,0.8008232340112919,0.79310824401905,0.8101882292100288,0.8119995319346492,0.7785706285865941,0.7780234821967027,0.7755813982795848,0.7758795182254012,0.7820893840157908,0.7813395597265916,0.7749148146154162,0.7824689407509386,0.7766993307818338,0.773994458162254,0.781818907570676,0.7800675133783425,0.8319366636896268,0.7970649878408411,0.8066995828315571,0.7757540239820063,0.8178589010979922,0.8373011188129932,0.8601388750959377,0.8316425956198504,0.7981618739002775,0.8165665335865046,0.8283167270150948,0.7897219208576219,0.8004958412750353,0.8330424159955583,0.7941311441897881,0.8117656020084306,0.8260120053277831,0.8204514903981764,0.8128209606130081,0.8146310695985716,0.8122487965715636,0.8290690245159689,0.8270313657954877,0.8023540429401366,0.80211632876018,0.8123932697857174,0.7865921450580257,0.8231201674146295,0.8146123387036631,0.8147402675895806,0.784557665876841,0.7783307096453896,0.8085923741236681,0.8103124955507305,0.8069885141649328,0.8071185574488068,0.8071507012805158,0.8335811636013299,0.8526312876318768,0.8196980294726534,0.8482262557720247,0.8752738831877543,0.8398412022367056,0.8195202804194401,0.7971594758244052,0.8277697475031549,0.8086300921531612,0.8018312918142464,0.7957887445608278,0.8358541805509095,0.832167188342683,0.836125356178413,0.7935523212037567,0.933503265698425,0.7942803075171251,0.7939769652077627,0.7801892319407006,0.8157678092294484,0.8733788490692685,0.8444473035868623,0.820670572885351,0.7976503482155178,0.8103141566574836,0.8144520345455041,0.7859106919908364,0.8092167203693561,0.8144109036188091,0.8129589804540583,0.7930567836108884,0.822813327635083,0.8150665969735333,0.7986575866177402,0.8437309732168529,0.7996698296559207,0.8233034449750443,0.7732284976216347,0.7968819787554013,0.7847251923366788,0.7995891184372395,0.8093911993048292,0.8096957369323918,0.8192553563952517,0.8041446606679195,0.807182100323751,0.7987721093643773,0.8018650784838208,0.8009877055666381,0.802189443141576,0.7863627225033759,0.8546436944833713,0.8344863907174014,0.8276922858269284,0.816063907314349,0.8017288455258217,0.8050817970183785,0.8086233860412246,0.7890335502205627,0.8114503522242282,0.8024743853947008,0.8254811480205337,0.8239439807567616,0.805095854622288,0.8263222279578897,0.8191806059792998,0.8086465163380987,0.7918812667826586,0.8236812816082314,0.7940594651235127,0.8012420243045857,0.7957139278840398,0.8046311742247412,0.822878217995562,0.8154855322902713,0.8629363787668036,0.8653966655360952,0.8251907493069406,0.7540972794757536,0.8136372121827753,0.8054004117560203,0.8104527758836472,0.8046635599764349,0.809843448944816,0.8119582747902968,0.8085524338996464,0.7749578042319641,0.7775339775170488,0.8164618178284954,0.7957246010992799,0.8309073968557469,0.8103939022067301,0.8479774348334547,0.8185718585051646,0.794380794437371,0.8290496094188505,0.8037362422516696,0.8190729978533127,0.7888514902838546,1.0000000000000002,0.8359799846421636,0.821607422851175,0.7759568457160761,0.818234024029285,0.8163645847986417,0.7806791315049061,0.783826788276413,0.8177964584729503,0.8194835669398619,0.8006492563276941,0.7857740505636776,0.8087761039323037,0.8093910979587233,0.7957606873551506,0.775722015110718,0.843879224565609,0.8045356043689833,0.813226186292622,0.8198428455066489,0.8089447363834736,0.8153468019711696,0.8191660975542314,0.8380720537507925,0.8268351568079867,0.7999891344504367,0.7976766596829478,0.8207552558364131,0.7728667049495241,0.7376442635622343,0.8137466417183102,0.7911531676748746,0.7775564595369364,0.7851506335765254,0.811075782813102,0.7888320346374968,0.8126750094336025,0.8012074637189841,0.8065034338735636,0.788793843814311,0.7954219141648978,0.7855245365793204,0.8253766618252556,0.830946524493488,0.8066812018121232,0.8256502310791288,0.7704364192539014
+SG,0.8329151496289193,0.8199783032002015,0.8655134449594124,0.8715359947079385,0.7959826743443612,0.8386246407050197,0.8621933197816234,0.8592926745556796,0.8203468195170305,0.8401758592409815,0.838411224304472,0.8130300149015762,0.8710760249485408,0.8652087974861296,0.799387859069059,0.8351991260102652,0.826340747724914,0.8153231813327355,0.8186403184622247,0.8500995029235895,0.8361680609123928,0.8521381426343173,0.8202004669651047,0.8307428250656131,0.8147880270449226,0.8300899570950281,0.8562300720636984,0.8242126772052798,0.8386819098048607,0.8214712564182743,0.8210299329819759,0.8413972924624816,0.831700475033649,0.8593317782270671,0.8880217504193059,0.8522416744057569,0.8348246532529279,0.7880257970508996,0.8288438007903526,0.8581409534744965,0.8344706624463224,0.8751753931877351,0.8409724913111758,0.8095625974376053,0.8183885887625303,0.821321783846864,0.8131454689519261,0.8142776992307255,0.8128628078591359,0.8406814981532107,0.8370450894855076,0.8253316479635457,0.8638096750780211,0.8163395066837529,0.8724368356250098,0.8491978807262416,0.8525373205932935,0.8518131575002494,0.8490539682479815,0.850025474266895,0.8519823612646081,0.8611126033222096,0.8488970617063505,0.8588060656222809,0.852619624179142,0.8480209253701991,0.8536725781391479,0.8562659661107057,0.8741094797856807,0.8344532707465937,0.8704594939189014,0.8524330499420384,0.8598318963228831,0.8667316841072881,0.8304392741625356,0.8529218834872123,0.7390757153032124,0.8548768787060111,0.8878191478388059,0.8072069829006366,0.8496594816674048,0.8605686321334127,0.8365807473121926,0.8516283585599265,0.8710786327907921,0.8760013406673973,0.8381639083047064,0.8560011652185362,0.8538511994066468,0.8950663471059896,0.8097949719530525,0.8221439743130173,0.8476357451980595,0.8289184723720741,0.808174771978428,0.8644725747754648,0.8718230041490235,0.8578856424625197,0.817929108686129,0.8861886185681725,0.8092223352517118,0.8133487220320009,0.8412078445651108,0.8343785704056932,0.8653183525175329,0.8548940265780748,0.859394688166204,0.8578050971068656,0.8504298031114289,0.854160368779374,0.800600724397319,0.8549518442111205,0.857123811370443,0.849136003647159,0.8701944050094733,0.8635533468620499,0.8606802945964844,0.8382365426969298,0.8473288259402934,0.8594237040185132,0.8307647895555366,0.868269447395151,0.8583022579131722,0.8591564846362442,0.856792070613643,0.8618052958633843,0.8793853921066731,0.8484593416664765,0.8548427944671451,0.8138382421405032,0.8388690647519571,0.8493509090724074,0.8260269041364507,0.851355161976049,0.8610676274345347,0.837565883220665,0.836998004565396,0.856619094461098,0.844663573699591,0.8613157089914444,0.8024426036077825,0.8321670686589413,0.8947826107064719,0.8180958539229444,0.816527413408994,0.8511624890006633,0.8432255989281485,0.8688729682465207,0.8728535179494054,0.8401815387620346,0.8658261483704914,0.8356665394376179,0.8622981319644732,0.8615057086488447,0.861196807470063,0.83526281820267,0.8541418849382548,0.8216389327795774,0.875247112331561,0.8218149430306008,0.8809938856349969,0.8158868996459833,0.8659547491184646,0.8724417019400058,0.8561693104343948,0.8703833768769192,0.8619560459841077,0.8812971359035277,0.8457475411501711,0.8346267794653902,0.849150610838687,0.8621024042529255,0.8678773969435295,0.8589215675205439,0.8676137930454414,0.871496228953132,0.8632744495778716,0.8589302923879426,0.8679247715036622,0.864771218177139,0.8169782430486778,0.8721539617449428,0.8265973420483204,0.8313703719978199,0.7967572463807205,0.780281670853942,0.8339211665859054,0.835120746827742,0.8662849381833572,0.8365385176209537,0.8482144617077669,0.8356705956642163,0.8146073563291492,0.8221272308918421,0.8455620082021851,0.8359720647136069,0.8581950773487723,0.838840256530227,0.8140342833937534,0.7580921390182803,0.8130158819973858,0.8532469383495421,0.8670433849345849,0.8440833473749839,0.8589217030976039,0.8359799846421636,1.0000000000000002,0.7963340755349354,0.8325526815415049,0.8441199481050564,0.8380728048036836,0.8214645504666799,0.8295483060484716,0.8371433586954995,0.8433567167177599,0.8730980370257195,0.829249708426769,0.842785575075566,0.8690136217692653,0.8596508252546374,0.8299454297797262,0.8304186692812104,0.8659422635112438,0.8710710096363143,0.8426879920523184,0.8480667646149352,0.8526995002906957,0.8571475747182177,0.8167469851893168,0.8823373423445323,0.8399192996072774,0.8577042710955411,0.8664852597301753,0.7417351606226817,0.8038985404344964,0.851800801197501,0.8566665509153563,0.8165278912672642,0.8216680897516351,0.8719886916274817,0.822027459047219,0.8775550184096115,0.8483745524880083,0.8667611134942563,0.8498770099743953,0.8598945937756618,0.8516816568630207,0.868451031897746,0.7836345357772315,0.851497693700064,0.8659460951183406,0.8135753815772496
+SN,0.7820219091024159,0.7855473172891954,0.8053489145118987,0.7694987881983371,0.7725540234863785,0.7694422337912796,0.7627378982858717,0.7493194733762083,0.7560697713393582,0.7670482386435176,0.794877496629108,0.7500802828365315,0.7665526874325417,0.7640392770409319,0.7335888912798393,0.7960400035490652,0.7664469186026864,0.7576790838197134,0.8111709851910079,0.8069306132465739,0.7959199747865418,0.7750909616162603,0.7517194863673702,0.771082641687572,0.7517265436887652,0.7883333305300567,0.7767593531944971,0.7658328670772628,0.7970779876233192,0.7622863134850496,0.7674303244998131,0.7651591317335613,0.7903956720234533,0.8029559407476565,0.8079977519148274,0.8002923121359604,0.7935337518406191,0.8572376439471692,0.8068239144034035,0.7944647627104756,0.7736402142563648,0.7689448630059195,0.7739919490555366,0.7440636659668096,0.7490533598638691,0.7574190766030797,0.7504737815675778,0.7518739927442256,0.7519952931720933,0.800256007115159,0.7953691264170536,0.7612654514007914,0.7532270179439903,0.749149265729703,0.7620256304461056,0.8019097007519264,0.7494031701168871,0.7473895941758646,0.7491393803144922,0.7466390734208325,0.7538187684924751,0.7541420219386058,0.7484312913717354,0.753182830019015,0.7504452581617614,0.7490685413968187,0.7535155831277057,0.7543286192071398,0.8003023071181288,0.802765949835852,0.7624310090783374,0.747026302503886,0.7648639763382147,0.798719429926385,0.8022099122074463,0.8116019030994637,0.8004770379027177,0.7818607880545595,0.7786724539010954,0.7487149981470832,0.7769207394302268,0.8151751965208298,0.7700198618819869,0.7709502964879699,0.7729203528617101,0.7725094981472855,0.7988498419355318,0.761447645919693,0.7798283069606203,0.7976796921094058,0.7853152150194421,0.8378398414735475,0.8028407915711893,0.800280843948198,0.7476973261668599,0.7676548709116169,0.7709084330625292,0.7612830380564085,0.7630333740237958,0.7570310120618381,0.773717493576659,0.8158311144374606,0.7825302124227088,0.793555991357367,0.7495558587656421,0.7782114478728778,0.8096528874340986,0.7788640158002449,0.7915564589174745,0.7946379791893712,0.7781093804745317,0.8003509433281919,0.7531111206515021,0.8112799082522029,0.7639774558526784,0.7580678561539466,0.7518091669858681,0.7656800943448236,0.8508253774711418,0.7988531977446879,0.7432316372476152,0.8137437632166926,0.7512835544769226,0.7522109162541117,0.75275459466768,0.788725957235575,0.8194841888534359,0.7884007847657912,0.7946868694081484,0.7525106213717963,0.7971385230479119,0.779718842832346,0.763406979151129,0.7773385273965884,0.7645051994784938,0.7972815994818714,0.770629584685317,0.7843406381568524,0.80051496317853,0.7580198338151648,0.821222680942781,0.7977524072509539,0.7808392575666596,0.7557906141099485,0.750500597081319,0.7395165826698094,0.7718323184147768,0.7616052904396875,0.7618704439587447,0.7654546561259374,0.7586664401513727,0.794628084142227,0.7513091279593846,0.7631926734989801,0.7583921854223843,0.7759947495897878,0.7466281070564882,0.8577894129086926,0.8017218977029881,0.7750627863498517,0.7664707238819657,0.7541467805286212,0.759818364695896,0.7633896354991992,0.7408755722619084,0.7609058452189241,0.762020451126113,0.7766143075813496,0.7692029259895998,0.7943408026055903,0.7723125707203784,0.7649730935717678,0.7643971163370435,0.7493406868685942,0.7693269370888778,0.7594835400590796,0.757044826434994,0.7555344930861216,0.7585219936743586,0.7693862977117066,0.7995062786365366,0.8031363265289333,0.803183656208786,0.7874719785545121,0.7426299644893395,0.7437772826567247,0.7957809371618998,0.7951559322520632,0.7578763019466331,0.7971004084242295,0.778350584323846,0.7935510942139852,0.7575561181436319,0.7603925483408277,0.8009721307898788,0.7706852925918104,0.7978309569421079,0.8091358402097407,0.7681498731835226,0.8197044281206333,0.7494155033378421,0.7744512440460529,0.7584533095479926,0.8012698506396071,0.7595875308587966,0.821607422851175,0.7963340755349354,1.0000000000000002,0.7926204125871897,0.7676588291954668,0.7630477002018261,0.7612006699374727,0.7603970081182649,0.7629489438065434,0.7638176782944558,0.7581139791880905,0.7644018015674654,0.778947020678062,0.7661628366412868,0.7545461927917236,0.735919815881296,0.7882565881205166,0.7621005615607022,0.7701515226000665,0.7670775067673933,0.7731534061779904,0.7796133728812825,0.8072188438757858,0.8524729428381166,0.7944232090843516,0.7712629420032912,0.7494487173732425,0.7652707301941487,0.7499130393398162,0.7142210802517346,0.7779700712473625,0.7458629741070667,0.7589298190191889,0.7668501624196616,0.765012230995017,0.7656647584104335,0.7666804599159989,0.7900394983784466,0.7575828245579208,0.7469647167885815,0.7519316005040749,0.7456122015958382,0.8151053454588434,0.8130043020610594,0.7552171019092312,0.7700827453215487,0.7523556842384953
+SV,0.8139342913814482,0.8782624671379456,0.8168833530378781,0.8142850657505568,0.7730884372221106,0.8364727286682914,0.8328214629886731,0.8266405651200537,0.8506752030824279,0.8336787136529747,0.8173523458033456,0.8442019920583821,0.8442780385268981,0.8357962263365907,0.8335004477473293,0.8163791396628334,0.8431302719095718,0.8402728340094835,0.774823707691859,0.8167777795896187,0.8543032051687245,0.8165179566504004,0.8458671453300843,0.8302085072339102,0.8395047779402269,0.8069297059015932,0.8206115358614214,0.8431933411085196,0.8175499064805595,0.8366159116626662,0.8436464408390896,0.8083942289084778,0.8102701341680437,0.8303494052458996,0.8416901683251481,0.8117729801117424,0.8953324328224622,0.7786633479421962,0.8851234100179536,0.8260279813996001,0.8344934196738375,0.8427536703028081,0.8381429480572891,0.8510462906166567,0.8470653796490105,0.838160131381807,0.8436714067114963,0.8454551685146924,0.842810385647471,0.8186892581935602,0.8153189961514125,0.8426753703962765,0.8329074064991939,0.8447906325744532,0.8336708427461283,0.8288842263494228,0.8105516277986781,0.8102769356424098,0.8099781911004427,0.8085292306500415,0.8135227066723427,0.8188431924078509,0.8076320126288341,0.8151620828078872,0.8096608978312874,0.8101159055738649,0.8131061156362624,0.8172263789305567,0.8222537972465792,0.9058019792451066,0.834940768926233,0.8085442968613904,0.8088945217789507,0.8000710452551594,0.8008052947303782,0.8583653514472824,0.7603465974214618,0.8464985067738405,0.8332224364358967,0.8453343313565398,0.7972132917603184,0.8189731963413147,0.8481387204808758,0.815066835319487,0.8182920883770872,0.8485129357879575,0.8180103280340019,0.8064277658677216,0.8450790473558102,0.8187617807997779,0.7819114926907943,0.8124600869419607,0.8071342823516195,0.926891838075046,0.8415393097412285,0.8119541712158754,0.8396663793798348,0.8093228638974891,0.8383230149105302,0.7723292897947269,0.909264273060601,0.8198800514456311,0.7900140530637494,0.8111965608549585,0.8165591125306739,0.8181294675164517,0.7825255960041715,0.8004109785569622,0.8006398307724434,0.8014093785221801,0.7641183803573326,0.8453313290793265,0.8275500337622652,0.8233880976857787,0.8356661409938924,0.8313553628509731,0.826569730484706,0.7503174401215853,0.8110887366886157,0.7891624373287247,0.7523306372521865,0.8045826420936228,0.8287997847779468,0.8276578635257066,0.8146944154613682,0.7901932184970605,0.8366858737054245,0.8087335307823609,0.8073969241111988,0.8412793933477317,0.8199563100029892,0.8433753879722113,0.8410201070331929,0.845228416351571,0.8114410967262948,0.8159096451708268,0.849503911019934,0.8447410452597867,0.8227344726708435,0.8276326622684108,0.80620731804798,0.9105506333811585,0.779800701998503,0.838371827484272,0.8448714673960118,0.8172562986119649,0.8383881449843092,0.8339090957471617,0.83240888387406,0.8096925628347343,0.8291741998565205,0.8148953084030911,0.8226696773822887,0.8308323382975297,0.8301685804563903,0.8345592451260034,0.823720525990298,0.7921774212017393,0.8073249030830892,0.797792880606376,0.815603604562228,0.8438709671301939,0.8351804740990288,0.8392059366611034,0.8164043318798542,0.8308892779393596,0.8435898323486698,0.8432961841766696,0.8112173118802313,0.812635035327625,0.8135999456578662,0.8087929272610583,0.8365749839213588,0.8230676218101339,0.8147062681672586,0.8240261061431522,0.8281573822235481,0.8319532534572849,0.8334610133410917,0.8124493191924745,0.8812452348863143,0.8084024253922842,0.7717362792159305,0.7925344675443529,0.860055963352704,0.7637152065950772,0.8348418137029614,0.8129591950849109,0.8300293620029953,0.8150146135365943,0.8407375960072632,0.8150225587117134,0.8372560838033167,0.8397217201911787,0.8220066988269771,0.8347913862313115,0.8290343095524031,0.8044200294534773,0.758790286079979,0.768305192207759,0.8450976279811862,0.8179434784260157,0.8318838766294274,0.8202009737677709,0.8186145724821233,0.7759568457160761,0.8325526815415049,0.7926204125871897,0.9999999999999999,0.8111520394254932,0.807658603346215,0.8406146727061224,0.8302477127139857,0.8070521493246008,0.8085337792767479,0.8205305872582548,0.8446337454536998,0.8399195849569103,0.835784015521405,0.828201395392443,0.7417532682798207,0.8059245269748677,0.8343388349852356,0.846770484575158,0.8108690517388906,0.8361254664495008,0.8431494911924133,0.7988650841284043,0.8021531200656468,0.8347953151281815,0.8365731905096447,0.8224475379850384,0.8119291077594657,0.8528122382054897,0.7411413637220713,0.8423231754227526,0.8213784162786605,0.8370844413452663,0.8420190705155419,0.8367545648395893,0.839189182790449,0.8254054860282247,0.8245397990801874,0.8303527121010704,0.821198743955967,0.8257531792275745,0.8239407568642771,0.8403205138346997,0.7647349927390402,0.8042920597290178,0.8136392650714691,0.835378718644549
+Saarland,0.822442309070648,0.7920572032074831,0.8932619039849432,0.866932337700199,0.804588230774818,0.8781361775454772,0.8728025082724978,0.8701993581131976,0.871831391107799,0.8841163631423682,0.8999353880073525,0.8690846244778507,0.89139864619568,0.8754716440370395,0.8495268428318398,0.9021794701540872,0.8674862576654859,0.8563272521356879,0.7831238111456917,0.8799774142597273,0.8237395664077617,0.9805551476742043,0.8718956924174356,0.873736773050546,0.8750595089826335,0.8966194853146467,0.9828539312007727,0.8629880811681163,0.9053423373915331,0.8599133256224053,0.8623332868821636,0.9757935832366158,0.9000620338364036,0.9095359800972918,0.8630991744011088,0.8913635624891022,0.8346574198592613,0.8011208781326923,0.8464608935619499,0.8273536411717276,0.8745787069920906,0.8948092354763927,0.8766706449816747,0.8551591127603987,0.8673139998019164,0.8570160842217052,0.8699303624758132,0.8723053303012405,0.8709080074848538,0.906625370057098,0.9018945676635178,0.8632324148563806,0.8817540163674947,0.8682882854871834,0.8872111805869128,0.8996874711756548,0.8691178884386493,0.870758834891737,0.8670087110800238,0.8650888421681461,0.87022502960152,0.8749207855558689,0.8628565435557742,0.8747845253839471,0.8663744908552692,0.8641157106537973,0.871809574842565,0.8720459394037606,0.9556400357821663,0.8133889811300231,0.8821260254650404,0.8628809861867077,0.9161333547084765,0.8686619384711317,0.7763223427150029,0.8579399297613829,0.762754831695818,0.8986938032170081,0.9144070282289595,0.8573050809295086,0.8459451469410201,0.9000870580306438,0.8748551063858,0.9109372336703493,0.9193170917841206,0.8911369370782203,0.9049697367636137,0.9116361877504777,0.8975696991214435,0.8705585903662859,0.8154788097288903,0.7876661910853708,0.821459962839275,0.8152810376499222,0.8627403129385901,0.9195985300623559,0.8835742922718308,0.9136877018682708,0.8612608362788108,0.7634864424154967,0.8304545496678091,0.8209204734680248,0.8385211231017885,0.8972627005313598,0.8741698951625156,0.9825247755634696,0.7984931780564875,0.8543283866119106,0.8249859853865482,0.8381342464445672,0.7406984302255734,0.8671421913934654,0.8764925989118751,0.9078912201810182,0.8843924653547273,0.8764887960151244,0.873014213712963,0.8172469795717426,0.7848944221294756,0.7937576344152609,0.789550732055073,0.8293484385897217,0.8686388038590804,0.8664987586942556,0.8721099036953234,0.7811064382111154,0.8218056884004971,0.8206646580908804,0.8606555624659071,0.871281589709175,0.9019853084204961,0.8925838773250208,0.8661268031944679,0.8915803535755366,0.9162656360024446,0.9038950409259843,0.8745788673641388,0.9034493890767207,0.9104561528214226,0.8656025203551515,0.7974523406143623,0.8212469649958949,0.7775394096672977,0.852538736081109,0.8727522510319711,0.8639716683584026,0.882663408908541,0.8823344379025833,0.8879827400851199,0.9783494744348114,0.8795499964000132,0.8980534629113188,0.8778709778772817,0.8700873142010398,0.8754844259462471,0.8794853927848585,0.8678026303165458,0.7895693191299118,0.882281663990659,0.8223619654588177,0.8671290967809445,0.8764611047719166,0.8808311343070018,0.8882481584553245,0.8719778146276888,0.8837372957753808,0.8810734946275005,0.8992841747622448,0.9803269523845455,0.8973857870123407,0.980798511702149,0.9165178721677703,0.8825847040938871,0.8685121977084901,0.9175214090692809,0.8829293455315894,0.8769979441362772,0.8700699116741984,0.8845478550373495,0.9206005998717807,0.8067837968170991,0.815398386493922,0.7753025846673,0.8609481092234009,0.7792403147963106,0.7497787773303589,0.8348222719426788,0.9007702826345759,0.8805160176160026,0.9008604182678003,0.8944756793676661,0.90220019293783,0.8512068210602455,0.8602289688079356,0.9054184351899944,0.8736033513604167,0.8689137991831626,0.8166011502482876,0.8363302995462373,0.7807943923477174,0.8658744929029145,0.9868752234467202,0.8850956454092269,0.9070152186401331,0.8745784825958578,0.818234024029285,0.8441199481050564,0.7676588291954668,0.8111520394254932,1.0000000000000002,0.975459001352934,0.8602915999275801,0.8644615294221824,0.9768870038029859,0.9785231412323475,0.8927487714267238,0.8666415993525085,0.8825511717473957,0.8806087294303625,0.8734785983447217,0.7478607675405163,0.8459648911535644,0.8772330385970024,0.884445419022633,0.9783206493991589,0.9042141663874812,0.8965076063701455,0.8161853636051972,0.7878257684434938,0.8571329555241347,0.8818091271403481,0.8768214759610576,0.9169392254347027,0.7972802051802462,0.7426998983879564,0.8969865914052864,0.8752398685080278,0.8546022263453593,0.8641567116172336,0.8850744255832338,0.8669725492735231,0.901654915735596,0.8981335555724396,0.8835183724082477,0.8604423497807765,0.8761016193788553,0.8641841578971191,0.860788115078801,0.7811917178676647,0.9051131528573776,0.9175497557648397,0.8512009078286878
+Sachsen,0.8206174021400797,0.7869373552327069,0.8897210874800764,0.8614754961561709,0.8022463231721827,0.8725585992339776,0.8693148307590681,0.8679775472777315,0.8717386699236097,0.8789006400694627,0.9011733330788875,0.869727501431673,0.8896931896111657,0.872590036306017,0.8483172091979729,0.9043475972393705,0.8636750576125637,0.851971555615476,0.7856495297950018,0.8748064835830628,0.8196144924117832,0.9805540623941861,0.8711140574678016,0.8684234251113822,0.8773944465070882,0.8994277639005825,0.985387185519376,0.8585388003396197,0.9073138634951753,0.8548797938429796,0.8579131774821697,0.9880468033763767,0.9033004653446675,0.9062233754278817,0.8600827670018952,0.8876058780604672,0.8312950587590715,0.8009497861999291,0.846337635484724,0.8181253908486443,0.8688556780079786,0.8929701151952927,0.8698814447146737,0.8532092839204221,0.8663963906857729,0.8528350899397819,0.870232022493081,0.8730094072727191,0.8717728072976597,0.9090949249108957,0.90302749049953,0.859263621898355,0.8807207596197586,0.8677952911210335,0.8841831348013042,0.8961370047580993,0.8617771862761919,0.8642414131169255,0.8595067916681927,0.8576356493441737,0.8627014367880619,0.8663859435868225,0.8548298814877895,0.8671108750089337,0.8580649497987384,0.8562938863012253,0.8644283997515052,0.8641497014197196,0.9568058155040636,0.8098513613289315,0.8784297498399728,0.8545887167127477,0.9148408064342479,0.8671212218916172,0.769293770946017,0.8528804962943018,0.7683847534733592,0.8950616024637088,0.9123735833616171,0.857604680842676,0.8432836587231571,0.8995029709213622,0.8709553602338492,0.9088547505187466,0.9174418807364865,0.8882018073249401,0.9064263734638268,0.910890553825496,0.893818560467945,0.8651934982415284,0.8135668257781539,0.786698219642539,0.8140967991275453,0.8128980650070908,0.8622761736456094,0.9183384644847353,0.8805855424718085,0.9130191362125203,0.8581106963497745,0.7506951412288999,0.8299783923302826,0.8245494395673442,0.8310898913966379,0.8989836976971828,0.8727657402009373,0.982975898360689,0.7980748022605515,0.8457581261903115,0.8149336986619986,0.8438825124665181,0.7315622289197009,0.8611206858190797,0.8760235043555621,0.9088447509491431,0.8811099625863067,0.8739372271702989,0.8705111987757453,0.8180448750744914,0.7806362664704068,0.7884747229734052,0.7864988149492529,0.8257627122717522,0.8661890510233359,0.863402704421848,0.8642475785786774,0.7760371499414996,0.8134711210865192,0.8221155043923201,0.857517874571258,0.8711777129851903,0.9023686534226889,0.8886887908952475,0.862301102444541,0.887189048319792,0.913583699148672,0.9061143314028351,0.8706672616128529,0.9004950973763038,0.9091296536702219,0.861169524078941,0.7916618150297663,0.8191729775858431,0.7669998610560724,0.8464511153077534,0.8740121995659978,0.8623157208671333,0.8774488097475979,0.8799201241038614,0.8853375754455498,0.988132713618303,0.877287691986692,0.8998447850370819,0.8765954205751132,0.8656686758073169,0.8729341115736958,0.874340207106916,0.8655351767021721,0.7880338388370249,0.8783385743109547,0.8251558913095498,0.863866878046839,0.8782468458037975,0.8783048298155236,0.8848498975786309,0.870709637183774,0.8808679393590267,0.8795226828715211,0.8971265490161479,0.9845120016102441,0.8975293182799537,0.9818148836780983,0.9148631228991163,0.8798162441612115,0.8655410329527529,0.9160346617364882,0.8758853816724606,0.8745406185740257,0.8670211926565325,0.8836267892160454,0.9187803443623368,0.8050122451104863,0.813217031589127,0.7760258017365443,0.8588475163002064,0.7693634668440851,0.7397128884416693,0.8290036841608055,0.9040600625519841,0.8780274578279287,0.9020240291073307,0.8912541015419619,0.9050319288192491,0.8464868528313355,0.8555128015427766,0.9049460756418369,0.8674739420891405,0.8642735054639985,0.810676691325189,0.8387140971477719,0.7864892734370278,0.8655488638707786,0.984457802207131,0.8819597999973641,0.908173759480744,0.8673504309469665,0.8163645847986417,0.8380728048036836,0.7630477002018261,0.807658603346215,0.975459001352934,1.0,0.8564796218848251,0.8578197435566712,0.9923990946788065,0.9830445639571611,0.8881646326555291,0.8623205014805688,0.8774040237403423,0.8775686982269651,0.8711368825337353,0.7380747672307891,0.844869390183718,0.8741839527857518,0.8813968703692044,0.9926406891006745,0.9016154358371623,0.8928188355692616,0.8127658436073899,0.7838497165295047,0.852292824122184,0.877010078920613,0.8768060650750762,0.9155009253985774,0.7997315766102443,0.7340885152396368,0.8933191714272273,0.8733052974069048,0.8501728156535304,0.8601157553172237,0.8825760311254994,0.8638537785395196,0.8984029144188355,0.8939674079291055,0.8826267495460131,0.857108437433476,0.8738354032994412,0.8619054133303571,0.8606307301990109,0.7803403004999867,0.9035231301207214,0.9154688144162755,0.8464346975447065
+Santarem D,0.7964432849617978,0.8414921618906099,0.8307667863328182,0.8490746854419252,0.7798771104100563,0.8921563165290347,0.8534597785341144,0.8516735915851215,0.8838142795637508,0.8887820339782294,0.8711669762149121,0.8772196464169599,0.8616507322248382,0.8569649796038634,0.8719024950023916,0.8705965126449472,0.9858144248402998,0.9780188308028865,0.765572878285419,0.8497355325009679,0.8864605155489352,0.8662815522182938,0.8781858138264151,0.8901016904959935,0.8724002006746013,0.859397385217528,0.8710601815778362,0.9864526931662183,0.8724957376254677,0.9803049314263048,0.9857570312257865,0.8562413665318458,0.8643982516364078,0.8813822624929407,0.8380632882478841,0.8408549523962443,0.8614380103866257,0.7788840402767137,0.8536343099536781,0.8406436997889762,0.8907571151683821,0.8572355154668964,0.8880091558088695,0.8796385267865803,0.8838682956268837,0.9856472126194464,0.8815634295614384,0.8801493433660142,0.8735673700005204,0.8718756604842349,0.8702576858945776,0.9876495977068129,0.8550518462793638,0.8789005791130802,0.8558073098449515,0.8900229661187433,0.8683895741034906,0.867199212541718,0.8663335877754262,0.8675491525384551,0.8734434817722091,0.8723131272729772,0.8661962822765681,0.8711301211743151,0.8698456410553201,0.8672461690409058,0.8709016481023162,0.8742634325643579,0.8456595965124151,0.8247708988436636,0.8572229461066094,0.8668688802394238,0.8658017136297282,0.8356175090636759,0.7837568273135412,0.8703856839534716,0.7461467617343951,0.8989068152920974,0.8788174073844339,0.8756964810416394,0.8074524263894413,0.8662843530244582,0.9814381210585392,0.8691648152275598,0.8695780267723314,0.866927008190854,0.8726745974954273,0.8625816094516492,0.9003704442949652,0.8432762579337206,0.8013953473828207,0.7699174771018494,0.8326522381663805,0.8391186834029668,0.8837110138167303,0.8665671324602241,0.8577736557733184,0.8630214852093797,0.9858086857372952,0.7715260285733629,0.8361082630893313,0.7903032877957099,0.8295226028268614,0.864238541208335,0.8373303030618173,0.866709934458533,0.7666234660158951,0.8505395564043282,0.8242407571845071,0.7934719860624125,0.7356605538566282,0.8765155252535096,0.8525455710492668,0.8722457294087942,0.855565138242611,0.8535689626226695,0.8513416269708665,0.752896288990943,0.7829212053873321,0.7832621432815771,0.7599365030281598,0.7964495862129086,0.8483779497974486,0.8492553529205501,0.8730614231630749,0.7585536782998636,0.8182249359796328,0.8041295515076214,0.8346050105288382,0.8764785505663989,0.8755093898207155,0.8960717387627861,0.9915648685726993,0.8990122060386513,0.8660135781479831,0.8710608362874986,0.988275257875044,0.8974593758523102,0.8772070169331018,0.8472759303800693,0.7966527467985138,0.8444460875360663,0.782140453189409,0.9755713652389785,0.876081303924794,0.8473486815253636,0.8950765987834122,0.852447759300464,0.8580875612742425,0.8588642810334202,0.8532774921972973,0.8677025815114516,0.8463708739579273,0.8507999300419297,0.8525933268710236,0.8928100944623635,0.8522281374716459,0.7708397109906154,0.8402383822932384,0.8062805966935133,0.8480489837437308,0.8781160063279373,0.8571068037787014,0.8571850891833543,0.8456721661424139,0.8513400951811626,0.8615735517385154,0.8626227959707373,0.8590422477646614,0.8675363549367874,0.86181179366631,0.8632055589861154,0.8578666455644967,0.8489036514460712,0.8669370536458997,0.8764030215968173,0.8515733825691928,0.8530627475537065,0.8560674202886313,0.8700280091063771,0.8328266114810698,0.8005919049229575,0.7620532821887412,0.8495150117460669,0.8236443631982079,0.7618841006486367,0.9540887230346127,0.863544639434369,0.8544616204241853,0.8687580307652367,0.8947694997169696,0.8694614167215339,0.989199497247643,0.9810074837032214,0.8764120415467579,0.8910176136180568,0.8611176039575958,0.8103710305385163,0.7823942589447387,0.7442695069067061,0.876741248917031,0.8677743664623679,0.8566699311385509,0.8740000228211506,0.8738589403006031,0.7806791315049061,0.8214645504666799,0.7612006699374727,0.8406146727061224,0.8602915999275801,0.8564796218848251,1.0,0.8882178480913666,0.856726516149752,0.85689741803518,0.8698823570855488,0.9884559732693704,0.8924712367052212,0.8564431866504343,0.8540414073978528,0.7586972364776909,0.8124559450822719,0.8563755101531342,0.8601775576794378,0.8604311103539344,0.8926412641930368,0.8982611414057056,0.7999504953352864,0.7796203272859518,0.8374555352640273,0.8925643153270147,0.845237940910165,0.86406231712336,0.8213004540135134,0.7537947648510753,0.8985044304140918,0.8514520583131613,0.9801360165105908,0.986015930133411,0.8573543289204961,0.985251852444213,0.8739958062206854,0.879510210588064,0.8529968503813877,0.8460290743869617,0.8508786375181535,0.8511242618690388,0.8429081912845174,0.7672481823212,0.8579806952266056,0.8673204170521938,0.9855429894395118
