WeightDecays.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib\n",
    "matplotlib.use('Agg')\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.backends.backend_pdf import PdfPages\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "from scripts.parsing_utils import *\n",
    "from utils.utils import *\n",
    "from scripts.parse_results import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "BASE_DIR = \"/home/pari/learned-cardinalities/all_results/inl_fixed_scan_ops/nested_loop_index7/default/\"\n",
    "#RES_DIR = BASE_DIR + \"min_qerrs3\"\n",
    "RES_DIR = BASE_DIR + \"weight_decays\"\n",
    "RES_DIR2 = BASE_DIR + \"final_results3\"\n",
    "#RES_DIR3 = BASE_DIR + \"priority\"\n",
    "#RES_DIR3 = BASE_DIR + \"flow_weight\"\n",
    "#RES_DIR3 = BASE_DIR + \"sample_bitmaps\"\n",
    "\n",
    "RES_DIRS = []\n",
    "RES_DIRS.append(RES_DIR)\n",
    "RES_DIRS.append(RES_DIR2)\n",
    "#RES_DIRS.append(RES_DIR3)\n",
    "\n",
    "#ERRORS = [\"qerr\", \"plan_pg_err\", \"jerr\", \"cm1_jerr\"]\n",
    "ERRORS = [\"qerr\", \"jerr\", \"cm1_jerr\"]\n",
    "\n",
    "FN_TMP = \"{ALT_TYPE}-{LOSS_TYPE}-{SAMPLES_TYPE}.pdf\"\n",
    "SAVE_DIR = \"./figures/loss_function_alternatives/\"\n",
    "make_dir(SAVE_DIR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D0.0-920\n",
      "512\n",
      "20\n",
      "******\n",
      "jerr not found for:  /home/pari/learned-cardinalities/all_results/inl_fixed_scan_ops/nested_loop_index7/default/weight_decays/final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D0.0-920\n",
      "final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D1.0-534\n",
      "512\n",
      "20\n",
      "******\n",
      "jerr not found for:  /home/pari/learned-cardinalities/all_results/inl_fixed_scan_ops/nested_loop_index7/default/weight_decays/final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D1.0-534\n",
      "final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D2.0-120\n",
      "512\n",
      "20\n",
      "******\n",
      "jerr not found for:  /home/pari/learned-cardinalities/all_results/inl_fixed_scan_ops/nested_loop_index7/default/weight_decays/final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D2.0-120\n",
      "final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D40.0-345\n",
      "512\n",
      "20\n",
      "******\n",
      "jerr not found for:  /home/pari/learned-cardinalities/all_results/inl_fixed_scan_ops/nested_loop_index7/default/weight_decays/final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D40.0-345\n",
      "final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D10.0-129\n",
      "512\n",
      "20\n",
      "******\n",
      "jerr not found for:  /home/pari/learned-cardinalities/all_results/inl_fixed_scan_ops/nested_loop_index7/default/weight_decays/final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D10.0-129\n",
      "final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D20.0-286\n",
      "512\n",
      "20\n",
      "******\n",
      "jerr not found for:  /home/pari/learned-cardinalities/all_results/inl_fixed_scan_ops/nested_loop_index7/default/weight_decays/final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D20.0-286\n",
      "final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:flow_loss2-0.0--D0.1-749\n",
      "512\n",
      "20\n",
      "******\n",
      "final_runs-nested_loop_index7-mscn-df:10-nn:2:512-loss:mse-0.0--D0.1-133\n",
      "512\n",
      "20\n",
      "******\n"
     ]
    }
   ],
   "source": [
    "dfs = []\n",
    "for res_dir in RES_DIRS:\n",
    "    df = get_summary_df(res_dir)\n",
    "    if \"final_results2\" in res_dir:\n",
    "        df = df[df.feat_rel_pg_ests_onehot == 1]\n",
    "    dfs.append(df)\n",
    "df = pd.concat(dfs, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def col_rename(row):\n",
    "    #return '_'.join(row.values.astype(str)\n",
    "    if \"mse\" in row[0]:\n",
    "        return str(row[1])\n",
    "    else:\n",