+Sardinia,0.8007813439648567,0.8275816550435274,0.8396162836333504,0.8566281836565021,0.7813870352606578,0.9753251790461225,0.861817941224359,0.8610556201583246,0.8688437086960396,0.9662365815331381,0.8721015372371206,0.8632300336246077,0.8686496496732106,0.8649941540248738,0.8565345360231612,0.8715057407272563,0.8902912789131091,0.886313254561045,0.762566597732623,0.8579944273749844,0.8503227555783268,0.8701658138468192,0.8693618492084387,0.9710128785815553,0.8568342092508134,0.8602168300244339,0.8748659953733077,0.8918754721636781,0.8735006520502998,0.8832414554403419,0.8886008444635753,0.856948924410977,0.8646813120357651,0.8840039534725888,0.8467918073351359,0.8506981364892121,0.8543083326240455,0.778567235229946,0.842677716549973,0.8469440860909047,0.9744829726044125,0.8632368057460374,0.9724024232282491,0.8674139644099715,0.8684959421203786,0.8864750795600854,0.865113098434901,0.8626182516555458,0.8603732822240635,0.8716754981970328,0.8722455210959023,0.8905834965261551,0.8616875768383088,0.8657918702289806,0.8637204390326152,0.8980719160495899,0.8714775739942416,0.8705678085881079,0.8695896183750403,0.870268616611849,0.8747189419525356,0.8788251180302133,0.8704807785486722,0.875684548181731,0.8723037715157748,0.8702279077958787,0.87294657680371,0.8773708616580778,0.8511629595248803,0.8184654382010367,0.8663789983132788,0.8705181828176217,0.8681543936092772,0.8387211563686915,0.7904008209369724,0.8632533646385526,0.7351722681011037,0.9743082497356703,0.8827091824231514,0.857821521728926,0.8098493794126035,0.8693051784122938,0.8964478222409622,0.8715456784400072,0.8737150624387023,0.8746956116353987,0.8735674981545111,0.8641201746074664,0.9715528897953569,0.8517432929489147,0.8024119944455516,0.7748553968046459,0.8417348329407528,0.8281156439631879,0.8640645896396173,0.8698671988017336,0.8656436052060276,0.8656688264748481,0.8855601563774053,0.787444083064157,0.8263141657780524,0.787182005005863,0.8358326270481914,0.8651302376641157,0.8441002177438437,0.8705974955678234,0.7732294784765598,0.8570881753013915,0.8339770618074374,0.7917425784600802,0.7469512525403541,0.956414177280434,0.8588478581180874,0.8740487107741588,0.8638217694391682,0.8611961976016709,0.8583380842778737,0.7539784580274663,0.7836512823305203,0.7846750291557087,0.7671691227330117,0.7990634094907206,0.8562203497629076,0.858262834407282,0.8759512620886601,0.7666463384727369,0.8238737182570794,0.8082176174787743,0.8384733332596153,0.8628147134746731,0.8789194012747866,0.9749970719373134,0.8903952395365603,0.9761871108936142,0.8706679455395865,0.8717403023921172,0.8981291635172531,0.9704086347929327,0.8803830213715191,0.857178944610124,0.8005218226740577,0.8433800012539979,0.7971585361338421,0.8852219544709474,0.8594257478742203,0.85572196342138,0.9750697395626079,0.8590863383508338,0.8637995279416967,0.8596912983342846,0.8610101642010007,0.8692535942339583,0.8531298581727991,0.859871740650087,0.8607956333714435,0.9761812794954345,0.8608966907683043,0.7734902002687666,0.8453828932007278,0.8082824822315198,0.852871396148845,0.8623688589906514,0.8643706939993473,0.8641944907738062,0.852813951902853,0.8578872573685893,0.8681046937748487,0.8691787420992639,0.8603459477604214,0.8692912467933023,0.8652236795963643,0.8670845629805358,0.8659607627414632,0.8563221209957993,0.8721274582381783,0.8824908747469502,0.8601223273833195,0.8616136502273539,0.863836989022478,0.873138181405194,0.8209013499776554,0.8039045855887447,0.7605995623120968,0.8541027896033462,0.82693167087324,0.768948064252814,0.8676473390238344,0.8632881900542556,0.8624076483503993,0.8692300873588639,0.971610951980315,0.8696913500393577,0.885438410481515,0.8863096392437761,0.881700613159364,0.9749716740371764,0.8603578034622533,0.8160154492963381,0.7851545739182059,0.7377894947678099,0.862794393997271,0.871666033415838,0.8641013704476936,0.8764511882098401,0.8755643983255239,0.783826788276413,0.8295483060484716,0.7603970081182649,0.8302477127139857,0.8644615294221824,0.8578197435566712,0.8882178480913666,1.0,0.8581069658763992,0.857913412690158,0.8766869967842744,0.8935571022572677,0.9730665650180941,0.8651938389550866,0.8615186959546063,0.7674847641478024,0.8127441940051365,0.8646172759897703,0.8673109337479822,0.8621781308314818,0.9533440424611723,0.9739191643188057,0.8038874680104845,0.7852584484552441,0.8466209679381085,0.973726480425379,0.849634289351223,0.8683326648827482,0.8006791741957032,0.7629432819665497,0.9692836660558846,0.8599192182159238,0.883516806172172,0.8878521288445534,0.8648414707993414,0.884898604907783,0.878062771997892,0.884256574643486,0.8593855188199556,0.8561179832000423,0.8592798940230857,0.8587474746534013,0.8448862867500871,0.7651007834965947,0.8621235140300367,0.8715335019419351,0.8868412632590258
+Saxony-Anhalt,0.8167220886160736,0.7867678685112233,0.888927583748683,0.8598011811047448,0.7998545849144634,0.871988207798134,0.8685050631113395,0.8658600965686678,0.8693418254746923,0.8772576448707066,0.89849525307455,0.8668687673470317,0.887130539237528,0.8719111936242379,0.8461371434494943,0.9022140158458417,0.8632130224334565,0.8523481668059384,0.7840862167366778,0.8744636189547313,0.8202942319501239,0.9798901147340604,0.8676021326432757,0.8689217411284118,0.8737088631830228,0.8978950212563948,0.9841413452048893,0.8593130275720922,0.9057440176750249,0.8546220390944599,0.8583095440467751,0.9892783665814044,0.9003967022727594,0.9034795838477755,0.8571081109250467,0.8840570847207683,0.8309562342736957,0.7999864579168932,0.8453423627099866,0.8182189600538549,0.8697238002140802,0.8894842945567385,0.8707569400576914,0.8505465522827987,0.8638996409031786,0.8527031517432332,0.8676358372994661,0.870757767025909,0.8684027217172986,0.9074921416354684,0.9023387317465719,0.8585116641381624,0.8774978936711276,0.865183128583049,0.8816197300159954,0.8951021976246955,0.8605946050843873,0.8619391274317343,0.8593591251092655,0.8563126702641359,0.8626629585442214,0.8654815038107465,0.8540427674975637,0.8659221078318622,0.857674307994043,0.8563499475753211,0.8638221764456441,0.8636469653627104,0.9565329794001618,0.8098566354825263,0.8773130408992552,0.8541724130882972,0.9141143542427315,0.8663020277913585,0.7711444152564205,0.8511692507532717,0.7637730310056131,0.8931891858536195,0.9106107633018825,0.8553391683913382,0.8412498444072363,0.8970448778661931,0.8701089127405126,0.9068699778579458,0.9163484059444574,0.8862910029960556,0.9047233269000694,0.9093174889757751,0.8920142507167527,0.8635428469911607,0.8117432432209059,0.7861614275396928,0.8153546080581536,0.8130903590225812,0.8593830365268967,0.9163921686740405,0.8789549800282788,0.9108868187586582,0.8580985656358803,0.7538889336559567,0.8294173496857979,0.8201697364089027,0.8339778563040323,0.8981897174160435,0.8699139461969173,0.9826479364784719,0.7991552108005125,0.844381718258177,0.816378193645096,0.8423029857808028,0.73432873427991,0.8610233161685902,0.8738382234058852,0.9053834836238871,0.8792932801276828,0.8730197720919288,0.8692405766728586,0.8145819330541754,0.7803205563007082,0.7889283221259966,0.7883303753944035,0.8265472330252207,0.8652244786965163,0.8630983894458264,0.8630783972978375,0.7782085845095719,0.8141510787507954,0.8208281645531859,0.8559241029162494,0.8683516585496723,0.9000514796827456,0.8876624028420123,0.8617772926279872,0.8862393026313132,0.9120066477931998,0.9043137832050447,0.8694032537555342,0.8985680344418082,0.9080624869551119,0.8608571566616081,0.791916540386746,0.818954551298648,0.7714835998786805,0.8467630238310654,0.8700766680375525,0.860861482489193,0.8764322376392308,0.8776643575128874,0.8821597638780971,0.9911936491687833,0.8759356087656031,0.8970028999784236,0.8738260228029489,0.8654650430953574,0.8719044131058425,0.8744619063415938,0.8634571232547098,0.7871988822921665,0.8760124534611052,0.8225055927778911,0.8609304023082799,0.8745595097424798,0.8767708678379744,0.8829638951128512,0.8682251166055223,0.8785133621878976,0.8779880434340034,0.8939877002459301,0.9876191708208371,0.896952221893842,0.9826705384647029,0.9125461434846618,0.8782738553628292,0.8640988352916823,0.9124064087598526,0.8761457644938689,0.8735366446881078,0.866263629303524,0.8805768242839179,0.9174507399279721,0.8047360094659151,0.8138922947241694,0.7758291577070134,0.8591270792096789,0.7716549155173676,0.7424653993089761,0.8292796205114829,0.9014215437162842,0.8766838556214352,0.9019684403280724,0.8895803126425589,0.9030320325510399,0.8475582067804626,0.8551253678916739,0.9025125336938649,0.8680338372284705,0.8661716568071716,0.8108266596081999,0.8357884836088,0.7830313999581511,0.8630662944305798,0.9850970966028963,0.879552842538482,0.9050865489994789,0.8667200832416124,0.8177964584729503,0.8371433586954995,0.7629489438065434,0.8070521493246008,0.9768870038029859,0.9923990946788065,0.856726516149752,0.8581069658763992,1.0000000000000002,0.9845441856339752,0.8873498454290754,0.862459028265996,0.8781761323819091,0.8763728141472271,0.8697905841559513,0.7441520712631158,0.8457260711454541,0.8731044083534557,0.8798744560193736,0.9924325517912659,0.8988050564174094,0.8912532636496672,0.8132538763026216,0.7829761066077048,0.850826724983983,0.8761637155831011,0.8737236777189957,0.9121903237080587,0.7966632080205693,0.7390577308601104,0.8913462194229481,0.8705655833356514,0.8500441085417212,0.8603109029381709,0.8805395982554329,0.8636359134523354,0.897873770448228,0.8935124497525865,0.8794403135782395,0.8575066086103116,0.8721881447329545,0.8605729290182029,0.8577112537776012,0.7788494607431218,0.9017686834784076,0.9132543584457248,0.8468991070472063
+Schleswig-Holstein,0.8239580494341529,0.787361564967482,0.8892595643570604,0.8680947187130263,0.8061058259651273,0.8731300614575446,0.8745862118741407,0.8728845993238773,0.8750492280352067,0.8791834962659153,0.9046746689193725,0.8723434902407774,0.8959825635893128,0.8778452089019146,0.8511117372002516,0.906737625783596,0.8651048228726496,0.8531501220552177,0.783930891769712,0.879861297467057,0.8202291089043834,0.9845757591538805,0.8758019745246591,0.8678916615153033,0.880356930602987,0.9022085449891856,0.9886375247130618,0.8591479482842773,0.9099950301383326,0.8567881835112738,0.8584580479093271,0.9844695781718446,0.9064183969175934,0.9112952469607697,0.8646622786245228,0.8914890619083992,0.832862940507656,0.8032485089780136,0.8489872689767414,0.8205342978403879,0.8690750384596387,0.9008700804756222,0.8712850715687136,0.857064163755627,0.8698083713258729,0.8533835373040239,0.8731280652906954,0.8761460433811415,0.8752263145962964,0.9120288871101052,0.9055788964204297,0.8602221295176787,0.8863233159369206,0.8713447083447621,0.8913533053760094,0.8991758907179643,0.86704639188526,0.8697452942840617,0.8640511924653184,0.8619634409510792,0.8667756789987162,0.8719746431266465,0.8596561963939695,0.872553789619065,0.8628407303938356,0.8606642828035254,0.869161465041743,0.8688612930132179,0.9601553597446821,0.8136117435287022,0.8849038814572836,0.8596302910373627,0.9206617664183901,0.8719424121488474,0.7709171593451303,0.856139636444906,0.7677254828490989,0.8962790713103195,0.9182379201203394,0.8604841859828486,0.8491296396121409,0.9037158899906429,0.8727269421994288,0.9145649565305863,0.9241092440136096,0.8948353299076094,0.9088605676725062,0.9169212534935681,0.8945635949605553,0.8708364203440022,0.8161988109050401,0.7872519035818258,0.8140687315390632,0.8139199113930332,0.8647445406943775,0.925138898791681,0.8867209765988391,0.9194501259750928,0.8581086908124393,0.7558782960446736,0.833066180059337,0.8263671699561114,0.8311834952698673,0.9019090103221784,0.880787698772032,0.9876689736169908,0.7996420870127972,0.8518901155456047,0.8188813096937877,0.8438470334878161,0.7342220763591629,0.8618063218434258,0.8803011452406996,0.9129723751849357,0.8878475939794415,0.8792399569709118,0.8759459307214303,0.8279242485474605,0.7809302916909888,0.7913904023007811,0.7907911285328186,0.8301426283883067,0.8711341595233651,0.8685562695439731,0.8697437270033419,0.7801763852816865,0.8161800141266717,0.821377772576208,0.8601717779386285,0.8746625372267894,0.9054101346788077,0.8897706090293622,0.8633612704791577,0.8884189746653723,0.9198453657891796,0.9086059610010052,0.8723841759884227,0.9021837748044745,0.9116623869453369,0.8666429144906524,0.7930065717912156,0.8200060402824004,0.7701896436342561,0.8481092574443818,0.8777362199675371,0.8666881837954495,0.8783570697714319,0.8866782818583698,0.8928146825336135,0.9889414954666262,0.8828357717467155,0.9027011940846774,0.8828755821307247,0.8715237493103403,0.8780682049640722,0.8742377120891734,0.8697297707018274,0.7892644524073514,0.8844631993256278,0.8250311408395233,0.870572365415544,0.8814602261779416,0.8843062308862052,0.8917861813322778,0.8765531045232873,0.8883376411970808,0.8839887964751085,0.9041742826064505,0.9918469087434917,0.9009845511179024,0.9872007329041544,0.9218924542767263,0.8855469927026904,0.8709075052466043,0.9235933194664225,0.880936024816545,0.8802982824371841,0.8719852463184544,0.8893962164460435,0.925245014399544,0.8059014521120734,0.8173516257032795,0.7745575731096648,0.859633815245905,0.7721357963836504,0.7417087960418417,0.8303274639492332,0.9071763129433137,0.8836509749235653,0.9048306159411221,0.8922101463787846,0.907672634058835,0.8467743903118493,0.8576292070867982,0.9086064351066997,0.8679113040299156,0.865067579638254,0.8118957132441588,0.8438596068642161,0.7883370312712186,0.8691947582371538,0.9884409791765986,0.8890442185190398,0.9113267967915132,0.8717546494164902,0.8194835669398619,0.8433567167177599,0.7638176782944558,0.8085337792767479,0.9785231412323475,0.9830445639571611,0.85689741803518,0.857913412690158,0.9845441856339752,0.9999999999999999,0.8936143762789761,0.8638792708744478,0.8780560037437385,0.8833531409423906,0.8759270509500928,0.7413621528835013,0.8500717990433122,0.8795195830465341,0.8876834189874396,0.9844370368103198,0.9013356510971361,0.8942938561801967,0.8138949145422559,0.7848431001696727,0.8573089194014146,0.8775413132850688,0.8826429842342495,0.9230536534275716,0.8019995179250385,0.7366652927179517,0.8944111231590395,0.8784608692010917,0.8512950668649424,0.8608914790858039,0.8888819504552697,0.8646417039992652,0.9036529806820541,0.8976641981351124,0.8889878349380562,0.8610129293902801,0.8795910435898849,0.8658700710378855,0.8621072851808012,0.7819318345907498,0.9103220338096715,0.9225988558316349,0.8470328525030989
+Scotland,0.8123460208468427,0.8080814304045771,0.8590262636699934,0.9200087337767334,0.7945285895974531,0.8845181022135623,0.9193071065623842,0.9178873688265885,0.8670162090742839,0.8878520350762702,0.8922553463423434,0.8637773243753538,0.9292784411054611,0.9212577605012188,0.8502840619564029,0.8907847463938658,0.875727230421084,0.8686790177841119,0.7732515647747064,0.8814599982884757,0.8361620612338982,0.9004963149725438,0.8704198486750875,0.876070656232343,0.8654526822895121,0.8841509528624237,0.905965142260942,0.8716323320360344,0.8930150291536764,0.8693732769411587,0.8694163984385329,0.8900519285631948,0.8890605932698425,0.9075513442431178,0.9057109822710434,0.8737886768185932,0.8487424064191932,0.7906716879458112,0.8392706706338917,0.8535096034092758,0.8786597923391811,0.9240343592946901,0.8832744625659346,0.8584649380460355,0.8664919448832488,0.8683535265467869,0.8641326111843172,0.8624444078616451,0.8634064972129019,0.8940427049598114,0.8922268043441158,0.8746299065669739,0.9230548667819539,0.8657354142050923,0.9276941114984709,0.9010860790371016,0.9377592389212268,0.935801667976596,0.9383977824686693,0.93580719914877,0.9390764901728399,0.9490788326624857,0.9345581853752482,0.9479279678960513,0.940522139447174,0.9386606959747756,0.9416159584432908,0.9438578218214781,0.8796152575728462,0.8174972650671205,0.9278258078004721,0.940236108571246,0.9049980873618895,0.8704356850204622,0.7838690209040279,0.8653991679782025,0.7466849442136628,0.9013728090216728,0.983467469987138,0.8539228641632634,0.849064988862659,0.8914267095828149,0.8856659387885376,0.905723625088156,0.9144588932244357,0.9302134102965905,0.8929135364461392,0.9016800082532386,0.9029108033216338,0.9512331998010265,0.8104996580744813,0.7938185068485155,0.8375947564573158,0.8171852805879323,0.8599631886958327,0.908704649075651,0.9252364883165027,0.905245527534186,0.8668427972560161,0.8086398965848405,0.8283219141013892,0.8075868319640629,0.8501559258191415,0.8879702784111984,0.9070686988806708,0.9016757510290214,0.7992052815667627,0.9218678869903638,0.8489646981479897,0.8243422238843661,0.7428336458046255,0.8777848999992481,0.919493019235693,0.8964600956213686,0.9262425608072061,0.9235510850130974,0.9211881681892797,0.8050790334093048,0.8046025964235908,0.7982929947578757,0.7992982741913502,0.8205415345115706,0.9170112115603417,0.9182660258163639,0.9423650917291692,0.7832403475827454,0.8313048052316081,0.8231881827515012,0.8658595705001286,0.8631539138995852,0.8950835562219382,0.8947939631012858,0.8750650098002962,0.8982677133086142,0.9072329434920157,0.8927617693698818,0.8861842331521301,0.9018797688040586,0.8981905270269149,0.9136005532189507,0.7933754400410578,0.834993542948828,0.811475220301405,0.8667218778912744,0.8653265316893961,0.9138151070604011,0.8890904973711559,0.9221190364499107,0.928986354121268,0.8903400275156066,0.92493448938953,0.8888235416281516,0.9208319673215466,0.9171981888047375,0.9221840482289008,0.8811988484438446,0.9181565018648579,0.7969131769960698,0.8810524334102652,0.8237557786999282,0.9132512987837449,0.8671456185474614,0.9273162396496372,0.9255671578019424,0.9180311143679111,0.9216188576451015,0.9228278107729204,0.9314792646435474,0.8943364465920801,0.8890305071429591,0.8978817503586897,0.9070442086875771,0.9257018158205641,0.9198409672567024,0.9127526659473995,0.9767438109808482,0.922669165694186,0.9191990648117482,0.9256284952342541,0.9108309725826723,0.8089789418343367,0.8269599932990036,0.7778087691712772,0.8647795673512222,0.816798135326908,0.7633246545389991,0.8479192314679947,0.8880028306982165,0.925268927025305,0.8901414523869826,0.895451224915189,0.8916713544374828,0.8627600044685588,0.870873008123099,0.8989077485915127,0.8808905518021376,0.8673758071021334,0.8200594646140865,0.8195330144032597,0.762690288864053,0.8595719364815029,0.9039164427385182,0.9265981383830052,0.8963898864711571,0.9414409043019368,0.8006492563276941,0.8730980370257195,0.7581139791880905,0.8205305872582548,0.8927487714267238,0.8881646326555291,0.8698823570855488,0.8766869967842744,0.8873498454290754,0.8936143762789761,0.9999999999999998,0.878286099653865,0.8851001989837529,0.9237080883423655,0.9217816089078369,0.7812583503489056,0.8259182215408678,0.9243218595033029,0.9243980581910975,0.8918278184068004,0.8968153676478197,0.8993130280398361,0.8291607223828658,0.803203278772168,0.9062673142208142,0.8871035179257151,0.91597542407537,0.9104629213190021,0.7974921851205606,0.7734968839391786,0.899719172780788,0.9200800261981755,0.8641680515206942,0.8703583258535728,0.927337041656908,0.8721026600354188,0.9812906196798307,0.9019091587646801,0.9221392795551353,0.9123514973907436,0.9226563699187825,0.9153691690034956,0.8748805952070369,0.7906249328085284,0.8980487956955353,0.9109269570050722,0.8632842182163534
+Setubal D,0.8026242384875434,0.8437999449052821,0.8348337807468311,0.8576895920140359,0.7856507045811791,0.897258092785423,0.8621325108688997,0.861045374797192,0.8882832955767678,0.8940930553936086,0.8776814848892887,0.8816500670037744,0.8719767236965327,0.8651889208321957,0.8749120821261628,0.8762114879861761,0.9854039299622628,0.9789921130380003,0.7686492230207536,0.8562536287121524,0.8926596486946186,0.8734066841346532,0.885831712241751,0.8932108656368742,0.8778515602892043,0.8652243369678808,0.8778614431592252,0.9864752880826194,0.8781808613627936,0.9801474426899808,0.9822236654593433,0.8623193029061547,0.8708308885911924,0.8903488190045452,0.8454002392863803,0.8467838861070138,0.8666602235619079,0.7869932252116786,0.8591336145738897,0.8446647640519698,0.8947321048163759,0.8682794510212538,0.8941263155436535,0.8860436755134683,0.8870243742399386,0.9839192422989889,0.8849160395089889,0.8837212062588511,0.8798597785787063,0.8778615321519508,0.8757587534122574,0.9862185760988517,0.8652827685005263,0.8845679518661943,0.8662191765208087,0.8955434400126648,0.8745737550874034,0.8740296253431985,0.8728319993823288,0.8727166981471458,0.8791788125807691,0.880554206635352,0.8716215456514008,0.8784893886816004,0.8749217369855753,0.8733457131106862,0.8768617809572449,0.8808942784818728,0.85211558937598,0.8318064451849253,0.8670896580595381,0.8721081393560398,0.8716978033044412,0.8437840959738051,0.7889592276376378,0.8738983258552492,0.7507197890133248,0.9059054186474457,0.8876246167017213,0.8794102329734168,0.813310160822102,0.8729542920193253,0.9858701762061124,0.8774321208683363,0.8780244554886395,0.8773570112365987,0.8779723591521512,0.869235838133549,0.9069131963436832,0.8505400261099136,0.8084554549084363,0.7752424937390485,0.8349465832895502,0.8426579450185994,0.8868981920156153,0.873827852913351,0.8676461171488677,0.8701652044889153,0.9811805717768542,0.7779272362434195,0.8424587094385443,0.7982152006464523,0.8325998866576619,0.8700329917129793,0.8484457379905619,0.873984876292749,0.7712669399640216,0.8578666405717993,0.8313550426199513,0.7988909844729698,0.7396868443896913,0.8815326174352525,0.86098352284714,0.8801163999818868,0.8659157920034669,0.8630481851672541,0.8598515002756018,0.7617791356587208,0.7862192559101527,0.7869911475304758,0.7645474413075758,0.8026980872515573,0.8576192893164913,0.8582704164993049,0.8788008505354015,0.7639391010913286,0.8233323377060274,0.8086501548960181,0.839615936085274,0.8806159080106338,0.8821315796884924,0.9028456840300414,0.9873495446474837,0.9062041043273431,0.873526934203032,0.8764457599548598,0.9952428382657751,0.9043207158281106,0.8831423346666559,0.8569204431924066,0.8015204587592902,0.8493051404552118,0.7873868642052064,0.9767749368573643,0.8822723311415405,0.8559963605990325,0.901206279327479,0.8631613381663326,0.8685396317222195,0.8645620695083963,0.8625958215683504,0.8740590138591704,0.8558493473815324,0.859483724584724,0.8618407826215299,0.8968956903366407,0.860177827724279,0.777265720891569,0.846304342587145,0.8115415795125046,0.8573170293351873,0.8824862105537146,0.8660069558669962,0.8678882802990219,0.8551059513042606,0.8624177220689121,0.8709028136768628,0.8733053317055742,0.8658671249097629,0.8732848830537787,0.8690562095057469,0.8710468277452245,0.8673203800878828,0.8575306658092893,0.8762026990676501,0.8831903830865597,0.8611172743767279,0.8617419739223503,0.8659211769737257,0.8768003057858478,0.8373239961826141,0.807898005261917,0.7636934785775021,0.8528987104804941,0.8291356956501678,0.7647872622899249,0.9556620702357992,0.8700457220573556,0.8638318425027047,0.8740744689635508,0.9013609467649695,0.8755911465884371,0.9858418321883227,0.9825065838981816,0.8835252816526699,0.8962287202017644,0.8635738033108838,0.8140344823143929,0.791859093260444,0.7513528555686042,0.8816506314725299,0.8746362519230753,0.8670447044236095,0.8805863143786463,0.8790200212160307,0.7857740505636776,0.829249708426769,0.7644018015674654,0.8446337454536998,0.8666415993525085,0.8623205014805688,0.9884559732693704,0.8935571022572677,0.862459028265996,0.8638792708744478,0.878286099653865,1.0,0.8976281045077463,0.8658697618170361,0.8619909889646118,0.7621294515570448,0.817036489581492,0.8653807974845904,0.8697873778769817,0.8659251838125801,0.8980202738393099,0.9050091574278673,0.8041825064874949,0.7859183819319562,0.8451581452752538,0.8978442948000058,0.8551367774479055,0.8725629152644343,0.8285886505912321,0.7571998193793806,0.9048926112935529,0.8597956500581924,0.9785440042687236,0.9834199444842924,0.8671842117781199,0.982229716107449,0.881686553838493,0.8862992038697677,0.863114531327939,0.8541499742494538,0.859985091008914,0.8588594979818621,0.8495852034341075,0.7728382423399571,0.8655145354342835,0.876148578901553,0.9851364679109009
+Sicilia,0.8237133879210892,0.8325562367583579,0.8472739102878621,0.8623891817284152,0.8003475965213832,0.9814245227983752,0.8706938744315817,0.8668275313416617,0.882585331833511,0.9701391254363065,0.8883406998900055,0.8762888300214021,0.8793762854834497,0.8734905587809223,0.8652451772717985,0.8890037202835942,0.8955729866588155,0.8906454961875064,0.783997176445286,0.8706478550297065,0.8584733817433555,0.8898882517730577,0.8809160762303774,0.9819272286675994,0.8724678661854074,0.8794389568583759,0.8936900615106403,0.8970963976978744,0.892171996011931,0.8883432043402909,0.894337016266003,0.8784108744623441,0.8827739009213182,0.8985435962598957,0.8573506596830717,0.8634482826027352,0.8617391394309425,0.8000970752666721,0.8605234897286657,0.8525104052016693,0.9885164185084643,0.8774035878433715,0.9845570274305933,0.8744943229159279,0.878653775724826,0.8900463827027397,0.8780111790366961,0.8779147150939922,0.8726897636649621,0.8909145463028748,0.8900052139689401,0.8938681651789924,0.8697243504803674,0.8779716287567476,0.8752651903425422,0.9081401036136476,0.8744884655322334,0.8736691533510622,0.8733144242320282,0.8725000343235498,0.8783326035875687,0.8816180406243648,0.8727355868658715,0.878927472598668,0.8750973463561967,0.8728672648474182,0.8767039841901756,0.8797560630287583,0.8689186225823063,0.8348443081631454,0.8758441040547605,0.8716895998648051,0.8852881583026697,0.8558317157047244,0.7999678050865386,0.8733537359138059,0.7555908558010509,0.9816782400568029,0.8970950449845618,0.8709715048520493,0.8216394717536589,0.886508958928055,0.9010634191005242,0.8870001387185574,0.8914824040081024,0.8854405262926555,0.8913447527179618,0.8809378859478434,0.9763649614734071,0.8623481279791112,0.8197609171708972,0.7919639964884009,0.8504165736217782,0.8407008035952436,0.874773855443082,0.8877090690871585,0.8774490193681457,0.8822920133231331,0.8920270964688471,0.7895673862183353,0.8428691112854518,0.8111477902167472,0.8434583528947829,0.8836369228042587,0.856438041584316,0.8910998332378203,0.7946478028596158,0.8596889286583559,0.8428657117916656,0.8192032119105435,0.7563816422674953,0.9652457713328382,0.8669027004755969,0.8932481256499858,0.8747967876042722,0.8705601010705017,0.8661344366814573,0.7823559733406042,0.7991412147225337,0.8013857993673829,0.7861434968531656,0.8232090990689084,0.8641306250404667,0.8652317378718523,0.8784748980339243,0.786202608773982,0.8365139327541987,0.8286261318992836,0.8528682378639535,0.877143478963553,0.8944248342499461,0.9843444879116563,0.8948411819478689,0.9809792418128678,0.8873300405877407,0.8897275973531064,0.9024176864989961,0.9806020192656051,0.8976068670402356,0.8658993878916774,0.8128043194443502,0.8519184257726334,0.8043857719916573,0.888015309532789,0.8738642712916607,0.8607861554031305,0.9794684820443124,0.8708968043267388,0.8748219803226125,0.8797269740293604,0.8710776586222949,0.8856330872344591,0.8633025879404651,0.8692850216654564,0.8696268258948631,0.9853795715667107,0.8651927872182229,0.7922947153564395,0.8603839997021596,0.8262447182838392,0.8608915719390805,0.8780445414523397,0.8731803388399223,0.8754106304866329,0.8601901150099062,0.870808738691576,0.8762556363927753,0.8834940723920627,0.880625879458221,0.8869377995803989,0.8852488582981113,0.885293149012588,0.8760259829329898,0.8632263740840815,0.8890440614070844,0.8878551012107001,0.8693527536272482,0.8689876095967531,0.8729544406946442,0.8904403902306179,0.832384927914431,0.8216387307678219,0.7798396312758606,0.8666704388974348,0.8255300256810914,0.7754511461090892,0.8715131717785647,0.8823957121489123,0.8723394514469579,0.8880941636274752,0.9796732499317382,0.8875712885932728,0.8895512384427532,0.8900691975519853,0.8978054432489054,0.9848461530825662,0.8759863456059782,0.826455345066004,0.8110891089076169,0.7624730312546426,0.8764040641719218,0.891067270729079,0.8742850480354378,0.8934746702873702,0.8794507507977558,0.8087761039323037,0.842785575075566,0.778947020678062,0.8399195849569103,0.8825511717473957,0.8774040237403423,0.8924712367052212,0.9730665650180941,0.8781761323819091,0.8780560037437385,0.8851001989837529,0.8976281045077463,1.0,0.8755280246779751,0.8686458830305331,0.7741040467458316,0.8365177732667882,0.8735995208142695,0.8779095126867069,0.8814856367184208,0.9578553926842834,0.9813529518171089,0.8199368056675749,0.7992609586302595,0.8539736738786543,0.9797201680912649,0.8602781991186474,0.8856800326229303,0.8144160346775856,0.7678075023910187,0.9761528932017213,0.8663426766765175,0.8881190698249698,0.893850147014773,0.8753408699917874,0.8925638310603938,0.8894377516544448,0.8960432863096942,0.8694436089419001,0.8617756611836014,0.8674635656711995,0.8628420795668666,0.8619261785560738,0.7823773477861932,0.8780055093553637,0.8894093704665299,0.8900537353278152
+South Carolina,0.8115308092331663,0.8121515440175887,0.8492103119605756,0.9172426499839299,0.7938830234021041,0.8729119616365323,0.9871267626154417,0.9718924824266819,0.8631248022139223,0.8751649647076661,0.8830833797489201,0.8574120074166128,0.9815930951279398,0.985398484782459,0.8430433968143566,0.8805692393582593,0.8618880857186463,0.8550900662395509,0.7786697627343461,0.8694710352510872,0.8479124727803093,0.8879395050770973,0.862210348362812,0.8645149131732391,0.8603361045150493,0.8748921609764261,0.8933658236071562,0.8570052143837351,0.8837063086915049,0.8527398984210365,0.8551074166137995,0.8808027253048725,0.8797800447846376,0.8944419574196656,0.9217780435651589,0.8637298940741465,0.8527817832441927,0.8055997417372484,0.8474146795922443,0.8422800852321987,0.8687636617121524,0.9731774171077398,0.8708060535110329,0.8538093444991612,0.8593141443395386,0.854588687767357,0.8589024445626516,0.857412901354897,0.858079111974179,0.8854984194719319,0.8807509653553183,0.8618072758531506,0.9789065776045105,0.8582323936981403,0.9816115365351511,0.8889546620637817,0.8972692172296395,0.8975410219183161,0.8966336734567247,0.8921323477085814,0.8963568311586444,0.9025218696203953,0.8930741154184731,0.9037909822993857,0.894612742202132,0.8951502491600067,0.9008438226237027,0.9013779850882946,0.8708992484950409,0.837922251939077,0.986834374590202,0.8967066777409795,0.8943656292213439,0.8600386979539668,0.7910007326306165,0.8559561830675477,0.7648330867694952,0.8907049634193388,0.9370769035421501,0.8524700484552664,0.8418612088117303,0.8857549090508863,0.8728367223723202,0.8893025134615564,0.9037301351281284,0.986458165432838,0.8826494091290846,0.8916184943085127,0.890646305039458,0.9054331887438722,0.8117483102670924,0.8062695415214637,0.8179541690701805,0.8269576446374207,0.8539809893483126,0.8980053422690027,0.9909944239442732,0.8947913647894868,0.8531613129088781,0.8018983070620119,0.8448847470495644,0.8247322331874329,0.8354886162592794,0.8784591431750929,0.9587206380717237,0.8907176828367047,0.810816366235568,0.8884427411154607,0.8532761591184315,0.8363127130292471,0.748371089055554,0.8667936370963795,0.9773257237284206,0.8880733346269974,0.9818489412364264,0.9843862180055164,0.9822324424098067,0.8245783090156138,0.8122694593203194,0.8048212380359288,0.8016474793145995,0.8265640435352491,0.978820709488144,0.982761535047907,0.9024189753533017,0.7939709595578579,0.830510172767497,0.8222247395305375,0.8568955949143866,0.8578742382286263,0.8849312498128551,0.8845924170304648,0.8618183676009851,0.8879279805438965,0.8938462903890008,0.8830522319209868,0.8738151500231031,0.8912432032874742,0.886918593304492,0.9798429555553889,0.8014025622159103,0.8452474837093223,0.8125744450434262,0.8517886500317351,0.860557118535922,0.9710784602839817,0.8775540386594101,0.9817604791324555,0.9795293628138285,0.8794812927574385,0.9834254369679254,0.8796932738213581,0.9767339296014607,0.9844338163209062,0.9846518069401401,0.8700393924961919,0.9757364010828057,0.8115196049243526,0.8699596626978455,0.8300005453598255,0.9126321415166612,0.8620787388186865,0.9853964852291635,0.9749839396191223,0.9736913722221342,0.9747759190233412,0.9778681968617008,0.9802218115737602,0.8832570549370135,0.8771558400328687,0.8849578287214525,0.8946863918226234,0.9909103435667126,0.9784380558812756,0.901497902199674,0.9173346048174486,0.9846954153627628,0.9827108260188248,0.9790939438197196,0.8987541488677401,0.8149662857948363,0.8360290586787354,0.7782610571996619,0.8483582570866722,0.8373128135766041,0.7687500014501919,0.8356265070710663,0.8791206683127794,0.9846352928540371,0.8794952423866892,0.885321318806333,0.8827611689615142,0.8479234080256437,0.8556338108252223,0.8881682113079811,0.8687826168622326,0.8532768635439472,0.8116461085082365,0.823951487690998,0.7810853418638656,0.8533916284649494,0.8922386601993217,0.9793643425455342,0.8861835726446458,0.9020536582100227,0.8093910979587233,0.8690136217692653,0.7661628366412868,0.835784015521405,0.8806087294303625,0.8775686982269651,0.8564431866504343,0.8651938389550866,0.8763728141472271,0.8833531409423906,0.9237080883423655,0.8658697618170361,0.8755280246779751,0.9999999999999998,0.980189757262414,0.7833736163515111,0.8342090482823673,0.9881672430830385,0.9827706999912187,0.880489753754252,0.8833476107821239,0.8891728371822395,0.8295446661844154,0.8190384759202225,0.9513752408443737,0.8753514913921883,0.9681272384984008,0.8995573006306681,0.817996457297596,0.774541596335517,0.887758581378677,0.9720725663154005,0.8484976365719668,0.8551250370468232,0.9887422238632692,0.8571677092468045,0.9309007831808875,0.8859745141051658,0.9768282840166612,0.9781419235805355,0.9795488387720486,0.9751498061313607,0.8830936725941382,0.8097571234976181,0.8867389392340075,0.8993612545542699,0.8490062290389838
+South Dakota,0.7970083498233911,0.8071107470598867,0.8467066785220805,0.9166717914256017,0.7829650636289454,0.8676130141687478,0.9797355324982945,0.9751098279310695,0.8548365428203618,0.8714385749218583,0.875967356711866,0.84975994376192,0.97987700037255,0.9839420031401286,0.83678893253121,0.8743229542996516,0.8581407493421369,0.8516107790121508,0.7676155816601936,0.8640210574040085,0.840110684056897,0.8794141459900106,0.8538941329319313,0.8586477780787946,0.8516751332085992,0.8683953020501227,0.8856015139818766,0.8535927312693741,0.8773357114331691,0.8486987719184038,0.8513176334924027,0.8736879060914762,0.872842723646291,0.8863887802086986,0.9207140190705508,0.8578667112976067,0.8469762006639527,0.792645011572182,0.8372708948117074,0.8385054454569509,0.8621742917389793,0.9665266568306381,0.8635369500506828,0.8472065254203617,0.8524081353611779,0.8520470457696037,0.8514383477951404,0.8493372486048342,0.8502527393236888,0.8782531378505588,0.8745066633095305,0.8587463289084133,0.9787639781457629,0.8508413080207413,0.9753885623200376,0.8831860750260144,0.8959828948353314,0.8956659762121189,0.895472004926316,0.8921691862131123,0.895962079112634,0.8999542756355914,0.8921100293593168,0.9020521499492339,0.8939777392146874,0.8946547869570006,0.8995302260073421,0.9005858957034919,0.8637576371007196,0.8243704610514668,0.981875067112743,0.896169238573202,0.8888905848964257,0.853193678846338,0.7822240305741417,0.8503532048127759,0.7548753773350998,0.8840204735311171,0.9319087159418471,0.8453128436429221,0.8376051122848984,0.8783132018766504,0.868555470753509,0.8831751872048934,0.8956492574993072,0.9783836901162959,0.8766021076664524,0.8860342269722921,0.8858629715100335,0.9015122945307438,0.7987512339416952,0.7930528021015406,0.812593039579374,0.8186710553498827,0.8470439092036105,0.8909424738143946,0.9792004744034221,0.88835001482015,0.8494611470152514,0.7964728675273547,0.8345769259519557,0.8109800633192015,0.8319977124096893,0.8717467091011519,0.9554668233768108,0.8817132566082041,0.7996435732451419,0.8855291777150702,0.8440867915224873,0.8240544979363602,0.7410618554540709,0.8609222355602536,0.9812986210884179,0.877962102465162,0.9779282223769015,0.9823322811460481,0.9866892000003918,0.8098275125294176,0.8013440271264274,0.7964661482157447,0.7932464844611318,0.8119655851515507,0.9787245026179627,0.9810018861736812,0.9011295985727883,0.7837548225706334,0.8218803830347442,0.8100536700521819,0.849084800214849,0.8500191522506226,0.8782573969103842,0.8774811960865827,0.8587111226607412,0.8824534072802029,0.886701087609801,0.8766602151467003,0.8694497006402685,0.8839755338159688,0.8808202700202843,0.972034310794844,0.7939386899190601,0.8398852892102637,0.8057594670943236,0.8488157279806645,0.8516332338780821,0.9757854009024651,0.8720123723725052,0.9723340988297914,0.9750431839441809,0.8725717062096605,0.9816024310364949,0.8728460745960356,0.9777443518186654,0.9763149774166316,0.9828207017558054,0.864000808187963,0.9845658712078948,0.7980648006692491,0.863851341666607,0.8215153154185204,0.9118135451937417,0.8528769545993696,0.9882090362051198,0.971555936878727,0.976637563993589,0.9671746684846275,0.9796822368462228,0.9716553967093416,0.8755698416600102,0.8706042549072713,0.8763906600041155,0.887040242036461,0.9810007338534155,0.986530257463247,0.8925568256894082,0.9158893387326799,0.981825260602703,0.9822856579767477,0.9802523255715213,0.8923583645500182,0.8070983869137678,0.8258989530454057,0.7686675287288587,0.8415871764993623,0.8312397452302804,0.7610996953502539,0.8310570968379002,0.8715032852656174,0.9818560141528087,0.872793890566843,0.8791950648947627,0.8762853271179031,0.8450368965577367,0.8519535312200902,0.8805265474272869,0.8627802520392873,0.8439466676045676,0.8044224030290017,0.8101811731080524,0.7661232187884706,0.8451601840493587,0.8844913354897583,0.9757678878145654,0.8787328892021139,0.9012765845184426,0.7957606873551506,0.8596508252546374,0.7545461927917236,0.828201395392443,0.8734785983447217,0.8711368825337353,0.8540414073978528,0.8615186959546063,0.8697905841559513,0.8759270509500928,0.9217816089078369,0.8619909889646118,0.8686458830305331,0.980189757262414,1.0,0.7769194133909334,0.8219415302908069,0.9829979591264386,0.9795241626153258,0.874110969500875,0.8796241633510544,0.8824031286784674,0.8221129855152302,0.8082479467656646,0.9481398088219835,0.8700071268531131,0.969271465090361,0.891849977318806,0.8121004872697838,0.7700109231452162,0.8818279068757108,0.976790245752197,0.8451244321965866,0.8509987521164978,0.9808178702696659,0.8530760191132608,0.9280462933716427,0.8819369535044117,0.9756763898494543,0.9795938613023766,0.9826297753504304,0.9848530353353858,0.8721634791620035,0.7996516464896337,0.8804113072442924,0.8906530538127813,0.846696229155638
+TH,0.7110785611741033,0.7704098263772379,0.7867012631012548,0.7996887814636164,0.704951941025814,0.7690377279687203,0.7819782783176445,0.7713229533246203,0.7344366673789849,0.7644050710876374,0.7389270945576345,0.7284026235983346,0.7708654853335133,0.7825138699360181,0.7251099304611092,0.7369928916426124,0.7590967732321823,0.7532785698062985,0.7366570419862947,0.7841006287151986,0.7860084889502464,0.7476720241831573,0.72562490041535,0.7672326958094258,0.7230873042186969,0.731891034707737,0.7520692195581359,0.7680294691466018,0.7401208765980161,0.755438258195123,0.761650978314626,0.7416463930658657,0.7311557032206331,0.7559943832264772,0.791984175570041,0.7544719857689147,0.7653430127304871,0.7187346203372332,0.7570420893831029,0.7874005617150182,0.7688958689281125,0.7679406980356092,0.7729399715523158,0.7237534497503162,0.738218236533637,0.7587134808158997,0.7329100816437228,0.7292577875098374,0.7206765964365113,0.741309332799656,0.7429589934953011,0.7571321897222402,0.7659433966644181,0.7302791778231305,0.7741288252848485,0.7635345739247018,0.7662231412198923,0.7588505518670255,0.7675267291426151,0.7681960667871368,0.7732816327642887,0.7729625253144716,0.77028798101602,0.7701233808868229,0.7739377933072499,0.7698377395536777,0.7702012570096299,0.7725839412512765,0.7592868069166215,0.7507943610695312,0.7818862066799687,0.774848850866821,0.7690679620450328,0.7998406368002897,0.773988625819388,0.7722477626792592,0.6334470799357225,0.7735133000568469,0.785010627815886,0.7254185914075474,0.7737033969246432,0.7580764517893406,0.7642103883194477,0.7535905891361441,0.7701065567427915,0.782093938527199,0.741834295685192,0.7628284443091711,0.7739490662352079,0.7936995548987753,0.738776707384329,0.7268333984032723,0.8097208901034529,0.7580950251292613,0.7296985015105031,0.7657381841458161,0.7799295693016598,0.7591798521843349,0.7577709467835644,0.862925208942822,0.7320783587004701,0.7057511313060402,0.8078846803527522,0.7391824719573775,0.7596414921352059,0.750377073043927,0.799294022197761,0.7887262240590175,0.8232675164528952,0.746015989414595,0.768010957759356,0.7965338921664705,0.767924108337163,0.7396812689769181,0.7763439649081205,0.7783159663827798,0.7770219242051103,0.7581822522147096,0.770799070692389,0.8131650073632942,0.8167703724002991,0.7763049104889155,0.7707186376593848,0.7789981010634065,0.770305232556506,0.8822849789284568,0.7918688175839406,0.7577116420455023,0.7817698613906847,0.7282395904559585,0.7421358740182961,0.7689136611740474,0.7602288769122567,0.7754657095907177,0.7643880533784447,0.7405076430707241,0.7613942358458737,0.7707141987350519,0.7481663370206646,0.7817655920166693,0.7272519537039702,0.756970896238049,0.8792275218325311,0.7559161974739178,0.721031528877503,0.7673861547267948,0.7714761335260978,0.7707015211309886,0.7702880956369819,0.7446209611356266,0.7768843857714612,0.7346004589732659,0.7654885981581178,0.7846213519669576,0.775202791884264,0.7692125191074757,0.77191643227218,0.7466237373241724,0.7763159443848806,0.7367507424414351,0.7854922408416224,0.725624015283012,0.7798336224305302,0.7729480695995135,0.7617895015917687,0.7684172215931081,0.772009742362225,0.7747634253593392,0.743465516920954,0.7403247191889564,0.7462948110391909,0.7603760844164354,0.776648328959346,0.7753358841487209,0.7578952916498696,0.791762356315234,0.7761003084222843,0.7782263108355377,0.7693846411936697,0.7712201840473336,0.7455092994701975,0.8098507100254491,0.7470801024791095,0.7977306850869018,0.7634659766054872,0.7523782749799691,0.7874930010293378,0.7318007249010483,0.7746565769475403,0.7431926984467966,0.7670224088689526,0.7373847759660186,0.7615098482994926,0.7535605570097504,0.7464533900924727,0.7691522304052734,0.8045338065201056,0.7851948128357814,0.7455476514124577,0.6779880637800209,0.7266473529016229,0.7533409620295507,0.7685913670360899,0.7427105785760714,0.7775095954722171,0.775722015110718,0.8299454297797262,0.735919815881296,0.7417532682798207,0.7478607675405163,0.7380747672307891,0.7586972364776909,0.7674847641478024,0.7441520712631158,0.7413621528835013,0.7812583503489056,0.7621294515570448,0.7741040467458316,0.7833736163515111,0.7769194133909334,1.0000000000000002,0.7647471376503188,0.7806660302345392,0.7797680041109198,0.7477273497106748,0.7696939822268976,0.7721012343513073,0.7988391388568254,0.7538138790291509,0.7886467518932992,0.7679043913687231,0.7577503055444115,0.7604198830928559,0.6743529812980046,0.842116636183292,0.7716748310607314,0.7678238267341146,0.7534775061359574,0.7604473272300067,0.7778902742446457,0.7571287685279732,0.7859621674985096,0.7620699264959421,0.766804695487208,0.7774180940851128,0.7719156838091753,0.7732988083881427,0.756766916977633,0.7201300977811014,0.7577489308875027,0.7638690827013258,0.7557252435655913
+TR,0.8185949189425441,0.7911095854098792,0.8204735497547456,0.8224633395178995,0.8335493151135915,0.8265416397501568,0.8279534212316404,0.8180462861053844,0.8294348586400544,0.827559887691602,0.8386726399438655,0.8224033500817092,0.8386905488818819,0.8304318772044966,0.8034725746815173,0.8409477895872092,0.8190958006517713,0.8081362395863231,0.7850875137214367,0.848490095146485,0.8156228963405528,0.8605778564101064,0.8209927483801511,0.8258259246417243,0.8298153980982659,0.8355715515238649,0.8611497927870252,0.8186678582510111,0.8439082677055755,0.813115245529947,0.81680500749323,0.8509638103851282,0.8384380139543159,0.8533134486761621,0.8359438023026395,0.824623591331771,0.8149964170066412,0.8134622573364803,0.8210561859885696,0.8407763962700092,0.8285620511900912,0.8473379829292164,0.8287714390098645,0.8047830842273571,0.8215581136608168,0.811556148085827,0.8250990277151383,0.8288697608851628,0.8227351996429768,0.8474085317217789,0.8391826689622346,0.8133784550169556,0.8259699436923879,0.8209316135807888,0.8373778285602549,0.8384004553273091,0.8041799663929581,0.8049109734833194,0.8021954914433922,0.8012763234163371,0.8064226704234488,0.8074998991583586,0.8016429743970714,0.8080056025417864,0.8048289221079686,0.7995768448862388,0.8071125848314282,0.8048894076401248,0.8419397863831688,0.8381587830299795,0.8326579291882582,0.8000652456760442,0.8531780288464494,0.8560531352682101,0.8191191714669777,0.8149203239902778,0.7654955848458779,0.8463598894330643,0.8536172799789628,0.8176542061816795,0.8222121195451463,0.8418830339175335,0.8230939543768537,0.8435225700323883,0.8609109908283632,0.8433194854293156,0.8436714432737392,0.8506147316416854,0.8404968695011036,0.8087311425776161,0.8176632046079649,0.7973086919616184,0.8195580106354108,0.808322986979679,0.8173213511659408,0.858402181519977,0.8384296374860895,0.8497746422125854,0.815282658065003,0.7702491606425274,0.818245245592896,0.8219434769819778,0.8133801503195865,0.8383812278108639,0.8276339134596612,0.8640018344566346,0.8137816460693431,0.8063533191657357,0.8248514024666522,0.8511640448363493,0.7969858237364009,0.8346940840106086,0.8251635282380991,0.8512594982416858,0.8342653081352385,0.826276164004869,0.8232442099041024,0.8236890469461864,0.8014526173268437,0.7737487783964363,0.7950618273126346,0.8559136742689812,0.8184697289787448,0.8192396246014829,0.8061821334233903,0.8172218924325243,0.847546615705896,0.8232956906788885,0.8262719469330785,0.8270738392061555,0.83980652821822,0.8404059746650854,0.8179584765823749,0.8383796445097706,0.8493644649536259,0.8432880531373314,0.8229583022834701,0.8504877024662103,0.8450619227013486,0.8209767309022522,0.8169943615211903,0.8146136710143266,0.8013945071501747,0.804701325402594,0.8242526406442234,0.8109503505918452,0.8309393916477219,0.8353985327094324,0.8371059744259515,0.8480298925025659,0.8302605359445219,0.836214220937719,0.8267301416248072,0.825858813344695,0.8248246919064597,0.8299954934707887,0.8146812998043422,0.7951396213036411,0.8216172947761372,0.8099648624859763,0.8195746982959986,0.8309659860484258,0.8319641175708857,0.833770808754014,0.8165408353357249,0.8358814960662209,0.8274134986135183,0.8502228017390918,0.8532635907629605,0.8335637250164178,0.8576110994542112,0.8549960564335477,0.8333107465467088,0.8193944130852547,0.8581892098280274,0.8200635968061248,0.8280912848519109,0.8214801501797243,0.8320936629388211,0.8586254804047149,0.7891539444751221,0.8200915310494324,0.7925718277603004,0.8222305160392714,0.7724267394884029,0.79419986534863,0.8109595647179528,0.8405615101017433,0.8310850621947729,0.8401043750948234,0.8401899756584056,0.8403153448147394,0.8065032886603741,0.8115399199110205,0.8434122513557458,0.8242019064520795,0.8537958746569769,0.8143087797733017,0.8430194974904031,0.8011518264767189,0.821497279011313,0.8584121189241342,0.830958565738119,0.8480396561740947,0.8136495344198647,0.843879224565609,0.8304186692812104,0.7882565881205166,0.8059245269748677,0.8459648911535644,0.844869390183718,0.8124559450822719,0.8127441940051365,0.8457260711454541,0.8500717990433122,0.8259182215408678,0.817036489581492,0.8365177732667882,0.8342090482823673,0.8219415302908069,0.7647471376503188,0.9999999999999999,0.829856992334335,0.8358523350744295,0.847863180167416,0.8377130929751498,0.8435826963314338,0.830727573830096,0.797530630411184,0.808119071747842,0.830439244136451,0.8239287084339241,0.8567934547396595,0.7673735274868028,0.7681690938499063,0.842289490454638,0.8201044999159488,0.8089589866615352,0.8162779683930886,0.8370514476082531,0.8182215094882319,0.838140371463347,0.8346431236272992,0.8329364393982225,0.8119525035746088,0.8234061917591087,0.8109646647431186,0.8319167900692767,0.7743832704910654,0.8416222339800102,0.859739894307782,0.8029006246400466
+Tennessee,0.8064649168860034,0.8115247675933792,0.8475306379217584,0.9174565495026059,0.7910913935873567,0.87139893536006,0.989613300718601,0.9757552069957403,0.8593390453876477,0.8738099555670241,0.8796854036465686,0.8538387403209104,0.9822205165893273,0.9896358646866447,0.8401510351930201,0.87754632379753,0.8612953408546719,0.8549402377759918,0.7744656606656422,0.8668473907909509,0.84671044609237,0.8839836356335014,0.8584801250045173,0.8631491440734688,0.856114094897702,0.8714995404687611,0.8895053790537175,0.856400850983128,0.8805879183462427,0.8523791406273292,0.8546744497079357,0.8770818857197661,0.8761612169884402,0.8919443354005127,0.9215684131495836,0.8608216221235959,0.8510068862832729,0.8014308968202348,0.8435906856950567,0.8433214907044727,0.8672486185058521,0.972412297470597,0.8687520207536117,0.8509037464619817,0.8561390633063851,0.855152936434008,0.8554943671037508,0.8538943226979911,0.8543914734091026,0.8821802343926205,0.8778481961900413,0.8616453853700003,0.9802948035647701,0.855037513805282,0.9806173024755991,0.8866837558747168,0.8990704500841848,0.8990042444995563,0.8984706726443876,0.8938443553005562,0.898716025693019,0.904239500559914,0.8949573708737304,0.905385329139278,0.8968408955418028,0.8976885022929506,0.9025226494535717,0.9034755682629758,0.867101028312305,0.8340050764441325,0.9877823441389978,0.8988630521320958,0.8916475580760495,0.8567107414949626,0.789559662605506,0.8531352897419896,0.7614689653811441,0.88860309791268,0.9358384542250796,0.8492378945600926,0.839791937713771,0.8822808464313878,0.8719310090004525,0.8867155975375898,0.9004153447193274,0.9852423086096371,0.8797227545011643,0.8889112153789387,0.8894963356986045,0.90426322141338,0.8070762457782518,0.8047418845327372,0.8175760058533902,0.8249024482357543,0.8506955465071985,0.894618948875623,0.9905447558394862,0.8916055939837789,0.8525350398003202,0.7999771456933309,0.8418632542052176,0.8203435345071419,0.8354672994865376,0.8755456242090103,0.9584226735673332,0.886537916683228,0.8076153567203842,0.8881754973834526,0.851623044110308,0.8320639675311595,0.7487051099112458,0.8646970174251072,0.9789609783422872,0.8841602847554946,0.9830127688099035,0.987335740568908,0.9842557298967619,0.8174651017955261,0.8099034844502405,0.802015615112044,0.7978895648439729,0.8216816034351938,0.9801082086503041,0.9889751961619496,0.9039296415227352,0.7896834243172892,0.8287454467118109,0.8193225122639828,0.8542195238045299,0.8541418985148319,0.8817814299500275,0.8824619436365586,0.8612781891469068,0.8861899832916064,0.8906905529756336,0.8799010469315335,0.8731867301878288,0.888722788982419,0.8842692460356129,0.9809383024046537,0.7995202224990668,0.8446515904547792,0.8107060175607173,0.8512787926782266,0.8569356468531485,0.9741546444801359,0.8759566343384646,0.9804766161112294,0.9786521130530381,0.8759379882764599,0.9843520594213874,0.8764204520923111,0.9779719245912307,0.9881441382416075,0.986860619348018,0.8686792569527868,0.9806560949713345,0.8086529648682992,0.866814623870583,0.8275728818517281,0.9119939026482684,0.8576335730366319,0.9880720825625258,0.9749794242935887,0.9739569029690829,0.9735004007520307,0.9801197501315008,0.9774994142927909,0.8794236800658807,0.8742370877749813,0.8810180033415649,0.8911737262093138,0.9891505263785036,0.9810025216706686,0.8976905987506406,0.9191579500091944,0.986960124601665,0.985235342985753,0.982074422085478,0.8958031785190624,0.8128942523370215,0.8332647098377604,0.7761567851066259,0.8456563723353899,0.8368173062854847,0.7688585334574868,0.834042571143933,0.8754164196496376,0.9866917085687689,0.8765237713415113,0.8831591772580989,0.8795117157696125,0.8478082359116687,0.8552202151408854,0.8848129873354391,0.8675672586955474,0.851182352760153,0.809227227106235,0.8185170398648578,0.7757216225646834,0.8495805083828281,0.8885223458165723,0.9787317631025213,0.8827994426202518,0.903817484866297,0.8045356043689833,0.8659422635112438,0.7621005615607022,0.8343388349852356,0.8772330385970024,0.8741839527857518,0.8563755101531342,0.8646172759897703,0.8731044083534557,0.8795195830465341,0.9243218595033029,0.8653807974845904,0.8735995208142695,0.9881672430830385,0.9829979591264386,0.7806660302345392,0.829856992334335,0.9999999999999998,0.9851850696789904,0.877268304516401,0.8822428814787773,0.8865447794477602,0.8268045836633228,0.8176098452477261,0.9538223044569367,0.873946273750462,0.970661721035885,0.8959436702578992,0.8160731159403972,0.7732565029468648,0.8859186341864648,0.9744039430201719,0.8482672708678418,0.8544366327389519,0.9887656428166308,0.8563711060823743,0.9307809425802182,0.8850203793149712,0.9771940516838327,0.98481249694486,0.9825193602283817,0.978280330483386,0.8795356461562465,0.807513721796173,0.8837297114297172,0.8956125610275845,0.8486778677180227
+Texas,0.8143825842686129,0.820486070602791,0.8511314055742114,0.9191693985909516,0.7994741529627127,0.875461427183703,0.9807529593603177,0.9713939035665509,0.8700111411768985,0.8781093527340724,0.8875556716585137,0.8648414874817774,0.9842455652032261,0.9853178850193206,0.8494043102956382,0.884794624512558,0.8660738908565173,0.8585593655879545,0.781953967736885,0.8711690813027664,0.8513789348382141,0.8928743949011725,0.8701748585469462,0.8669624521617137,0.8681125476149368,0.8787418482727714,0.898008181010564,0.8605347003303147,0.887996762290953,0.8573498538304046,0.859154577245205,0.8843646237276437,0.8837822180555319,0.8990773678139453,0.9221218317847311,0.8692572684440125,0.8620068030812392,0.8073946732883616,0.8589694858963524,0.8438775994110216,0.8708814822411401,0.9786751720168935,0.8733307385020493,0.8619716259571808,0.8658297700255985,0.8580149361886725,0.8660343837878031,0.8650122563973038,0.8664057956308234,0.8897555953059215,0.8848307405814728,0.865395975581578,0.9806350962445514,0.8658985616306448,0.9813038647513536,0.8925968805494426,0.8984213364764803,0.8994287236866488,0.8971655376145294,0.8925851589666419,0.8977564385585488,0.9040981313221392,0.8931969640666065,0.9051420357066429,0.8953014772799368,0.8961224391673591,0.9016122910181548,0.9028245791888957,0.8758902459177706,0.8474566644913346,0.9843544646690736,0.8964437934960746,0.8959955305646401,0.8630275491302832,0.791792384319698,0.8638597798994914,0.7697646027672331,0.8937508049026444,0.9385599339867415,0.859616534050771,0.8437169440003618,0.8905328669631849,0.8768564530532177,0.8929493544255913,0.9062975311459162,0.9850702315449056,0.8869232104222768,0.8935608328839371,0.8938888783801318,0.9073578184921267,0.8125371896214337,0.8076775694059044,0.819544182987632,0.8378509392834017,0.8606681414920228,0.9009170658635498,0.9866562632399425,0.8970406799683842,0.8567179053429752,0.80074415393808,0.8556330306308074,0.829012865087135,0.8370678818527857,0.8823055886212373,0.9628856002011339,0.89536455053965,0.8131523991826677,0.8895439978110926,0.8526870878732763,0.8388335930451468,0.7512147072686199,0.8687778914839385,0.97573725381914,0.893774809921237,0.9827585418691498,0.9814663971557249,0.9803569547542939,0.8274690290621789,0.8116661903493718,0.8093240818092678,0.8006352029609713,0.8292295465821835,0.9758700026869042,0.9794623281790568,0.9026783977208014,0.7943781487969443,0.8320871801166431,0.8233655788960489,0.8581299799656,0.8653257360596585,0.889305391740972,0.8879350046651429,0.865739638519408,0.8906406394900961,0.8964478128499498,0.8871624526930358,0.8781285615620034,0.8948226655398137,0.8910605394997402,0.9786220056025182,0.8047312982214215,0.859785955722759,0.8102881067050997,0.8560089497467324,0.8694476138533136,0.9675245274701245,0.8800615274531531,0.9787734983974337,0.9785726141889957,0.8828027739749924,0.9794923678765394,0.8842979564843199,0.9752345976167027,0.9804828233344419,0.981956579668479,0.8723829598616806,0.9753406828708865,0.8132774404431413,0.8744551163393165,0.8313651263242159,0.9141416371596292,0.8700885351820032,0.984765288442237,0.9785220338426164,0.9705327361982728,0.9742007632596164,0.9836377961529634,0.9811570247550675,0.8878285868487359,0.8813551495214763,0.8896936251675372,0.8980695321642934,0.9846465744583216,0.9745152614553868,0.9054639458930335,0.9179939988583876,0.9822468346485173,0.9835432615835134,0.9808880754351895,0.9014416896150391,0.8259917848037187,0.838449315197975,0.7807017368237835,0.8496260153885415,0.8461043730332428,0.7682281465478903,0.8390222756705127,0.8836036415999013,0.9826691305063887,0.8834699111354088,0.8885135500006208,0.8867594260109198,0.8508057169847304,0.8602978350287726,0.8926961378517683,0.8712107784840306,0.8544311897389041,0.8126860594202556,0.8270045763324964,0.7839551567690145,0.8613486878213099,0.8962050991019653,0.979511508316577,0.8911427074582343,0.9027301779293331,0.813226186292622,0.8710710096363143,0.7701515226000665,0.846770484575158,0.884445419022633,0.8813968703692044,0.8601775576794378,0.8673109337479822,0.8798744560193736,0.8876834189874396,0.9243980581910975,0.8697873778769817,0.8779095126867069,0.9827706999912187,0.9795241626153258,0.7797680041109198,0.8358523350744295,0.9851850696789904,1.0,0.8840775257098304,0.8860707328555351,0.8918328082087782,0.8289463866738659,0.8177357628259737,0.95362393263571,0.8779771866161658,0.9716800639865799,0.9031430413334364,0.8303754823151607,0.7715263339605263,0.8908253695257268,0.9694032833947304,0.852791722679782,0.8588841361285067,0.9852598557074328,0.8613317681500795,0.931095969130033,0.8889877221306862,0.9776664248266738,0.9740842362919693,0.9785976129051932,0.9727884220456976,0.8830603679516961,0.8096096235075956,0.8894257431098028,0.9026132246776751,0.8522653630574978
+Thuringen,0.8226544377120182,0.791647781561428,0.8945973564944347,0.8651680197944276,0.803142255111713,0.876302986835993,0.8726470169137046,0.8705710822307863,0.872379268781825,0.8825097723744367,0.9017491474719906,0.8700365987521856,0.891271804479298,0.8759505185982851,0.8497079931434697,0.9049972720854329,0.8670048251654516,0.8558350920721156,0.7874768874542892,0.8788555334111343,0.8247627485779543,0.98214492656103,0.8712495456365361,0.8730037091290819,0.8768540759085431,0.9000433408194505,0.9868351847761241,0.8630324599378691,0.9081007934625559,0.858481489966359,0.8621753921903568,0.9877780817341831,0.9030997440491025,0.9074826681191974,0.8635152375580606,0.8895571761365249,0.8341121363077539,0.8019070751411508,0.8490155825705447,0.8234978418824678,0.8734800131199566,0.8942137213033438,0.8742801127184997,0.8540205817357898,0.8675394223660361,0.8566573172922056,0.8709748708922243,0.8734641414969738,0.8716435517029751,0.9097585547084281,0.9045805065847561,0.8625735238483193,0.8819602648995258,0.8683997487089283,0.886298459908924,0.8988646615559224,0.8658645317081918,0.8674780381851408,0.8640263069221319,0.8619611068481188,0.8672905916813678,0.8706437788643978,0.859293295439196,0.8710263999348181,0.8631545087930269,0.8611645683142538,0.8687678505026595,0.8685325216418116,0.9587710833548331,0.81297769158681,0.8814381775409985,0.8597234899964415,0.9173739662250419,0.8717498108712577,0.7737897577569478,0.8559306966057892,0.7657705184440569,0.8977774781283497,0.914774964833652,0.8583741806102775,0.845934343944023,0.9011516131518236,0.8741885129477767,0.9105677140558697,0.9195771125717292,0.8904257718012132,0.9075399421925263,0.9127869518986284,0.8966867400937426,0.8696749900476184,0.8170265193152623,0.7891050818075267,0.821372474497024,0.8161317604895809,0.8631796100905177,0.9202031903091202,0.883164001521201,0.9145206294047682,0.8619240783039479,0.7585179377042166,0.8312011378260167,0.8242579056615617,0.8376045305934893,0.9002529596250061,0.8740673249738593,0.9848765702456724,0.8016130532480438,0.850267882508569,0.8206301966676709,0.8455189632924445,0.7371333795205541,0.8664194517179705,0.8781442458811977,0.9087984851503853,0.8836038754239294,0.8769139327019807,0.8734242593871324,0.8210327900941193,0.7848196770187412,0.7934533939518146,0.7919191084541959,0.8301448632211444,0.8689107211547927,0.8666784279357727,0.8684375587055172,0.7813446798241618,0.8190172298787033,0.8241932483133229,0.8602540601916355,0.8716850291433337,0.9030217595758683,0.8915687638931243,0.8657897779274096,0.8903565311632582,0.9159932651875865,0.9068909138097133,0.8734336306333988,0.9030264979364864,0.9106451663216593,0.864683751494455,0.7936549552894379,0.8227311440907867,0.7751188462144347,0.8506140971151953,0.8733197067065274,0.8649525293661499,0.8810641244435521,0.8819670880286855,0.8870627417870471,0.9902556538764175,0.8799699299260201,0.90019463199303,0.8782233431685621,0.8695068333792918,0.8759329273387562,0.8785481693204849,0.8682383318491375,0.7898992310012496,0.8814611007467839,0.825973021701769,0.8667107284715304,0.8779893212205657,0.88107010402446,0.8870454960559455,0.8724991128442183,0.8826326447147729,0.8819366740867742,0.8985552947022688,0.986502430233799,0.8990374806596789,0.9835704895102844,0.916545462069188,0.8824565514009008,0.8685094477178056,0.9168661422547023,0.8808889502295918,0.8773619632523791,0.8703181385747166,0.8850767964032853,0.921145833428284,0.8078926447941496,0.8178474997846535,0.7805610196283669,0.8634062925652934,0.7760498104977117,0.7449721146421061,0.8346129911635832,0.904108177468052,0.8808584981643331,0.9036981988511317,0.8938095785045914,0.9055081030328596,0.8512041719284721,0.8588198830933204,0.9058765504913145,0.8718744225620639,0.8693585886524517,0.8158428175893127,0.8397268622842692,0.7854980791494336,0.8661479274349406,0.9867543714521455,0.8839967634826527,0.9086511387428111,0.8717261384233397,0.8198428455066489,0.8426879920523184,0.7670775067673933,0.8108690517388906,0.9783206493991589,0.9926406891006745,0.8604311103539344,0.8621781308314818,0.9924325517912659,0.9844370368103198,0.8918278184068004,0.8659251838125801,0.8814856367184208,0.880489753754252,0.874110969500875,0.7477273497106748,0.847863180167416,0.877268304516401,0.8840775257098304,1.0000000000000002,0.9047307860287146,0.8955910010463806,0.8188056561601404,0.7867554058390658,0.8564704857138117,0.8807070436914199,0.8778737153953887,0.9164911286554924,0.7982499110711395,0.7418369301861009,0.8961311163187532,0.8756402058553823,0.8538285394486501,0.8639466382807499,0.8848472477310029,0.867372342650728,0.9017742569195629,0.8969506851479622,0.8839126684907929,0.8613704602159642,0.8764646619738774,0.8650022271572344,0.8615688648090901,0.7818435709515588,0.9059369844054183,0.9169518937933446,0.8507439337989645