    "        return \"Flow Loss\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'mse', 'flow_loss2'}\n"
     ]
    }
   ],
   "source": [
    "df = df[df[\"template\"] == \"all\"]\n",
    "#df = df[df[\"num_tables\"] == \"all\"]\n",
    "df = df[df[\"summary_type\"] == \"mean\"]\n",
    "#df = df[df[\"summary_type\"] == \"percentile:50\"]\n",
    "\n",
    "cols = [\"loss_func\", \"weight_decay\"]\n",
    "#cols = [\"loss_func\", \"sample_bitmap\"]\n",
    "\n",
    "#col_renames = {}\n",
    "#col_renames[\"mse_nan\"] = \"\"\n",
    "print(set(df[\"loss_func\"]))\n",
    "df['alg_name'] = df[cols].apply(lambda row: col_rename(row), axis=1)\n",
    "\n",
    "LOSS_FUNCS = {}\n",
    "LOSS_FUNCS[\"mse\"] = \"Q-Error\"\n",
    "LOSS_FUNCS[\"flow_loss2\"] = \"Flow Loss\"\n",
    "\n",
    "df = df[df[\"alg_name\"] != \"true\"]\n",
    "df = df[df[\"alg_name\"] != \"postgres\"]\n",
    "df = df[df[\"flow_features\"] == 1]\n",
    "\n",
    "df[\"loss_func\"] = df[[\"loss_func\"]].apply(lambda row: LOSS_FUNCS[row[\"loss_func\"]], axis=1)\n",
    "\n",
    "#df = df[df[\"weight_decay\"] == 0.1]\n",
    "df = df[~df.min_qerr.isin([1.5, 2.5, 5.0, 10.0,20.0,100.0])]\n",
    "\n",
    "## other ones\n",
    "#print(\"only considering partition 2\")\n",
    "#df = df[df.partition == 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'2.0', 'Flow Loss', '0.1', '20.0', '0.0', '10.0', '1.0', '40.0'}\n"
     ]
    }
   ],
   "source": [
    "print(set(df.alg_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#HUE_COLORS = None\n",
    "#ORDER = [\"flow_loss2_nan\", \"mse_nan\", \"mse_1.5\", \"mse_2.5\", \"mse_5.0\", \"mse_10.0\", \"mse_20.0\", \"mse_100.0\"]\n",
    "#ORDER = [\"flow_loss2_nan\", \"mse_nan\", \"mse_2.5\", \"mse_5.0\", \"mse_10.0\", \"mse_25.0\", \"mse_100.0\"]\n",
    "\n",
    "## ORDER with min_qerr, and weight decay runs\n",
    "#ORDER = [\"flow_loss2_nan_0.1\", \"mse_nan_0.1\", \"mse_1.0_1.0\", \"mse_1.0_2.0\", \"mse_1.0_10.0\", \"mse_2.5_0.1\", \"mse_5.0_0.1\", \n",
    "#        \"mse_10.0_0.1\", \"mse_20.0_0.1\", \"mse_100.0_0.1\"]\n",
    "\n",
    "#ORDER = [\"flow_loss2_nan\", \"mse_nan\", \"mse_1.0\"]\n",
    "#ORDER = None\n",
    "\n",
    "HUE_COLORS = {}\n",
    "HUE_COLORS[\"Q-Error\"] = \"green\"\n",
    "HUE_COLORS[\"Flow Loss\"] = \"blue\"\n",
    "ORDER = [\"mse_1.0\", \"mse_1.5\", \"mse_2.5\", \"mse_5.0\", \"mse_10.0\", \"mse_20.0\", \"mse_100.0\", \"flow_loss\"]\n",
    "HUE_ORDER = [ORDER]\n",
    "\n",
    "ORDER2 = [\"0.0\", \"0.1\", \"1.0\", \"2.0\", \"10.0\", \"Flow Loss\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Naming Scheme\n",
    "### loss_{min_qerr}\n",
    "### nan refers to baselines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
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\n",
      "text/plain": [
       "<Figure size 2880x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HVgQ2Az4JLKjV2xQ4OSIe1UYfUxUE3uq9dyXlvXd1i3qzgW2BtwPHAtdExNUR8dmI2HpSRjqz7Q98bpz9q1MCyz8BnArcGREnRsQ+EVEPqJckSZIkSZLUIwOcJUmSJEmSpCEWEcsBSw9yDJl5NbA98EagnezMa1bHnhIRZ0fEMyZzfMMoM+/LzE8CTwXubHLIXhGxVIvq7QTfqoUs/pqZH6S8buvZmjcCjm6jqYGfh8w8n3IBwfspWasnsj7wbuDciPhtRGw1icObUTJzYWbuT3nN/Bx4ZIIqywDPBb5JCS7/YER410xJkiRJkiSpTwxwliRJkiRJkobbA8CiWtlPMzP6/DhlvEFk5iOZ+fXM3ISSNfYA4DfA3ROMf1tKxtwPdfn7T2uZeQHwlia75lECKZupZ32+YBLO99H9/D2HVWZeAuwK3Ffb9ZKIeP0E1Ztl3z5sEs7FNRP8Dgsy81BgPWBn4BDgtBbja/Qs4MyI2GuC49QgM8/OzJcAawP7At+mdRbtESsDHwf+EBErTfIQJUmSJEmSpCWCAc6SJEmSJEnSEMvMRYzNALzBIMYyIjPPzcyPZebzKFlutwDeCvyY5gHPARwSEXtO4TCHyfeBW5qUb9zi+Ftr2wM939NdZv4F+GCTXYdGxPxxqtbPAwzwXFSZqU/LzP+XmTsD84HtKBmbf0nzgOe5wJER8fQpGmarrOTTTmbekpnfzMzXZeaGlMz0rwS+CFzeotoOwA+naoySJEmSJEnSTGaAsyRJkiRJkjT8bq5tbxQRSw9kJDWZuSgzL8rMr2Tm7sDqwGuAy5oc/qmImDO1Ixy8zEzgnCa7Vm1RpX6+V4yIx/R3VEucw4HzamVrAO9pVSEz72Fs0PAWfR5X16qs6udk5uczc1fKe+9NwI21Q2cDn56guYdr290GKq/SZb2hl5k3Z+ZPMnO/zNwI2IZy8ULdcyLiBVM8PEmSJEmSJGnGMcBZkiRJkiRJGn5n1baXBXYZwDgmlJkPZub3KMF/59d2rw08eepHNRTualL2SItj6+cbwIDJHlRB5u9rsutdEdEq0BzGnosNIqJV5u2Bysx7M/NrwNbAdbXd20fEuuNUr2deHy+z9Xge12W9aSczz8vMPYAPNdn9iqkejyRJkiRJkjTTGOAsSZIkSZIkDb+TmpS9dspH0YHMvBc4uMmu8TLgNgv4nd2fEQ3cGk3K6pmaRwz6fM/I85CZJwOn1Irn0TzwecSgz0XHMvNm4LNNdj1xnGp31rY37LTfiJjL1F/AUH+tDuJ1+ingtlrZ0GT6liRJkiRJkqYrA5wlSZIkSZKk4Xci8ECtbI9hzSTb4NImZSuOc/w9Tcrm9WksAxMRywE7NNl1ZYsqZzI2+HmniHh2XwfW2ow8D5UDm5S9NSKaBaAD/KxJ2TsiYuU+jmkydPre+3tte6OIGO/4ZvYElu+wTq/qr9Upf51m5kLg8lpxp8+dJEmSJEmSpBoDnCVJkiRJkqQhl5m3Al+vFc8GvhsRyw5gSO1aq0nZv8Y5/o4mZR1nku2HiHhjRCzTp+b2Y2zg5y3AWc0OzsxHKFlh646MiNX6NKbxDM156LfMPB04uVa8HPD+FsdfxNgg5/nAtyJimL9f7/S9d25tew7wqnY7q4Kh/1+7x/dR/bU6qNdp/fke77mWJEmSJEmS1IZh/gJWkiRJkiRJ0mKfAO6rlW0NHB8Rj+qmwYhYLyK+FBGbt9j/kojYJyKW7qZ94B1Nyi4c5/iLm5S9sMu+e/UF4KqI2C8ius4KGxGvAA5qsuuHmblonKr/C1xfK3sM8KuIWKfLsawWEYdExHMmOHSYzsNkaJbF+U0R0SwoeOT4hbWyFwJHdRsEHxGbRcSxrd67EbF3RLwiImZ30fZSwFtqxYtofl5H/KY6ptGH28niXD0H3wY26GScfXJRbXvziFi3kwYiYl5EfCYi1utmABHxUqBed7zPOUmSJEmSJEltMMBZkiRJkiRJmgYy85/AXkDWdj0PODciXhsRcyZqJyKWj4hXR8RxwBXA24BWQZobAt8E/hERn4uIndrJWhsRq0bEMcButV2XZebZrepl5u3ApbXifSLiXe0EWk6CtYDDgJsj4jsR8YJ2A1ojYoOIOAL4ITC3tvs2mgc9/1tmPkDJoPtgbdc2wHkR8bZ2sndHxNyIeFFEHAtcC3wIGPe5HMLz0FeZeQZwYq14WeCDLY6/EHhfk12vB/4cES+OiJio34h4VES8ISJ+QwnMfR0lE3szWwE/Bq6ogtK3nqj9qo/1KBmnt6vt+m31GdJUZl7H2OdkbeDE8QKGq3GdAryoKnqgnXH20Rm17VnAjyJi2w7amAPsD1wZEcdHxJ5tBnbPioi9KcHddc3KJEmSJEmSJHUgMuvrIZIkSZIkSZImU0TsAvy+VnxqZu7SRt0DgI+22H0zJdjwHOBflIzP84GVgMcB2wJbAPWMzNtl5jlN+non8Pla8W3AecAFwD+AO4H7geUoWUy3A55DCRhtlMDzMvOkCX6/9wKHNtmVlIzGdzE2m+5XM/Or47XbqYh4gLHPE8DDlOysZ1J+/9soz8EywKOATYDtGRtg2lh/98z8vzbH8XrgaKBZAO2dwKnAn4FbgLuBeZTzvT4lGPpJwPK1ertn5o8n6HcozkM1loOAD9eK98nMo3toc3vKOWz0IPC4zKxnzh6pcwSwb4sm/0F5T19AeU08QAkkH3lNbANsRgmmbbRaZt7apK/DgP1qxTex+L13I+X8P0Q55+sDTwV2AZZq8nttm5njZXAmIrahvJbqY7wfOA74I3Br1d96wLOAHVn82rwc+Dnw7sbKmdlO8PcpwM4NRe1+Hi4D3ACs3GT3PZTnaUzQdWZu1dDGSsAdtUMeBv4CnE8J9r+D8ppfClidci6fT8mqXvedzHztRGOXJEmSJEmSNL4JM7pIkiRJkiRJGh6ZeUhE3Ah8mbGZl9cAXl09JssqlADm53RQJ4F3TxTcXPkyJVP1ZrXyANatHnVrdjCWXi1FCRTvJEPsiAXAHpn5s3YrZOaxEXEb8C1KsGyjlYCXVo9+G/bz0JPMPCsifgm8sKF4aeB/gLe0qPZfwNXARxh7d8THUJ6vvfo81EZrAbtWj3Y9CLxuouBmgMw8NyI+Chxc27UssGf1aOUm4AWUrNRTJjMfiIh3Acc02b0CsHGXTS9FCUrfpsN6p9L69SNJkiRJkiSpAxPeTlKSJEmSJEnScMnMbwJPAX7XY1MPAN+nZJ9t5jbgkR77uBZ4aWYe1s7BmbkAeB7QTjD0ZHo/cDqwqE/tHQc8oZPg5hGZeQIl0PJ4SrB4tx4BfkHJTDtRn8NyHibTgU3K9o2IZll5yeJjwLMpWdJ7cTdwBHBvi/230Nu5BrgYeGZm/qjdCpn5Ecrz0knf5wFPycwrOxxfX2TmscB/UjI2d+MRymddLx4GPkfJUn93j21JkiRJkiRJwgBnSZIkSZIkaVrKzAsy81nAk4FjgevbrHoT8G1Kptk1M3OPzLylRR/fAlYD9gCOBP5Ge4GPi4DTgDcBm2Tmz9sc20i/N2TmcylBvZ8ETgSuAe6k94Drdsfwhcx8OiUr8Z7AVykBo+0GPC8ELgE+SnkOXpGZrQLJ2xnP1Zn5ckpG5a8C7QaT3g78hHIu1snMF2fmZW32OfDzMJky81ygHnA+Fzhggnq/z8ztgOcDPwL+1WaXV1OCmnenvPf+KzMfaNHHxymvvTcA36nqtuNh4FeU1+xWmXlGm/Ua+/4osD3lfI93nq8A3g7skJnXdtpPP2XmkcDawD6UbOfnU4LE72+j7r3A6sBOwMcpn10L2uz6WuBQysUL+2fmg52PXpIkSZIkSVIzkdlrEghJkiRJkiRJwyAiHgdsCqxSPeZSMsTeRQmQvLRVMHMHfawIPB7YkBIUOA+YTcmeeidwGXBRZt7XSz/DKiKWBh4LPA5YA1gBWI6SDfvu6nEFcElmThhc2eNY1gG2BFalnO9lKef7bkpW7ksz84bJHIMgIoLyvtuIxe+9WSx+T1xJORd39NjPKix+761Kee9R9XM75QKES/oZZFu9359GCR5ehRLwfANwXmb+rV/9DJuImEN5nz8WWAeYT3l/LaA83/+gfM75/pIkSZIkSZImiQHOkiRJkiRJkiRJkiRJkiRJkobGrEEPQJIkSZIkSZIkSZIkSZIkSZJGGOAsSZIkSZIkSZIkSZIkSZIkaWgY4CxJkiRJkiRJkiRJkiRJkiRpaBjgLEmSJEmSJEmSJEmSJEmSJGloGOAsSZIkSZIkSZIkSZIkSZIkaWgY4CxJkiRJkiRJkiRJkiRJkiRpaBjgLEmSJEmSJEmSJEmSJEmSJGloGOAsSZIkSZIkSZIkSZIkSZIkaWgY4CxJkiRJkiRJkiRJkiRJkiRpaBjgLEmSJEmSJEmSJEmSJEmSJGloGOAsSZIkSZIkSZIkSZIkSZIkaWgY4CxJkiRJkiRJkiRJkiRJkiRpaBjgLEmSJEmSJEmSJEmSJEmSJGloGOAsSZIkSZIkSZIkSZIkSZIkaWgY4CxJkiRJkiRJkiRJkiRJkiRpaBjgLEmSJEmSJEmSJEmSJEmSJGloGOAsSZIkSZIkSZIkSZIkSZIkaWgY4CxJkiRJkiRJkiRJkiRJkiRpaBjgLEmSJEmSJEmSJEmSJEmSJGloGOAsSZIkSZIkSZIkSZIkSZIkaWgY4CxJkiRJkiRJkiRJkiRJkiRpaBjgLEmSJEmSJEmSJEmSJEmSJGloGOAsSZIkSZIkSZIkSZIkSZIkaWgY4CxJkiRJkiRJkiRJkiRJkiRpaBjgLEmSJEmSJEmSJEmSJEmSJGloGOAsSZIkSZIkSZIkSZIkSZIkaWgY4CxJkiRJkiRJkiRJkiRJkiRpaBjgLEmSJEmSJEmSJEmSJEmSJGlozBn0ACRJmiwRsRHwRGBdYB7wMHA7cAVwTmbeM8DhSZIkSZIkdSUiDgI+3FC0QWZeM5jRSJIkSZJmmohYH7i6oejgzDxoIIORJC2xDHCWJM0oEbEO8A7gNcDa4xy6MCJOAb4B/CgzF03B8ACIiOxTU+/KzMP61JYkSZKkHjVZ+GnlXuBO4Crgz8BPM/NPkzcyqXf1uWxmxjjH7gL8vsmuF2bmr3ro99zM3HacY/cGjmooOiYz9+6kv35pMpZmFgF3A3cAl1A+D76bme18jqgNEXE0sFcfmrowM7fqQzuSJEmaYs7VNZO1ue68gPLa/gdwJvBL4KTM7Nea9RJtnO9AuvGkzLygT21J0owwa9ADkCSpHyJiqSp70ZXAexk/uBlgNvAs4PvABRGx3eSOUJIkSZL+bR6wDvB04H3AGRFxVkRsMdhh9VdE7BIR2fDYe9Bj0sAdEhEtA6OXQLOAlYANgBcBhwBXRMT3ImKVgY5MkiRJWvI4V9dMtRzwaODJwH7AicDfImLngY5KkqQ2GOAsSZr2ImJl4LeUW7POre2+BTgd+AFwAnABsLB2zBOBP0TEPpM8VEmSJElqZTvgrIh48aAHIk2irYHdBj2IITcL+A/gwojYYNCDkSRJkpZwztU1U20M/C4i3jTogUiSNJ45gx6AJEm9iIgVgJMoi6SNfgUcCpyWmYtqdVYH9qAERD+qKp4LHBkRkZnfnNxRj9HtguXtfR2FJEmSpH67AdipSfl8YCPglcDuLE5CsDTwvYjYPjP/OjVDlKbcRyLip/W5+hLgJ8B7amWzKN9LPAl4A/CUhn1rAydExNaZ+cDUDHGJ8F7gx13Ue6jfA5EkSdLAOFfXTNZs3XleVf5iYC8WJwybBRweEZdl5u+maHxLgjMpFy5348Z+DkSSZgIDnCVJ093hjA5ufgT478w8qlWFzLwF+EJE/ICS2fnp1a4AvhIR52TmXyZrwE3Gc81U9SVJkiRpSj0yzt/7fwF+HBFHAD8Flq/Klwc+hlluNXNtRrno+DuDHsgUu3ecz4NzgSMi4v3AJxvKnwC8EfjCJI9tSXKr38NIkiQt8Zyra8Ya57V9MfDziPgKJVHYmlX5bOAzEbFNZuYUDHFJ8IDzTknqn1kTHyJJ0nCKiN2B1zcULQJeN15wc6PM/CewK+UqyhFLA9+JiKX7NlBJkiRJaiEzfwu8o1b8sohYaxDjkSbJCcDChrLDlr8AACAASURBVO2DIsLkGzWZ+SngW7XiNw9iLJIkSdKSzLm6ZqrMvADYs1b8JGCHAQxHkqQJGeAsSZqWqoXQz9aKv5yZ3++kncy8F3gVcF9D8ebAf/Y2QkmSJElq2zGUW+Q2euYgBiJNkksZnbH5cZTb4mqsj9e2N46ItQcyEkmSJGnJ5lxdM1Jm/o7RCcAAnjWIsUiSNBGzZEiSpquXA+s2bN8MHNBNQ5n5j4g4BPhEQ/E7IuIrM/VWPBGxHWVBeS1gLnBxZv6izbpLAztRnv81gYeAUzLzvHHqzAK2AzYGVgcCuAW4DDgzMxd1/9uM6Ws28BRgfcrvB3BWZp7arz4kSZKkfsrMhRFxKvCahuKNJ6oXEUsBTwU2BFYDHqH8nX1JZp7fy5giYgNgK2AdYAXKHXPuoyzuXln18UgvfXQ5rvUov/OjqzFdD1yQmZdPUn9dzS8iYh6wI+X5Ww14gDJvPTszr+hhPPOBrYGNgJUo87kFwK3A1cBFmXlnt+1PsoOBPYClqu0DI+JbmfnQAMc0dDLz0oi4kfIaH7ExYwMruhYRK1Eu7t4IWJnyOrqT8ho9MzOv71dfDX1uC2wCrA3cT/l9TsnM2/rd17CpAtS3o3yGrAzcBnwvM+9qs/7mwKZV/eWBazLzuxPUWRd4MrAG5TP8duBG4PR+f0ZExGMp/1+sBcyn/D90TGY+3M9+JEmSpppz9Y7G5Vx9+s3VT2Z01uYJX9udqJKVPaF6rAXMozwntwMXU14fC1u30FWfa1HmQesCywD/orwuLulnP8Oom/X7Wv2VKe+NtYBVgbuB4zLzxnHqLAs8DXhMVed+ymfdeZn59+5/m6Z9zaP8fmtTYg0WAL/KzMv62Y+k4WSAsyRpunprbfvIzLy7h/b+F/gwZbIDZQL6HOA3PbQ5MBHRGJh9TGbuXQUZvxt4C7BBrcqFwC+qursAv2/Yt09mHl0tgH6csiC9Uq3+F4AxE6SqzoeAvSkTm2Zui4hvAR/NzNvb+N3Wp3wZMOLgzDwoIpYBDgT2oUzcGv0fYICzJEmShlk9oLDV389ExKMpwaKvogSTNTvmRuBrwGcyc0E7A4iIoPw9vR+wxQSHL4iI04FvZuYPa+1cA6zXpM5REXFUi/ZOzcxdxhnbDsDnKAumzfafDvy/kcXMZnOiFvXWp4/zi4jYEfh/wDMoC5rNjvk7ZW71rXYvqo2ILYCDgF1btVvJiLgE+Cnl3LcVQDkVMvOq6vz/d1X0mOrnwwc3qqF1PaMDnFt+HrQrIp5Amc+/kHL74ZZ3d4yIvwKfobxG2wqOaPWei4jXAR+kLGrXLYqIHwLvy8zr2ulnGEXE0TRkJM/MqMp3BD4C7MLY5/vPwAXVcdew+DPz35+FEbEPsD+wWa3uXUDTAOeIeBXwP8CWLYb7SEScQvm8/PMEv9pIm6cAO1eb12bm+lX5iynf+TS7lfWPKUHzkiRJ051zdefqLU3zuXrbr+12RcSKlCRlL6fMIVYY5/C7I+KbwKfHC6KttX80zedeGwOHUua7Y+LgIuJS4D2ZeUJ7v8nw6XX9PiIOosRCjNggM6+pviv4JPACFl+QPuJ6ymu2PpaNgEOAFwHLthjvVcDnga+2871CROwNNH4OPSMzT6kuGP4UsBuwXL0aJZmapBmu5ZeYkiQNq4hYnrET5WN6abOaSNb/QH92L20Ok4h4FOVK3E8zNri5nfpbURbe3szYyVGrOk8HrgDew/iT4lWAdwJXRERXtz+qrgw/k7JoWv9CQ5IkSZqOmi6mRcTuwOXAf9JiwbQysrB6abXgNq6IWA74NXAkEy+YQllUeB4lkG5SRcR7gDNosWBaeRpwckS8sw/9dTy/iIilqws3/0B5XsZb2NyYMoc9uVr8m6jtN1EWpHaboF0oizubU+5w1PHcbwp8FHiwYft/qow/Gl9Pd5eKiA2Bv1IW9Ldh4nWBTYFvAidWWZy66XNuRBwLHEvz4GaqcfwHcGZEbNpNP8MqIt5LCa54Jh2uw1SfJz+knIN6cHOrOvMj4rfAD2gd3Axlsf/ZwJ8i4rDqYviORHEY8DOaBzdLkiTNZM7VK87VZ9RcHXqcd1Z+TpnHvIjxg5uhvE/eCVzU7fowQES8EjgHeAmtk3xuAvwiIt7dbT/DqJv1+1r9PVn83NWDm1vV2Y+SgXt3WgQ3VzYEvgScHxGP6XRsVV/PpiRp25Oxwc2SliBmcJYkTUc7MPr/sOv6dPuRkykLayN27EObwyCAb1MyBkG5FdbZwHWUjNWPn6D+qpRFq3Wr7XuAsyi39XkU8MQxHUY8p6qzTG3X34BLKZPkjSiT+RGPAn4ZES/v8AraZYDjWfzFzgOULzhuokyeZ9QiqSRJkmastWvbt9UPiIi9KAtF9YC08ym3ol2K8jf2Yxv2rQucFhHPzsxzxun/68Bza2V3UBYSbqbMI+ZTsj1twsSLd30REW+jXKjZaBFwLnBNNY5NKfOa2cDnI+LKHrrseH4RESsAv6TcKrPRXdU4b6na3aR6jHgG8PuI2DEz7282mGpu9b+14oXAXyi//32URZ7VKIGQXQWjTpXMvD4ivkrJPAbl1qfNzvGSbsLPgw7VPzMWUoIvrqK8TmcDa1Budd24kP9M4GcRsXMXtw7+MvC66ueHKd9DXE/5nHoi8LiGY9cCfhQRT8rMhzrsZ+hExKsp2cNGXEkJMF9ACWjZfoImDqMsFkP5/uR8yvs9KYvEowIiqs+gUynnr9EdlO9v7qA8x08Glm7Yvx/lO5/XTvxbjfI+Fr+HAS6hvJ4epmRm37bD9iRJkoaZc/UmnKvPiLl6v+edMPY9cDNlLnQ75ZytRDlXjXOalYETImKHzLywk86qrMbfY3HcwOWUtej7KHOTekzBZyLi7Mw8vZN+hlTH6/c1OwJHs/