+Trentino-Alto Adige/Sudtirol,0.8267968805740818,0.8288386275923267,0.8816697421309022,0.8774715169947394,0.8065985851859446,0.9641089125622622,0.8773980381670058,0.8802794739705939,0.8889366220265505,0.9698018654556407,0.900599202406044,0.8853608058648744,0.8908508050462117,0.8809463636019113,0.8732367076074667,0.9003733057844535,0.8969370581031477,0.889237912582093,0.7825283908817791,0.8830340717159332,0.8517057224262443,0.9149336811160781,0.8902491433521262,0.9552858226755421,0.8830154440723339,0.8887466014951132,0.921837032298177,0.8964973044271553,0.9012907370005641,0.8900147878308676,0.8934066501175181,0.8993733746475034,0.8944446900192211,0.9125109723423321,0.870927115796216,0.8895959653546521,0.8619318808722928,0.7997854721076817,0.8599549248494404,0.8541295092201024,0.9565940557955043,0.8909952142282084,0.9556660772092069,0.8815956294535262,0.8876538282443047,0.8925435962305935,0.8864665662878182,0.8841651895217972,0.8845994408494885,0.9000629410372014,0.8976890475153038,0.8960641685409771,0.8862390793571029,0.8859061203478744,0.8869404460462353,0.915965863834913,0.8876379753171192,0.8874567783537661,0.8832386345273341,0.8849644495359361,0.8879884306063089,0.8929687222560334,0.883897292392419,0.8919672735710128,0.8860397433210259,0.8825638057470943,0.8879634331848012,0.8904813848022313,0.8922130323572756,0.8300890891697607,0.8848495823492917,0.8833949863933377,0.9012293082317299,0.8694466888651997,0.7962136620883782,0.8789865927137342,0.760140970332239,0.9748734704697121,0.9087733813404011,0.875828375780149,0.841992533431564,0.8986121784605556,0.9051730710138598,0.9038165720524483,0.9055836994810127,0.8944529689172216,0.9021608459178432,0.8982311626986261,0.9752584261243604,0.8728582963540147,0.8270620460610018,0.7879901761678448,0.8473509349577553,0.837150327103295,0.8827383303663738,0.9049780131282288,0.8851021526370992,0.8994302512522773,0.8919646262194649,0.7896347528861585,0.8410314656560054,0.8148715271016811,0.852063822326097,0.8911174401963596,0.8697286559639972,0.9143111810956687,0.7920082927317594,0.8731990632475409,0.8473640234327448,0.8200453404239213,0.7561969091426378,0.9467987457640685,0.8803625634900237,0.9046315605509498,0.8847941744397327,0.8787018481567308,0.8762692647999475,0.797265831552564,0.7953130680633397,0.8003930142059503,0.7884364451942141,0.82306723644834,0.8730281083656185,0.8721969991895022,0.8905573430041593,0.7834391545254601,0.8384137601691846,0.8265472500177373,0.8645637594353849,0.8858645029684368,0.9048543906463686,0.9668428158824175,0.8974218561266541,0.9709863964709124,0.9028742068441845,0.8996256215752509,0.9056616766830128,0.9750469106012739,0.9059094774301881,0.8710632830863531,0.8150607050611023,0.8471718161920265,0.7982104049814503,0.8879262739642734,0.8835462098723427,0.87372376061992,0.967648630368406,0.881801705885411,0.8884815198272906,0.9009979360657955,0.8809700161855594,0.8981368968452823,0.8781951233795017,0.8747431126746753,0.8786946208125845,0.9619417823629778,0.8798870507596185,0.7883796020085513,0.8755530493126356,0.8309756426676803,0.8772422228733106,0.8883534474636278,0.8834333571727057,0.8858294039737608,0.8753695766040236,0.8815646851775485,0.8853214952812898,0.8954831634999462,0.9036986986911655,0.8932142658982901,0.9078998021328157,0.901932194669451,0.8851496406179701,0.8750759099790709,0.9075514766746353,0.8971187783698393,0.8782242183240503,0.876553831421319,0.8871305488559939,0.9071213489397246,0.8293577879075158,0.8197000715275368,0.7764690174773003,0.8730213441807443,0.8206843631351125,0.7737866457594752,0.8703106441702703,0.89347918205238,0.8826009271539417,0.893917971976423,0.9689977985448609,0.8977225109156965,0.8873601046530212,0.8910465215216125,0.9089333849161256,0.9568488323609011,0.8757492034337854,0.8320816772790827,0.8250722526453965,0.7680897329554216,0.8819569766774082,0.914281523972868,0.8852174655587063,0.9082068524497795,0.890376324095753,0.8089447363834736,0.8480667646149352,0.7731534061779904,0.8361254664495008,0.9042141663874812,0.9016154358371623,0.8926412641930368,0.9533440424611723,0.8988050564174094,0.9013356510971361,0.8968153676478197,0.8980202738393099,0.9578553926842834,0.8833476107821239,0.8796241633510544,0.7696939822268976,0.8377130929751498,0.8822428814787773,0.8860707328555351,0.9047307860287146,1.0,0.9712759954487235,0.8242617449886676,0.7983973844835088,0.8630572506114219,0.9648930820682755,0.8743561200805686,0.9044891640708033,0.8140309911647746,0.7643529913196412,0.9780722120282839,0.8840011474712148,0.8886126763049724,0.8936389903963187,0.8860617025372542,0.8928902828833756,0.9000932037203337,0.9059555492973299,0.8843075067955609,0.8693909796995658,0.8794211868552851,0.8755780381086062,0.8657934500284994,0.7841874780145209,0.8946411403034925,0.904940580280111,0.8885375756267363
+Tuscany,0.832994872631851,0.8348412069008779,0.8597405716523634,0.8787886859797491,0.8100616195581514,0.9842273202324813,0.8825777659346402,0.8821116675456983,0.8956872211382716,0.978562516510127,0.9062022096141046,0.8916777346037934,0.895697009925761,0.8854791818014468,0.8789281232644857,0.9054997906303474,0.9027394606296918,0.8957884412904716,0.7885279154876084,0.8837288473029127,0.8601653525829951,0.9064542246368792,0.8974375916334245,0.977098675348738,0.8893078884405237,0.8955676035790463,0.9111884469809832,0.9017994294718196,0.9077418047397602,0.8952722159025088,0.8989553121605917,0.8934742580990078,0.9007390623276109,0.9156284511660405,0.8709257608413397,0.8805543526332473,0.8686355150959193,0.8076807615350097,0.8686935375752343,0.8553968349909808,0.9799632258898929,0.8961260091632964,0.9801713984129836,0.8876317031247013,0.8929854824152353,0.897140981533244,0.8923027150171766,0.8912810743249996,0.8900339399741409,0.907036907173,0.9041419393619412,0.9016764255668029,0.8877925728219807,0.8927965921773982,0.892051974774603,0.9208228993564973,0.8868652500101866,0.8876851586378521,0.8832121232875099,0.8835738840447037,0.8874326639328723,0.8933963065677082,0.8829977456950385,0.891759325471502,0.8845237916735849,0.8818248153070327,0.8873167414571429,0.8897702161437583,0.8836697501960779,0.8379307764614564,0.8901180726987233,0.8823375757016003,0.9014677260196151,0.869930314451069,0.8000353416363337,0.8847770721639947,0.7653374944022766,0.9924810510036116,0.9133284013812951,0.8834119850741732,0.8371904082141669,0.9037762317685758,0.9103772609942544,0.9050095235747443,0.9079147709601088,0.9004328223279642,0.9070017406492502,0.8984803113052268,0.9865659343349508,0.876214965406669,0.8295974033444741,0.7915806138529912,0.8507238393881132,0.8447040579718609,0.8887085849359324,0.906067240122928,0.8909940529324023,0.9004645715992105,0.8975824528711185,0.7912068686005536,0.8490564678513601,0.823126368971897,0.849207495441027,0.8982456691968989,0.8743897142972602,0.9075705817708404,0.7987824908157123,0.8726305531216457,0.8496215170926252,0.8274851974692008,0.7562569331627459,0.9650559720888708,0.882755411909674,0.9113783637200132,0.889746674802447,0.883712348948089,0.8803182541641102,0.803899529183189,0.7981852116194464,0.8061526948172361,0.7937670591665044,0.8296660079537176,0.8773578165112436,0.8769925090971299,0.8901693730206549,0.7902133560439202,0.8405531173027904,0.8321757651110612,0.8647691727134112,0.8925237703585661,0.9108976487193197,0.9893981366803384,0.9025688170128193,0.9898880343510107,0.9040794383229949,0.9058775184861593,0.9119015578552514,0.9903434624648942,0.9117780719331678,0.8768877422492783,0.8159350785120613,0.8544755883296367,0.8021864201533668,0.893535211307531,0.8903647594264884,0.8758838951077184,0.9868932745768992,0.8868841760368833,0.8929038942430594,0.8936300080558395,0.8852865074019657,0.9033612427143436,0.8809593113569428,0.8798140929209787,0.8831890140125882,0.9836759505994427,0.8806034871584805,0.7943630294635606,0.8764887869864469,0.8340398384627596,0.8778180199095764,0.8943080773609692,0.8877761210849651,0.890696560708422,0.8775649565523822,0.8871148568891914,0.8896610031943154,0.9009309511929966,0.896547496851538,0.9003420790292163,0.9009558157894219,0.9037510629364646,0.890227514493819,0.8775477003492727,0.909685778262924,0.8981555850313174,0.8831540907908428,0.8808745695639277,0.8907588905973326,0.9075206910482352,0.8370064742476,0.826195119944957,0.7815678676462318,0.8744801873067556,0.8256851203915655,0.7744424660837702,0.8758412095729513,0.8999522896836949,0.8872869976959753,0.901100658297034,0.9872237774421723,0.9043192237013055,0.8925647365461558,0.8972259801093418,0.9145151730438407,0.9802149443194482,0.8797659959121746,0.8314699143528916,0.8292981619349887,0.7729943326832254,0.8898464576918961,0.9068276948079793,0.8907252520005045,0.9116081158014954,0.8896473132686599,0.8153468019711696,0.8526995002906957,0.7796133728812825,0.8431494911924133,0.8965076063701455,0.8928188355692616,0.8982611414057056,0.9739191643188057,0.8912532636496672,0.8942938561801967,0.8993130280398361,0.9050091574278673,0.9813529518171089,0.8891728371822395,0.8824031286784674,0.7721012343513073,0.8435826963314338,0.8865447794477602,0.8918328082087782,0.8955910010463806,0.9712759954487235,1.0000000000000002,0.8269372284357398,0.8022464039708912,0.867021923616245,0.9874711178576395,0.8773021383448196,0.9060258037256468,0.8236356080112349,0.7674371752427815,0.9868568860296014,0.8841252280131877,0.8939814045659821,0.8991797853885188,0.8910429416265264,0.8990370435562097,0.9035730749829357,0.9092132245288232,0.8877866653379818,0.8727217286431284,0.8827460899425644,0.8766620389566041,0.8696062508034211,0.7881754474163202,0.895363050371811,0.907463733005349,0.894528960712723
+UA,0.8439839070682504,0.8130743724178151,0.8647819544248729,0.8316001407709327,0.8149865252284447,0.8145536816936161,0.8256696437618297,0.819338571309542,0.8025740627616235,0.8150841638406588,0.8139796910688482,0.7964587089502401,0.8276084568525767,0.8278239130128099,0.7830502431867907,0.8136941031483805,0.8037574037077603,0.7926175578810961,0.7938287243043969,0.8436711165358896,0.826995161744719,0.8228333424039792,0.7929263600211635,0.8085426826274347,0.7991008266066897,0.8096087045757454,0.8256733767336647,0.8063116856208059,0.8157805709079228,0.7979963176078627,0.8021627954110736,0.8174408875794804,0.8086463379889014,0.8322528902355506,0.8674851118750916,0.842730889560371,0.827973852403099,0.7892618976853423,0.8230918772470861,0.8666431941361142,0.8121056287935989,0.8303454484310675,0.8140213635086933,0.7825626555904982,0.8001267559294033,0.7985224647726252,0.7982692065020421,0.7987854386242597,0.7917209497885033,0.8192854583088266,0.8154993889892831,0.8003651721061357,0.8182337670682596,0.7957785443287223,0.8315034892858089,0.827167831711546,0.8161065037343024,0.814290053997403,0.8146418063228554,0.8136913961320756,0.8163634126930915,0.8201271947083755,0.8136055133093966,0.8207358371367569,0.8172528330997545,0.812516930215704,0.8181099860862576,0.8166732769389881,0.8451594890199671,0.8215978202552274,0.8311733089199697,0.8141264493475089,0.8324161048130033,0.9038503315991381,0.8039238988911015,0.8582923564535858,0.7579120832992331,0.8282556959967334,0.8464909729257739,0.7935375863101544,0.8466874895688846,0.8361382699246022,0.8129206508038547,0.8181526234735398,0.8386441302039725,0.8356408928637636,0.8169545176325411,0.8282798262092393,0.8276941054507455,0.8702806884397996,0.8249882354016799,0.7882466395677978,0.8814002878743449,0.7994453348627213,0.7919472364623685,0.8335652720105088,0.8313270271132464,0.8258803104216133,0.799597696317517,0.8227699979360958,0.7771896989436857,0.7834976656430952,0.8788422527394287,0.8152140684653991,0.8144500075368126,0.825824738232001,0.8330326081583326,0.8354169934082545,0.8561612964982358,0.8131224259857883,0.7991985537023718,0.8479417395666035,0.8228948480301492,0.823692152098788,0.8280498708489565,0.8246174936203116,0.8221952114092392,0.8318814969899067,0.8338861671736163,0.8073949656535171,0.8237928738751807,0.8434318142962375,0.8187856265764187,0.8175338643560517,0.8192557424989908,0.8134399643405027,0.855168812347562,0.8178022335030524,0.8949785784791111,0.7988975267471151,0.8145408067833736,0.823254923636871,0.8043876590190475,0.8259337330941635,0.8285823621438793,0.8164746225153123,0.8094174801963085,0.8301051252612678,0.8225342743568199,0.8196136526889108,0.7930146371850765,0.8140164934372391,0.8168538601176206,0.7944224467136523,0.7945407774466675,0.81252077297929,0.8183153923334388,0.8272044185281354,0.8315319505257815,0.8155639080244255,0.828367810155621,0.8127742216144601,0.8233536280856221,0.8235537273951125,0.8250943108590896,0.8140168014679956,0.8173415513488056,0.8159908088918546,0.8657564509198568,0.7914668125583791,0.8239900996406067,0.8023157066908044,0.8292396709761715,0.8254115726521479,0.8145989414134179,0.827634784189724,0.8188491200059159,0.8392473954019818,0.8157338499625624,0.812677019032953,0.8194940776919126,0.827890934366672,0.828571439943653,0.8222630250534564,0.830400028229825,0.8258266288097509,0.8250125178925662,0.8187166046951478,0.8240035629544844,0.835321620297931,0.804893412399365,0.8210693348956101,0.8105355610697288,0.8502355040558512,0.7759244190226857,0.7666919482283117,0.8258948584607653,0.8124522122634772,0.8276365732328842,0.8154760253134988,0.8221466350475859,0.8131112908768711,0.7948734145215771,0.795445030927546,0.8207317350166047,0.8104818225328617,0.8591115239909624,0.8749916423817135,0.8953457749294159,0.7574576392670253,0.7922487826449903,0.8249226966783058,0.8255592274528317,0.8200647478407137,0.8237249945520172,0.8191660975542314,0.8571475747182177,0.8072188438757858,0.7988650841284043,0.8161853636051972,0.8127658436073899,0.7999504953352864,0.8038874680104845,0.8132538763026216,0.8138949145422559,0.8291607223828658,0.8041825064874949,0.8199368056675749,0.8295446661844154,0.8221129855152302,0.7988391388568254,0.830727573830096,0.8268045836633228,0.8289463866738659,0.8188056561601404,0.8242617449886676,0.8269372284357398,1.0,0.8033906611934538,0.86186074060696,0.816598818451619,0.8156141931491945,0.8300804468694226,0.7451609152273533,0.7867736079071858,0.8257529584388191,0.820180508426424,0.7943738600779171,0.8003321850230863,0.8315935280578032,0.8018636492087798,0.8366507327460996,0.8274408789077925,0.8248089900845403,0.8158132304979312,0.8222221129401852,0.8154283652905234,0.8177076153166265,0.7700325132642102,0.8205023054737111,0.8318480177548175,0.7917374210916286
+UG,0.7752018879381475,0.7914673625040262,0.813099473264061,0.8234006439127901,0.7635150670651475,0.7919910135751509,0.8168579112879285,0.8049691390013808,0.7759834200362165,0.7897554210929235,0.7853039116088414,0.7699418301997426,0.8177940368243999,0.8172644028351136,0.7535582726685129,0.7835067587134725,0.7860616418030637,0.7779154888580911,0.8200334616233554,0.8182077438450637,0.8278540307442008,0.7952377357106928,0.7717210469393292,0.7905567312794193,0.7702545269032183,0.7767356199924266,0.7986603379326793,0.7818856532105083,0.7854576057348059,0.7795830332999814,0.7830583693942104,0.7847628715536499,0.7827423956958263,0.806016173097188,0.825113441692601,0.7932545523682348,0.803036056570792,0.8591328808837696,0.8277241403593679,0.807791429389008,0.79312570731129,0.8158845423381472,0.7936509187053804,0.7679761050909221,0.7698086659493397,0.7784400320885345,0.7688595778591109,0.7702721586831872,0.7696484095518381,0.7878224150424052,0.7825138132792316,0.7841223165858896,0.8088004783128149,0.7687551605194997,0.8122873791972247,0.7916030894207813,0.7901482613215451,0.7887797733750072,0.789052182968367,0.7890079427076568,0.7939134162025813,0.7965132397021775,0.7885171058504457,0.794390965378554,0.7900805585842929,0.7868122474644974,0.7930453130923606,0.7949249083892231,0.7981110788755297,0.8081568849765121,0.8159097957632057,0.7887413210621199,0.7882406312551675,0.8175881048386674,0.8008803421468688,0.8065904891144573,0.8325255651704702,0.8054010932491598,0.8202082949721686,0.7674014490120695,0.7851857684207187,0.8046767423641339,0.7924547299938328,0.7852866637568939,0.7959286215196988,0.8232825566120862,0.7848400420849514,0.7862624314809051,0.8046478324621669,0.8190459929632711,0.8052434074588731,0.8993971968949717,0.7971403293927225,0.7998813194923725,0.7662236496293529,0.7910340887497531,0.8235542218142629,0.7886175950856703,0.7790171413109672,0.77355736764131,0.8046586194992604,0.8369326921533979,0.7820627852267618,0.7799128477556423,0.8007549869762257,0.797425879815577,0.8079271779061965,0.8241612898858856,0.8279251953404944,0.8462254020524604,0.7677951572556159,0.8255700250149649,0.8054536194281653,0.7985313594065492,0.8139515117511958,0.8112305997623,0.8055004151614715,0.784486550795448,0.9100964091737499,0.8018373012258865,0.7673083895855375,0.8282625795992125,0.8082058068178141,0.8093967379940756,0.7934377097659046,0.784601521572618,0.8184970208326754,0.803453697236173,0.7969194183975878,0.7714557896497343,0.7879522566560045,0.8030501069001734,0.7840099766190557,0.8006544545235507,0.7866759108401421,0.7854950647491704,0.794763894762934,0.8058998837520125,0.7899115569674298,0.8112487818865757,0.8017380981181685,0.809818549470653,0.8114373256327303,0.7780987235991906,0.7712481100403357,0.7978861608468241,0.7937273286231024,0.8146848143977521,0.8124185465228299,0.7852176605887179,0.8125096969851624,0.7828260681781208,0.8050585656385948,0.8153728317936438,0.8123898938078736,0.795640204995834,0.8026254173859171,0.9081258144241493,0.8004282557550108,0.8249257660392557,0.8176745887397455,0.7724756037211696,0.8140035316858899,0.8129592868194134,0.796075769327325,0.8114571091970396,0.8133197856838595,0.8219989237151031,0.7893926099294002,0.7797697412815383,0.791060116753497,0.7863293125336983,0.8181867572951492,0.804139702962044,0.7946439428825962,0.8041429072164067,0.8105394439464149,0.8105428242400382,0.8120424018344746,0.791981045930679,0.803197351158874,0.83530472864489,0.8042383324539728,0.8033626619581459,0.7796662069007462,0.7674135451083399,0.8164580384868614,0.7826898669599008,0.811535261360926,0.7820423307993242,0.800801886435742,0.7830685734347035,0.7727802121848912,0.7793900851987688,0.7893962128644679,0.7920735004054579,0.7915259896120455,0.8051145241746542,0.784320810947652,0.8991047061123099,0.7683937408668857,0.7956272118829225,0.8078982485934773,0.7908416007753923,0.7996001161073,0.8380720537507925,0.8167469851893168,0.8524729428381166,0.8021531200656468,0.7878257684434938,0.7838497165295047,0.7796203272859518,0.7852584484552441,0.7829761066077048,0.7848431001696727,0.803203278772168,0.7859183819319562,0.7992609586302595,0.8190384759202225,0.8082479467656646,0.7538138790291509,0.797530630411184,0.8176098452477261,0.8177357628259737,0.7867554058390658,0.7983973844835088,0.8022464039708912,0.8033906611934538,1.0,0.8238121332111542,0.7932318001416891,0.7989064702827151,0.7914138068446833,0.7917074977138681,0.728545594560067,0.8010288913056018,0.7998899594834386,0.7761492327771389,0.7827565713603328,0.8181814385433018,0.7828727682766976,0.8106578311887372,0.7892220422676904,0.8093345227959258,0.802547425486812,0.804757847343095,0.8015617488293134,0.8461818595706556,0.9194401532006483,0.7790908721293838,0.7932933736018075,0.7707272380563007
+US,0.8022709869445919,0.8493825250581715,0.8914420388945604,0.9249511510617845,0.8170478718170087,0.8527916439635046,0.9493182417113073,0.9436200701546894,0.8361098268506224,0.8566304328262041,0.8583945611422776,0.8295266030680378,0.9512274733370418,0.9524852524915787,0.8176312735723915,0.85569002041704,0.8425852098168221,0.8340719960815223,0.8092448297393683,0.8742196806390405,0.8591284595111917,0.8625768205482944,0.8363622110716984,0.8434327384822834,0.8311831317165848,0.8487864927270105,0.8673456585006615,0.8372299140904428,0.8574419704742773,0.8337298268289355,0.8367044697745672,0.854729685223033,0.8515807340371199,0.8712281332289403,0.9447066966424233,0.8958912170200932,0.8801554854255068,0.7917715677551558,0.8650929832989512,0.866751479804467,0.8479493918970434,0.9450633557134753,0.8498790144108392,0.829942403380673,0.8335689863612624,0.8357692015217832,0.830855598621935,0.8287552018885566,0.8303648391190734,0.859636118496628,0.8564485513170909,0.8424378058311185,0.947443260865513,0.8325422321462315,0.949780253844811,0.8678653709253801,0.8811411623176438,0.8786368678864637,0.8790362580178529,0.8746700302980995,0.8786868709697545,0.8864846853343206,0.8757283412089664,0.8872675395649973,0.8779153341276588,0.8779911323846723,0.8827832954924401,0.8848387103025112,0.884906818241655,0.8315012053687456,0.955446817382737,0.8800551243882674,0.8706319501545797,0.8731610252354792,0.8025484961569868,0.8956187906471785,0.7779913198814467,0.8683028033679742,0.916226123760871,0.8249691369086849,0.8695251770832861,0.8785486368207219,0.853149251393358,0.8660586751777759,0.8804990272275646,0.9528609688391247,0.8572804621329286,0.8673688626372958,0.869729427044099,0.9446382974152678,0.8238533840321424,0.7974563168550189,0.8520374215038702,0.8457286789779387,0.8275308518389494,0.8743536170646082,0.9536864039559968,0.8711007971458565,0.8331408827973165,0.8340554861049977,0.8308260240634682,0.80577307027867,0.8753239858690726,0.8539529223032618,0.9281429429576931,0.8649264177674377,0.8423278850965994,0.9101941362139407,0.8623147603384723,0.8216078507418075,0.7652560805271168,0.8674438238072207,0.9436359150024414,0.863408732932453,0.9517235452831512,0.9512239270500857,0.9484422139056856,0.8364709885939784,0.8398213138571036,0.837465697120668,0.8196220039981217,0.8145619276145287,0.9447147076101716,0.9490347362059057,0.8852463755387022,0.8042401349640916,0.8459014684611452,0.8199498585610843,0.8778281165608978,0.8304034932636182,0.8586951063815266,0.8627047869622565,0.8413126121982097,0.8667764613780603,0.871138061179448,0.8570569273281975,0.8532731851330019,0.8687617577995388,0.8631480062654492,0.9434791037563957,0.7939279298166523,0.8722518148915737,0.8188397479053493,0.8325702191304543,0.833202557377542,0.9389138162802156,0.857159431880661,0.9477978521748267,0.9500200809992403,0.8543075021252683,0.9513248876299495,0.8554031185307263,0.9455228833443279,0.9482447478115491,0.9504626889013471,0.8496332798090784,0.9454093169668623,0.845176116665738,0.9101002758050127,0.8016984906891055,0.9053553372217351,0.8327103180844653,0.9533780089649591,0.9459026671398125,0.9409278000383511,0.94305603860014,0.9458174320503988,0.9492874301928237,0.8584161452071578,0.8541420821661202,0.8599920904091731,0.8708005870526123,0.9529639584533893,0.946511704535701,0.8773773012056736,0.9005761851546661,0.9520735054591826,0.9481177944717456,0.9490211085774749,0.8755457151703776,0.8547859333824571,0.8545078044082912,0.8081409255505384,0.860877396824314,0.8416489111067325,0.7547763013239102,0.851155910065657,0.8541699755244924,0.9523293693342304,0.8545610323845388,0.8632334754202416,0.8553552946215426,0.8292587102658866,0.836518318026663,0.8633368657559387,0.8492796600827002,0.8581159558882648,0.8483124315886986,0.8267684468185509,0.7697157218794833,0.8270859390963315,0.8673367752307829,0.9472169835599096,0.8611325480050278,0.8850033915377497,0.8268351568079867,0.8823373423445323,0.7944232090843516,0.8347953151281815,0.8571329555241347,0.852292824122184,0.8374555352640273,0.8466209679381085,0.850826724983983,0.8573089194014146,0.9062673142208142,0.8451581452752538,0.8539736738786543,0.9513752408443737,0.9481398088219835,0.7886467518932992,0.808119071747842,0.9538223044569367,0.95362393263571,0.8564704857138117,0.8630572506114219,0.867021923616245,0.86186074060696,0.8238121332111542,1.0,0.8553952234473636,0.9383764128789038,0.8761424387664224,0.818338052791929,0.7632556863412265,0.865908610087958,0.942296428633235,0.829518980170714,0.8356844215891088,0.9541508605617564,0.8374406732152017,0.9113278565034518,0.8648508829309953,0.9467286750898041,0.9463038542110979,0.9492640949801301,0.9427229977375186,0.8718294404910294,0.8111631215020435,0.8627688460484731,0.8749478368433452,0.8296088458885009
+Umbria,0.8207820377549043,0.830182300395497,0.851242054696769,0.8661788694586853,0.7974966233213168,0.9854489478281101,0.8706000752639743,0.8689864713076545,0.8815527853606377,0.9748734957614633,0.8902620860290014,0.8768466107936322,0.8805818744860628,0.8732924099550452,0.8665777012015408,0.8901165434598588,0.8960300018842281,0.889764598530086,0.7764743161805479,0.8721851658653643,0.8540072206823787,0.8904085877007722,0.8819359890595758,0.9783490856621053,0.872836991973906,0.879045025866654,0.8949287173240247,0.8968683511237013,0.8920190789208765,0.8889910723461387,0.894264252957595,0.876946178145809,0.8836974376496354,0.9006241199164726,0.8592193949027034,0.8675204079206384,0.8608425277638885,0.7927092505540939,0.8570038143831097,0.8515069158442821,0.9808065332889978,0.8786930959202778,0.9793008390333914,0.8752828100945775,0.879929271306397,0.8909832924197004,0.8784430391109612,0.8769130050851721,0.8741832791024026,0.8907398210808324,0.8894099838093087,0.8950909964399014,0.872683718232504,0.8782325335285366,0.8763441758152942,0.908995358008323,0.8789398252524782,0.8785155599213202,0.8762738251238148,0.8764999197784956,0.880751173092062,0.8853297444756896,0.8762119446273622,0.8831531858716932,0.8784793227682162,0.8758968570662953,0.8798088722864976,0.8828160872483538,0.8690348861857369,0.8290685924096276,0.8764421554031885,0.8756753679901373,0.8862380880169017,0.8559896089565301,0.7936245698562612,0.8744865333382962,0.7512054606575118,0.9870222827349071,0.8979342480751229,0.8694495467921847,0.824831287074827,0.8874198941756675,0.902100275020612,0.8889655649777628,0.8916842501631326,0.885564560351468,0.8917713454741715,0.8822347764492842,0.9809600290730395,0.8641403232081394,0.8186405456935055,0.783569699910245,0.8485607479984615,0.8366465655163593,0.8759431048528866,0.8893315097450876,0.877005518370545,0.8845239988782801,0.8918129403368639,0.7866399656529794,0.8375801221144451,0.8068832320369805,0.8431465905587048,0.8828820319592324,0.8571900712603588,0.8908805703266436,0.7861569143364019,0.8639406877332106,0.840012706617891,0.8109771243896835,0.7498362210619267,0.9644302509601168,0.868899959864821,0.8941868050896279,0.8752621854186078,0.870456397601476,0.8671207029993873,0.7812315776511786,0.7909989995022271,0.795619216043225,0.7814879983973468,0.8152069209190256,0.8646185353684316,0.8652970761609788,0.8824705602277015,0.7783350279273917,0.8323307383076541,0.821710016929495,0.8532969697118754,0.8776596185559571,0.8956088541917874,0.9876716315928135,0.8954780042179404,0.9834908853857804,0.8886535015403748,0.8901514938803571,0.903916363955049,0.9829278701593663,0.8972331741731789,0.8646865418671561,0.8077517947739355,0.8494929848402711,0.7976790471346585,0.8881932227999428,0.8744829784930785,0.8630502221399932,0.9883231910705099,0.8716824265547399,0.876792086066792,0.8782082551219461,0.8715229710492165,0.8874779024712615,0.8656180125005588,0.8683691613207987,0.8701838607662559,0.9843502325366982,0.8684856448652156,0.7832076210793328,0.8623466420917731,0.8216397110363264,0.8654014969025313,0.878523160120296,0.8742786201853989,0.8758218338030657,0.8627130700336636,0.8709148243607027,0.876984367609717,0.8843627012400155,0.8802051166204746,0.8857776962326922,0.8848264882554879,0.8867984163116205,0.876397672944709,0.865076531307487,0.8919045405849083,0.889599789707037,0.8695871561566134,0.869147225872282,0.8752939391229595,0.8917526993538677,0.8289068301626145,0.8153988573417031,0.7727727906963505,0.8661660802528738,0.8239136873703584,0.7697169971261488,0.8715340555215199,0.8829289336830639,0.8731560723347095,0.8864221068129128,0.9812587422445012,0.8881030723430855,0.8888416042442006,0.8906755645179055,0.8989588326877705,0.9810615827253792,0.8725426879029187,0.8262363124350146,0.8093412506764277,0.7571189084302615,0.8756126500163097,0.8909449775687959,0.8756041191951595,0.8952937216899332,0.8822476060054822,0.7999891344504367,0.8399192996072774,0.7712629420032912,0.8365731905096447,0.8818091271403481,0.877010078920613,0.8925643153270147,0.973726480425379,0.8761637155831011,0.8775413132850688,0.8871035179257151,0.8978442948000058,0.9797201680912649,0.8753514913921883,0.8700071268531131,0.7679043913687231,0.830439244136451,0.873946273750462,0.8779771866161658,0.8807070436914199,0.9648930820682755,0.9874711178576395,0.816598818451619,0.7932318001416891,0.8553952234473636,0.9999999999999999,0.8618095549592916,0.8882310264389539,0.8111528252397278,0.7627766230191797,0.9808686585908521,0.8702098084006831,0.8883131656559501,0.8938680561378051,0.8762514237697386,0.8922910818825873,0.8905641442261651,0.8972780552495969,0.8719216597110266,0.8619458657030901,0.8690627041328819,0.8653684342343733,0.8578336589399373,0.7758258842754445,0.8792075899154015,0.8903698784039635,0.890349555344896
+Utah,0.7985695585029082,0.7967089542912645,0.8414857106296433,0.9108470030628468,0.7864329892193993,0.8579114290980763,0.9677726145345034,0.9678932667849967,0.8582725027885874,0.8648606886058822,0.8818133095670155,0.8539725363424496,0.9789237610056779,0.9690032052211862,0.8375248711456927,0.879504309922343,0.851255023723774,0.8432082771427442,0.7659135897690391,0.8620917420052647,0.8330010330773047,0.8863993038395801,0.8591285243263668,0.8478476887811582,0.8591636358290169,0.8735283980737625,0.8920548317259338,0.844230913082759,0.8821423667248376,0.8417743584643355,0.8427291348864206,0.8799267671151717,0.8800197815432544,0.8898185709652664,0.9156718726854939,0.8615451945437882,0.8444456660597056,0.7957408104643557,0.8392237022255895,0.8246694414815681,0.8521632413275073,0.9717271185839256,0.8542445558417315,0.8485004662022134,0.8535206347122888,0.8428708997058271,0.8540243092455014,0.8532188338478148,0.8576304072914412,0.884317048386139,0.8780412256823892,0.8518875376586919,0.9834955310156146,0.8544038395624123,0.9733114759273757,0.8827444214505376,0.8856230243604187,0.8883712814284568,0.8830563625503917,0.8787082346010718,0.8831483981599512,0.8900051385886792,0.8793008376009799,0.8925175118013721,0.8800926200960982,0.8818141616828408,0.8882887958027904,0.8891220495830882,0.8684650999306679,0.8228395556568675,0.9719470561952231,0.8818964558565285,0.8895352762770875,0.8549034558774066,0.7746526556535823,0.849441003974328,0.7561935439496426,0.8793221266074976,0.9319907999649022,0.8477390212753445,0.8386885904917721,0.8842890281047939,0.863282152792654,0.8852355723692192,0.8991839732297047,0.9728500787583174,0.8808561205562596,0.8878554397010897,0.87986641128512,0.8981261876997112,0.7982892978927403,0.7876646315898191,0.7997126962036908,0.8135391848337857,0.8491379124995772,0.8950440186905979,0.9715027164339065,0.8923815350813965,0.8412626881157407,0.784094569034126,0.8342909409795964,0.8178324626624531,0.8194058221799299,0.8762353270882067,0.9672212863270572,0.8887831455698718,0.7996411933059138,0.8770700929522793,0.8341927436473205,0.8287694886402246,0.733465429682055,0.8520221111374379,0.9787324476997608,0.8870862466678768,0.9704816773538751,0.9706319113452672,0.9712993164080558,0.8254562003622427,0.7887756395108251,0.7875360510757473,0.7890276775777211,0.8128159909371293,0.972087154518823,0.9740011447150336,0.890387290387616,0.7769153103129139,0.812709670903339,0.8043773329814319,0.8486358997927366,0.8533520152381332,0.8825342317822257,0.8728160923617602,0.8514721282411609,0.8763618191252057,0.889131486495582,0.8813452925546358,0.8646800938609085,0.8813122090135621,0.8842272881204057,0.9658988813981704,0.7873478734660914,0.8344751688142775,0.7909241956155636,0.8397988603753425,0.8598272499922586,0.9685981805042129,0.8635872254714706,0.9677318186911357,0.9740990939570298,0.8765554341015147,0.9698775392311161,0.878944911776329,0.9719721307813796,0.9604147359014413,0.9707777965718105,0.8537811355061399,0.9707796897896905,0.7943623751915506,0.865024467394527,0.8197466306013586,0.9087546927650929,0.8591768835106598,0.9761581585045072,0.9717221975060071,0.9769140301132575,0.9750938529212542,0.9696269215656403,0.9734713749139668,0.8818093683221739,0.8736068532747838,0.8828276548534284,0.8918444050175296,0.9715849846793677,0.9673854955678817,0.9003972955238274,0.9047994203030189,0.9715195723239524,0.9681268459469267,0.9774334095107282,0.8942587523859842,0.8053671239811575,0.8235559466760419,0.7619370307518003,0.8357012709516608,0.8161103596500081,0.7473319210533196,0.8231803145576143,0.879265848068722,0.9723965283405231,0.876420274675093,0.8744379161582229,0.8817298995166539,0.8344036052438808,0.8451138643023159,0.885793681755327,0.8526006387259667,0.8348822231267724,0.7960127004893273,0.8220202704072104,0.7730692644010762,0.8484240148570118,0.889608026297672,0.9738141536155387,0.8860862258990876,0.8897334961694018,0.7976766596829478,0.8577042710955411,0.7494487173732425,0.8224475379850384,0.8768214759610576,0.8768060650750762,0.845237940910165,0.849634289351223,0.8737236777189957,0.8826429842342495,0.91597542407537,0.8551367774479055,0.8602781991186474,0.9681272384984008,0.969271465090361,0.7577503055444115,0.8239287084339241,0.970661721035885,0.9716800639865799,0.8778737153953887,0.8743561200805686,0.8773021383448196,0.8156141931491945,0.7989064702827151,0.9383764128789038,0.8618095549592916,1.0,0.8989079748887291,0.8166003319652433,0.7527322756215832,0.876570661368636,0.9668181421402108,0.8371664422042967,0.8437486631068275,0.9745473916399362,0.8468946788917587,0.9239772875253884,0.8784014167299795,0.9747240691759272,0.9617993538106522,0.9715008536030998,0.9681821148961844,0.8644392002017695,0.7933346895593761,0.8830516772381605,0.8959243888496329,0.8364678751317551
+Utrecht,0.8258420237617892,0.8001465686721003,0.8659533214923184,0.8910915390154768,0.8058273977173532,0.8835469691211745,0.8903201965693469,0.8886237009310876,0.8871672371752457,0.8910781616458904,0.9112315102329132,0.8835056373402448,0.9102337725434156,0.8932642574173334,0.8639337957240075,0.9102019627635183,0.8724523401199887,0.8592353962007148,0.7776011440702366,0.9127632210486276,0.8318203418466288,0.9302982144581838,0.8865115651125131,0.8750850698159013,0.8913960129627166,0.905344168651397,0.9346270771660561,0.8660941961754474,0.9129144716521423,0.8659383384529812,0.8644428866119657,0.9196622208837775,0.9105798045449233,0.9380623688932971,0.8880914499499938,0.8918815133699707,0.8434878792093713,0.8058778696280828,0.8528431647852689,0.8374975633950167,0.8764346436802957,0.9191392176545597,0.8812546119093879,0.8665916139955006,0.8831112208047875,0.8648528131503347,0.884135956210514,0.886147900695336,0.8843958860508089,0.9156970163364279,0.9088703760345455,0.8696657195592201,0.9033692529172833,0.8835125059703597,0.9108577759481165,0.9093881010836355,0.886741051330308,0.8904232194221041,0.882027585358419,0.8820355480418344,0.8841218791955266,0.8932410281254748,0.8815182055144889,0.8940029673199388,0.8828636035180242,0.8782085953180533,0.8873355361977147,0.8869250513865875,0.9080543448222783,0.8200883527078874,0.9025371279481719,0.8807449290495423,0.9866477331296585,0.8900917966219526,0.7794197419679894,0.8751538358626341,0.7534538892921958,0.9082867750755359,0.934255442099047,0.8710945451534002,0.873412120283064,0.9139271843751122,0.8821907653879383,0.9527299428310954,0.9939400121731604,0.9121757965844803,0.9118136570795227,0.9838862539916289,0.9049656489513317,0.8931605113486132,0.8135029993532847,0.785460275664989,0.8268403720560702,0.8171833759592947,0.8761834193488072,0.9937848747099065,0.9037555387597868,0.9851240577098745,0.8650118212978561,0.7781015880948937,0.8337204900418816,0.82823698103661,0.8429302349210736,0.9061008599593867,0.8987026774501894,0.9328675299266844,0.8058750998606933,0.8768986422635552,0.8456745207197667,0.8389589434526891,0.7391443151712345,0.8749522767101541,0.8945776808714538,0.9208411172451422,0.9046724930841172,0.8938282739489597,0.8931616516383648,0.8477492455704613,0.7944050751347477,0.7957193525876493,0.8019436858112248,0.8357806697562008,0.8870632220493249,0.8843757402698392,0.8888285863969109,0.7919378649059138,0.8310226604549984,0.8214920422792154,0.8804293390020368,0.8862376929472329,0.9117555702815139,0.8995986923010261,0.8732865234768942,0.9002332687841456,0.9841069550182505,0.9120377510444319,0.8827681526903006,0.9127166340511561,0.9148731421314512,0.8835133985358753,0.7949661863531235,0.8219224010278543,0.7871415353685854,0.8572924540309462,0.8887716249683729,0.8822519284651775,0.8906041194623799,0.9048791648361115,0.9132909530712112,0.9165496456630371,0.8992110487751654,0.9083588033095108,0.9023631012546184,0.8883384782093802,0.8925871602120673,0.8814270030986423,0.8862395398531289,0.7907373100880825,0.9578201060628571,0.8246167483589621,0.8952986714806072,0.8923599691059113,0.9021057483848078,0.9060998692180502,0.8935127278392533,0.9071679369117476,0.8943428059986371,0.921491715669401,0.9242217211270861,0.9065521421909073,0.9280922713254496,0.9904383890892098,0.9022150283845682,0.8896316542823086,0.9936293105340749,0.8982126673331582,0.895929636099024,0.8871151632957007,0.9059352417021533,0.9916556468972589,0.8086779757308596,0.8193157412850682,0.7732111387107332,0.868555239304197,0.7875301883804541,0.755355699833615,0.8416405433380003,0.9110879270518212,0.8998064938015188,0.9069094207000048,0.9026162133098056,0.9112441398823371,0.8548057173888158,0.8655732934083241,0.91634301747548,0.8771839312636074,0.8742145484521481,0.8181148296852083,0.8576349755668566,0.7821633311142336,0.8799150343007747,0.9318129010736894,0.9060109469448959,0.9174292119905385,0.8904422855624557,0.8207552558364131,0.8664852597301753,0.7652707301941487,0.8119291077594657,0.9169392254347027,0.9155009253985774,0.86406231712336,0.8683326648827482,0.9121903237080587,0.9230536534275716,0.9104629213190021,0.8725629152644343,0.8856800326229303,0.8995573006306681,0.891849977318806,0.7604198830928559,0.8567934547396595,0.8959436702578992,0.9031430413334364,0.9164911286554924,0.9044891640708033,0.9060258037256468,0.8300804468694226,0.7914138068446833,0.8761424387664224,0.8882310264389539,0.8989079748887291,1.0,0.7938403346288061,0.7489356263715052,0.9062276961153559,0.8969514112247886,0.8603873504159818,0.866427244759847,0.9069959788231086,0.8707087535478928,0.9186595969835747,0.918053656804415,0.9066568444087456,0.8739040109174507,0.8964718900017209,0.8805384027503937,0.8739546347369547,0.7861197057082222,0.977951725347916,0.9931224217702803,0.8554734591799092
+VE,0.742889681732719,0.8398641800577652,0.7790849258316964,0.8261817936865967,0.7742034206633989,0.8083036616477165,0.8105209937562511,0.8145805684174149,0.8498673579095906,0.8096681051782041,0.8158473621730618,0.8458003737891872,0.8354788860072552,0.8171485694308667,0.829480360736492,0.8151201801731731,0.8270017217403601,0.8256881083411568,0.7575320865322532,0.808936261443821,0.8258617294006455,0.8074870053403507,0.8509847428898384,0.8015559276841756,0.8478649762291959,0.8049855261678014,0.810601877182113,0.8207807877408354,0.8155638343694309,0.8153570213483577,0.821484758466458,0.7989979345547763,0.8145778899570374,0.8194546360175896,0.8056789214680674,0.8131595085218156,0.8808476740993553,0.7897848183024739,0.9013823731853577,0.7642500291560116,0.806479030693259,0.8342805945981091,0.8083574307188924,0.8516037149094614,0.8383664942215853,0.815052615645326,0.8440553890660326,0.8465404985624825,0.8510890982031464,0.8175044743983552,0.8095305491599524,0.8242799318891965,0.8239904531862016,0.8462615019317834,0.8233036863035327,0.8155395219573508,0.782234643656481,0.785381692246866,0.7793815380517974,0.7758721536378044,0.7829996182423409,0.78513826093412,0.7744327729533523,0.7852087602858928,0.7742821702831915,0.7775046091128371,0.7838793260223236,0.7862817090077702,0.7871939003392173,0.8499415176033822,0.8174302977758153,0.7698472901307387,0.7859093611650907,0.7815883161276348,0.7284831573078916,0.8536731207123955,0.7838981092996562,0.8252340434772635,0.8176151771335279,0.8487309259143261,0.7603568026380321,0.8114789342237027,0.8354977218594352,0.8000873140730143,0.7947709529205784,0.8375300649026977,0.8139587184039259,0.7851596974102193,0.8239744015510441,0.7951572661625146,0.7831067509264111,0.7396817701657439,0.7425625799701064,0.8556248140307201,0.8433335174099345,0.7914382409656925,0.8237746703331356,0.7913552297746294,0.8182046365543604,0.7055684068353537,0.8753459143344317,0.7959750536566091,0.758815828544787,0.8062876190980778,0.8082379697942047,0.8094343561846337,0.7592017273523134,0.8053510548895592,0.7742143456271041,0.764731239460113,0.6828972432081043,0.8160312168767374,0.8174544671762612,0.8210078005842629,0.821947254182091,0.8151521199188108,0.8091200256922255,0.744366543306416,0.7512969907782522,0.7434139894191649,0.722307817877544,0.7393973568813453,0.8118995518915748,0.8054520955575478,0.7854217524296518,0.7031482111624331,0.7452620371340563,0.7559225013023951,0.7900162269520915,0.8454074038265303,0.8202433150954862,0.8236950388020606,0.8234345232074757,0.8234810123985508,0.7885153223529654,0.8143881202925172,0.836771163294361,0.8274028306593773,0.815863093193596,0.8036499787086022,0.7656765910941858,0.8771659408529029,0.7249178583231616,0.8207635054283906,0.8534004780428255,0.8034232003552563,0.8117969102351502,0.8175421528387035,0.82428374844793,0.7990068325969752,0.8139357222257547,0.8143485011947725,0.8099593781832743,0.8082690550637603,0.8160030898508799,0.808248956472811,0.8083858770273001,0.7872191051022612,0.7830557577923302,0.7860723731699552,0.803030350054018,0.851580249851066,0.8193344369628379,0.8265406807536547,0.8067545558608181,0.8214014816302911,0.8332969524336269,0.834369253422115,0.8025365874786046,0.8058539436638004,0.80260159299374,0.7890621522479905,0.8217575245460572,0.8059036861573934,0.8004574727644386,0.7896529789512555,0.8128523573946085,0.8134256573992966,0.8229666282066139,0.7903724794382702,0.8738817792053207,0.7917039383851001,0.7209654884645625,0.7902945928844303,0.8219761803010682,0.6946043190683016,0.8166772629951875,0.8122430288275293,0.8168828328164642,0.8080437354690849,0.8230453773778368,0.8152352525562916,0.8142931423431478,0.8201470160265043,0.8170909662419432,0.8069469812081322,0.7753079357655634,0.7654633406658903,0.7891537846210853,0.7832393056677407,0.8444849124775256,0.8077444158878226,0.8234257054594302,0.8176734020341954,0.7851469415001955,0.7728667049495241,0.7417351606226817,0.7499130393398162,0.8528122382054897,0.7972802051802462,0.7997315766102443,0.8213004540135134,0.8006791741957032,0.7966632080205693,0.8019995179250385,0.7974921851205606,0.8285886505912321,0.8144160346775856,0.817996457297596,0.8121004872697838,0.6743529812980046,0.7673735274868028,0.8160731159403972,0.8303754823151607,0.7982499110711395,0.8140309911647746,0.8236356080112349,0.7451609152273533,0.7917074977138681,0.818338052791929,0.8111528252397278,0.8166003319652433,0.7938403346288061,1.0,0.6757816025130708,0.8212667371009067,0.8099418923017773,0.8158334182251993,0.8224812778203684,0.8211638286168722,0.8233775735990806,0.8061174792390744,0.8045350910648047,0.8212317510784019,0.8018725651834829,0.8125514404431885,0.8082330948918691,0.8030648722272747,0.7886033537049922,0.7846217482375508,0.7963242232485491,0.8151165117956963
+VN,0.715598911461682,0.7379559104304266,0.7557201567351417,0.7798401222570158,0.6931260189794598,0.7647750109581135,0.7751109776107479,0.7693046938318512,0.7319836161226656,0.760755173503803,0.7435448326781877,0.7266011951709627,0.7658688026042652,0.7758285817065331,0.7221791015996624,0.7410658624816575,0.7535079248114664,0.749137891152985,0.705108591420557,0.7696477177750487,0.7519032773584191,0.7433300846495551,0.7256583336843103,0.7597552408476456,0.7219076604771169,0.7356953119716418,0.7481258387947987,0.76253524777366,0.7445416855990192,0.7488524044958331,0.7554336106366514,0.7379852916251867,0.7357625698947456,0.7565936448582403,0.7694924998640708,0.7412917825113864,0.7495931535784416,0.7336446361347992,0.7211743637016375,0.783122176447945,0.7636908151736661,0.7634445584726085,0.766858570750765,0.722681233581333,0.7354985362789938,0.7523163309845586,0.7302578767224863,0.7261307484930118,0.7195933502096873,0.7449390733989433,0.7470930533334942,0.7530842956524855,0.7601982247102633,0.7287855506004794,0.768597349219652,0.7657712895624249,0.7618186524924028,0.7566699090006838,0.760765307819324,0.7620340926745768,0.7650390709921204,0.765435270923011,0.7630166407944092,0.7627625907011358,0.765885491643047,0.7638041922658655,0.7629695760486501,0.7670991655107503,0.7414672962080303,0.750046769633847,0.7741796484668005,0.7668586869009749,0.753726748644707,0.7751516028986477,0.7605217185033152,0.7424499294948184,0.6468103568231298,0.7690207889029926,0.7789190929985849,0.7254098650393064,0.7427850458788334,0.7489309300659077,0.7590267938327979,0.7430005774955193,0.7573799160420412,0.7762854774562321,0.7463266319130438,0.7492540233340987,0.7698577428159922,0.7605679093946617,0.7176169228593167,0.7285246798941573,0.7817142473886929,0.7436750206338754,0.7256936648381507,0.752239241012186,0.772522020103931,0.7461080382095151,0.7502542991222176,0.8315803441466122,0.7378529967659188,0.7100195814323292,0.7812863069721118,0.7422519994355685,0.7552215426028378,0.7465208334721194,0.7500986574074601,0.7639918206512792,0.7821354967840011,0.7338451493589334,0.7620356384405202,0.7775923161076158,0.7636009658034937,0.7445422806256635,0.7690354209259816,0.7685325939428926,0.7686973199508496,0.7186880531273788,0.7373475373034648,0.7708331230055071,0.7881852527268695,0.7506805297908739,0.7650065387673588,0.7697782475710624,0.7673379328818077,0.8115133164555377,0.7744624981644818,0.7540590015763097,0.7620423424835072,0.7261038453296259,0.7474381759298703,0.765995582926466,0.7542787866678793,0.7710909230171465,0.7514243778090531,0.7443786392632546,0.7574529436076861,0.7670539083489146,0.7522182804244202,0.7716973913024523,0.7374158395918063,0.7486405100531232,0.8281014715833607,0.7504492368428753,0.7201053064329641,0.7621611729919381,0.7671950783201325,0.7651237534181881,0.7662184169734578,0.7391621577054736,0.7689977148727722,0.7395899941093582,0.7615110109800846,0.7759541360374342,0.7705619116440431,0.7633276235928671,0.7669532797134282,0.722141713917482,0.7335592760194282,0.7493953718423747,0.7655724950421284,0.7254070628203765,0.7736752827430396,0.7660495591262835,0.7570699623483836,0.763585724387333,0.7661602790694981,0.7703822749073393,0.737821371315157,0.7440194706888953,0.741904290324497,0.7472463423962344,0.7711426205193135,0.7688124154762115,0.7491076203481907,0.7813291364046613,0.7682480779423402,0.7717564536957191,0.7649569215521568,0.7567828089166114,0.7211676486732694,0.7808837878614779,0.7168694836766625,0.7645641886197961,0.7533817812756032,0.7488699632455655,0.7600465064648052,0.7360569016055661,0.7683229767048082,0.7469469982243866,0.7633620267669833,0.7425609031271881,0.7551252217705614,0.7483289798506578,0.7510486963751574,0.7641680783715011,0.7938934449530788,0.7557507733911748,0.7344296644620605,0.6688010545606073,0.7243942691685183,0.7479775616052466,0.7640817655906939,0.7467545282128845,0.7705266978775931,0.7376442635622343,0.8038985404344964,0.7142210802517346,0.7411413637220713,0.7426998983879564,0.7340885152396368,0.7537947648510753,0.7629432819665497,0.7390577308601104,0.7366652927179517,0.7734968839391786,0.7571998193793806,0.7678075023910187,0.774541596335517,0.7700109231452162,0.842116636183292,0.7681690938499063,0.7732565029468648,0.7715263339605263,0.7418369301861009,0.7643529913196412,0.7674371752427815,0.7867736079071858,0.728545594560067,0.7632556863412265,0.7627766230191797,0.7527322756215832,0.7489356263715052,0.6757816025130708,1.0,0.7673936913012445,0.7629045337459843,0.7483311942043994,0.7536678987329685,0.771272166960287,0.7497769112919164,0.7773774914439283,0.7630128409835615,0.7616981583414014,0.7690608184452948,0.76526865480329,0.7672555213453413,0.7473220398501553,0.6906065195208454,0.7444923743223895,0.7524677490781264,0.751360234407725
+Veneto,0.8328169025238844,0.8340948282342753,0.862552066241198,0.8799818645175251,0.8104704397443632,0.9794357142111666,0.8816989162425471,0.8814256716170301,0.8948229533121175,0.9772904742977114,0.9051135092687602,0.8907640844354171,0.8949924927030866,0.8847034883841953,0.8779815816168578,0.9046476963033857,0.9031609825160385,0.8955247279783239,0.7866968306185516,0.8848841090673554,0.8584899562401109,0.9073800239201946,0.8962624718547375,0.9721985306171712,0.8879134836404385,0.8940709928048156,0.9126023323534475,0.902082341225441,0.9064482724113374,0.8962476946589708,0.8994887263139038,0.8933564057396924,0.8993851261589336,0.915405794799765,0.8720870929114506,0.8824450318538658,0.8687319227168399,0.8048749853032109,0.866398740776185,0.8576303869740327,0.9742647413886378,0.895060105273911,0.9740098872451847,0.8869150782242792,0.8921861638414372,0.8979353193001134,0.8911345032032602,0.8901870379080498,0.8886628189815323,0.9056036208393211,0.9028244447126186,0.9019107527315898,0.8875005086853409,0.8920175191211437,0.8909787871304106,0.9202430015325617,0.8900395919734002,0.8902871713854793,0.8865672584270536,0.8871648933792049,0.8911611251057908,0.8967053408270749,0.8861984225762428,0.895004132558116,0.8884392553833224,0.8855738115261899,0.8905393856658469,0.8932095836054482,0.8834040570058577,0.8372699725961495,0.8890952470298744,0.8855369255284615,0.9019422628799788,0.8697797082086614,0.7998643806589677,0.8832535351772456,0.7651963556133267,0.990200166621527,0.9132749987952757,0.8819171700970496,0.8396473215214231,0.9016928934917915,0.9105947700419689,0.9054201919894789,0.9081493261534491,0.8994664169894986,0.9061501874116377,0.8990319818766719,0.9915968473362766,0.8755501819188167,0.8296894030976629,0.7915859511478787,0.8503838567310025,0.8436351543222508,0.8881516158832703,0.9063067846479383,0.8898760885688974,0.9007333812086884,0.8979389991655121,0.7905140345530985,0.8481598450453396,0.8207053083518207,0.850695521859048,0.8969021758383185,0.872914832250468,0.9077986513014586,0.796220762725326,0.8753274975154927,0.8489687723597856,0.8245932728227869,0.7567440296788313,0.9620980811564587,0.8820533922205063,0.9101003541020635,0.8888406300966544,0.8825841043109579,0.8795049147235084,0.8011024812681575,0.7982449502350126,0.8057954862747134,0.7914920484561621,0.827930670171595,0.8763761510379087,0.8760981923598549,0.8927700013252604,0.7891604213261433,0.8406986929696025,0.8328255623597056,0.8658872604295974,0.8913527092632078,0.9095763882371442,0.9832342161702771,0.9032931721860322,0.9851153584686978,0.9044180183641791,0.9045047055171497,0.911983601922656,0.989552058405428,0.9107348650214384,0.8756072896975269,0.815940670848777,0.854818947175973,0.801822434666853,0.8939796734928178,0.8893126862384133,0.8749279612138756,0.982545848366386,0.8859989510300348,0.8918740047819549,0.8937342183825373,0.8841833096587499,0.9024311293359525,0.8805722322913494,0.8791086084597575,0.8822208383890517,0.9784774329160262,0.8801186409774798,0.7927782877221607,0.875992309383815,0.8334301085718738,0.8784584215998461,0.8930629611571421,0.8869731378294337,0.8898093956553345,0.8767640271903393,0.8857083378117101,0.8889045436041831,0.8997385380917907,0.8970081775857133,0.8992618009971566,0.9013211488612878,0.9040277286462325,0.8893326181465974,0.8772573087980216,0.9095359283710368,0.9001581435407312,0.8821661640165939,0.8802598226873306,0.8896750641501936,0.9080629279547142,0.8353018975389628,0.8251929581150907,0.7797290734718275,0.8745014718503292,0.8269464844169756,0.7759683301827484,0.8756019913280748,0.8985934052494916,0.8860479694645149,0.8996298543967783,0.9840780032885683,0.9028055301733807,0.8930129325326172,0.8977525095738701,0.913478584533569,0.9753312552732378,0.8810850500340288,0.8329534697629509,0.8289199653023096,0.7726869515672117,0.8888521180364093,0.907245697598629,0.889523640225405,0.9111032652185784,0.8932018748296808,0.8137466417183102,0.851800801197501,0.7779700712473625,0.8423231754227526,0.8969865914052864,0.8933191714272273,0.8985044304140918,0.9692836660558846,0.8913462194229481,0.8944111231590395,0.899719172780788,0.9048926112935529,0.9761528932017213,0.887758581378677,0.8818279068757108,0.7716748310607314,0.842289490454638,0.8859186341864648,0.8908253695257268,0.8961311163187532,0.9780722120282839,0.9868568860296014,0.8257529584388191,0.8010288913056018,0.865908610087958,0.9808686585908521,0.876570661368636,0.9062276961153559,0.8212667371009067,0.7673936913012445,1.0000000000000002,0.8839030840007747,0.8947464118255277,0.8996211660385538,0.8901265203428209,0.8993138650690844,0.9038832130120036,0.9094127794884009,0.887019446386297,0.8718447959497728,0.8822839560736415,0.8765055005384297,0.870901189062239,0.7879390765605501,0.8952713352764445,0.907379281600309,0.894521647717915
+Vermont,0.7977478610792075,0.8028999425711109,0.8483787682908387,0.914773586497678,0.7820620063569056,0.867375131215739,0.9691040923894692,0.9746082082031255,0.856905340810535,0.8748279364932137,0.8801196012843683,0.8526823485427004,0.9743990478200991,0.9729272960523241,0.8396597956194957,0.8774187794152349,0.8558639707270164,0.8490175309786407,0.7614704881737554,0.86530444292177,0.8355812667188887,0.8821411400080623,0.8573563649963293,0.8560055173788136,0.8547896725407387,0.8708830266925144,0.88921326900909,0.8509964693639065,0.8799954545088103,0.8452967813791116,0.848509229533432,0.8757761818595421,0.8766422952236058,0.8891588365594106,0.9189544032510485,0.8625171248109208,0.8442262756207727,0.7895237459632225,0.8347438496123426,0.8320479465062515,0.8594155251651934,0.967293647842375,0.8612444728209168,0.8501250066376302,0.8549989437400451,0.8495338269015075,0.8539707379515875,0.8509580921017218,0.8543185411727966,0.8808509940122161,0.8763209546645352,0.8570426338171859,0.9759878991905707,0.8533914878037281,0.979152317161366,0.8851813677771326,0.8934088831370737,0.8942969051607669,0.8910990742437521,0.8890702237875542,0.8908988848118061,0.8966155236392416,0.8884719296843335,0.89909492610228,0.8889752994160629,0.8896122794139719,0.8954708128156564,0.8964117631016555,0.8652530475170339,0.8175073505564939,0.978969287327633,0.8923044073702717,0.8911230491811165,0.8549394907557941,0.7760460025258145,0.8500728978049988,0.7493220984089259,0.8857265324435855,0.9322041742899495,0.8463314901992047,0.8402349294059406,0.8818011563440211,0.86774527821187,0.8852415739353424,0.8975276278669637,0.9741332050395327,0.8790300042967503,0.8888424569616228,0.8874598911128055,0.9005116509920954,0.7993176994785768,0.7824477940473092,0.8069201686502274,0.8119487816121457,0.8494584486430862,0.8942219676930168,0.9722835316251772,0.8922361983749093,0.8466804222358505,0.7904209472691455,0.8289725873626814,0.8101427529093445,0.8287361840349224,0.8734751452299402,0.9544433227625191,0.8846064415785629,0.794048927569652,0.883851927142696,0.8394916719171754,0.8211317885603057,0.7352937793780983,0.8598783202507019,0.9749716690961747,0.8817519771556828,0.9721716774122271,0.9744714540647105,0.9753855966751424,0.8172773783667744,0.7908030288472255,0.7907433445732235,0.7924940107634146,0.8076738690540267,0.9690621803302482,0.9718431723341024,0.8987579741264012,0.7802637579574538,0.8164566187297992,0.8045308824145896,0.8495014299943592,0.8525913766012353,0.8817811835639119,0.878070947996788,0.8566063701526433,0.8835549166339485,0.889487838295758,0.8792141277664663,0.8690069416815466,0.886097853420611,0.882717584222609,0.961025481400351,0.7884757341031713,0.8338662407720954,0.7950180734741179,0.8463761019321064,0.8552127482505024,0.9792910936295558,0.8725378108808992,0.9700264651968712,0.9796679247383938,0.8735744962450515,0.9748719072129536,0.8766673466010243,0.9730278379920286,0.96504971390109,0.9755443579579386,0.8620547803293499,0.978438069321647,0.7889802087232184,0.8652558746434837,0.8189515968076198,0.9105081869230462,0.8560323055137181,0.9797968272117982,0.9655485717268715,0.9834715500207628,0.9660877331493734,0.9696815802098739,0.972041396728573,0.8776955598289892,0.8721557551215016,0.8786432007148487,0.8903898365372841,0.9756895215253261,0.9734376407070436,0.8982294938848899,0.9112225003453539,0.9744806379414621,0.9708814012249043,0.9802679277627041,0.8949582758265653,0.8026958218858294,0.8189192251733574,0.76077947236906,0.8399357770602702,0.8220196719118311,0.7549598974039994,0.8285611556968141,0.8748667617029038,0.976803894367954,0.8739388477407721,0.8805773101694475,0.8794386513628345,0.8420083212322049,0.8495366287384643,0.8841051663762034,0.8604324036677015,0.8392165420632434,0.8011130774630097,0.8149748739333028,0.7629803737159367,0.8469226452730316,0.8866833866757131,0.9787614036983208,0.8829314798691396,0.8971975670145319,0.7911531676748746,0.8566665509153563,0.7458629741070667,0.8213784162786605,0.8752398685080278,0.8733052974069048,0.8514520583131613,0.8599192182159238,0.8705655833356514,0.8784608692010917,0.9200800261981755,0.8597956500581924,0.8663426766765175,0.9720725663154005,0.976790245752197,0.7678238267341146,0.8201044999159488,0.9744039430201719,0.9694032833947304,0.8756402058553823,0.8840011474712148,0.8841252280131877,0.820180508426424,0.7998899594834386,0.942296428633235,0.8702098084006831,0.9668181421402108,0.8969514112247886,0.8099418923017773,0.7629045337459843,0.8839030840007747,1.0,0.8425093567744898,0.8483590901227717,0.9770504797558512,0.8504714161676891,0.9265232672793151,0.8830819236915161,0.9739258515240176,0.9707820540893799,0.9765210414330948,0.9737705819744977,0.8651182787492107,0.7900984150340316,0.8832485420325724,0.8939123127583031,0.8442585447129862
+Viana do Castelo D,0.7966197109862446,0.837873896915395,0.8258652783248673,0.84380538432625,0.7783738583136676,0.8884633415251947,0.8450665226591585,0.8432742236436968,0.8809088734943258,0.8849691374722032,0.8675117884443952,0.8744494507788089,0.8539982555837449,0.84839920661843,0.869969506205793,0.8665261477301341,0.984387961044604,0.9726467867793507,0.761580571669193,0.8473032612225652,0.8807283896690664,0.8617970708233034,0.8771482731513086,0.886039560656474,0.8703881626533968,0.8547550278931054,0.8662744241306527,0.978255268841278,0.8682199242182109,0.9894450284591235,0.9848104103341845,0.8496192527153521,0.8604070707819725,0.8790838874633332,0.8320550507153545,0.8380395722713614,0.8575101700575153,0.7750283664648462,0.851098038784018,0.837575357692015,0.8870259645041095,0.8510884724421441,0.8844246511781153,0.8771136476635362,0.881612129302748,0.9778667696632813,0.8797004404101834,0.8775201423357823,0.871470426826128,0.8673524707766651,0.865717431225117,0.9810020158429265,0.8469974032334288,0.8773434175726466,0.8485110776896005,0.8868131314009599,0.8643002502156499,0.8628703831784275,0.8621876848258808,0.8639643158426755,0.8697330307135253,0.8691913235036937,0.8622940863488253,0.8671075938031563,0.8665147323534083,0.8634086034211191,0.866584472818388,0.869786035870525,0.8407859454670038,0.8213588141967668,0.8491298970639375,0.8626854336496889,0.861044933518944,0.8319863229090532,0.7794487986308114,0.8683649582968372,0.7425427436804981,0.8951007403669355,0.8730340841593528,0.8723322492928617,0.8020492696767157,0.862982691348998,0.9739770527601739,0.8669341916478533,0.8651251999497798,0.8597638637292626,0.8684059133881433,0.857824788883936,0.8959770541739295,0.8372891039892799,0.799769633167949,0.7649194270810307,0.8294330312828995,0.8362063019036559,0.8836267477629809,0.8625322335272702,0.850582365051481,0.8587372528509163,0.9809089731933721,0.7662865057415031,0.8333796778442804,0.7879522572437605,0.8239930262159273,0.8592991617783375,0.8300893789625099,0.8619964487972176,0.7611311033098961,0.8469535548430807,0.8211871304228423,0.7883218322236853,0.7316078220233164,0.8727653387819668,0.8433060428721157,0.8694357810523885,0.8485716080740126,0.8450420582037897,0.842650583759718,0.7497957989582148,0.7791919470744766,0.7815353380301778,0.7557928333629647,0.7936229010368808,0.8399528556000293,0.8403819175070493,0.8686972715893,0.7554422930008765,0.8160969228046896,0.8008661433515235,0.8302870667249318,0.8748886568892398,0.871632836087775,0.8917171882033816,0.9802509365832839,0.8946799340310295,0.8625754264824559,0.8665988441980792,0.9794591913442956,0.8935859926112433,0.8728290315440185,0.8396728549169273,0.7935108188205013,0.8391763058616882,0.7769594145369293,0.9709814009672861,0.8738410405454541,0.8379380137912883,0.89148091831651,0.8456387531932933,0.8513549112429187,0.8522187381004326,0.8448671696201524,0.8639533286965663,0.8388517955062106,0.8432151906092891,0.8441063636297885,0.8887985529224667,0.8427369313499586,0.7649471750923988,0.8365887753799022,0.8018873491884702,0.842641426523893,0.8761481462469413,0.8490191351806562,0.8500619423783122,0.8366967489520805,0.8448716178540078,0.8527497173526415,0.8561653939021336,0.8536136645131501,0.8639829681763214,0.857001264307181,0.8598094117953801,0.850074792084665,0.8405425100196737,0.863522022767353,0.8717181635827748,0.8430641784746898,0.8443470024558714,0.8474837071540913,0.8659263127672902,0.8341226811442887,0.7956757887783358,0.7569861204412194,0.8462227033106515,0.8204011588963125,0.7587299667016488,0.951331930719051,0.8593917847508752,0.8464915013422224,0.863868403123238,0.8905316040940174,0.8647636859460971,0.9803760626204017,0.9859042092850118,0.8729898251969348,0.887072619419124,0.8561734759316284,0.8066286774831934,0.7793126072239833,0.7411942895755543,0.874812688031676,0.862485282843887,0.8494008849470074,0.8707059025440937,0.8696618754928137,0.7775564595369364,0.8165278912672642,0.7589298190191889,0.8370844413452663,0.8546022263453593,0.8501728156535304,0.9801360165105908,0.883516806172172,0.8500441085417212,0.8512950668649424,0.8641680515206942,0.9785440042687236,0.8881190698249698,0.8484976365719668,0.8451244321965866,0.7534775061359574,0.8089589866615352,0.8482672708678418,0.852791722679782,0.8538285394486501,0.8886126763049724,0.8939814045659821,0.7943738600779171,0.7761492327771389,0.829518980170714,0.8883131656559501,0.8371664422042967,0.8603873504159818,0.8158334182251993,0.7483311942043994,0.8947464118255277,0.8425093567744898,1.0000000000000002,0.9864838748592062,0.8496835573840211,0.9811340054404009,0.8675373682152603,0.8760342292871929,0.8451899706389442,0.8364145121426595,0.8427534112327196,0.8416087506253068,0.8384682286984835,0.7624300125855129,0.8537161849005518,0.8637016686897006,0.9757913828964558
+Vila Real D,0.8016437934443238,0.8409714588110095,0.8324442127434498,0.8474672502299169,0.7837981610600971,0.8935019154131861,0.851660131311925,0.8484211382942538,0.8855574448812276,0.8901590303566137,0.873683250647809,0.8798732240216041,0.8603293280256742,0.8544855798489055,0.8734093508816327,0.8738337325580268,0.9900963504799757,0.9780227251091461,0.7698328330534638,0.8513497460036534,0.8850472432667567,0.8714352101810725,0.880673164393498,0.8918759235535717,0.8758976255652252,0.8620731503750217,0.8755940652584778,0.9843445660625925,0.8754889649002335,0.988850068206527,0.993579331814793,0.8598036571526027,0.867360847143712,0.8842546473648206,0.836637172959493,0.8444684531992293,0.8618152229017625,0.7840626433953957,0.8577875246730602,0.8407237864110125,0.8923934642082719,0.8574646478531692,0.8898845042860408,0.8802257428036618,0.8855564111455866,0.9830667146391672,0.8849754126424525,0.8828579330759111,0.8768476516903744,0.8746916441049746,0.8733824923068481,0.9875688317466714,0.8531689451827099,0.8810538925629924,0.8549804862797468,0.891890842925259,0.8684060939974323,0.8671444313308586,0.8671793645558853,0.867861949293515,0.874013926029652,0.8734064286852055,0.8666837841145162,0.8716144448254891,0.8709377724558125,0.8680067888713004,0.8714348229861516,0.8746934793823584,0.8496925203356936,0.8271830087349047,0.8554404327228392,0.8668135542331203,0.8676125044127726,0.8372425878713373,0.7841545942638027,0.8723769935285843,0.7511143060413744,0.9001015348729046,0.8800970554639045,0.876013392752105,0.8074563406999297,0.8693789758660279,0.9788421014837277,0.8720106571708001,0.8715569331467161,0.8656227666542775,0.8758122368406236,0.8640233220867636,0.9011073703238275,0.8437885829378846,0.8057753679708511,0.7739383453448465,0.8361416729377517,0.8425606159068395,0.886674906624619,0.8689978946021027,0.8570218187031082,0.8654907937086553,0.988296128784319,0.7712842995676423,0.8397668519939323,0.7965794830648133,0.8304895206641798,0.8669274787311482,0.8360823602685286,0.8713710912291464,0.7702927238893554,0.8515367618400962,0.8250760688526593,0.7972323607771766,0.7379121223037868,0.8775290717613016,0.8496006654163348,0.8761861044199215,0.8550838424814572,0.8514211279647339,0.8488761670673471,0.756973285824448,0.7849722516837023,0.7875087227113029,0.7633435610422858,0.7998653648155843,0.8460669555887733,0.8466146581150451,0.8728810187406119,0.7626511290397401,0.8203330459970356,0.8076948483241277,0.8367362716767786,0.8802583756292063,0.8780206924933727,0.8975023650550065,0.985115336468453,0.8992360414531483,0.8685911718721707,0.8740941736882499,0.984133333928616,0.8993332645765154,0.8800573880877186,0.8457142970056495,0.8006415615908866,0.8445776252574706,0.7826625408953527,0.9759046862926225,0.8787440976133251,0.8433114128736107,0.8961929493008339,0.8515933367518059,0.8571952226186592,0.8622891166221102,0.8511178607523835,0.87044568356958,0.844571803108728,0.8496733866288682,0.8504460846716096,0.8947285144740127,0.8484927903282277,0.7747198899097352,0.8418180073376985,0.8095529297596217,0.8464762611328857,0.8817923709379143,0.8552891269603508,0.8567505735409746,0.842321532667472,0.8507714075401038,0.8593274917750088,0.8629302117614928,0.8633897618206041,0.8709581277104027,0.86658568388465,0.8658411560452902,0.8560489611984252,0.8463190995463609,0.8695522008650314,0.8768080814831085,0.8494623188202437,0.8503795457909938,0.853570346929148,0.8723667357537565,0.8354874269600752,0.8037557787893397,0.7648105717489415,0.8520048489977523,0.8219043476109736,0.7622107413067328,0.9546524125485694,0.8668147736948094,0.852762364329443,0.8717202713409675,0.8960031468295421,0.8719710871871513,0.9867813119169658,0.9898860073117665,0.8791696267771518,0.8920719670684767,0.8652139839584213,0.8159035857160813,0.7861382747002021,0.7510164250074781,0.8793966464050407,0.8718724360480542,0.8553594035637196,0.8773286270130851,0.8748317253838653,0.7851506335765254,0.8216680897516351,0.7668501624196616,0.8420190705155419,0.8641567116172336,0.8601157553172237,0.986015930133411,0.8878521288445534,0.8603109029381709,0.8608914790858039,0.8703583258535728,0.9834199444842924,0.893850147014773,0.8551250370468232,0.8509987521164978,0.7604473272300067,0.8162779683930886,0.8544366327389519,0.8588841361285067,0.8639466382807499,0.8936389903963187,0.8991797853885188,0.8003321850230863,0.7827565713603328,0.8356844215891088,0.8938680561378051,0.8437486631068275,0.866427244759847,0.8224812778203684,0.7536678987329685,0.8996211660385538,0.8483590901227717,0.9864838748592062,1.0000000000000002,0.8557187532537932,0.9899618043687084,0.8742278906332351,0.8806491206776401,0.8511334310527603,0.8424802747412149,0.8488552700024244,0.8472123107923695,0.8440471753883015,0.7712386813144465,0.8596007262198809,0.8699882179084664,0.9821173416430519
+Virginia,0.8141433722080679,0.8111791001130112,0.8517245809217691,0.9207678783729263,0.797268389709475,0.8733338722570483,0.984059435319947,0.9770315630942196,0.8670109798542796,0.8768669422638496,0.8897969920106378,0.8620361006478213,0.9861404817842848,0.9854607197297627,0.8464316585968945,0.8868095300846891,0.8632921571375511,0.855886884327615,0.778222005765152,0.8728865656391538,0.8468367286573426,0.8935617466079226,0.8673254815951931,0.8638606217885477,0.865672873230876,0.881055664609067,0.8991590118874793,0.8570618586486921,0.8897056738017741,0.8542967010018768,0.8554840051606695,0.8859508812058225,0.8865450059813984,0.9004091773326444,0.92537995107078,0.8683134673321435,0.8540455681171036,0.8079859659409856,0.8497996364303285,0.8426951102724325,0.8678616171957299,0.9812598475853672,0.8701689529430527,0.8578408588362532,0.8633367404431914,0.8561771535119023,0.8628339631497521,0.8617908014669814,0.8635319053345071,0.8918442643301371,0.8861368868828944,0.8632373388733001,0.9842389859277487,0.8629309484056124,0.9873253754810236,0.8931885189748054,0.8997547402165261,0.9007754239333706,0.897683595559964,0.893703257377687,0.8977143707414736,0.9047629137289577,0.8944533853121778,0.9065786390210757,0.8957572523030907,0.8958933320912591,0.9023899073811282,0.9028573456809104,0.8759604268753817,0.8372331842421634,0.9919055149345469,0.8977933161592826,0.8992659989848252,0.8643679709443827,0.7906749028080111,0.8594152002860775,0.7676257320226597,0.8928612716014178,0.9421939772176543,0.8559131714017982,0.8464035678400861,0.8925703478062246,0.8745658555354291,0.8949835900720742,0.9092165754925472,0.9887572657485866,0.888343417955606,0.8973000739761144,0.8931025096916997,0.9087227906915606,0.811906619994043,0.8066920948465354,0.8170044044695356,0.8274432825405611,0.8578239777987661,0.9040423564891393,0.9903775038589491,0.9007176479980354,0.8537819405284801,0.7995654454181038,0.8473059452780839,0.8291959321113159,0.8354269552115582,0.884258525221476,0.9662920702421469,0.8964551122343098,0.8110414233899566,0.8900786120261861,0.8530828884315951,0.8399578959527174,0.7497093426821345,0.8667595750116923,0.9805703071727033,0.8956294006296455,0.9852013426807357,0.9861734319134575,0.9834747528887654,0.8320026759193669,0.8100394412026859,0.804694417436137,0.8023920762051275,0.8284654940883944,0.979938668833161,0.9836709393735801,0.9044739127370415,0.793765046237289,0.8310500281397409,0.8224225841795549,0.859692573896968,0.8624948190891941,0.890954837522831,0.8864875700714339,0.8634484863676819,0.8895800718585543,0.8989522979463003,0.8890889950521809,0.8760390470542283,0.893999015950648,0.8925100411415183,0.9780706923984304,0.8022303259952417,0.8449958778777137,0.8083958021255832,0.8523153823374463,0.866520591506849,0.9749458845386708,0.8785476790247954,0.9903445122131734,0.986398701318122,0.8836103670236556,0.985292668764341,0.8863933338564074,0.9814844083181695,0.981536184180967,0.9853818276873435,0.869797116443242,0.9785379638912466,0.810241930182702,0.8746190310840258,0.8324011144712926,0.9172707920021597,0.8671272195867672,0.9884402654089258,0.9798784341782686,0.9784586339124685,0.9809239542053156,0.9793701188458127,0.9862252386267895,0.8886268002690407,0.882580787506999,0.8902665099146962,0.9009506215383997,0.989942301806354,0.9804456132027151,0.9087422669769761,0.9187575471404869,0.9870461345130653,0.982056549959699,0.985565752489603,0.904197068335878,0.815589589410197,0.8360220650187988,0.7777802209441484,0.8494024028038694,0.8340956070450515,0.766696808444602,0.8359229013039309,0.8860077552098402,0.9889085901062848,0.8848132920008328,0.8874750849145284,0.8891431020292011,0.8473155386539479,0.8571248441993663,0.8942634034180591,0.8681790259258783,0.8527692277460411,0.8113511036200857,0.8314669103855071,0.7842542830913583,0.8574728791141054,0.8973868155015521,0.9843664911433624,0.8929891588518017,0.9037431705563113,0.811075782813102,0.8719886916274817,0.765012230995017,0.8367545648395893,0.8850744255832338,0.8825760311254994,0.8573543289204961,0.8648414707993414,0.8805395982554329,0.8888819504552697,0.927337041656908,0.8671842117781199,0.8753408699917874,0.9887422238632692,0.9808178702696659,0.7778902742446457,0.8370514476082531,0.9887656428166308,0.9852598557074328,0.8848472477310029,0.8860617025372542,0.8910429416265264,0.8315935280578032,0.8181814385433018,0.9541508605617564,0.8762514237697386,0.9745473916399362,0.9069959788231086,0.8211638286168722,0.771272166960287,0.8901265203428209,0.9770504797558512,0.8496835573840211,0.8557187532537932,1.0000000000000002,0.8584675316420891,0.9346405904351509,0.8902124699354379,0.9837537472546778,0.9805440331475731,0.9832713610983858,0.9756160884736051,0.8827335305060025,0.8103219648316843,0.8922141837626125,0.9054301506654877,0.8489556798198804
+Viseu D,0.8045444688325046,0.8368913142140776,0.8326182979519888,0.8495262782522621,0.7862810266497531,0.891233461276913,0.8532596849565763,0.8504183173956932,0.8851341351637281,0.8883627639147416,0.8761797186614833,0.8790667856184211,0.8636890885453303,0.8562967182579823,0.8711802206431799,0.8764610249676895,0.9896092509898152,0.9755882756726081,0.7715163675443326,0.8534787071503445,0.8831942418690866,0.8748766632371804,0.8799398213544355,0.8897324921177823,0.8763559277605714,0.8653788656695329,0.8791100603955612,0.981753671401873,0.8781651658789956,0.983312105197971,0.9880935443293688,0.8639726480243841,0.8705341930284469,0.8864227261977583,0.8393095108516606,0.8473448270843897,0.8601074400440379,0.7862266055005095,0.8581449725300848,0.8388981626574415,0.8902444350819965,0.8612895813130728,0.8880207176440053,0.8777100301098312,0.8840200425522471,0.9839397680854763,0.8835884098768448,0.8822931065058116,0.8764755065958056,0.8780983453002539,0.875674245746248,0.9891361121117137,0.8557405497232003,0.8803629265950356,0.8579748183698186,0.8922185238142933,0.86859667927749,0.8678474986056229,0.8670665153037254,0.8676328997716773,0.8737769434377108,0.8732943900582868,0.8660747114282259,0.8721335819703006,0.8703676558272275,0.8674963475111547,0.8714053385828816,0.8743905826084537,0.8525087377825824,0.8259525878382761,0.8577401818824612,0.8661555919864651,0.870965591041252,0.8399338436341025,0.7821659224396137,0.871431459541695,0.7538485822140655,0.8999053709968414,0.8838942124458038,0.875872815663353,0.8105173240066728,0.8717403115234355,0.9780781683790121,0.8753720083646999,0.8755327196067273,0.8680438617446071,0.878506936601235,0.8678582015578628,0.9002865250733441,0.8460644259046953,0.8073849480163089,0.7736268872558113,0.8334982484209269,0.8413894075470396,0.8844564063509837,0.8731260703013799,0.8593705858434214,0.8689854569237867,0.9916767217471671,0.7669408590604201,0.8396794626614241,0.7998198069723269,0.8295532682554345,0.8697774001771671,0.8398653048162378,0.8750414670466461,0.7724139074337455,0.8517913231855441,0.8255369505172124,0.8015339417681073,0.735669095864561,0.8756529903836691,0.852260260405405,0.8794681676875803,0.8575467075979392,0.8536456544316947,0.8509192284375502,0.7634816952724517,0.7843954798307232,0.7880930602049386,0.764439381114742,0.8025465824919975,0.8478728514941654,0.8478891798305249,0.8727631009903719,0.7635790063112855,0.8199223994823572,0.8098666033216528,0.8393910145834418,0.8795356067866011,0.8800325801219983,0.8969458380815413,0.9862474619020857,0.8981859397427622,0.8719221705595718,0.8768129530246797,0.983319213092114,0.8997309153033676,0.8824287141073353,0.8468697926691485,0.7975557566619028,0.842788729032084,0.7799937674174237,0.9733134889006484,0.8790621648128033,0.8447928325339998,0.8943642121771355,0.8546301643199818,0.8605023374480237,0.8660080379482221,0.8537136219160069,0.8729960035733405,0.8479571390038918,0.8509735607240534,0.8526008164924439,0.8926269751780584,0.8498369103921736,0.7760939992192137,0.8452620733255045,0.8110581786636613,0.8486654255225046,0.8818522966090094,0.8577244129891592,0.8594527925027096,0.8451975087628745,0.8539599118831813,0.8615286147421886,0.8663926025666331,0.8671624488378421,0.8729733451156043,0.8700004114213509,0.8702414467825683,0.8585671310584444,0.8483415206630764,0.8737348337021658,0.8770095255271443,0.851981008273972,0.852041384739621,0.8565276593997748,0.8760789913712284,0.8338737679308268,0.8051475390610835,0.7661691807599518,0.8535295898881041,0.8166996825041516,0.7592153189860288,0.9522143654977178,0.8700757487031331,0.8552610107740535,0.8743151943333087,0.895853864444029,0.87499322556287,0.9835174444282418,0.9840484039394471,0.8815491523825659,0.8899758167584269,0.8657431829125672,0.8140773036303142,0.792811891140783,0.7546587796655653,0.8783604261792057,0.8755627214363059,0.8583393449264715,0.880297366567246,0.8745500761801949,0.7888320346374968,0.822027459047219,0.7656647584104335,0.839189182790449,0.8669725492735231,0.8638537785395196,0.985251852444213,0.884898604907783,0.8636359134523354,0.8646417039992652,0.8721026600354188,0.982229716107449,0.8925638310603938,0.8571677092468045,0.8530760191132608,0.7571287685279732,0.8182215094882319,0.8563711060823743,0.8613317681500795,0.867372342650728,0.8928902828833756,0.8990370435562097,0.8018636492087798,0.7828727682766976,0.8374406732152017,0.8922910818825873,0.8468946788917587,0.8707087535478928,0.8233775735990806,0.7497769112919164,0.8993138650690844,0.8504714161676891,0.9811340054404009,0.9899618043687084,0.8584675316420891,0.9999999999999999,0.8770213693262131,0.8819036957560394,0.8545379708683327,0.8435930279586963,0.8512435000460962,0.8486039871805667,0.846292433641932,0.7720456733302823,0.8631922221011605,0.8739647313907141,0.9793613881143489
+Wales,0.8192898499688704,0.8113861502075007,0.8636814510324207,0.9246443381235038,0.8016289538034106,0.8872745883557228,0.9260069960140662,0.9242900494973791,0.8751883682109332,0.8914159353943655,0.9022374226315325,0.8713833780275408,0.9365317883914768,0.9281583854807398,0.8568781603062855,0.9020395225208098,0.8797190883516544,0.8718780832323847,0.7833659144822803,0.8890497067151567,0.8409076345425923,0.9094399303524375,0.8762609682308425,0.8797201162347469,0.8744378742570978,0.8957081449832709,0.9147592001847523,0.8756766708914958,0.9039563493844377,0.8722607156397414,0.8733656067681983,0.9014399738019314,0.8997246308964246,0.9145703571791869,0.9122048770528142,0.8801627756857522,0.8541788184050175,0.80149291911414,0.8473791384372846,0.8552814291294707,0.8823320732076332,0.9322101461684478,0.8860482005155104,0.8634441327146477,0.8736279144861724,0.871386553584714,0.8721175013426126,0.8710924215148824,0.8711679952949927,0.9053974146983175,0.902383942151089,0.8779631047661716,0.929618062733774,0.8727668905077678,0.934661328677639,0.9079969748439365,0.9383230855217973,0.9356773947221954,0.9390884217446454,0.9347876292987513,0.9395782621682992,0.9471866863302001,0.9343273025544406,0.9474909891616219,0.9391121828742702,0.938797825425759,0.9424438718844039,0.9438796059188825,0.8880801672503523,0.8243035483644534,0.9347231483280364,0.937629552040227,0.9148666136063646,0.8765529430185155,0.7894652446431945,0.8704241551066206,0.7582418706846246,0.9054047784795105,0.9911713263028251,0.8620719116570607,0.8570042933744004,0.9005395452450504,0.8892661308910644,0.9136689287256277,0.9230779429435875,0.937373576198674,0.9032955389232541,0.9110371063357632,0.9065148724851979,0.9548290135786601,0.8167101307931335,0.8020221366988047,0.8393426681050297,0.8232029962904384,0.8670647038686743,0.917596638163768,0.932454372852173,0.914107479567433,0.8715106205547132,0.8094987857195034,0.8364975248608959,0.8177678554645672,0.8544354504475725,0.8990129470701207,0.9160579241793333,0.9111326891393609,0.811807610925328,0.9215398665538781,0.8537240045792852,0.8375770052021178,0.7488239496465713,0.880732831685483,0.9273839837301326,0.9060010731749851,0.932589826720656,0.9304179718708682,0.9278957241892645,0.8184799556436364,0.8109143801259115,0.8045025296751418,0.8070038386904524,0.8303661300722377,0.9239056081435238,0.9243133523371503,0.9426848121074379,0.7923266883741474,0.8356500411340929,0.8331227392100163,0.873519448318387,0.8710131818155027,0.9044278449679581,0.8990483451902518,0.8790492218195738,0.9019207836479566,0.9150625545932807,0.9040658103926522,0.8893826966751833,0.9070455019596496,0.9078902155625193,0.9199093190768317,0.8004173481523558,0.8393795765850194,0.8157093506290582,0.8691693903305944,0.8733562460410496,0.9201924423710368,0.8917868728246114,0.9292097430191133,0.9355133874964852,0.9008543971714876,0.9324144036366543,0.8990386889561477,0.9277778176676884,0.9237632184233769,0.9293850497420449,0.8848814478506377,0.9238623875327024,0.8068782583181675,0.8875786807281978,0.8317658987661478,0.9197092628530541,0.875316970684408,0.9341898246340702,0.9325671229646622,0.9249293790678065,0.9290215710367898,0.9292516035351607,0.9387778782934643,0.9045263654769924,0.8988289385550686,0.9070705646665639,0.9156158495897577,0.9327440231641225,0.926087927630817,0.9199596707439632,0.9745154633334827,0.9298566507636206,0.9252393708724665,0.9327834649053687,0.919561389919915,0.8145509525141259,0.834767468773082,0.7858597067047707,0.8696899187805306,0.8167694727083896,0.7672854761274205,0.8507201455868164,0.8992236676689139,0.9324673352697951,0.9010010522694452,0.9001001600149788,0.9028040652277195,0.8663178136114713,0.873616502471468,0.9077966236563536,0.8834902809734568,0.8736615304219428,0.8246161935459635,0.8327069259231592,0.7764546816297718,0.8666625129592795,0.9132121656210901,0.933071647200406,0.9060611056164921,0.9423986377304452,0.8126750094336025,0.8775550184096115,0.7666804599159989,0.8254054860282247,0.901654915735596,0.8984029144188355,0.8739958062206854,0.878062771997892,0.897873770448228,0.9036529806820541,0.9812906196798307,0.881686553838493,0.8894377516544448,0.9309007831808875,0.9280462933716427,0.7859621674985096,0.838140371463347,0.9307809425802182,0.931095969130033,0.9017742569195629,0.9000932037203337,0.9035730749829357,0.8366507327460996,0.8106578311887372,0.9113278565034518,0.8905641442261651,0.9239772875253884,0.9186595969835747,0.8061174792390744,0.7773774914439283,0.9038832130120036,0.9265232672793151,0.8675373682152603,0.8742278906332351,0.9346405904351509,0.8770213693262131,1.0,0.9088934793922531,0.9296315075736993,0.9186186825317484,0.9291543400362693,0.9213560604418829,0.883714825139162,0.8002996006772246,0.9063245338939272,0.9189264958394563,0.8665528878985338
+Wallonia,0.8201091120467326,0.8151798758716834,0.8591775914910965,0.877954695114331,0.7990885441819265,0.8941943786525047,0.8800181958605565,0.879619363083001,0.8778020985061105,0.8997322239926426,0.9443282089433557,0.8739187926206918,0.8943272276917086,0.8830088796360889,0.8597841562759052,0.9461076680737689,0.8841778073602333,0.877203714936474,0.7717807965797447,0.9491718408173394,0.8380916138240813,0.9050162632936121,0.8771942214750924,0.8867854829237163,0.8748928559191111,0.9412017088420885,0.9096491021418387,0.8808076123723078,0.9503020252284379,0.8786774278207635,0.8797772909492719,0.8964948567401287,0.9421652131688992,0.9817742254213823,0.879038604377768,0.8837124195619617,0.8512360353413851,0.8138595496802761,0.8456722059004719,0.8468289259937731,0.8893398915719162,0.8936927098840228,0.8929695103525277,0.8665494890299743,0.8747344808265963,0.8793610117455699,0.87420118768596,0.8751363478125608,0.8749175931815479,0.9496003140981809,0.9509977506396459,0.8819581494154525,0.8862892698379424,0.8751860912963275,0.8904808090879855,0.9521189315569728,0.8858925152994779,0.8869757944588427,0.8848925518753527,0.881351970459388,0.8879045077567124,0.8943701997032224,0.8814154749582664,0.8928888020709099,0.8841324050788092,0.8841435132357134,0.8888202477660773,0.8901618325591293,0.8840598288893758,0.8220273053988272,0.8885934408950839,0.8817337904174068,0.9187081510843995,0.868833324655818,0.7840075719001451,0.869747522309902,0.750630614555479,0.9109978134291249,0.9176450739836459,0.865381098675645,0.8418198646131796,0.9426070802980273,0.8926050475808024,0.9552936065484986,0.9234880340978414,0.896959580163264,0.9494574580323987,0.9143799043832974,0.9111156939124208,0.8785242016956046,0.8169583578692622,0.7785513579016735,0.8338379591100739,0.8244756292712246,0.8701453444566655,0.9204792007238223,0.8880234574471804,0.9138208901460847,0.8780459255986937,0.7823800956049369,0.8331257377079113,0.8297052440808588,0.845327120987741,0.9435975949668362,0.8734759749165021,0.906580656540281,0.7909068356355717,0.8709902704889324,0.8410945419135185,0.816810812741199,0.7452500752915326,0.8844221950468643,0.883053149512265,0.9464343290996832,0.8877308277942857,0.8835365379770455,0.8805537015093036,0.8000327792268161,0.7851373157246997,0.7955450039995333,0.7856568589050694,0.8205985241338071,0.8777353220941521,0.8761530929386493,0.8894028061727939,0.7823681180539859,0.8326348597048367,0.8187566906397887,0.8655408432630479,0.8745830598185763,0.9487555920509454,0.9040712982786038,0.8849105456334015,0.9082508317899868,0.9241833319309084,0.9469049669821239,0.892248972009655,0.912101062813397,0.9543102469213429,0.8744990542913543,0.8134639338810227,0.8328760802399375,0.7882216050888783,0.873202273635825,0.873627099363733,0.8745320604519405,0.8997722833868153,0.8856627068094509,0.8913341562723732,0.8965529474324047,0.8861411260114097,0.9428907584982703,0.8832057393990174,0.8778594809751772,0.8828882698280418,0.8923437868263492,0.8783390039834558,0.7811661915810857,0.8886481013504788,0.819100339853352,0.879523093261748,0.8770987294045735,0.8885252371241498,0.8907197788995604,0.8773091131504401,0.8854933828629216,0.886278197431809,0.8975425879444987,0.8989435378191424,0.9513374542216084,0.9031295991730491,0.9202318089328745,0.8885027916070245,0.8794186064697836,0.9175479955091129,0.8981052786003791,0.8830235621040207,0.8792516339040615,0.8892657574304658,0.9238734183629349,0.8152844478147772,0.8168711568558198,0.7665984270362661,0.8621201254448772,0.8048403961341242,0.7626844955600436,0.856540463023096,0.9422495611973978,0.886258191772096,0.9483331976939251,0.9066579638686587,0.9474284959037269,0.8725632768491502,0.8788213122908382,0.9499705954873316,0.8904185167472022,0.8689252860647891,0.8249573331053818,0.8272216992190802,0.7683093945491564,0.8717236448992346,0.9081345048808778,0.8882641743140877,0.9482770301087169,0.8908530385623151,0.8012074637189841,0.8483745524880083,0.7900394983784466,0.8245397990801874,0.8981335555724396,0.8939674079291055,0.879510210588064,0.884256574643486,0.8935124497525865,0.8976641981351124,0.9019091587646801,0.8862992038697677,0.8960432863096942,0.8859745141051658,0.8819369535044117,0.7620699264959421,0.8346431236272992,0.8850203793149712,0.8889877221306862,0.8969506851479622,0.9059555492973299,0.9092132245288232,0.8274408789077925,0.7892220422676904,0.8648508829309953,0.8972780552495969,0.8784014167299795,0.918053656804415,0.8045350910648047,0.7630128409835615,0.9094127794884009,0.8830819236915161,0.8760342292871929,0.8806491206776401,0.8902124699354379,0.8819036957560394,0.9088934793922531,1.0,0.8871732158228591,0.8714723219398514,0.8829635728077087,0.8748310154762654,0.8628284301543195,0.7741846665417947,0.9146734651712417,0.9201995114643902,0.8719856283682433
+Washington,0.8094732860912023,0.806213226949783,0.8495791755704062,0.9185910932505282,0.7947442264860773,0.8683984193739668,0.9715504821961671,0.9767247154825727,0.8658017027085501,0.8742352227336931,0.8889273066351526,0.8615862341048457,0.983413671011555,0.9755373707522527,0.8457934143103168,0.8857581843276164,0.8595631781952582,0.8512581522254827,0.7740171903987161,0.8710933302161696,0.8404975024974896,0.8931436872841573,0.8675759771087721,0.8576126485814074,0.8663212283183735,0.8798758065830374,0.8991892744029066,0.8522774962725124,0.8884514584961415,0.8499995853415301,0.8503475344917593,0.8855800183612348,0.8862893286929943,0.8986401770848738,0.9228134443196232,0.8678766952030573,0.8513405104953973,0.8022815058083432,0.8468065287967168,0.83598894774018,0.861064524855882,0.9808515838183173,0.8635948279108403,0.8569701265608111,0.862300548585896,0.8521488670371967,0.8621597552304332,0.8605933298420654,0.8647605929933103,0.8902994043187474,0.8839876251301123,0.8596613184212416,0.9825720106844685,0.862568382523861,0.9803628858812539,0.8902537491521104,0.8931114764751232,0.8954084448202625,0.8898148566507529,0.8861453055666577,0.8891420422800491,0.89749604157613,0.8869395600831368,0.8995842486409034,0.8872703538891306,0.8874414035530469,0.894898650995144,0.8953541320945013,0.8742781786253029,0.8308647068458993,0.9807759042536501,0.8890851019238721,0.8971511341230795,0.8630889900969585,0.7823003472882372,0.8566179899176667,0.7674765165935638,0.889447994924164,0.9381450986635533,0.8548607607995342,0.8468226685817376,0.8907454226999086,0.8713515392030239,0.8939809537241888,0.9067463158591214,0.9813378614992272,0.886904511327418,0.8959291162848941,0.8900885969764265,0.9039150220305406,0.8087235171339154,0.7968654492774765,0.8100209440829196,0.8219637027786496,0.8570015600417084,0.9026821671728177,0.9790348226861485,0.9000166294404153,0.849288590547363,0.7907457324705581,0.8432601533720896,0.8251605157093889,0.8284304086735365,0.8822536820048695,0.966193723337177,0.8958939202058878,0.8047304643793532,0.8854293890547779,0.8435080799307699,0.8370594409062685,0.7404933583752408,0.8620034671105337,0.9800062037981833,0.8944171101246715,0.9779924901472709,0.9774856566747091,0.9774950822440805,0.8314546400456309,0.8004076614044263,0.7992516158607527,0.7974455301897952,0.8217858755366502,0.9725413740654517,0.9718538754033734,0.8971056882422904,0.7875811555157763,0.822152369021713,0.8153013585195353,0.8555603325476567,0.8621449080417245,0.8897732462175942,0.882425312173048,0.8598544815891698,0.8858872143194645,0.896971991020914,0.8876110882657988,0.8728535929530443,0.8910318021897192,0.890447679459103,0.9656945288840215,0.7957990233846283,0.8423002652410452,0.797864146031785,0.8484221272269444,0.8668004610278985,0.970743132759635,0.8742417535165967,0.9775883660675906,0.9812868919006177,0.8827766925795026,0.9780142291364694,0.8856639546327753,0.9771330598640077,0.9673890791023096,0.9769388315040578,0.8638927947356384,0.9764790228577024,0.8021417363590907,0.8724424939812224,0.8289469777560505,0.9154016430154785,0.8669143550530496,0.9818353950915271,0.9775650108623615,0.9748708865462574,0.973684561064646,0.9756959389889485,0.9795508067465387,0.8883694602724723,0.8800325802285638,0.8894410009151664,0.8996373669385234,0.9780783040583769,0.9737537508921095,0.9082728120661554,0.9110394538673044,0.9787797144548389,0.9734738547723941,0.9875886981936232,0.9023070256341174,0.8119452326497819,0.8309286691092537,0.7702509194819128,0.8434406689269234,0.8238148226816605,0.7566246047758609,0.8315728716217403,0.8853715388440155,0.980223691000525,0.8822007119562043,0.8841637723482475,0.8882434538875621,0.8418059158789258,0.8532017194454589,0.8928758514172771,0.8619594593652794,0.8449084527986923,0.8056002029558178,0.8304148384798083,0.7833703930276016,0.8567079015830628,0.8964927363471229,0.9790577670015623,0.8924453675394995,0.8961262140702191,0.8065034338735636,0.8667611134942563,0.7575828245579208,0.8303527121010704,0.8835183724082477,0.8826267495460131,0.8529968503813877,0.8593855188199556,0.8794403135782395,0.8889878349380562,0.9221392795551353,0.863114531327939,0.8694436089419001,0.9768282840166612,0.9756763898494543,0.766804695487208,0.8329364393982225,0.9771940516838327,0.9776664248266738,0.8839126684907929,0.8843075067955609,0.8877866653379818,0.8248089900845403,0.8093345227959258,0.9467286750898041,0.8719216597110266,0.9747240691759272,0.9066568444087456,0.8212317510784019,0.7616981583414014,0.887019446386297,0.9739258515240176,0.8451899706389442,0.8511334310527603,0.9837537472546778,0.8545379708683327,0.9296315075736993,0.8871732158228591,0.9999999999999998,0.9667000702393623,0.9782470994874459,0.9703904160502008,0.8753811455330507,0.8024567638569956,0.8906916727264084,0.9037544339342422,0.8443282572221474
+West Virginia,0.7839508994237369,0.8025779348978125,0.8377252139928112,0.9070083750920764,0.7741077456464999,0.8598825652597692,0.9803397301692905,0.9722498607385341,0.8404419753561397,0.8625246045888936,0.8615111466477758,0.8351235074434159,0.9710244283207617,0.9841336026206902,0.8248343692487963,0.8602959095337391,0.848867625757127,0.8447959418296135,0.7605006991999936,0.8532936150350466,0.8361890315128704,0.8637664641520927,0.8384504950933408,0.8519489487017721,0.8351882228230152,0.8544567358588737,0.8697946515697406,0.8457400420167294,0.8635599694679139,0.8395405908255208,0.8432758949240912,0.859842220831918,0.8575456300915736,0.8727440849003387,0.9117372277559077,0.8450608064047533,0.8390463511535174,0.7830042527548833,0.8266444645365967,0.8338276148899538,0.8561808597695182,0.955882695311081,0.8569982816920807,0.8346270657731779,0.8386833196426378,0.8447270627048971,0.8371705420927449,0.8346605806328047,0.8347948670892784,0.8643305805136751,0.8618480830763205,0.8500360467359787,0.9696347000225791,0.8364464599158203,0.968249961174919,0.8718913224823723,0.888368398790103,0.8861055265181079,0.8889903161024323,0.8837167055937906,0.8895408159623518,0.892870510982242,0.8848105804753679,0.8942337845681959,0.8869271694950899,0.8889995310424743,0.8924046169217287,0.893188680342956,0.8501072569578426,0.817341066660185,0.9796846840477018,0.8904040409214411,0.8741691719749202,0.8397228723058867,0.7803442276585056,0.8391828152230926,0.744087642965728,0.8742759006081032,0.9199974210951009,0.8318099223671583,0.8246910832380802,0.8641260260669595,0.8593133438369372,0.8687788018367678,0.8805111835184503,0.9734533162528158,0.862926620088542,0.8706556228897077,0.8766435192219311,0.8921782349966463,0.7903140629199742,0.7882368826631915,0.8083300177181736,0.8108155405983063,0.8335839395413406,0.8743300935574148,0.9773546934524131,0.8719190917776795,0.8410290312033548,0.7951531662827732,0.825028225017056,0.7970705982762188,0.8282098895624735,0.8588368738057645,0.9448256489754072,0.86636084320637,0.7936631496784855,0.8777464019147329,0.8411000454289912,0.8130268220732493,0.7411182924309421,0.854089965527738,0.9754328909676055,0.8626018008615395,0.9712269953955832,0.9814919968908428,0.9796839517124183,0.7953766514589901,0.7959656471168031,0.7892206272702017,0.7853575382889272,0.8037251086799607,0.9742875326583635,0.9859230018645723,0.8931715279094667,0.77706629164133,0.815967565646467,0.8036667190405307,0.8389871105250216,0.8345946681905378,0.8643242031923392,0.8686174608423203,0.8494787472800952,0.8740897169173169,0.8716381958474676,0.8628197339507784,0.8600104230373032,0.8732298616743543,0.8681611937845346,0.9723986711705405,0.7885757457006384,0.8330346304735868,0.8055789427995482,0.8407506840556529,0.8357242323468006,0.9739707929717898,0.8637377686039033,0.9705493174139243,0.965110049581991,0.859606039396661,0.9759895893455244,0.8582218608892765,0.9678041992894519,0.979385064163094,0.9812716974389492,0.8572082888813909,0.9776558472374504,0.793391336574961,0.8493751951043501,0.8121425836271452,0.8994344021417656,0.8363207153127525,0.981993255709854,0.9622591070614177,0.9686593114520666,0.9601619538494769,0.9723368287395249,0.9615131210334946,0.8604483285688165,0.8581175919387078,0.8616363495958337,0.8702998615701973,0.9804175771813547,0.9754954479024887,0.8749135743512777,0.9093433622205267,0.9825025230349882,0.9792725583377138,0.9726574374940936,0.8767065429014474,0.8000381925402666,0.8197352312735284,0.7630172522814509,0.8320438825120111,0.8316189098243377,0.7610683608198403,0.8246794239943459,0.8565846635149419,0.9818658999303858,0.8607059418232148,0.8693683692056665,0.8622717229043269,0.8381259368876701,0.8428597826949503,0.8664281102095811,0.8564555765370373,0.8380322784320513,0.7974782116020231,0.797768465820495,0.7549279479879865,0.8303930720947555,0.8699780650542909,0.9688435731561761,0.8638608185004361,0.893694862039586,0.788793843814311,0.8498770099743953,0.7469647167885815,0.821198743955967,0.8604423497807765,0.857108437433476,0.8460290743869617,0.8561179832000423,0.8575066086103116,0.8610129293902801,0.9123514973907436,0.8541499742494538,0.8617756611836014,0.9781419235805355,0.9795938613023766,0.7774180940851128,0.8119525035746088,0.98481249694486,0.9740842362919693,0.8613704602159642,0.8693909796995658,0.8727217286431284,0.8158132304979312,0.802547425486812,0.9463038542110979,0.8619458657030901,0.9617993538106522,0.8739040109174507,0.8018725651834829,0.7690608184452948,0.8718447959497728,0.9707820540893799,0.8364145121426595,0.8424802747412149,0.9805440331475731,0.8435930279586963,0.9186186825317484,0.8714723219398514,0.9667000702393623,1.0,0.9780278986431635,0.9765512662247613,0.8625173500413387,0.7934063865585278,0.8653218905781532,0.8745439624393627,0.8384632626864058
+Wisconsin,0.7978961226221676,0.8051998623273068,0.8460636166152762,0.9166070646525892,0.7855718822679334,0.8664090826369105,0.9778687655722242,0.9761290202156926,0.8569600241031813,0.870911113502353,0.8788369176504218,0.8524254699268949,0.9807318914498587,0.9815121777893636,0.8385360728245381,0.8766776946186171,0.8564607344561541,0.8493947889305462,0.7665944140278653,0.8650819737902206,0.8382685267694753,0.8831626867910424,0.8574792638157122,0.8562895730460128,0.8556464595065674,0.8708796724135675,0.8893018341446215,0.8502003318519082,0.8797725792726279,0.8469756368720179,0.8484839524298261,0.8766789396538055,0.8761168471748938,0.8894473476434822,0.9199173705200312,0.8604996579691794,0.8474830952999688,0.7941938035692733,0.839322354649007,0.8365449402581456,0.8602618179777155,0.9713650572845173,0.8627700891546793,0.8492889139826253,0.8541490348002438,0.8495886805442494,0.8535718587496124,0.8519531500130673,0.8535006357467151,0.8811183137853349,0.8765344366305152,0.8568838601317273,0.9789100657790577,0.8535645143318633,0.978660247999098,0.883507940645363,0.8957917276439605,0.8967312968789258,0.894579538455976,0.8897893547598941,0.893784266363465,0.9007579253113936,0.8909808526567113,0.9024352988629998,0.892266398913698,0.8930747217999278,0.8987090052259986,0.8994792385765066,0.8664483020124453,0.8242138814330953,0.9829914191986787,0.8944076774949498,0.8910511226809739,0.855708039033895,0.7801330023900042,0.8516897910587132,0.7538761764037045,0.8845991689797178,0.9347021634515538,0.8467546262527742,0.8406685405137199,0.8810172763856905,0.8675169732773155,0.886216861719891,0.8990425884772495,0.980599179630703,0.8785747998999589,0.8888048847356257,0.8859035280929112,0.9026493378020508,0.7996847688211015,0.7902900064389695,0.8108129063611472,0.8173892424377125,0.8487667675009253,0.8944414448579301,0.9808690867482296,0.8917935814311407,0.8467062480997889,0.79394589363632,0.8356307969885133,0.8147107172383979,0.8316263913316643,0.8739406270438689,0.9574904282288392,0.885501946081702,0.8001593140314749,0.8865832706983952,0.8434057655928738,0.8257317628699976,0.737407718349035,0.8594055467878114,0.9793517867376531,0.881943820831519,0.9833224238357705,0.9834651266151404,0.9852867456848228,0.8150341031323716,0.797992014868161,0.7934241013971207,0.7947471891547554,0.8118454589798043,0.9767467893540928,0.9802859903606994,0.9008270084900297,0.7837573812864579,0.8193516285118122,0.8092560687128432,0.8518667817739967,0.852725269742925,0.8805245479248474,0.8776465232401911,0.856374151323507,0.8821895134220835,0.8899261727919908,0.8789358426934323,0.8683281979428366,0.8850971079109214,0.8828288753265904,0.9710428043036013,0.7917312998724968,0.8387964471004653,0.8014626109368458,0.8465556692993714,0.855267204466088,0.9748004941328193,0.8714550462620325,0.9761609482087449,0.9783674883314893,0.875137458067509,0.9825737150942739,0.8756304240945484,0.981882313466157,0.9757093909800566,0.9827948849499888,0.862487504622434,0.9791963564425805,0.7967914568800201,0.8661891833348194,0.8214590381595663,0.9125042935459668,0.8563024286565,0.9871992873495343,0.9725003693296222,0.9758305703791809,0.9699944125401183,0.975548288799875,0.9744886396492073,0.8791375699676743,0.8727057263870679,0.8800531600026966,0.8909885677690221,0.9821599930413496,0.9802727210250158,0.8975054667262686,0.9148779092403498,0.9838504437108503,0.9779614709034871,0.981730919861716,0.8952586929659896,0.8072513537832608,0.8260411170878678,0.7651221809474007,0.8415493271360848,0.8266314605668073,0.7573827911820079,0.8290166637366548,0.8748980825916427,0.9840287159156738,0.8745838641613329,0.8793242994012361,0.8789378249174541,0.8409256482606079,0.8504752854223755,0.883165293166551,0.86119130406807,0.8431826490404872,0.8038454455540305,0.8158698790239606,0.7681544696390394,0.8475969123597135,0.8878266365561184,0.9791634724395922,0.8818865460345718,0.8999879685032149,0.7954219141648978,0.8598945937756618,0.7519316005040749,0.8257531792275745,0.8761016193788553,0.8738354032994412,0.8508786375181535,0.8592798940230857,0.8721881447329545,0.8795910435898849,0.9226563699187825,0.859985091008914,0.8674635656711995,0.9795488387720486,0.9826297753504304,0.7719156838091753,0.8234061917591087,0.9825193602283817,0.9785976129051932,0.8764646619738774,0.8794211868552851,0.8827460899425644,0.8222221129401852,0.804757847343095,0.9492640949801301,0.8690627041328819,0.9715008536030998,0.8964718900017209,0.8125514404431885,0.76526865480329,0.8822839560736415,0.9765210414330948,0.8427534112327196,0.8488552700024244,0.9832713610983858,0.8512435000460962,0.9291543400362693,0.8829635728077087,0.9782470994874459,0.9780278986431635,1.0000000000000002,0.9754221791475465,0.8714058337709752,0.7968946590215674,0.8833188306948948,0.894835209008696,0.8430196605633337
+Wyoming,0.7865280527797874,0.8051818990125447,0.8420096377204969,0.9111798003080841,0.7741360444879595,0.8630106453450982,0.9748705781863973,0.9753757552601369,0.8486693839032183,0.8678972694081797,0.8679013959514138,0.8437684051002308,0.9747775591510449,0.9788644582665336,0.8325201884074553,0.8662253005987507,0.8540862105412489,0.848533442315212,0.7589924205518724,0.8560285880293605,0.8368685286380158,0.8690668701093925,0.8473378218191508,0.853458124781555,0.8443150943994489,0.8592979863757687,0.8757316564259933,0.8504135118181313,0.8685511008547789,0.8440593543321384,0.8476623543845753,0.86383610964372,0.864017906454473,0.8777872843448884,0.9140972321602758,0.8496356427345523,0.843825578950457,0.7846861592472085,0.8303613825766522,0.8326919170563002,0.8568580979431716,0.9585304235373764,0.8573227383174687,0.8430235606242267,0.8470454584269913,0.8485432291552695,0.8453150881127697,0.8420515619156703,0.8443739636492078,0.8692886634767358,0.8662471171505489,0.8556092076469947,0.9784167598298055,0.84444429751231,0.9686047262690121,0.8769038850232189,0.8913500489422908,0.8908244420500157,0.8907039970450805,0.887858828585635,0.891587010803867,0.8949257544990639,0.8878427431732301,0.8967228429597245,0.8891236907327686,0.8904814168515426,0.8948306882240271,0.8960778373345879,0.8547565285886772,0.8168834910335333,0.9763258846271082,0.8914906630370695,0.8782711218913868,0.8443152135847162,0.7786720446826584,0.8447980946604773,0.7445468363621577,0.8781844683582367,0.9236635419976259,0.839077234377078,0.8297612386929947,0.8698523495620843,0.8652084041664708,0.8733534030125684,0.8848047018509755,0.9716033626177384,0.8682953584814939,0.8755052058774347,0.8812059309693113,0.8942429480756952,0.7917432206846043,0.783994160379834,0.8077128941921848,0.8134833707063186,0.8418689375822511,0.8793731542620008,0.9729643749454076,0.8781747232713858,0.845457264477349,0.7943062312294906,0.8264736310444185,0.8016676781302197,0.8272558376995764,0.8632494428513232,0.9484644758600533,0.8712881415200682,0.7908797089688883,0.8810213898271502,0.8383651817829038,0.8141099715341916,0.7382673950649422,0.8556837230485765,0.9812032384403533,0.8687416584319597,0.9702826779346101,0.9774238054794367,0.9791461591392603,0.7962962942801557,0.79358336494278,0.7871438108218175,0.7858915098378391,0.8021273124659556,0.9756920762122302,0.9772688075916148,0.8963924113762395,0.7753393244749482,0.8140629498135712,0.8016009621589154,0.8413745795416543,0.8423283353797327,0.8704168131668581,0.8719427708563695,0.8549962003897678,0.878060916383435,0.8762922171799745,0.868225213620855,0.866110004473411,0.8774281204615761,0.8727393783660272,0.9674425919149039,0.7892271491686741,0.8364638140041689,0.8022327610287922,0.8457606972724603,0.8450076784311499,0.9716868557121644,0.867282694998905,0.9659835212976854,0.9675420750851745,0.8630296802651682,0.9750642859038964,0.8648631498269103,0.9712852036253082,0.9718034042892008,0.9791391495484122,0.8589743185667951,0.9864780863534447,0.789580369355699,0.8537712195518227,0.8148897067446921,0.9060290074655272,0.8453851490040001,0.9823594111819854,0.9674686032147983,0.9721705936322154,0.9599987419979213,0.9771177572776758,0.9638101664553426,0.8652340830907682,0.8621520803409868,0.8660234963692413,0.8754174755002068,0.9747745832308022,0.980996364337126,0.8817073142322513,0.9105061870362341,0.9752817941322194,0.9792904306680997,0.9771548761551441,0.8812201405837699,0.8033434118310248,0.8183320418152344,0.7611812110231805,0.8358841389226129,0.8293773393334465,0.7574525277677513,0.8283802472036601,0.8624745789546248,0.9750787089789031,0.8643758875560775,0.8735607592678394,0.8679856787183076,0.8425100864352122,0.8481000741898973,0.8724771384936639,0.8577695677442602,0.8371183725590741,0.7999534152860862,0.7988990542996895,0.754919724061152,0.8380497773637188,0.8743716941337072,0.9690675385217503,0.8703893242848287,0.8963830883724527,0.7855245365793204,0.8516816568630207,0.7456122015958382,0.8239407568642771,0.8641841578971191,0.8619054133303571,0.8511242618690388,0.8587474746534013,0.8605729290182029,0.8658700710378855,0.9153691690034956,0.8588594979818621,0.8628420795668666,0.9751498061313607,0.9848530353353858,0.7732988083881427,0.8109646647431186,0.978280330483386,0.9727884220456976,0.8650022271572344,0.8755780381086062,0.8766620389566041,0.8154283652905234,0.8015617488293134,0.9427229977375186,0.8653684342343733,0.9681821148961844,0.8805384027503937,0.8082330948918691,0.7672555213453413,0.8765055005384297,0.9737705819744977,0.8416087506253068,0.8472123107923695,0.9756160884736051,0.8486039871805667,0.9213560604418829,0.8748310154762654,0.9703904160502008,0.9765512662247613,0.9754221791475465,1.0,0.8626582563699593,0.7915542591426238,0.8699652006166873,0.8795612071073339,0.843851624613263
+ZA,0.8385932713403856,0.8153308618726691,0.8478149390336467,0.8720613492471345,0.8156545008632465,0.8563829247859852,0.8767478819044623,0.8671192788847109,0.8496300251908022,0.8557534013679451,0.8580313933440813,0.8413787895557245,0.8835000148188145,0.8794592136941047,0.8241742335028046,0.8595390806850731,0.8482341468900872,0.8385569806359636,0.8212402719676225,0.8480344661008548,0.8259258042891177,0.8714002265026312,0.8461133208286347,0.8516917295475844,0.8450674708213316,0.8522859900504115,0.8756973262793283,0.844848406500149,0.8613489554912804,0.8413727627602943,0.8434364850575725,0.8611620061334223,0.8564055397880797,0.8759002640268785,0.8820546347446496,0.8666294457602821,0.8575689386233052,0.8384929820067952,0.8434092784105051,0.8404554530185087,0.8548814443353425,0.8828334110455746,0.8565128222480733,0.8369620514575797,0.8408790384805181,0.8419042516805527,0.8420290780730322,0.8439799471099368,0.8400892406538671,0.8629009396452355,0.8576263851455678,0.8464639828103472,0.8732181449363399,0.8430585103407586,0.8790030770270162,0.8651635608284352,0.8613161417653733,0.8623032371855851,0.860565329816841,0.8589457044344291,0.86306562408679,0.8676676476371903,0.8577130159380024,0.866725648552103,0.8614310965319012,0.8578776313404513,0.8639174452757441,0.8648183339665824,0.8836310048482744,0.8513676192606228,0.8795911507350189,0.8575324709215031,0.8712473872701729,0.8298453850360138,0.8116064814865039,0.8624208144895844,0.8166924179553412,0.8729859237230606,0.8939254360525574,0.8367958985668565,0.837640358431706,0.8611144639327311,0.8570777061898732,0.8693596971169034,0.8789752592740459,0.8881918647188032,0.8604868326105942,0.8691379791049942,0.8708722161954155,0.8747070824088418,0.8015219117608494,0.8561247704290171,0.8245966788373662,0.8482107936195212,0.8385754126440709,0.8750652436304384,0.8868086268253157,0.8680549583604729,0.8419512216700519,0.7854747309075287,0.8358507735199162,0.8317776640826464,0.832579762973315,0.8544750915716128,0.8643977784152294,0.8732805244639333,0.8273390092240609,0.8553382299464952,0.8381195685285303,0.8442227515683525,0.7660541369829927,0.8456153501286621,0.871317434780093,0.8685060495149302,0.8794871965662835,0.8747433349222219,0.8711786523167204,0.7809697162785816,0.8628668579738505,0.8170401763931247,0.7669778537622939,0.8333309218308775,0.8690740721667062,0.8691283399011586,0.8632640682780345,0.813502115775653,0.8479772679262608,0.8667514491137847,0.8636544183927198,0.8447855147965084,0.8611175084201905,0.8676952608709744,0.8481300656733364,0.8664500604273431,0.8703514399205412,0.8610487572310085,0.8571682467007854,0.875047081271878,0.8633141751938244,0.8723087797118886,0.8352085316569956,0.8442849134666119,0.7982946919143,0.8372230157607574,0.8438800240873604,0.8604856928049516,0.8593393471718688,0.8792322680718863,0.8780523516980816,0.8617992381835186,0.8770586183131587,0.8579286175789693,0.8716983434715082,0.8774443507449573,0.8754725611976732,0.8574721136854273,0.8657091366488788,0.8651176046187214,0.8665208668729066,0.8421010664227929,0.8808614926058072,0.8465485241963193,0.8766963097078465,0.8795245530312862,0.8611841778961004,0.874702780855964,0.8780557701944368,0.889275079599842,0.8656060938635189,0.8548260161182141,0.8667990160640479,0.8725409917563041,0.8824308710835772,0.8676208710628964,0.8755595873935063,0.8741102951674978,0.8743901539838268,0.8724493856451502,0.877819538907586,0.8760023722866239,0.8337900066615366,0.8257619376876263,0.7996992848918641,0.8328681658624726,0.7922931004474086,0.763663360570274,0.824056770582878,0.8579011561204825,0.8779950871734092,0.8569740947967728,0.8677311508387471,0.8598054872359716,0.8352618897197546,0.8423629649672171,0.8645767259593622,0.8536045272408871,0.872567523491745,0.8255993103821616,0.8139160035121737,0.8135567833486547,0.8407144226240157,0.8712416239766904,0.8755243983194083,0.8630644197912555,0.8677435916974174,0.8253766618252556,0.868451031897746,0.8151053454588434,0.8403205138346997,0.860788115078801,0.8606307301990109,0.8429081912845174,0.8448862867500871,0.8577112537776012,0.8621072851808012,0.8748805952070369,0.8495852034341075,0.8619261785560738,0.8830936725941382,0.8721634791620035,0.756766916977633,0.8319167900692767,0.8795356461562465,0.8830603679516961,0.8615688648090901,0.8657934500284994,0.8696062508034211,0.8177076153166265,0.8461818595706556,0.8718294404910294,0.8578336589399373,0.8644392002017695,0.8739546347369547,0.8030648722272747,0.7473220398501553,0.870901189062239,0.8651182787492107,0.8384682286984835,0.8440471753883015,0.8827335305060025,0.846292433641932,0.883714825139162,0.8628284301543195,0.8753811455330507,0.8625173500413387,0.8714058337709752,0.8626582563699593,0.9999999999999999,0.8571596364053435,0.8623980334413107,0.8761227316936375,0.8347952483655225
+ZW,0.7436627524473564,0.7567354935384533,0.7798826987927125,0.813889020327084,0.7595109701743947,0.7736668500336488,0.8074976631357715,0.7950242467655357,0.7702990017362612,0.7711550951262677,0.7758364663251395,0.7650175595370028,0.8093691639829127,0.8098399473747337,0.7463993291195882,0.776422692022337,0.7731547732484384,0.7625940856957028,0.8070880765285275,0.7874020844641335,0.7957140404617035,0.7919632385016276,0.7649327799317119,0.7740216718379475,0.7680185345663264,0.7700458847133539,0.7942475820400933,0.7685742545180553,0.7781045479017996,0.7677078115638505,0.7705483381220694,0.7817220350483328,0.7763622565871973,0.7950725027227334,0.7963182675866781,0.7837806747476034,0.7840037704579254,0.8438647164236467,0.8200879038349936,0.7754233066700765,0.7760856775981557,0.8078747297788378,0.7731178286460955,0.75790679889954,0.7617803550242146,0.7663764506299768,0.7646019147007118,0.76678425392935,0.7664441965804536,0.7807606948637297,0.7732794326288441,0.7725100179120742,0.8002182266184984,0.7640221803626607,0.8035805583179356,0.7799075075151897,0.7746333988223014,0.7752114747675911,0.7730610192592821,0.7732882095260947,0.7789485710333885,0.778025293126493,0.772552573974476,0.7782454194429141,0.7743534168787027,0.7710923425101844,0.7788996178742554,0.7784606295693767,0.7914218267385227,0.7719418930204405,0.8056070609947487,0.7736748476513378,0.7831762053495526,0.790577468870402,0.7586598705123863,0.7961605258173705,0.839222231011979,0.7899532638136593,0.8108268338738123,0.7622009317226991,0.7547083753826745,0.7963180505844686,0.7797112771805405,0.7787690901635547,0.7901334945217474,0.8152392650079325,0.7774039039007257,0.7823959914951673,0.7895730106055181,0.8070538448593335,0.778010219809367,0.8687982172664165,0.7561012803961875,0.7798281104741901,0.7602503582812137,0.7868232371051517,0.8145978879625007,0.7827853511504695,0.7672700897307102,0.7329297811789455,0.7930662685838358,0.8043192084076717,0.7644193887624917,0.7715479245068856,0.7947538456999937,0.7941760347349252,0.8012242528618404,0.8083123659675339,0.8080698291969758,0.827573250725297,0.7279937601073918,0.7887193465283979,0.799465957321011,0.7901299452866654,0.8034552585940358,0.8015471373469141,0.7970555238648234,0.7720713899238216,0.8675756338895474,0.7853841225313221,0.7355552614282886,0.8024930823500838,0.7977154105639638,0.7992229411616513,0.7770017872815569,0.7504632957293017,0.7786679799736183,0.7894155204868699,0.7836378963223154,0.7677405249839795,0.7787478441545068,0.7879209932800867,0.7722568344676127,0.7843446822829981,0.7792942108466515,0.779163439051693,0.7820071001575291,0.7928785462747616,0.7800533967119606,0.8008257214485286,0.7802905901443108,0.7708282476228254,0.7747585151251961,0.7616985870776039,0.7680858832763884,0.7894254583646991,0.7762255492735303,0.8070841178210097,0.8046472017088255,0.7805025917803138,0.8028048454051016,0.7746511501597451,0.7971366119850709,0.8064060402420191,0.8022805861983504,0.7794599334742305,0.7921660893237672,0.8963233343801003,0.7933932439960584,0.8117226407437866,0.8085838326180346,0.769190451406007,0.80498854164343,0.802120066428428,0.7889066216569524,0.8033517505453633,0.8030610371260846,0.8144416113730419,0.786168858585832,0.7706604235363771,0.787676414766214,0.7822640748421288,0.8090387502057,0.7945491308708964,0.7888990828628408,0.7882423913105252,0.8013416022699689,0.801107147761342,0.8029682249198699,0.7875274132026963,0.7883368464865055,0.800762316721559,0.7714122201439486,0.7884448199760908,0.7462109043824142,0.7252872086351411,0.7850881241091773,0.7755092704833842,0.8033002510807434,0.773678173614697,0.7858128890811347,0.7759025859400015,0.7595923582037749,0.7655765930097416,0.7796078020891032,0.7733380537873615,0.7711298689488866,0.7665672984455179,0.7813585551145694,0.8702096391330358,0.7637862706667355,0.7915618729009997,0.7996754686200945,0.7825064743747179,0.7854951329957923,0.830946524493488,0.7836345357772315,0.8130043020610594,0.7647349927390402,0.7811917178676647,0.7803403004999867,0.7672481823212,0.7651007834965947,0.7788494607431218,0.7819318345907498,0.7906249328085284,0.7728382423399571,0.7823773477861932,0.8097571234976181,0.7996516464896337,0.7201300977811014,0.7743832704910654,0.807513721796173,0.8096096235075956,0.7818435709515588,0.7841874780145209,0.7881754474163202,0.7700325132642102,0.9194401532006483,0.8111631215020435,0.7758258842754445,0.7933346895593761,0.7861197057082222,0.7886033537049922,0.6906065195208454,0.7879390765605501,0.7900984150340316,0.7624300125855129,0.7712386813144465,0.8103219648316843,0.7720456733302823,0.8002996006772246,0.7741846665417947,0.8024567638569956,0.7934063865585278,0.7968946590215674,0.7915542591426238,0.8571596364053435,1.0000000000000002,0.7736233931696773,0.7888496150966916,0.7568195115316965
+Zeeland,0.809986109876562,0.7938096622889401,0.8565866729074091,0.8773155170907283,0.7937965122616227,0.8751915712387693,0.8786692169532556,0.8763586679391727,0.874571102431096,0.8828585421042356,0.8991574353518129,0.8699635377294581,0.8948410178193412,0.8817175475825096,0.8535753064398055,0.8996079313339447,0.8649653180199534,0.854500432471774,0.7644687271290727,0.9099116002122183,0.8222472829674181,0.9159417349208483,0.8729225729782542,0.8676820804200112,0.8774242343580005,0.8950190223499374,0.9204168464920985,0.8609418971332555,0.9020328173470505,0.8586183462097744,0.8582173081899731,0.9074517239291148,0.8984461493903002,0.9296215485182077,0.8746337319828471,0.87874051607063,0.8344169207290593,0.7914877852137444,0.840813184130318,0.8289074269987602,0.869643877803774,0.901028608438444,0.8733638320902314,0.8557776556451455,0.8708928789289146,0.8577244511549679,0.8712971937640851,0.8733248606142021,0.8710301156368611,0.9044625318140046,0.8997538179237312,0.8622465733269946,0.8876193180506277,0.8707477822355788,0.8941765164241154,0.9010408520913067,0.8758438685580646,0.8779525611650959,0.8733105081113078,0.8727889616024959,0.8754116199410538,0.8828089352087011,0.8722885253717283,0.8833099109065733,0.8735263678800022,0.8706884729915418,0.8784563481588278,0.8774300841297361,0.8947217934447937,0.8092901383617371,0.889109984814752,0.8722629525741966,0.9773031882618224,0.8760050023430783,0.7695391508398499,0.8643262070477726,0.7386199816735575,0.8971621752810464,0.9190325973334702,0.8596991570925775,0.8599257853493261,0.900906378484924,0.874535393771263,0.9493395229943807,0.9790370459664838,0.8973710337976194,0.9018148105823715,0.972424405355364,0.8950657271719707,0.8794305890638519,0.7999719679640235,0.7723520576289549,0.820443497235952,0.8101462153357858,0.8647881245031033,0.9795057541401887,0.8894715135203626,0.9701443075208902,0.8587256309278068,0.7700345062344957,0.8254402285190797,0.8137784044294079,0.8376028411935681,0.8960486188090615,0.8824609206055825,0.9182368244455272,0.7944654449021201,0.8650603170921108,0.83612958815577,0.8195330078891835,0.7300893393844815,0.8666664729875457,0.8822455803328165,0.9052495432071958,0.8894395500441765,0.8820977229687713,0.8810105212151479,0.825672475643092,0.7810426354441848,0.782883612429287,0.7905663840399926,0.8204849042037496,0.8749646978071752,0.8728534000252262,0.8791636594504432,0.7827595114363408,0.8201176383219817,0.8110878118156178,0.87005453558905,0.8733615586528364,0.9005892252165982,0.8889367545021134,0.8666895348142527,0.8911307406917117,0.9742871167702217,0.9014308489007817,0.8728980602481138,0.9011507306277248,0.9051149003126249,0.871799469857006,0.7843462539327689,0.8136933597226117,0.7819298165815212,0.8517866656968015,0.873502793441303,0.8715025507918638,0.8819231274816515,0.8892199796213647,0.8956333580224424,0.9059645381943988,0.8861232643638723,0.8963175788387232,0.8869180265565945,0.8774432485557482,0.8808063475223161,0.8741184014228595,0.8744873387008459,0.7782315606044682,0.9444102419478302,0.810590018447463,0.8816633282051838,0.8780679897887088,0.8886029252031474,0.8907356658617965,0.8793998771266289,0.8901407676954852,0.8821685178913746,0.9036416684076386,0.9111664468078937,0.897446989892251,0.9140960256289825,0.9779190710420718,0.8885837674265715,0.8773526814377911,0.9728421701321098,0.8892134053282775,0.8828775162160613,0.8755249824608574,0.8910868518080916,0.9795826597388257,0.7992044904673304,0.8071400176233704,0.7595819630650887,0.8588487887012228,0.7821090855753203,0.7472692027803655,0.8342764238132433,0.898912567188703,0.8867043136719186,0.8975674498667302,0.8920275945238796,0.9005537399251229,0.8502552046505336,0.8575677265823308,0.9036018722679574,0.8693625233449909,0.867792596252895,0.809651097052636,0.8412831367905403,0.7678125176847089,0.8669160337822421,0.9184555976955256,0.8904830831984231,0.9045617333383189,0.8813422871721374,0.8066812018121232,0.851497693700064,0.7552171019092312,0.8042920597290178,0.9051131528573776,0.9035231301207214,0.8579806952266056,0.8621235140300367,0.9017686834784076,0.9103220338096715,0.8980487956955353,0.8655145354342835,0.8780055093553637,0.8867389392340075,0.8804113072442924,0.7577489308875027,0.8416222339800102,0.8837297114297172,0.8894257431098028,0.9059369844054183,0.8946411403034925,0.895363050371811,0.8205023054737111,0.7790908721293838,0.8627688460484731,0.8792075899154015,0.8830516772381605,0.977951725347916,0.7846217482375508,0.7444923743223895,0.8952713352764445,0.8832485420325724,0.8537161849005518,0.8596007262198809,0.8922141837626125,0.8631922221011605,0.9063245338939272,0.9146734651712417,0.8906916727264084,0.8653218905781532,0.8833188306948948,0.8699652006166873,0.8623980334413107,0.7736233931696773,1.0,0.9765702183629568,0.8498372709031555
+Zuid-Holland,0.8279598355730787,0.802553000180993,0.8651362184141345,0.8894129693465241,0.8089308088505696,0.8859914471336755,0.8903613073661213,0.8871336010619312,0.8879430519111193,0.8923799586618779,0.9108664275015107,0.8836842570974175,0.9087510746750312,0.8927123572249338,0.8645539816441814,0.9106283680213026,0.8754741725762332,0.8635113101751696,0.7813961740609332,0.9130277296595434,0.8344433900176668,0.9301198575523343,0.8870601757946486,0.8787497668520037,0.891270481253643,0.9057897079970557,0.9338745848246983,0.8699787718911023,0.9135798524456911,0.8692748905624355,0.8681907501701959,0.9198249193909348,0.9101206537134753,0.9391968695938504,0.885250608805341,0.8899848346071233,0.8453554919634402,0.8090945994080858,0.8556523704992915,0.8405814926261238,0.8804474912033352,0.9165878386663856,0.8849704884726939,0.8678112995375424,0.8833340807499623,0.8678074120670048,0.8849161309088642,0.8868940784838938,0.8849698066062889,0.9162631843993736,0.9100526261493176,0.8722292430766815,0.9004242879029529,0.8842140918990699,0.9088685623035279,0.9113204853139738,0.8881558157835261,0.8911230456717453,0.8846944050639196,0.8836430881264851,0.8867716174091578,0.8953348801611462,0.8833130908750375,0.8956475564922416,0.8853882972821001,0.8814766198914081,0.8897590300832356,0.8892939604849885,0.9073767625909208,0.8231076501958007,0.9019002305950898,0.88271710732744,0.9839126885897419,0.8896258338724243,0.7831945491047325,0.8759776184277945,0.7556272729336384,0.9095268700721231,0.933724167321653,0.8722646393500656,0.8690898561290317,0.9140298157748795,0.8852069218780237,0.9523579839092177,0.992380195888986,0.911859446621533,0.9125808200779101,0.9806010716078882,0.9062575323951108,0.8922568093265254,0.8164243363368245,0.7881004462873687,0.8312387507229267,0.8206832786598345,0.876735251019808,0.9900109638037897,0.903577423203538,0.9811262377459038,0.8685613738275957,0.7797374809423052,0.8368566752114472,0.8280879052065754,0.846806788983067,0.9071830989824473,0.8958598558323907,0.9326917984228028,0.8091870737520457,0.8778636292873522,0.8489298497308805,0.8413411686349765,0.7435585972129959,0.8765252249715568,0.8927825344433624,0.920798632981576,0.9039696269315322,0.8936911530507307,0.8917118629375168,0.8417068943157882,0.7965545891977484,0.7980095925116658,0.8028284987836759,0.8402585803165048,0.88607310442668,0.883859536261622,0.8906068109381606,0.7934573347274941,0.833681877000033,0.8261188258632374,0.8805982615586716,0.8866382438859104,0.9124043712272599,0.9017944985338467,0.8762952812439166,0.9022798201470084,0.9820612964384068,0.9126798162880538,0.8853628967591991,0.9139199272311708,0.9160518717526851,0.8842197499441731,0.7994316041560903,0.82359456785161,0.7917481796620643,0.8608107885310212,0.8887889487022587,0.8805323347008471,0.8924382534514433,0.903707077047915,0.9106961208660728,0.9172466556436841,0.8982262736296103,0.9083175738506604,0.8996110742116813,0.8888261802239646,0.8923575245329706,0.884801499856571,0.8844138162083056,0.7943023198922132,0.9567235108649051,0.8263581990246104,0.8933789875003209,0.8921042824242911,0.9005503350203585,0.9050590063325222,0.8905847138621922,0.9055656276113885,0.8942411261448457,0.9200186701849121,0.9240953975250821,0.9079680403302635,0.9279676758618209,0.9886580765290308,0.9015320010406132,0.8883414153677397,0.9901515726592062,0.9005187939573035,0.8951136206473816,0.8868282362358679,0.9033476068960382,0.9887093500253197,0.8115996502160028,0.8219098609813746,0.7778345100322626,0.8725964015729153,0.7919887326107538,0.7591022932864792,0.8446016327107684,0.9105960358599474,0.8991095931858114,0.9086721285589401,0.9040345870120875,0.9114839515739346,0.8589135405083239,0.8687280779531548,0.9169478863825671,0.8807644951831147,0.8791375214414511,0.8217819193254097,0.8574331626088724,0.782132126410832,0.8808328728273409,0.9314672995843648,0.9044154319137643,0.9173211039040675,0.8924332349200984,0.8256502310791288,0.8659460951183406,0.7700827453215487,0.8136392650714691,0.9175497557648397,0.9154688144162755,0.8673204170521938,0.8715335019419351,0.9132543584457248,0.9225988558316349,0.9109269570050722,0.876148578901553,0.8894093704665299,0.8993612545542699,0.8906530538127813,0.7638690827013258,0.859739894307782,0.8956125610275845,0.9026132246776751,0.9169518937933446,0.904940580280111,0.907463733005349,0.8318480177548175,0.7932933736018075,0.8749478368433452,0.8903698784039635,0.8959243888496329,0.9931224217702803,0.7963242232485491,0.7524677490781264,0.907379281600309,0.8939123127583031,0.8637016686897006,0.8699882179084664,0.9054301506654877,0.8739647313907141,0.9189264958394563,0.9201995114643902,0.9037544339342422,0.8745439624393627,0.894835209008696,0.8795612071073339,0.8761227316936375,0.7888496150966916,0.9765702183629568,0.9999999999999999,0.8589924717095678
+evora D,0.7880627346764733,0.8365893006134524,0.8231055434297041,0.8418792842580883,0.7706752766972501,0.8903987872211708,0.8457736097897764,0.843831929608716,0.8781421642878574,0.8860549033171585,0.8626293014249721,0.8709754988639672,0.8529085266772755,0.8492761134919491,0.8662867658029613,0.8615940600124052,0.9799071969752852,0.9745699064829493,0.7549001565085244,0.8422107633693127,0.8815296086801924,0.8566600470374579,0.8725836172041197,0.8880687171230591,0.864827586163798,0.8496023949759849,0.8615469427288536,0.990854423972039,0.8636625335281424,0.9744099042344496,0.981900654421874,0.8460080809376589,0.8549805824404445,0.8733505638705631,0.8297758579603283,0.8328472930439025,0.8560990472384604,0.7700035253128618,0.8470003755753236,0.8352572656579583,0.8890859657342717,0.8484634491881408,0.886725865929758,0.8747942979730101,0.8782905981309229,0.9798695520882847,0.8758689416313367,0.8734869298468309,0.8665253575944708,0.8624595455482336,0.8616489403502565,0.9819413095885724,0.8469115883047688,0.8731181161426934,0.8480346820871434,0.8833580579330574,0.8636911262210785,0.8620028922535026,0.8615743532315748,0.8630029803171884,0.868701659597439,0.8676931911394127,0.8616436199880058,0.8660563769797703,0.8656828614230345,0.8629826489088279,0.8659480451583176,0.8696742533987835,0.8357718800834596,0.818494781119201,0.8496504661224863,0.8620568854523762,0.8568841170447864,0.8270270812292533,0.7763238341147175,0.8645683767073324,0.7347384114351379,0.8951868627525678,0.870789606582066,0.870769195929863,0.7970522070513962,0.8570004785928085,0.9792977075434472,0.861045772760502,0.860636285556417,0.8586282060738785,0.8637347455241746,0.8532716819508893,0.8966076432651336,0.8357728341645693,0.7949941406764671,0.7609044782206934,0.8291515635172767,0.8342165922855208,0.8774622022570724,0.8577419126999222,0.8500881421231162,0.8542165440096364,0.9805029984265955,0.768514446883747,0.8300436347114587,0.7809126555384586,0.8234257127186412,0.8549725755425912,0.8285016845522594,0.8571433000497363,0.756954238545377,0.8451551854983752,0.8179043088747595,0.781759441933146,0.7287042352908365,0.874220857845484,0.8441576836452384,0.8628862074254626,0.8479411007475823,0.8458873082601774,0.8440039959156603,0.7418601323052569,0.7745577682740602,0.775024634324865,0.7550502351447369,0.7863928348541794,0.8410209856309894,0.8415869541526342,0.8683899987073768,0.7511617740223572,0.8119896175229714,0.794656529167937,0.8262155070561356,0.8707053285960475,0.86730432878783,0.8931251435290353,0.9817742762042112,0.8955499763699161,0.8582067450272864,0.8620157780686206,0.9830673924096023,0.8932561941742406,0.868582522001687,0.8402122704588499,0.7894754667622317,0.8387765760507538,0.7770538867147541,0.9720619508506766,0.8686065432514667,0.84007988835012,0.8927277884192867,0.8443829509177315,0.8502594352775643,0.8490067396696048,0.8451378155585489,0.8587683234145107,0.8380319640616948,0.8436065925867077,0.8452707821921557,0.8908466831063323,0.8450062258517693,0.7606946145445384,0.8315509608856901,0.7980717723274035,0.8404893120475755,0.8712288124579287,0.8494149121890157,0.8489222447641529,0.8379707830793909,0.8433264709431321,0.8537682677598085,0.8544301868531341,0.8489502659159344,0.8591697098950754,0.8522925979463036,0.8546495119815978,0.8502117444898777,0.841441542137235,0.8585289339869157,0.8708948030381707,0.8436473826786203,0.8458708336332207,0.8479341374049681,0.8611564555843355,0.826820716463787,0.7930524448385663,0.7534324287874071,0.8438475569541719,0.8223788235975257,0.757461196315177,0.9494570665551927,0.8538235594370777,0.8466832267995337,0.8598778857357168,0.8909138279916347,0.8602053159818701,0.9924486799190696,0.9758748727811468,0.8681488473504761,0.8892706023244022,0.8557111197515286,0.8041406145026816,0.7715322230384243,0.7325303790535506,0.8712358358734608,0.8584088545542072,0.8493472384316363,0.8649333493673271,0.8685728413702601,0.7704364192539014,0.8135753815772496,0.7523556842384953,0.835378718644549,0.8512009078286878,0.8464346975447065,0.9855429894395118,0.8868412632590258,0.8468991070472063,0.8470328525030989,0.8632842182163534,0.9851364679109009,0.8900537353278152,0.8490062290389838,0.846696229155638,0.7557252435655913,0.8029006246400466,0.8486778677180227,0.8522653630574978,0.8507439337989645,0.8885375756267363,0.894528960712723,0.7917374210916286,0.7707272380563007,0.8296088458885009,0.890349555344896,0.8364678751317551,0.8554734591799092,0.8151165117956963,0.751360234407725,0.894521647717915,0.8442585447129862,0.9757913828964558,0.9821173416430519,0.8489556798198804,0.9793613881143489,0.8665528878985338,0.8719856283682433,0.8443282572221474,0.8384632626864058,0.8430196605633337,0.843851624613263,0.8347952483655225,0.7568195115316965,0.8498372709031555,0.8589924717095678,1.0000000000000002
diff --git a/data/RegionalAnalysis/translation.csv b/data/RegionalAnalysis/translation.csv
new file mode 100644
index 0000000..e288910
--- /dev/null
+++ b/data/RegionalAnalysis/translation.csv
@@ -0,0 +1,250 @@
+TW,Taiwan
+AF,Afghanistan
+AL,Albania
+DZ,Algeria
+AS,American Samoa
+AD,Andorra
+AO,Angola
+AI,Anguilla
+AQ,Antarctica
+AG,Antigua and Barbuda
+AR,Argentina
+AM,Armenia
+AW,Aruba
+AU,Australia
+AT,Austria
+AZ,Azerbaijan
+BS,Bahamas
+BH,Bahrain
+BD,Bangladesh
+BB,Barbados
+BY,Belarus
+BE,Belgium
+BZ,Belize
+BJ,Benin
+BM,Bermuda
+BT,Bhutan
+BO,Bolivia
+BQ,"Bonaire,"
+BA,Bosnia
+BW,Botswana
+BV,Bouvet Island
+BR,Brazil
+IO,British Indian Ocean Territory
+VG,Virgin Islands
+BN,Brunei
+BG,Bulgaria
+BF,Burkina Faso
+BI,Burundi
+CV,Cabo Verde
+KH,Cambodia
+CM,Cameroon
+CA,Canada
+KY,Cayman Islands
+CF,Central African Rep.
+TD,Chad
+CL,Chile
+CN,China
+HK,Hong Kong
+MO,Macao
+CX,Christmas Island
+CC,Cocos Islands
+CO,Colombia
+KM,Comoros
+CG,Congo
+CK,Cook Islands
+CR,Costa Rica
+HR,Croatia
+CU,Cuba
+CW,Curaçao
+CY,Cyprus
+CZ,Czech
+CI,Côte d'Ivoire
+KP,North Korea
+CD,Drep Congo
+DK,Denmark
+DJ,Djibouti
+DM,Dominica
+DO,Dominican Rep.
+EC,Ecuador
+EG,Egypt
+SV,El Salvador
+GQ,Equatorial Guinea
+ER,Eritrea
+EE,Estonia
+ET,Ethiopia
+FK,Malvinas
+FO,Faroe Islands
+FJ,Fiji
+FI,Finland
+FR,France
+GF,French Guiana
+PF,French Polynesia
+TF,French Southern Ter.
+GA,Gabon
+GM,Gambia
+GE,Georgia.Coun
+DE,Germany
+GH,Ghana
+GI,Gibraltar
+GR,Greece
+GL,Greenland
+GD,Grenada
+GP,Guadeloupe
+GU,Guam
+GT,Guatemala
+GG,Guernsey
+GN,Guinea
+GW,Guinea-Bissau
+GY,Guyana
+HT,Haiti
+HM,Heard and McDonald Islands
+VA,Holy See
+HN,Honduras
+HU,Hungary
+IS,Iceland
+IN,India
+ID,Indonesia
+IR,Iran
+IQ,Iraq
+IE,Ireland
+IM,Isle of Man
+IL,Israel
+IT,Italy
+JM,Jamaica
+JP,Japan
+JE,Jersey
+JO,Jordan
+KZ,Kazakhstan
+KE,Kenya
+KI,Kiribati
+KW,Kuwait
+KG,Kyrgyzstan
+LA,Lao
+LV,Latvia
+LB,Lebanon
+LS,Lesotho
+LR,Liberia
+LY,Libya
+LI,Liechtenstein
+LT,Lithuania
+LU,Luxembourg
+MG,Madagascar
+MW,Malawi
+MY,Malaysia
+MV,Maldives
+ML,Mali
+MT,Malta
+MH,Marshall Islands
+MQ,Martinique
+MR,Mauritania
+MU,Mauritius
+YT,Mayotte
+MX,Mexico
+FM,Micronesia
+MC,Monaco
+MN,Mongolia
+ME,Montenegro
+MS,Montserrat
+MA,Morocco
+MZ,Mozambique
+MM,Myanmar
+NAA,Namibia
+NR,Nauru
+NP,Nepal
+NL,Netherlands
+NC,New Caledonia
+NZ,New Zealand
+NI,Nicaragua
+NE,Niger
+NG,Nigeria
+NU,Niue
+NF,Norfolk Island
+MP,Mariana Islands
+NO,Norway
+OM,Oman
+PK,Pakistan
+PW,Palau
+PA,Panama
+PG,Papua New Guinea
+PY,Paraguay
+PE,Peru
+PH,Philippines
+PN,Pitcairn
+PL,Poland
+PT,Portugal
+PR,Puerto Rico
+QA,Qatar
+KR,South Korea
+MD,Moldova
+RO,Romania
+RU,Russia
+RW,Rwanda
+RE,Réunion
+BL,Saint Barthélemy
+SH,Saint Helena
+KN,Saint Kitts and Nevis
+LC,Saint Lucia
+MF,Saint Martin
+PM,Saint Pierre and Miquelon
+VC,Saint Vincent and the Grenadines
+WS,Samoa
+SM,San Marino
+ST,Sao Tome and Principe
+,Sark
+SA,Saudi Arabia
+SN,Senegal
+RS,Serbia
+SC,Seychelles
+SL,Sierra Leone
+SG,Singapore
+SX,Sint Maarten
+SK,Slovakia
+SI,Slovenia
+SB,Solomon Islands
+SO,Somalia
+ZA,South Africa
+GS,South Georgia and Sandwich Islands
+SS,South Sudan
+ES,Spain
+LK,Sri Lanka
+PS,Palestine
+SD,Sudan
+SR,Suriname
+SJ,Svalbard and Jan Mayen Islands
+SZ,Swaziland
+SE,Sweden
+CH,Switzerland
+SY,Syria
+TJ,Tajikistan
+TH,Thailand
+MK,Macedonia
+TL,Timor-Leste
+TG,Togo
+TK,Tokelau
+TO,Tonga
+TT,Trinidad and Tobago
+TN,Tunisia
+TR,Turkey
+TM,Turkmenistan
+TC,Turks and Caicos Islands
+TV,Tuvalu
+UG,Uganda
+UA,Ukraine
+AE,Arab Emirates
+GB,United Kingdom
+TZ,Tanzania
+UM,United States Islands
+VI,Virgin Islands
+US,United States
+UY,Uruguay
+UZ,Uzbekistan
+VU,Vanuatu
+VE,Venezuela
+VN,Viet Nam
+WF,Wallis and Futuna Islands
+EH,Western Sahara
+YE,Yemen
+ZM,Zambia
+ZW,Zimbabwe
+AX,Åland Islands
\ No newline at end of file
diff --git a/data/Regs/AllDists.dta b/data/Regs/AllDists.dta
new file mode 100644
index 0000000..cc4b78d
Binary files /dev/null and b/data/Regs/AllDists.dta differ
diff --git a/data/Regs/AllDistsFull.dta b/data/Regs/AllDistsFull.dta
new file mode 100644
index 0000000..8e3a518
Binary files /dev/null and b/data/Regs/AllDistsFull.dta differ
diff --git a/data/Regs/Categories/FBCosDist_BusinessIndustry.dta b/data/Regs/Categories/FBCosDist_BusinessIndustry.dta
new file mode 100644
index 0000000..e85b2f3
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_BusinessIndustry.dta differ
diff --git a/data/Regs/Categories/FBCosDist_Education.dta b/data/Regs/Categories/FBCosDist_Education.dta
new file mode 100644
index 0000000..d655304
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_Education.dta differ
diff --git a/data/Regs/Categories/FBCosDist_Empty.dta b/data/Regs/Categories/FBCosDist_Empty.dta
new file mode 100644
index 0000000..a31a00a
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_Empty.dta differ
diff --git a/data/Regs/Categories/FBCosDist_FamilyRelationships.dta b/data/Regs/Categories/FBCosDist_FamilyRelationships.dta
new file mode 100644
index 0000000..af2db64
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_FamilyRelationships.dta differ
diff --git a/data/Regs/Categories/FBCosDist_FitnessWellness.dta b/data/Regs/Categories/FBCosDist_FitnessWellness.dta
new file mode 100644
index 0000000..ab000fc
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_FitnessWellness.dta differ
diff --git a/data/Regs/Categories/FBCosDist_FoodDrink.dta b/data/Regs/Categories/FBCosDist_FoodDrink.dta
new file mode 100644
index 0000000..c215532
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_FoodDrink.dta differ
diff --git a/data/Regs/Categories/FBCosDist_HobbiesActivities.dta b/data/Regs/Categories/FBCosDist_HobbiesActivities.dta
new file mode 100644
index 0000000..7a3a8a1
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_HobbiesActivities.dta differ
diff --git a/data/Regs/Categories/FBCosDist_LifestyleCulture.dta b/data/Regs/Categories/FBCosDist_LifestyleCulture.dta
new file mode 100644
index 0000000..8f4d6a2
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_LifestyleCulture.dta differ
diff --git a/data/Regs/Categories/FBCosDist_NewsEntertainment.dta b/data/Regs/Categories/FBCosDist_NewsEntertainment.dta
new file mode 100644
index 0000000..222a221
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_NewsEntertainment.dta differ
diff --git a/data/Regs/Categories/FBCosDist_NonLocalBus.dta b/data/Regs/Categories/FBCosDist_NonLocalBus.dta
new file mode 100644
index 0000000..580e161
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_NonLocalBus.dta differ
diff --git a/data/Regs/Categories/FBCosDist_People.dta b/data/Regs/Categories/FBCosDist_People.dta
new file mode 100644
index 0000000..3c0ff9e
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_People.dta differ
diff --git a/data/Regs/Categories/FBCosDist_ShoppingFashion.dta b/data/Regs/Categories/FBCosDist_ShoppingFashion.dta
new file mode 100644
index 0000000..ed1e7cf
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_ShoppingFashion.dta differ
diff --git a/data/Regs/Categories/FBCosDist_SportsOutdoors.dta b/data/Regs/Categories/FBCosDist_SportsOutdoors.dta
new file mode 100644
index 0000000..291fed2
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_SportsOutdoors.dta differ
diff --git a/data/Regs/Categories/FBCosDist_Technology.dta b/data/Regs/Categories/FBCosDist_Technology.dta
new file mode 100644
index 0000000..7cf355b
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_Technology.dta differ
diff --git a/data/Regs/Categories/FBCosDist_TravelPlacesEvents.dta b/data/Regs/Categories/FBCosDist_TravelPlacesEvents.dta
new file mode 100644
index 0000000..4b41928
Binary files /dev/null and b/data/Regs/Categories/FBCosDist_TravelPlacesEvents.dta differ
diff --git a/data/Regs/Categories/Figure-B11-A.pdf b/data/Regs/Categories/Figure-B11-A.pdf
new file mode 100644
index 0000000..d5a4216
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-A.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-B.pdf b/data/Regs/Categories/Figure-B11-B.pdf
new file mode 100644
index 0000000..1ed31bc
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-B.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-C.pdf b/data/Regs/Categories/Figure-B11-C.pdf
new file mode 100644
index 0000000..4fd6f67
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-C.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-D.pdf b/data/Regs/Categories/Figure-B11-D.pdf
new file mode 100644
index 0000000..67591ee
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-D.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-E.pdf b/data/Regs/Categories/Figure-B11-E.pdf
new file mode 100644
index 0000000..e37a349
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-E.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-F.pdf b/data/Regs/Categories/Figure-B11-F.pdf
new file mode 100644
index 0000000..d8b4f80
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-F.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-G.pdf b/data/Regs/Categories/Figure-B11-G.pdf
new file mode 100644
index 0000000..309e912
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-G.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-H.pdf b/data/Regs/Categories/Figure-B11-H.pdf
new file mode 100644
index 0000000..c46cf4a
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-H.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-I.pdf b/data/Regs/Categories/Figure-B11-I.pdf
new file mode 100644
index 0000000..fa46365
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-I.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-J.pdf b/data/Regs/Categories/Figure-B11-J.pdf
new file mode 100644
index 0000000..8540824
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-J.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-K.pdf b/data/Regs/Categories/Figure-B11-K.pdf
new file mode 100644
index 0000000..9fb5de5
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-K.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-L.pdf b/data/Regs/Categories/Figure-B11-L.pdf
new file mode 100644
index 0000000..cf788f2
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-L.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-M.pdf b/data/Regs/Categories/Figure-B11-M.pdf
new file mode 100644
index 0000000..788d070
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-M.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-N.pdf b/data/Regs/Categories/Figure-B11-N.pdf
new file mode 100644
index 0000000..3337c04
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-N.pdf differ
diff --git a/data/Regs/Categories/Figure-B11-O.pdf b/data/Regs/Categories/Figure-B11-O.pdf
new file mode 100644
index 0000000..d556a0f
Binary files /dev/null and b/data/Regs/Categories/Figure-B11-O.pdf differ
diff --git a/data/Regs/Euc/AllDists.dta b/data/Regs/Euc/AllDists.dta
new file mode 100644
index 0000000..3a1b407
Binary files /dev/null and b/data/Regs/Euc/AllDists.dta differ
diff --git a/data/Regs/Euc/AllDistsFull.dta b/data/Regs/Euc/AllDistsFull.dta
new file mode 100644
index 0000000..0e965c8
Binary files /dev/null and b/data/Regs/Euc/AllDistsFull.dta differ
diff --git a/data/Regs/Euc/FBCorrs_com.dta b/data/Regs/Euc/FBCorrs_com.dta
new file mode 100644
index 0000000..8c49706
Binary files /dev/null and b/data/Regs/Euc/FBCorrs_com.dta differ
diff --git a/data/Regs/Euc/FBcorr.pdf b/data/Regs/Euc/FBcorr.pdf
new file mode 100644
index 0000000..b2806d0
Binary files /dev/null and b/data/Regs/Euc/FBcorr.pdf differ
diff --git a/data/Regs/Euc/FBcorr_com.pdf b/data/Regs/Euc/FBcorr_com.pdf
new file mode 100644
index 0000000..786525e
Binary files /dev/null and b/data/Regs/Euc/FBcorr_com.pdf differ
diff --git a/data/Regs/Euc/FBspcorr.pdf b/data/Regs/Euc/FBspcorr.pdf
new file mode 100644
index 0000000..ebef1a8
Binary files /dev/null and b/data/Regs/Euc/FBspcorr.pdf differ
diff --git a/data/Regs/Euc/Figure-2-A-Euc.pdf b/data/Regs/Euc/Figure-2-A-Euc.pdf
new file mode 100644
index 0000000..ddc4db3
Binary files /dev/null and b/data/Regs/Euc/Figure-2-A-Euc.pdf differ
diff --git a/data/Regs/Euc/Figure-B13-A.pdf b/data/Regs/Euc/Figure-B13-A.pdf
new file mode 100644
index 0000000..227f820
Binary files /dev/null and b/data/Regs/Euc/Figure-B13-A.pdf differ
diff --git a/data/Regs/Euc/Figure-B13-B.pdf b/data/Regs/Euc/Figure-B13-B.pdf
new file mode 100644
index 0000000..a636132
Binary files /dev/null and b/data/Regs/Euc/Figure-B13-B.pdf differ
diff --git a/data/Regs/Euc/Figure-B13-C.pdf b/data/Regs/Euc/Figure-B13-C.pdf
new file mode 100644
index 0000000..bc3fcc5
Binary files /dev/null and b/data/Regs/Euc/Figure-B13-C.pdf differ
diff --git a/data/Regs/Euc/Figure-B13-D.pdf b/data/Regs/Euc/Figure-B13-D.pdf
new file mode 100644
index 0000000..fbcc3de
Binary files /dev/null and b/data/Regs/Euc/Figure-B13-D.pdf differ
diff --git a/data/Regs/Euc/Figure-B13-E.pdf b/data/Regs/Euc/Figure-B13-E.pdf
new file mode 100644
index 0000000..a585071
Binary files /dev/null and b/data/Regs/Euc/Figure-B13-E.pdf differ
diff --git a/data/Regs/Euc/TypeCorrsFBAll.pdf b/data/Regs/Euc/TypeCorrsFBAll.pdf
new file mode 100644
index 0000000..21f72af
Binary files /dev/null and b/data/Regs/Euc/TypeCorrsFBAll.pdf differ
diff --git a/data/Regs/Euc/TypeCorrsFB_comAll.pdf b/data/Regs/Euc/TypeCorrsFB_comAll.pdf
new file mode 100644
index 0000000..a51c8f0
Binary files /dev/null and b/data/Regs/Euc/TypeCorrsFB_comAll.pdf differ
diff --git a/data/Regs/Euc/TypeRegsSemiPartialR2.pdf b/data/Regs/Euc/TypeRegsSemiPartialR2.pdf
new file mode 100644
index 0000000..65b2cc3
Binary files /dev/null and b/data/Regs/Euc/TypeRegsSemiPartialR2.pdf differ
diff --git a/data/Regs/Euc/TypeRegsSemiPartialR2Plus.pdf b/data/Regs/Euc/TypeRegsSemiPartialR2Plus.pdf
new file mode 100644
index 0000000..416178b
Binary files /dev/null and b/data/Regs/Euc/TypeRegsSemiPartialR2Plus.pdf differ
diff --git a/data/Regs/Euc/TypeSpCorrsFBAll.pdf b/data/Regs/Euc/TypeSpCorrsFBAll.pdf
new file mode 100644
index 0000000..078cdf5
Binary files /dev/null and b/data/Regs/Euc/TypeSpCorrsFBAll.pdf differ
diff --git a/data/Regs/FBCorrs_com.dta b/data/Regs/FBCorrs_com.dta
new file mode 100644
index 0000000..60a904e
Binary files /dev/null and b/data/Regs/FBCorrs_com.dta differ
diff --git a/data/Regs/FBcorr.pdf b/data/Regs/FBcorr.pdf
new file mode 100644
index 0000000..32ebc7a
Binary files /dev/null and b/data/Regs/FBcorr.pdf differ
diff --git a/data/Regs/FBcorr_com.pdf b/data/Regs/FBcorr_com.pdf
new file mode 100644
index 0000000..5ed9576
Binary files /dev/null and b/data/Regs/FBcorr_com.pdf differ
diff --git a/data/Regs/Fig-2-Panel-A.pdf b/data/Regs/Fig-2-Panel-A.pdf
new file mode 100644
index 0000000..641763c
Binary files /dev/null and b/data/Regs/Fig-2-Panel-A.pdf differ
diff --git a/data/Regs/Fig-B1-A.pdf b/data/Regs/Fig-B1-A.pdf
new file mode 100644
index 0000000..983396d
Binary files /dev/null and b/data/Regs/Fig-B1-A.pdf differ
diff --git a/data/Regs/Figure-2-A.pdf b/data/Regs/Figure-2-A.pdf
new file mode 100644
index 0000000..02e8c06
Binary files /dev/null and b/data/Regs/Figure-2-A.pdf differ
diff --git a/data/Regs/Figure-2-B.pdf b/data/Regs/Figure-2-B.pdf
new file mode 100644
index 0000000..802a118
Binary files /dev/null and b/data/Regs/Figure-2-B.pdf differ
diff --git a/data/Regs/Figure-2-C.pdf b/data/Regs/Figure-2-C.pdf
new file mode 100644
index 0000000..c1fe652
Binary files /dev/null and b/data/Regs/Figure-2-C.pdf differ
diff --git a/data/Regs/Figure-B1-A.pdf b/data/Regs/Figure-B1-A.pdf
new file mode 100644
index 0000000..412c869
Binary files /dev/null and b/data/Regs/Figure-B1-A.pdf differ
diff --git a/data/Regs/Figure-B1-B.pdf b/data/Regs/Figure-B1-B.pdf
new file mode 100644
index 0000000..501c637
Binary files /dev/null and b/data/Regs/Figure-B1-B.pdf differ
diff --git a/data/Regs/Figure-B1-C.pdf b/data/Regs/Figure-B1-C.pdf
new file mode 100644
index 0000000..d455f20
Binary files /dev/null and b/data/Regs/Figure-B1-C.pdf differ
diff --git a/data/Regs/Figure-B1-D.pdf b/data/Regs/Figure-B1-D.pdf
new file mode 100644
index 0000000..b5cfa82
Binary files /dev/null and b/data/Regs/Figure-B1-D.pdf differ
diff --git a/data/Regs/Figure-B11-A.pdf b/data/Regs/Figure-B11-A.pdf
new file mode 100644
index 0000000..7ddd484
Binary files /dev/null and b/data/Regs/Figure-B11-A.pdf differ
diff --git a/data/Regs/Figure-B11-B.pdf b/data/Regs/Figure-B11-B.pdf
new file mode 100644
index 0000000..e4e3ae2
Binary files /dev/null and b/data/Regs/Figure-B11-B.pdf differ
diff --git a/data/Regs/Figure-B2-A.pdf b/data/Regs/Figure-B2-A.pdf
new file mode 100644
index 0000000..7d7912e
Binary files /dev/null and b/data/Regs/Figure-B2-A.pdf differ
diff --git a/data/Regs/Figure-B2-B.pdf b/data/Regs/Figure-B2-B.pdf
new file mode 100644
index 0000000..2722144
Binary files /dev/null and b/data/Regs/Figure-B2-B.pdf differ
diff --git a/data/Regs/Figure-B3.pdf b/data/Regs/Figure-B3.pdf
new file mode 100644
index 0000000..095c72a
Binary files /dev/null and b/data/Regs/Figure-B3.pdf differ
diff --git a/data/Regs/PC_Explained_Variance.dta b/data/Regs/PC_Explained_Variance.dta
new file mode 100644
index 0000000..d8c3191
Binary files /dev/null and b/data/Regs/PC_Explained_Variance.dta differ
diff --git a/data/Regs/PC_Explained_Variance_STD.dta b/data/Regs/PC_Explained_Variance_STD.dta
new file mode 100644
index 0000000..ce72da4
Binary files /dev/null and b/data/Regs/PC_Explained_Variance_STD.dta differ
diff --git a/data/Regs/Representativeness/age/above/FBCorrs_com.dta b/data/Regs/Representativeness/age/above/FBCorrs_com.dta
new file mode 100644
index 0000000..6f6b68c
Binary files /dev/null and b/data/Regs/Representativeness/age/above/FBCorrs_com.dta differ
diff --git a/data/Regs/Representativeness/age/above/FBcorr.pdf b/data/Regs/Representativeness/age/above/FBcorr.pdf
new file mode 100644
index 0000000..4b95c26
Binary files /dev/null and b/data/Regs/Representativeness/age/above/FBcorr.pdf differ
diff --git a/data/Regs/Representativeness/age/above/FBcorr_com.pdf b/data/Regs/Representativeness/age/above/FBcorr_com.pdf
new file mode 100644
index 0000000..68b5dcf
Binary files /dev/null and b/data/Regs/Representativeness/age/above/FBcorr_com.pdf differ
diff --git a/data/Regs/Representativeness/age/above/Figure-2-A.pdf b/data/Regs/Representativeness/age/above/Figure-2-A.pdf
new file mode 100644
index 0000000..cffc47b
Binary files /dev/null and b/data/Regs/Representativeness/age/above/Figure-2-A.pdf differ
diff --git a/data/Regs/Representativeness/age/above/Figure-B9-A.pdf b/data/Regs/Representativeness/age/above/Figure-B9-A.pdf
new file mode 100644
index 0000000..a11cea7
Binary files /dev/null and b/data/Regs/Representativeness/age/above/Figure-B9-A.pdf differ
diff --git a/data/Regs/Representativeness/age/above/Figure-B9-B.pdf b/data/Regs/Representativeness/age/above/Figure-B9-B.pdf
new file mode 100644
index 0000000..1a5764d
Binary files /dev/null and b/data/Regs/Representativeness/age/above/Figure-B9-B.pdf differ
diff --git a/data/Regs/Representativeness/age/above/Figure-B9-C.pdf b/data/Regs/Representativeness/age/above/Figure-B9-C.pdf
new file mode 100644
index 0000000..10ff40c
Binary files /dev/null and b/data/Regs/Representativeness/age/above/Figure-B9-C.pdf differ
diff --git a/data/Regs/Representativeness/age/above/Figure-B9-D.pdf b/data/Regs/Representativeness/age/above/Figure-B9-D.pdf
new file mode 100644
index 0000000..6a4e57f
Binary files /dev/null and b/data/Regs/Representativeness/age/above/Figure-B9-D.pdf differ
diff --git a/data/Regs/Representativeness/age/above/Figure-B9-E.pdf b/data/Regs/Representativeness/age/above/Figure-B9-E.pdf
new file mode 100644
index 0000000..76fea55
Binary files /dev/null and b/data/Regs/Representativeness/age/above/Figure-B9-E.pdf differ
diff --git a/data/Regs/Representativeness/age/above/TypeCorrsFBAll.pdf b/data/Regs/Representativeness/age/above/TypeCorrsFBAll.pdf
new file mode 100644
index 0000000..d74e36d
Binary files /dev/null and b/data/Regs/Representativeness/age/above/TypeCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/age/above/TypeCorrsFB_comAll.pdf b/data/Regs/Representativeness/age/above/TypeCorrsFB_comAll.pdf
new file mode 100644
index 0000000..9a20ef3
Binary files /dev/null and b/data/Regs/Representativeness/age/above/TypeCorrsFB_comAll.pdf differ
diff --git a/data/Regs/Representativeness/age/above/TypeRegsSemiPartialR2.pdf b/data/Regs/Representativeness/age/above/TypeRegsSemiPartialR2.pdf
new file mode 100644
index 0000000..eabd5f7
Binary files /dev/null and b/data/Regs/Representativeness/age/above/TypeRegsSemiPartialR2.pdf differ
diff --git a/data/Regs/Representativeness/age/above/TypeRegsSemiPartialR2Plus.pdf b/data/Regs/Representativeness/age/above/TypeRegsSemiPartialR2Plus.pdf
new file mode 100644
index 0000000..1f5bced
Binary files /dev/null and b/data/Regs/Representativeness/age/above/TypeRegsSemiPartialR2Plus.pdf differ
diff --git a/data/Regs/Representativeness/age/above/TypeSpCorrsFBAll.pdf b/data/Regs/Representativeness/age/above/TypeSpCorrsFBAll.pdf
new file mode 100644
index 0000000..cef2db0
Binary files /dev/null and b/data/Regs/Representativeness/age/above/TypeSpCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/age/below/FBCorrs_com.dta b/data/Regs/Representativeness/age/below/FBCorrs_com.dta
new file mode 100644
index 0000000..ea1190f
Binary files /dev/null and b/data/Regs/Representativeness/age/below/FBCorrs_com.dta differ
diff --git a/data/Regs/Representativeness/age/below/FBcorr.pdf b/data/Regs/Representativeness/age/below/FBcorr.pdf
new file mode 100644
index 0000000..e9643ea
Binary files /dev/null and b/data/Regs/Representativeness/age/below/FBcorr.pdf differ
diff --git a/data/Regs/Representativeness/age/below/FBcorr_com.pdf b/data/Regs/Representativeness/age/below/FBcorr_com.pdf
new file mode 100644
index 0000000..cf6bf54
Binary files /dev/null and b/data/Regs/Representativeness/age/below/FBcorr_com.pdf differ
diff --git a/data/Regs/Representativeness/age/below/Figure-2-A.pdf b/data/Regs/Representativeness/age/below/Figure-2-A.pdf
new file mode 100644
index 0000000..3820509
Binary files /dev/null and b/data/Regs/Representativeness/age/below/Figure-2-A.pdf differ
diff --git a/data/Regs/Representativeness/age/below/Figure-B10-A.pdf b/data/Regs/Representativeness/age/below/Figure-B10-A.pdf
new file mode 100644
index 0000000..87a3b09
Binary files /dev/null and b/data/Regs/Representativeness/age/below/Figure-B10-A.pdf differ
diff --git a/data/Regs/Representativeness/age/below/Figure-B10-B.pdf b/data/Regs/Representativeness/age/below/Figure-B10-B.pdf
new file mode 100644
index 0000000..f061cab
Binary files /dev/null and b/data/Regs/Representativeness/age/below/Figure-B10-B.pdf differ
diff --git a/data/Regs/Representativeness/age/below/Figure-B10-C.pdf b/data/Regs/Representativeness/age/below/Figure-B10-C.pdf
new file mode 100644
index 0000000..c95d263
Binary files /dev/null and b/data/Regs/Representativeness/age/below/Figure-B10-C.pdf differ
diff --git a/data/Regs/Representativeness/age/below/Figure-B10-D.pdf b/data/Regs/Representativeness/age/below/Figure-B10-D.pdf
new file mode 100644
index 0000000..98dddf7
Binary files /dev/null and b/data/Regs/Representativeness/age/below/Figure-B10-D.pdf differ
diff --git a/data/Regs/Representativeness/age/below/Figure-B10-E.pdf b/data/Regs/Representativeness/age/below/Figure-B10-E.pdf
new file mode 100644
index 0000000..db567a9
Binary files /dev/null and b/data/Regs/Representativeness/age/below/Figure-B10-E.pdf differ
diff --git a/data/Regs/Representativeness/age/below/TypeCorrsFBAll.pdf b/data/Regs/Representativeness/age/below/TypeCorrsFBAll.pdf
new file mode 100644
index 0000000..0e3c866
Binary files /dev/null and b/data/Regs/Representativeness/age/below/TypeCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/age/below/TypeCorrsFB_comAll.pdf b/data/Regs/Representativeness/age/below/TypeCorrsFB_comAll.pdf
new file mode 100644
index 0000000..56d8693
Binary files /dev/null and b/data/Regs/Representativeness/age/below/TypeCorrsFB_comAll.pdf differ
diff --git a/data/Regs/Representativeness/age/below/TypeRegsSemiPartialR2.pdf b/data/Regs/Representativeness/age/below/TypeRegsSemiPartialR2.pdf
new file mode 100644
index 0000000..21c1853
Binary files /dev/null and b/data/Regs/Representativeness/age/below/TypeRegsSemiPartialR2.pdf differ
diff --git a/data/Regs/Representativeness/age/below/TypeRegsSemiPartialR2Plus.pdf b/data/Regs/Representativeness/age/below/TypeRegsSemiPartialR2Plus.pdf
new file mode 100644
index 0000000..1e8f145
Binary files /dev/null and b/data/Regs/Representativeness/age/below/TypeRegsSemiPartialR2Plus.pdf differ
diff --git a/data/Regs/Representativeness/age/below/TypeSpCorrsFBAll.pdf b/data/Regs/Representativeness/age/below/TypeSpCorrsFBAll.pdf
new file mode 100644
index 0000000..0394fc2
Binary files /dev/null and b/data/Regs/Representativeness/age/below/TypeSpCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/FBCorrs_com.dta b/data/Regs/Representativeness/gender/above/FBCorrs_com.dta
new file mode 100644
index 0000000..a78fb7e
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/FBCorrs_com.dta differ
diff --git a/data/Regs/Representativeness/gender/above/FBcorr.pdf b/data/Regs/Representativeness/gender/above/FBcorr.pdf
new file mode 100644
index 0000000..47f2979
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/FBcorr.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/FBcorr_com.pdf b/data/Regs/Representativeness/gender/above/FBcorr_com.pdf
new file mode 100644
index 0000000..60e2822
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/FBcorr_com.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/Figure-2-A.pdf b/data/Regs/Representativeness/gender/above/Figure-2-A.pdf
new file mode 100644
index 0000000..d80a695
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/Figure-2-A.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/Figure-B7-A.pdf b/data/Regs/Representativeness/gender/above/Figure-B7-A.pdf
new file mode 100644
index 0000000..c488c96
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/Figure-B7-A.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/Figure-B7-B.pdf b/data/Regs/Representativeness/gender/above/Figure-B7-B.pdf
new file mode 100644
index 0000000..a0b3593
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/Figure-B7-B.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/Figure-B7-C.pdf b/data/Regs/Representativeness/gender/above/Figure-B7-C.pdf
new file mode 100644
index 0000000..5b02249
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/Figure-B7-C.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/Figure-B7-D.pdf b/data/Regs/Representativeness/gender/above/Figure-B7-D.pdf
new file mode 100644
index 0000000..0bb379a
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/Figure-B7-D.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/Figure-B7-E.pdf b/data/Regs/Representativeness/gender/above/Figure-B7-E.pdf
new file mode 100644
index 0000000..3e956b6
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/Figure-B7-E.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/TypeCorrsFBAll.pdf b/data/Regs/Representativeness/gender/above/TypeCorrsFBAll.pdf
new file mode 100644
index 0000000..eaadbe8
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/TypeCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/TypeCorrsFB_comAll.pdf b/data/Regs/Representativeness/gender/above/TypeCorrsFB_comAll.pdf
new file mode 100644
index 0000000..0548301
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/TypeCorrsFB_comAll.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/TypeRegsSemiPartialR2.pdf b/data/Regs/Representativeness/gender/above/TypeRegsSemiPartialR2.pdf
new file mode 100644
index 0000000..a4bb0b8
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/TypeRegsSemiPartialR2.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/TypeRegsSemiPartialR2Plus.pdf b/data/Regs/Representativeness/gender/above/TypeRegsSemiPartialR2Plus.pdf
new file mode 100644
index 0000000..100a4c6
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/TypeRegsSemiPartialR2Plus.pdf differ
diff --git a/data/Regs/Representativeness/gender/above/TypeSpCorrsFBAll.pdf b/data/Regs/Representativeness/gender/above/TypeSpCorrsFBAll.pdf
new file mode 100644
index 0000000..a9ef7fc
Binary files /dev/null and b/data/Regs/Representativeness/gender/above/TypeSpCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/FBCorrs_com.dta b/data/Regs/Representativeness/gender/below/FBCorrs_com.dta
new file mode 100644
index 0000000..973de71
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/FBCorrs_com.dta differ
diff --git a/data/Regs/Representativeness/gender/below/FBcorr.pdf b/data/Regs/Representativeness/gender/below/FBcorr.pdf
new file mode 100644
index 0000000..eb1c6a2
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/FBcorr.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/FBcorr_com.pdf b/data/Regs/Representativeness/gender/below/FBcorr_com.pdf
new file mode 100644
index 0000000..522daa8
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/FBcorr_com.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/Figure-2-A.pdf b/data/Regs/Representativeness/gender/below/Figure-2-A.pdf
new file mode 100644
index 0000000..a308d98
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/Figure-2-A.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/Figure-B8-A.pdf b/data/Regs/Representativeness/gender/below/Figure-B8-A.pdf
new file mode 100644
index 0000000..e90dc77
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/Figure-B8-A.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/Figure-B8-B.pdf b/data/Regs/Representativeness/gender/below/Figure-B8-B.pdf
new file mode 100644
index 0000000..820ec8a
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/Figure-B8-B.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/Figure-B8-C.pdf b/data/Regs/Representativeness/gender/below/Figure-B8-C.pdf
new file mode 100644
index 0000000..3bd39cf
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/Figure-B8-C.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/Figure-B8-D.pdf b/data/Regs/Representativeness/gender/below/Figure-B8-D.pdf
new file mode 100644
index 0000000..83a8619
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/Figure-B8-D.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/Figure-B8-E.pdf b/data/Regs/Representativeness/gender/below/Figure-B8-E.pdf
new file mode 100644
index 0000000..ce75301
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/Figure-B8-E.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/TypeCorrsFBAll.pdf b/data/Regs/Representativeness/gender/below/TypeCorrsFBAll.pdf
new file mode 100644
index 0000000..631598d
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/TypeCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/TypeCorrsFB_comAll.pdf b/data/Regs/Representativeness/gender/below/TypeCorrsFB_comAll.pdf
new file mode 100644
index 0000000..898e4d3
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/TypeCorrsFB_comAll.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/TypeRegsSemiPartialR2.pdf b/data/Regs/Representativeness/gender/below/TypeRegsSemiPartialR2.pdf
new file mode 100644
index 0000000..13e2a1a
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/TypeRegsSemiPartialR2.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/TypeRegsSemiPartialR2Plus.pdf b/data/Regs/Representativeness/gender/below/TypeRegsSemiPartialR2Plus.pdf
new file mode 100644
index 0000000..0972299
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/TypeRegsSemiPartialR2Plus.pdf differ
diff --git a/data/Regs/Representativeness/gender/below/TypeSpCorrsFBAll.pdf b/data/Regs/Representativeness/gender/below/TypeSpCorrsFBAll.pdf
new file mode 100644
index 0000000..763fc95
Binary files /dev/null and b/data/Regs/Representativeness/gender/below/TypeSpCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/FBCorrs_com.dta b/data/Regs/Representativeness/penetration/above/FBCorrs_com.dta
new file mode 100644
index 0000000..f3dbd00
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/FBCorrs_com.dta differ
diff --git a/data/Regs/Representativeness/penetration/above/FBcorr.pdf b/data/Regs/Representativeness/penetration/above/FBcorr.pdf
new file mode 100644
index 0000000..a3a77b5
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/FBcorr.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/FBcorr_com.pdf b/data/Regs/Representativeness/penetration/above/FBcorr_com.pdf
new file mode 100644
index 0000000..2061f73
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/FBcorr_com.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/Figure-2-A.pdf b/data/Regs/Representativeness/penetration/above/Figure-2-A.pdf
new file mode 100644
index 0000000..6a17bbc
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/Figure-2-A.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/Figure-B5-A.pdf b/data/Regs/Representativeness/penetration/above/Figure-B5-A.pdf
new file mode 100644
index 0000000..102f6d3
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/Figure-B5-A.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/Figure-B5-B.pdf b/data/Regs/Representativeness/penetration/above/Figure-B5-B.pdf
new file mode 100644
index 0000000..2b070cd
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/Figure-B5-B.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/Figure-B5-C.pdf b/data/Regs/Representativeness/penetration/above/Figure-B5-C.pdf
new file mode 100644
index 0000000..bf24793
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/Figure-B5-C.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/Figure-B5-D.pdf b/data/Regs/Representativeness/penetration/above/Figure-B5-D.pdf
new file mode 100644
index 0000000..6b59281
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/Figure-B5-D.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/Figure-B5-E.pdf b/data/Regs/Representativeness/penetration/above/Figure-B5-E.pdf
new file mode 100644
index 0000000..760e08e
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/Figure-B5-E.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/TypeCorrsFBAll.pdf b/data/Regs/Representativeness/penetration/above/TypeCorrsFBAll.pdf
new file mode 100644
index 0000000..c32d1c6
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/TypeCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/TypeCorrsFB_comAll.pdf b/data/Regs/Representativeness/penetration/above/TypeCorrsFB_comAll.pdf
new file mode 100644
index 0000000..f59f5c3
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/TypeCorrsFB_comAll.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/TypeRegsSemiPartialR2.pdf b/data/Regs/Representativeness/penetration/above/TypeRegsSemiPartialR2.pdf
new file mode 100644
index 0000000..4f9d669
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/TypeRegsSemiPartialR2.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/TypeRegsSemiPartialR2Plus.pdf b/data/Regs/Representativeness/penetration/above/TypeRegsSemiPartialR2Plus.pdf
new file mode 100644
index 0000000..9197cea
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/TypeRegsSemiPartialR2Plus.pdf differ
diff --git a/data/Regs/Representativeness/penetration/above/TypeSpCorrsFBAll.pdf b/data/Regs/Representativeness/penetration/above/TypeSpCorrsFBAll.pdf
new file mode 100644
index 0000000..35d7d5e
Binary files /dev/null and b/data/Regs/Representativeness/penetration/above/TypeSpCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/FBCorrs_com.dta b/data/Regs/Representativeness/penetration/below/FBCorrs_com.dta
new file mode 100644
index 0000000..ed90824
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/FBCorrs_com.dta differ
diff --git a/data/Regs/Representativeness/penetration/below/FBcorr.pdf b/data/Regs/Representativeness/penetration/below/FBcorr.pdf
new file mode 100644
index 0000000..41e21b9
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/FBcorr.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/FBcorr_com.pdf b/data/Regs/Representativeness/penetration/below/FBcorr_com.pdf
new file mode 100644
index 0000000..aedec48
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/FBcorr_com.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/Figure-2-A.pdf b/data/Regs/Representativeness/penetration/below/Figure-2-A.pdf
new file mode 100644
index 0000000..ee1767a
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/Figure-2-A.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/Figure-B6-A.pdf b/data/Regs/Representativeness/penetration/below/Figure-B6-A.pdf
new file mode 100644
index 0000000..d3efa55
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/Figure-B6-A.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/Figure-B6-B.pdf b/data/Regs/Representativeness/penetration/below/Figure-B6-B.pdf
new file mode 100644
index 0000000..b7383d2
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/Figure-B6-B.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/Figure-B6-C.pdf b/data/Regs/Representativeness/penetration/below/Figure-B6-C.pdf
new file mode 100644
index 0000000..f94e802
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/Figure-B6-C.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/Figure-B6-D.pdf b/data/Regs/Representativeness/penetration/below/Figure-B6-D.pdf
new file mode 100644
index 0000000..64caccc
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/Figure-B6-D.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/Figure-B6-E.pdf b/data/Regs/Representativeness/penetration/below/Figure-B6-E.pdf
new file mode 100644
index 0000000..785b60d
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/Figure-B6-E.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/TypeCorrsFBAll.pdf b/data/Regs/Representativeness/penetration/below/TypeCorrsFBAll.pdf
new file mode 100644
index 0000000..f8d2c13
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/TypeCorrsFBAll.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/TypeCorrsFB_comAll.pdf b/data/Regs/Representativeness/penetration/below/TypeCorrsFB_comAll.pdf
new file mode 100644
index 0000000..d993b31
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/TypeCorrsFB_comAll.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/TypeRegsSemiPartialR2.pdf b/data/Regs/Representativeness/penetration/below/TypeRegsSemiPartialR2.pdf
new file mode 100644
index 0000000..19255aa
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/TypeRegsSemiPartialR2.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/TypeRegsSemiPartialR2Plus.pdf b/data/Regs/Representativeness/penetration/below/TypeRegsSemiPartialR2Plus.pdf
new file mode 100644
index 0000000..9ddb27f
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/TypeRegsSemiPartialR2Plus.pdf differ
diff --git a/data/Regs/Representativeness/penetration/below/TypeSpCorrsFBAll.pdf b/data/Regs/Representativeness/penetration/below/TypeSpCorrsFBAll.pdf
new file mode 100644
index 0000000..5235770
Binary files /dev/null and b/data/Regs/Representativeness/penetration/below/TypeSpCorrsFBAll.pdf differ
diff --git a/data/Regs/Robustness/FBCorrs_com.dta b/data/Regs/Robustness/FBCorrs_com.dta
new file mode 100644
index 0000000..aac91f2
Binary files /dev/null and b/data/Regs/Robustness/FBCorrs_com.dta differ
diff --git a/data/Regs/Robustness/FBcorr.pdf b/data/Regs/Robustness/FBcorr.pdf
new file mode 100644
index 0000000..7533995
Binary files /dev/null and b/data/Regs/Robustness/FBcorr.pdf differ
diff --git a/data/Regs/Robustness/FBcorr_com.pdf b/data/Regs/Robustness/FBcorr_com.pdf
new file mode 100644
index 0000000..e3f4c7f
Binary files /dev/null and b/data/Regs/Robustness/FBcorr_com.pdf differ
diff --git a/data/Regs/Robustness/Figure-2-A.pdf b/data/Regs/Robustness/Figure-2-A.pdf
new file mode 100644
index 0000000..56a57fa
Binary files /dev/null and b/data/Regs/Robustness/Figure-2-A.pdf differ
diff --git a/data/Regs/Robustness/Figure-B4-A.pdf b/data/Regs/Robustness/Figure-B4-A.pdf
new file mode 100644
index 0000000..1b6a06b
Binary files /dev/null and b/data/Regs/Robustness/Figure-B4-A.pdf differ
diff --git a/data/Regs/Robustness/Figure-B4-B.pdf b/data/Regs/Robustness/Figure-B4-B.pdf
new file mode 100644
index 0000000..4064552
Binary files /dev/null and b/data/Regs/Robustness/Figure-B4-B.pdf differ
diff --git a/data/Regs/Robustness/Figure-B4-C.pdf b/data/Regs/Robustness/Figure-B4-C.pdf
new file mode 100644
index 0000000..1138c49
Binary files /dev/null and b/data/Regs/Robustness/Figure-B4-C.pdf differ
diff --git a/data/Regs/Robustness/Figure-B4-D.pdf b/data/Regs/Robustness/Figure-B4-D.pdf
new file mode 100644
index 0000000..0e1e6bb
Binary files /dev/null and b/data/Regs/Robustness/Figure-B4-D.pdf differ
diff --git a/data/Regs/Robustness/Figure-B4-E.pdf b/data/Regs/Robustness/Figure-B4-E.pdf
new file mode 100644
index 0000000..4f7eaf3
Binary files /dev/null and b/data/Regs/Robustness/Figure-B4-E.pdf differ
diff --git a/data/Regs/Robustness/TypeCorrsFBAll.pdf b/data/Regs/Robustness/TypeCorrsFBAll.pdf
new file mode 100644
index 0000000..b72ce18
Binary files /dev/null and b/data/Regs/Robustness/TypeCorrsFBAll.pdf differ
diff --git a/data/Regs/Robustness/TypeCorrsFB_comAll.pdf b/data/Regs/Robustness/TypeCorrsFB_comAll.pdf
new file mode 100644
index 0000000..f1a151d
Binary files /dev/null and b/data/Regs/Robustness/TypeCorrsFB_comAll.pdf differ
diff --git a/data/Regs/Robustness/TypeRegsSemiPartialR2.pdf b/data/Regs/Robustness/TypeRegsSemiPartialR2.pdf
new file mode 100644
index 0000000..141601d
Binary files /dev/null and b/data/Regs/Robustness/TypeRegsSemiPartialR2.pdf differ
diff --git a/data/Regs/Robustness/TypeRegsSemiPartialR2Plus.pdf b/data/Regs/Robustness/TypeRegsSemiPartialR2Plus.pdf
new file mode 100644
index 0000000..c6c73df
Binary files /dev/null and b/data/Regs/Robustness/TypeRegsSemiPartialR2Plus.pdf differ
diff --git a/data/Regs/Robustness/TypeSpCorrsFBAll.pdf b/data/Regs/Robustness/TypeSpCorrsFBAll.pdf
new file mode 100644
index 0000000..fbdb2a3
Binary files /dev/null and b/data/Regs/Robustness/TypeSpCorrsFBAll.pdf differ
diff --git a/data/Regs/TypeCorrsFBAll.pdf b/data/Regs/TypeCorrsFBAll.pdf
new file mode 100644
index 0000000..776ab68
Binary files /dev/null and b/data/Regs/TypeCorrsFBAll.pdf differ
diff --git a/data/Regs/TypeCorrsFB_comAll.pdf b/data/Regs/TypeCorrsFB_comAll.pdf
new file mode 100644
index 0000000..1483eaf
Binary files /dev/null and b/data/Regs/TypeCorrsFB_comAll.pdf differ
diff --git a/data/Regs/TypeSpCorrsFBAll.pdf b/data/Regs/TypeSpCorrsFBAll.pdf
new file mode 100644
index 0000000..a3dff9b
Binary files /dev/null and b/data/Regs/TypeSpCorrsFBAll.pdf differ
diff --git a/environment.yml b/environment.yml
new file mode 100644
index 0000000..6956bf6
--- /dev/null
+++ b/environment.yml
@@ -0,0 +1,33 @@
+name: replication-environment
+channels:
+  - conda-forge
+  - r
+  - defaults
+dependencies:
+  - python=3.5
+  - numpy
+  - bokeh
+  - dill
+  - dask
+  - jupyter
+  - jupyter_client
+  - jupyter_console
+  - jupyter_core
+  - linearmodels
+  - matplotlib
+  - pandas
+  - pandasql
+  - partd
+  - psutil
+  - r
+  - rstudio
+  - rpy2
+  - scipy
+  - statsmodels
+  - seaborn
+  - scikit-learn
+  - toolz
+  - pip
+  - pip:
+      googledrivedownloader
+      pandas_datareader
diff --git a/pics/MIT.png b/pics/MIT.png
new file mode 100644
index 0000000..c56f221
Binary files /dev/null and b/pics/MIT.png differ
diff --git a/pics/SMUlogowWordmarkRB.jpg b/pics/SMUlogowWordmarkRB.jpg
new file mode 100644
index 0000000..10d7059
Binary files /dev/null and b/pics/SMUlogowWordmarkRB.jpg differ
diff --git a/pics/UC3M.png b/pics/UC3M.png
new file mode 100644
index 0000000..883bca3
Binary files /dev/null and b/pics/UC3M.png differ