j5uYHyuXI35fuB7eoVIuIAyoXrjRZS5vvXAvMo89LG19bmwB8j4mmZec3Ev9a/PZ5yZ6mRC0ZuowRj3055Xz2pg7YkTXMGOEuSpqMn17bP61O79Xa2iYjZXSziDZuXUyYUSVkkOyQzb288oLrVUysfrurfDbyfclurfy84RsRsGm6dGxGrUQKqG4ObzwXemJnn1vrdEvgGiydJc4FjI+KJ7d6OCHhrNb6HKFe9fyEz76v10+yWW5IkSdJQqP6m3rlWfFntmE0oi2eNi0W/Bd6SmZfXjt2Zsgi6UVW0IvC9iNiq/rdydfzmlGwoI24B3gL8tNl8KCLmVuPdndEXLY7YifK945MpC00j3gv8uMnxUBa66v1sQlnMaPQT4J2ZeX3t2KdQbvP7REbf0rJT3cwvvsroBdMrKXOn4zNzUa3uk4CvsHhe+yTK7Xzf3GI8H69tfw74eGY2XXisnrOXAv/dor1h8AlKVrPlq+33RcRXM/OeAY5paFS3eq0vNPfjou4HKO/H44CTmy3UR8RSlOxjn6YsBkNZ9Hw3nQWhv4hyt6ZFlFvJHpqZd9b62pXy3cFIlqlNgX0ZGyQwHR1R/XsW8PbMPKtxZ0SsQvmMaWYbFv9/8G3gg00+79av1fkio4Ob76F83n4zMx9uqLci5Xbe76JcDA+wZ0Scnplfm/jXAspC98eqn38NvCszL62Nb23g3jbbkyRJGlrO1QHn6jN5rv7M2nY/5p1Jyer9beDn9dfDiOq1fQjlOYFyIea3I2KLzOwkk/SPKa/p0ymvv1Fr/RGxLiUr9zNGiiiv3ZlwJ5qO1u+b+CrlubsMeFtmntS4MyLm0bDWHxHPAD5Sa+N7wP6ZeVPDcUE5r1+hXGgLsA7l/HZy8fTnqt/vJkqm75801q0+71Zpsy1J05wBzpKk6ai+0PfXPrV7SW17acpVo//qU/tNTRBc3MpDHQQAz6v+fXOrBasJrpicR7nS9Zn1AOWq7kJKNugRnwBWb9j+E/DszFzQpO6F1Rc6v2HxlwwrUxZO96wfP874FgG7ZeYvmx2Qmde22ZYkSZI0CK+lfNnf6He17cMZfevH44Hdmy0MZOapEbEj5RasG1fFj6PcovZDTfrftbb9isz8Q6vBVgsmJwEnRUT9ri2MLGA1mevc2mG2ls8yOtvoNzNz3xZj+lNEPA04hbFZTDvR0fyiug3xaxp2nwE8v1WwbmaeX2UYOgEYuQXrGyPiS5k5am4bEWswOhPqkZm5/3iDrwINL42ITzOk3/1m5s0RcThlAQ5K1qF3MjYL0JLqg7Xty1stCnfgRmDdzLx1vIOqYNgfRsQpwB9ZnGV5v4j4fGY+0mZ/q1AWtvfIzB+26OuEKtPxiQ3F+zD5Ac6rdvk9zI0dZJeeR/ksemGzQPJWQQ8NdQE+lZkfaHZA4+doROwE7N2w+37gBZn5xyb17gL2j4irKbcKHvHZiPhhZt4xzrhGjHzmfxd4XT0wpOrnhjbakSRJmg6cqzfnXH2az9Wrtdmn1Irrr+1uvLadNdnMvBh4WUR8EXh7Vbw58HzgVx30twrwU+BVjRd3NvRzXXVx7cWUu+EAbB8Rm9bPa58t0+W88+56krJxdLp+36z+JcDOzeaomXkv1YWrETGLcqFCNBzyxczcr0m9BH4aERdTPuvWqHbtCLyBkvisHSPBzTtm5tVN+nmo2i9pCVC/PYAkSdPBo2rb7SzATCgzH2Tslcj1vibD1V08mk7ex/HzDrLxNHNgs8lRXZWFqDEw+X7gNc2Cm0dUi32vodyqdcTuEbFWiyrNfLnVFxqSJEnSMKsW0A6vFf+i8YLGiNiMxQtsUG7xuc94WU+qQMbXURYAR7yx2SInizO1QlnYbLlg2qSfMdmc+qFaCHp+Q9G1wNsmGMtdlEC/Xu/C08n8ojEY9U7gZRNlIq7mnnuyeA4UwJhFIUafFygL5W3JzEUdBGMOwqGU2wKP2D8ipmL+PdQiYn9GB6tCWUTsSWYumCi4uXb8LZSszSPWZuxtnSfy9VbBzQ39/IZyUfSIbSJi+VbH98mn6e57mDG3vB7HAuD1zYKb23QBzQNcmql/dhzcLLi5UWYeDvyioWh5Svbsdt0IvKlZcLMkSdJM4Vy9OefqwDSfq0fEFozO4A1wEaPnZl3pIuHUexkdpPrqDuvfAuzdLLi5YUz3U+4s1Kiemb3fdqC7eeeBHfbT1vp9CwnsNcEFuCNeADy+YftiYKKg/isomdcbNXs/jedtzYKbJS15DHCWJE1H9UXPu/vY9l217ZX72PYg1W8V1Yl7aX9B9RU03K4GOLqdq74z8zrKbblGLEX7k9ik3KZGkiRJGjZzImL9Jo/NI+IVEfFdyq1r5zXUuZ+xgW31u5t8rlogHFdmng38rKFoFUYvRDYzPyKWnuCYqfAKRn93+aV2ggUz80Lg1z302/b8orrV7pMair6YmW3dASgzbwZ+0FBUz8zVzGrttD0dVBmJPt9QtCJlYXMmm9fks2CDiNg6IvaNiD8wdu5+OZOf0biVXwMPNmx3egvfQ9s8rjFAYRbl1tXT3Q+q7zm69fnxgmJGVMHgL2sougM4rM0+Dqhtv7bNegBfmyg4RJIkacg5V++ec/Wxhmqu3uK1vWlE7BoRXwPOAhqTTC0C3ltl3p1SVVB54+ui03nn19p5zzE2cdiWHfYzjDpZv2/mlA6Co+ufdR9t5w5PmfkTygW8IzaLiHYzuV9FBxcPSJrZDHCWJM0E/Zxw1dua8sncJLgLOL2H+r/LzPvaPPapte36FcDj+e4EbbVyUYe3zpIkSZKmyto0z8hyEfBjYA9gdsPxDwOvy8y/1NqZ7L+z/97w81zgkA7anyxPrm3/pIO6nRxb18n84pk99ntaw89rR8R6tf1XMDqr1wequ+bMFJ8HGjMFvSMihmphuM9ewdjPgquAc4EjKLdrbXQz8KLx7ojUDxGxXESsERHrNS6AUz6/Gu+YtUkHzV6emVe1eeylte2Z8Br4eY/1fzHxIQBsx+jbWx9fBQhMqAowabwl8xMjYoU2++3195MkSRo05+rdc64+/HP1Zq/tSyjzjP8GGgPlE3h3Zp44mQOKiKUiYuWIeEw9+BpoXIPeKCI6iWNrK2g+M6+v9TMT5p2drN8308m8rvHzaQGjL9CYSLfr/78YRNC9pOE0Z+JDJEkaOnfUtlfsY9sr1bZHZaSJiHnAqm22dX2bVy9Gm+1168IeJwAXTHzIv23T8PNC4JwO6p5PyQ41MrHeZpxjG3UyPkmSJGlYXQjs2yJ7SuPfxjd1mBn0z+O0NeI44NOUBVOA90TEzsA3gJ9n5j876K9ftmj4+fYOL2o8r4d+O5lfNAakLgQWVItz7arP0zak3N637My8IyJOpNwKFGBj4NKIOIKy6H7edF7sycy7I+JQFt8qdnnKbYTfPbhRDYUEfgq8KTNv6XfjEbEl8BpgJ0q25HaDWut30xrP3zo4tp5ta34HdbuxT2YePcl99PI9xT+qDOftqH+en9lhX38GNq1+ngVsxcQXyC+k3I5YkiRpSeFcfTTn6jNnrn4V8ObM/E2/G64CvnenZMDeEli3zaqzKHPCO9s8vtO55/LVz5M97zw1M3eZ5D56XR9vq351LhuD/C/MzAc66Kedz7pmXP+X9G8GOEuSpqN6gHMni2wtVbd2WqZWXF9UeiVwVJtNbgBc0+Ow+qGt2y71qX7jFa83tHNbqhGZ+UhEXAU8oUlb4+n195MkSZKm2gLKwspVlIC0/8vM05odWM1TGm+Le3knHWXmdRFxP7BsVTTm7+zMvD4iDgAObSjernoQEZcCf6RkMfp9h4u23WrMfnR9h3V7GV8n84t1Gn6eTYfnpomVm5S9E3gKiy/GXRX4QPW4PSL+CPwBOAU4NzMX9jiGqXY48C5gzWr7zRHx2cy8YYBjmkpJubD6Tko23T8B38vMXl9LY0TEOsCXgJd12UQnC8Dt3CJ4xMO17aU6qDusevmeotvvYKDzz6C/17bb+R7mzsysnzNJkqSZwrn6xJyrF9Ntrv4AZd55HXAW8CvgV5m5aNxaHaqyL+8PHMjo90cnOglw7nbuuaTPOzupP4h5J7j+L6mBAc6SpOmovtD5hKZHdW7T2vZdA7r6ud/uncL6jRmw7+6ir8aJ6AoRMaeNLNi9/n6SJEnSZLk2M9fvsY36BZ3d/p09smja9ALRzPx0RNxOWTitL95tUj32BYiIs4GvAce0c9eaLjXeqeeelkc1181zNKKT+UWzRc5ejFn8y8zLIuIpwDHA9k36f3H1ALg5Ir4LTJsA4cxcEBGfAL5QFS0DHAC8eXCjmjTHZObeg+i4ylZ2CqOzLnWqk9sE93WRfLrJzF6+p+j2Oxjo/LOvHgzQTgIBv4ORJEkzgXP17jlXZ7jn6lNw5+CmIiKAI4G9e2yq7blnvwO0p5mpWv8fxLwTnHtKatDJl5KSJA2L+q1Mtu5Tu/V2LulTu0uqbm6/VJ90T4dbOEmSJElTqR9/ZzdvOPNIyq1X3wr8npLhp5ntgCOA8yNi4y7G046HGn7uNLPO0v0cyDj6nfGn6XnKzEszcwfgucC3gJta1F+Dkg358oj4zz6PbTJ9jdGZvPaNiA0GNZgZ6puMDm6+G/hfyi2Dt6BkG1sOmJWZMfKg4TbMmhY6/f9hIIEPkiRJM5Rz9Yk5V59ec/VOvZ7Rwc0J/AZ4GyXb9brACsCc2rzz4KkeqHri2r2kKWcGZ0nSdHQm8AiL/x97TERslJmX9djus2rbJ9cPyMyjgaN77Gcmu5MyUYfRV3G3q/GWt/cMwS2bJEmSpEG7o7bd69/Z9fZGycy7gK8AX6luubstsBPwDGAXRi9Ibg6cHBFbZeatXYxrPHdQAi6h/ewuIzo9vlu3A6tXP/cjA9i4MvMk4CSAiHg8sCPwdOB5wKMbDl0W+EZE3JeZ35vMMfVDZj4YER8Fvl4VLQV8mN6zPgmIiJH374iLgedmZqvF90YrTM6o1Cf12zZ3+v/D/Nr2uP8/SJIkaRTn6s7VgZk7V+/CAQ0/LwRemZk/baOe887h1uu8s368805JHTODsyRp2snM+4AzasV79dJmRKwI7FYr/nkvbS6h/tXw89oRsWzLI2siYg7QmKXrX62OlSRJkpYUmfkgo2/L+LhO6kfEOiy+5S108Hd2Zj6YmX/MzE9l5vOB1SiZd25vOGxt4L2djKlN/2j4ecNO5hbAZv0eTAs3N/y8brXIPCUy8/LMPDoz3wCsAzwT+GPtsM9ExOypGlOPjgKubNh+7SRmHFvS7FrbflM7wc0RsQxjb0Wr4VL/PO/o/wdgownakyRJUgvO1QHn6mPMwLl6W6r5e+N74Kg2g5sB1pyEIal/nHdKGjgDnCVJ09WXa9v7RkQ980wn3gws07B9Xmae3UN7S6pzG36eDWzTQd2tGH0Ozm11oCRJkrSEafzb+NHVQmi7njxOWx3JzHsy88vAyxh9S8oXt6rSbV/AWQ0/z6ZkQGrX03votxN/bvh5FqOz5E6ZLH4PPAe4qGHXo+lsTjYwmfkIo29LOxtvU9svjYuP92ZmfXG9le1w/WDY1T/Pd+iwfuP/D4uAC3objiRJ0hLHubpz9ZZmwly9A/Wg1xM7qFt/L2iIZOZtwLUNRVt2eNFA3z7rJC25/IJSkjRdHQdc17C9BvDRbhqKiHUZfdscgEO7HNeSrp5Z+9Ud1H1NbftPPY5FkiRJmimG6u/szDwduKqhaP0Whz5Y257bQTe/r23v006liFgKeG0H/fTit7Xtvaeo36Yy837gh7Xi9QcwlG59B/hrw/arImKLQQ1mBmm8Hew9HdTbs98DUd+dDTzSsL1bRLT1ORsRT2R0Br2LM7OT14ckSZKcq4Nz9QnNgLl6O1asbd/dTqWIeDKwYf+Hoz5r/KxbHnhRB3Vd/5fUMwOcJUnTUpXdaf9a8dsi4j86aSci5gE/ovwxPuJ3jJ1oqj3HAQ80bO9TBZCPKyL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\n",
      "text/plain": [
       "<Figure size 2880x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kuUuSByb5RJJfT/JnrbWDd/HwZYtJbprh9BzfXqOhEvXqUWvtmCT3zhBQX1PjKYZaa1uTfDHJhzMc4v+nd7EaNVtHrbUXZzhtxluTvH0MrVfPsIfgWUlemeSkJC9O8q4kj2utHbbdatRs/q6X5DpJ/qWqftha26+1tpAkVfX/krwoyR8nuW6SE1prx233+K0Z90LLsCc9a0u9NoYbJrl2kk+OwfWADKeOSlX9e4Y6virJzyR5WpKfTa4IR0lySZKfSnKNJAvrO/SNadwjdzmE/n6Sf0jylgzvY+9O8vrW2h2q6tKqOr+qLqwrn/bpkRn2rL4wye9V1SXLr03YKGSsvqhXf2Ti/sjEG4aM1Rf16p88PEEyMeyejNUX9eqPTNwfmXjDkLH6ol79k4knaKNnYg3Om8vFST6VYa/O741vDk9I8vGsMAxV1YeS3DfJf6+q78xMQOx76tWf22fYIHtWVV3QhtMsXF5VP67hdAvnjMsduLMVqNn6Gf9tz8ywd9nxSX6lDaczaUlenuGUDC9O8ogkb8+wkXZCknuPH0hsSdRsIi5IcmmGDxGS5PKaOcVJVX0zQ01PTnJ0knsmw/+B8XX6mQxHPjiyqs5XwzWnXhvDN/P/27vzcMmq+m779+kJUXA2Pg4hjrxojBhBJkHgAQWcECI/IhFRQREFmZwBIUFliCIRVAQHBuPwUxweIUYBFQckaCIijjEyCEhAEVpUZOjz/rF2we7ynKabrmGvqvtzXVzndNWuOvv0t6tqfTd77VXeJ9cD6L9qQZal2E4AEtgUeHVz+7Lm66+ADYBHZuZ15rj6en+3EXEM8Fbgh5Qx41spxXVj4LyI2K73mIi4V0Q8OSLOBN5GyXTbzLy6meXrcj+aNHasuphXfezEFbETTxQ7Vl3Mq3724Q6yE0srxY5VF/Oqj524InbiiWLHqot51c9O3EGT3olnZmc7sy8asuZN4WHADbn8Zf43AU4EnkprWZtY/tLlizLz9v7n671ANHjmVZ+IeDBlBtKxwNLWB8iCzFwWEUcCh1CWHvpOO7N5ns/MhiwiFlIOOPwz8CjgNGAP4LuUArs0M2eb2bh7U5bQ+BGwWTOjcLmMzGw8IuLxwFcoBxeekZnfnme7TYDTKbNCN8zMHze3z/QGZ3f3utTqM6/JEBHrAN+hzK7dOTM/N892T6UsY/MQYJvM/Ooc2/jeuQrar4E57ns+8EnK59nRmXl5675/BA6jzIzeOjMvjLIM0fuA51Jm8R6emb/ytaVJZceqi3nVx05cHzvxZLBj1cW86mcfHi87sXTP2bHqYl71sRPXx048GexYdTGv+tmJx2taO7EnOE+xvjf+/jJ0cGb+rrnvRcDtlGU5fj+u/Z125tVtvTf4Fb3RR8QbgaOAp2Xmf7ZufwblMv8X++E9eq3y+g5gI8qSQ1s0hXUGmGkOPKwFfBnYhHkGYBqfiHgb8Bbgm8DevZIzx3ZHAW8EdsvMT4xwF9ViXnXqjUVaB2RfTRmPfIGyVM0l7e1ajzsIeCfwD5n58bHs/ARp5TDX/6g4knIViY0y87+az7H2kkRHA2+gzJp+ZWYujYg1KbOsf9r/P0OkSWfHqot5dZuduF524slgx6qLedXHPtwddmJpcOxYdTGvbrMT18tOPBnsWHUxr/rYibtjWjuxl/meYrn8Zf4vBPblrmVtjomI+0TE3sAZwP7j2Uv1mFe39d7g7+aNvnffne+9EfE8yofHMcDioe2g5tVkdj5laYZPAO9pDc5mmwHaGpl5M3BJ87BF49pfLS/uWrLkaMoSUZsDb42Idfu2W9J8e17z9UGj2UO1tXIwr8o0Mzh7r7femOQ84GzgecB+EdFbimg2ImYiovdeeUXz9VEj2t2JFRHbAv8REffKzNt7f8dx15J4G1Jy+h2ULHoH1punOIKytOXTaMYdmfnHzPxeU1pnulhapWGxY9XFvLrNTlwvO3Hd7MR1sRPXyT7cHXZiabDsWHUxr26zE9fLTlw3O3Fd7MR1shN3xzR3Yk9w1p2aMvRaypIbr6K8GR0F/C/wEmd5dot51aOZFQNwn+Zrbxb1jpTCOgvsk5l/GsPuiTvL61cor6EvNrf1lo6aaWWzHnAldxVYjVBErNF/Wy+n5sDCUcC3gV2Bd0TE3zSPW5yZtzYP2ZJy9YJLR7LTUywidoqIIyPihIh4Sy+HZtafeVUiIt4YEZ+mZPX5KEvb/B+AzPwp8H7KWGRP4E0RsXFz32xr1ujfAH8ALh71/k+SppjuSimnX22X18xc1rwf/qjZ/InNYxZB+ZxrXnu3AJcBjwYe3/8z2v+jRJpGdqy6mFc97MTdZyeug524Lnbi+tmHu8VOLA2fHasu5lUPO3H32YnrYCeui524fnbibpn2TuwJzrpT84/5AsqszsuAZ1DeaJ6emb9ozbBQB5hXPVofAouAW4FFEfFs4FjKbLPNMvPnZjZemXl7Zv4gm2W8oAwSWrPMXgFsSlkqZenYdnRKRcSFwKkRce8VbHYhcBjwDWBn4FMRsT1w7+Y5dqMM+i7Ggw9DFRFJuVLEIcBrgLcBZ0fEWq1Zf+bVcRFxDmUm5+bA/YFnA2cCJ0TEcwAy898oS7d9G9gdOC4i9o6IxRFx7yhLIu4O/Bj4j9H/FpOjKaYHAycDGwPfaJXX3oG97zRfj4qI+zf3LWw+z3qvvTWBnwO/GOkvIFXAjlUX86qHnbgOduJusxPXxU5cP/tw99iJpeGzY9XFvOphJ66Dnbjb7MR1sRPXz07cPdPeiT3BWXdqztifAR4HPAy4mjKgvrwpSbev+Bk0SuZVpVuBJcBOlBlp9wc2yczLzKyberM+gd2A1wNXAW/IzD+2ZlxryCLi48BGlBJzXESsOdd2edcyUvsBHwfWpSxv818R8RPgQ5TXYGTmb+OuZYs0QBHxJUrJ+SRlWZqdKQPkbYH39LYzr26LiFOBTYBDKTNB/5qy3OG5lEzfHREvBsjMzzXbnUo5wPd+yvKIFwMnAQuBXTLzBnO855qxwlLK59GHgA24q7z2riDxWeAsypUkPhcRD8rMO1pXm9iZUnr/k+ZKIZLuYseqi3lVyU5cGTtxN9iJ62Inrp99uJvsxNLw2bHqYl5VshNXxk7cDXbiutiJ62cn7qZp78Qzs7Odvbq0xiAiXkd587mZMsPziuZFcsfdPFRjYF51iYgjgTdTZlDfQimtvzCzbmoGWI+mzCoM4E/ANq2DQ2Y2AhGxH/AvwEXAGsD6wAeBAzLzD3fz2L0oS9dsDlxOmd15TGZeY4bDERHHUWZivgM4JcsSQ0TEo4ELgJuAjTPzpijLes22HmteHRERT6Isw/YfwO6Z+cfWfesBrwAO5K6DeZ9o7rsvsAWwD/AoylUMvoM5Dkwzw3ZZRKwNHEdZ9uk/gS2yLCtEcwWDr1AO+P0P5aDCJcDTgV0o76WbZOZV/a9DSXas2phXXezEdbETd4OduC524vrZh7vNTiwNnx2rLuZVFztxXezE3WAnrouduH524m6b5k7s2fHqtxawNrC5JagK5lWXJZT33d8AG1laO28RZebTAZRBwZaW1tGKiL+mDJB/CzwLeBHwPcoMweNjnmWIerP/MvODmbk7sH5mbg0c5AB6eCJiQ8qszQuAj2TmzRGxIMqyapdTlhpaF/hLuGtZNvPqpHWARwCXNFciWNi7GkFm/gQ4BjgaeCTwhojYorlvaWaeDbwAeEpmbgYcaI6D05TWBVmWyTuIvhm6zTZ/AP4v8DHgAcCRwOeB1wLXUv5nx1VNJlWUVmnE7Fh1Ma+62InrYiceMztxXezEE8M+3GF2Ymkk7Fh1Ma+62InrYiceMztxXezEE8NO3GHT3Ik9wVnLycwjgAc7OKuDeVXn3cC3gK3NrPsy81bghcAewB6tD3kzG51bgO9TZuEubQbNr6EsazJveW0GdjMAzdebm7uWNfeb4XBsSSk9h2Tmjc2Mv2WZeXszOP5Zs90a7QeZVyfdCNwGPLz587J2wcnM64D3AicDTwGeD2VpnGaTO/Ku5fRmm8eY44CsQnl9GWUZsL2BgylLHz7H/9khrZgdqy7mVR07cUXsxJ1gJ66LnXgy2Ic7zk4sDZcdqy7mVR07cUXsxJ1gJ66LnXgy2Ik7blo78czsbDUnY2vI2v+Aa7oM+bQyr7pExKLMvL2XVe/P494vza//Q7233MM492naNDM2HwbckMsvf7IJcCLwVFrLEPW9L/oaG7GIeDBlEH0ssLT3emktlXIkcAhl6aHv1DhwnhYR8XjK0jX/B3hGZn57nu02AU6nzOTdMDN/PLq9VKzEMkQretyo9lOqiR2rLuZVFztxfezE42cnroudeDLYh+thJ5YGz45VF/Oqi524Pnbi8bMT18VOPBnsxPWYtk7sFZwr15vJsqLvV1b7w8MSNBzmVZ9BZdY/gHZAPTwDzOyOvj9X9yFfu2ZW59W90trLMDMvBPZl+Rm6a7dK64uAnSLiPmPa9anTlNBfA4dl5o3t10vr+zln3EbEMyLiqc2BCnVAZv43cBqwEDgmIp4wz3YXAmcCawLrj24PBSs3QzcilvS2b72H+nmmiWLHqot51cdOXB878eSwE9fDTjw57MP1sBNLhR2rLuZVHztxfezEk8NOXA878eSwE9dj2jqxbxAVaz4k2oVlzd43zcy/Vcp3rkHdPSlUmpt51WcYmfUfZDCzwfJ1Ntly+eVP+svrMRFxn4jYGzgD2H88ezmdeiX0bmba9u6783UYEc8DEjgGWDy0HdRKa71PHg38G7A58NaIWLdvu14hOq/5+qDR7KHaVlBevxoR98qyjF5vW/9HhyaOY7+6mFd97MT18XU22ezE3WUnngz24frYiTXtHPvVxbzqYyeuj6+zyWYn7i478WSwE9dnmjrxzOxs1fs/tWL55RVeCmxDeXP5MXBRZh6xis9354A6IjYC7puZ5w50p6eYedXHzOpjZtMpIjYDjgc2BL4OPBn4I2XpjV+Mc99U9F5LEXE4cDjwxMz8SUTsCBwFPICS18/HuqNTKCLWyMw/reD+p1OWktoU+Azwj5n5g4hYnJm3NdscCbwReGZmnj+K/dafi+WXIfpn4JXAFzPzOWPeNWloHPvVxbzqY2b1MbPpZCfuPjtxN9mHJ4udWNPIsV9dzKs+ZlYfM5tOduLusxN3k514skxDJ/YE5wr1DabeBbwG+DXwI+AxzX9fBA4Bvn93Z+H3Pd92lA+Rm4AXZOZNQ/tFpoR51cfM6mNm06l3sCIiNgU+CjwauAbYPDMvj4hF6TJfndGUnNdTDjKsA7wbuD+wSWZeZl6jFREXApcBe2bmH+bZZiGwJeWAwxbAz4ADgG9n5k0RsRtwBHAjsF1m/nYU+665tcrr/YBDgfdm5uVj3i1pKBz71cW86mNm9TGz6WQnrouduDvsw5PJTqxp4tivLuZVHzOrj5lNJztxXezE3WEnnkyT3olXaQkGdUNrMPV6ytIKHwS2z8xnAc8CPg/sALwWWOESGX2Ds2cCbwfWAw5wcDYY5lUfM6uPmU2nprTOAI8DHgZcDWzWlNaFlqDOuRVYAuxEORjULq3mNUIR8XFgI2BX4LiIWHOu7ZqrHZwP7Ad8HFiXsiTRf0XETyjL3CwBIjN/G6u4vJuW1xws6H2/ysvcNaV1YWbelJmv7x3AG+xeSt3g2K8u5lUfM6uPmU0nO3F17MQdYB/uLjuxtPIc+9XFvOpjZvUxs+lkJ66OnbgD7MTdZSdeMf+BVSoiHgG8DLgAOCEzL42IJcCTgKcB/wO8MTOXtR6zoO85+gdnx1DelDbJzO+P5jeZDuZVHzOrj5lNrYOBE4AbKDNyr4zWMlTqlCXAMsrs3IcBm7ZKq3mNSETsRymtFwHfpyxR8y8Rce+5ts/MOzLzksz8h2bbf6V0iF8BJ7P8waJlcz2HVk7etXzevsATmu8XrvBB8z/HTPNnDwhpYjn2q4t51cfM6mNmU8tOXA878ZjZh7vNTiytGsd+dTGv+phZfcxsatmJ62EnHjM7cbfZiVfME5zrtQ5lptjpmfnTiFgM7Ez58L6N8mFwfUQsiognQTlbv/fgeQZnjwO2yMxLRvy7TAPzqo+Z1cfMptNawNqU0nqFJajTllDGnr8BNsrMX5jXaEXEXwMHAr+lXLXgRcD3gL2A4+crsL2DfJn5wczcHVg/M7cGDsrMa8xxcCJia+A9wBthuSsQrMpz3Pl51r5tcHspdYZjv7qYV33MrD5mNp3sxPWwE4+RfbgOdmJplTj2q4t51cfM6mNm08lOXA878RjZietgJ56fJzjX6wHN1z81byh/RxlkLaN8GPy6uX8B8KmI2Kv3wLsZnDnzbDjMqz5mVh8zm0KZeQTw4NbsQAfQ3fVu4FvA1uY1NrdQZuQekJlLM/MnwGuA/2IFBTbLkjYzcGcBurm5a1lzvzkOzn9TrjCxe0TsCnctr7cy+j7P1o+Ip67qc0gVcexXF/Oqj5nVx8ymkJ24Knbi8bIP18FOLK08x351Ma/6mFl9zGwK2YmrYiceLztxHezE8/AE545bwVn0VzZfNwF2ZPnB2fWt7d4GPLS1Pa1/zM9qHvdYHJwNhHnVx8zqY2bqiWZJjsz8bTNYcwDdURGxKDOvBZ7RlNZF5jUWlwH7Ap/u3ZCZFza3/VmBjeWXvem93mZ7VzWYhDI0TjHHskKZeRXw5uaPu0XEQ1bh+dqldTvgI8DBEXGfQeyvNC6O/epiXvUxs/qYmXrsxPWwE3eCfbhj7MTSynHsVxfzqo+Z1cfM1GMnroeduBPsxB1jJ141nuDcYRGxoPWP73ER8Vetu68EzgH2AU6hLKuxcXtwFhG7U2amnQ9c2PfcTwTeCqxL+RBxcLaazKs+ZlYfM6tf+8DDfN+vrHbxcRA9HIPKKzNvX9GfNRqZuSwzr87MP8JdOc5TYNfuvcYi4kXATpNSgLqgfbAtIjZsF9TM/AZlJvvzgB1626/E87WvMPF24InAsZn5++H8FtLwOfari3nVx8zqY2b1sxPXxU48OezD3WInllaOY7+6mFd9zKw+ZlY/O3Fd7MSTw07cLXbiVecJzh0V5XL8y5rvDwA+CxwZEX8JkJlLKQOzG4EHAu/LzOtaj38lcDhwB7BvZi7t+wd/GXAxsKmDs9VnXvUxs/qYWf2aDNsFc83eN5k5G2XJqFV5vj8byN2TAqy5DSOv/gMM5jVe7TzmKLDHRMR9ImJv4Axg//Hs5WRqlcxTgIuAd0fEP7Q2+TRwLfDOiPjrFR2cm6O0HkM5CLuRn2eqmWO/uphXfcysPmZWPztxXezEk80+PF52YunuOfari3nVx8zqY2b1sxPXxU482ezE42UnXnUzs7NOZOmaZuZZb3B2LGWW2SXAUZl5Vt8/zr2BY4G1gW9SBl5PANYDfgVsl+US/wtbZ/8vyMxlc32AaNWZV33MrD5mVr++v++XAtsAmwM/Bi7KzCNW8fnamW8E3Dczzx3oTk8x85peEbEZcDywIfB14MnAHynLsf1inPs2aSJiEXAesAVwObAE+Crwlsz8ZXOQ9jjKLN3DM/PmOZ5jrtL6OFw+T5Vz7FcX86qPmdXHzOpnx6qLeU0n+/Bo2Yml+Tn2q4t51cfM6mNm9bNj1cW8ppOdeLTsxKvGE5w7LCIOAw4D3g+ckJk/n2e7HYFnAzsBCyn/8M8Bjs/Ma9sfPhoe86qPmdXHzOrUN7B6F/Aa4NfAj4DHNP99ETgE+P7dHTzoe77tgKOAm4AXZOZNQ/tFpoR5Ta/ee2NEbAp8FHg0cA2weXPAb1G6bNRA9F4XEbETpWxeD3wDeDnlYMGJwEeA9wLPALbPzO/3HVSamtKq6eXYry7mVR8zq4+Z1cmOVRfzmk724dGyE0srx7FfXcyrPmZWHzOrkx2rLuY1nezEo2UnXnWe4NxREbEBcCZl5tlB7cFZRGwBrAWsnZnZ3DZDWWrjXpTLlM82s8wcnI2AedXHzOpjZvWLiNdTSstJwEmZeWlEPAZ4F7AjcCqwV28W9jzP0T9QOwp4Ii4ZNXDmNZ2a984XAx8AfgM8PTOv9L1z9cz39xcRDwY+RCmcrweuoLzmngJcDVwAvBT4cmZuP89zT3xp1XRy7FcX86qPmdXHzOpnx6qLeU0f+/Dw2ImlVefYry7mVR8zq4+Z1c+OVRfzmj524uGxE68+T3DuqIh4AfBp4BWZ+ZEolyZfB9i3+Q9gEXBaZr5sTLuphnnVx8zqY2Z1i4hHUGZH/5qS4U8jYgmwPfA+yky0zTLz+tZjFrRL0QpmoW2emZeM7reZfOY1vSLidcChwM2U4nqFxXVwIuIg4NbMPLF125OAC4FPZOZeEbEQeDWwC2XJr1lgBtg7M0/pe76nAqdRPg+fMamlVdPJsV9dzKs+ZlYfM6ubHasu5jWd7MPDZyeWVp5jv7qYV33MrD5mVjc7Vl3MazrZiYfPTnzPLRj3DmheD6fks2FEPBE4EPgMsDdwFuVN5Rpgj4h44dj2Uj3mVR8zq4+Z1W0dYD3g9KYELQZ2Bk4AbqPM1Lw+IhY1gzhWsgRtYQkaCvOaXmsBa1MOMFhcByginga8E3hPRJwZERtGxP0y81LgHcDLI2K35u/7RGA34E2U0no15bOu38+AXwBbTnJp1dRy7FcX86qPmdXHzOpmx6qLeU0n+/AQ2YmlVebYry7mVR8zq4+Z1c2OVRfzmk524iGyE68eT3Aes4iYL4PTgPOBfYCLgKOBhcAOlMv8Hwu8qtn23sPeTxXmVR8zq4+ZTawHNF//1GT8d5QyswzYKDN/3dy/APhUROzVe+DdlKCJHqiNkXlNqcw8AnhwZl5ucR2szPwOsAHwOcpn1+eBf2xmwn8I+E9g34hYLzNnM/Oq5rNtK2CDzPxVM2sXuHM2/M3ATpl58ah/H2lQHPvVxbzqY2b1MbOJZceqi3lNIfvwcNmJpbk59quLedXHzOpjZhPLjlUX85pCduLhshOvnkXj3oFp1n5DaN7Y/xK4ErgiM/87InYB3gosBn4MfLj5x0lEzABbA3+gnJGvITOv+phZfcysfu3S0ufK5usmlGVN2iXo+tZ2bwMe2tqeVgl6FuWAxWOxBA2Eeamt9x6cmb9t/m1YXO+h+V5bmfm9iHgV8HTg9cBrgV0pV5k4l7KU3lbATyJiSWbemplfb55zuYMJvdnw7VnxUm0c+9XFvOpjZvUxs/rZsepiXuqxDw+WnVhaOY796mJe9TGz+phZ/exYdTEv9diJB8tOPHgzs7NzvVdp2PpmrRwLvK5196XA0Zn5sfkeS7n8/zuAy4FdMnPpcPd4uplXfcysPmZWv2aW2LLm+8cBt2XmFc2f7wt8CngmcANwI7BZZl7XevzuwBHAJcAe7QyjLDd1MvAU4OmWoNVnXpOh771zzu81Wn0HYe9Hmem+JDN/1ve6WwD8E/AS4CHAvwPPBa6gLP907Vh+AWlEHPvVxbzqY2b1MbP62bHqYl71sw93k51YWjmO/epiXvUxs/qYWf3sWHUxr/rZibvJTjwc8y3voCFrvbHsC+wHfJJyRv6hwJOAD0fEwb3to3WZceAg4FhgTcpyG0tj/qU6NADmVR8zq4+Z1a0ZqPUGYwcAnwWOjIi/BGhKzSmUAvRA4H19JeiVwOHAHcC+TYYzrR9xGXAxsKklaPWZ12RocmwX1DV732Tm7Kq+D/ZlOO9tml9fad0fOAv4IfDDiDgPeHVEPADKjNrMPBT4e+ADwI6UGfCPoVyFQppojv3qYl71MbP6mFnd7Fh1Ma/62Ye7yU4srTzHfnUxr/qYWX3MrG52rLqYV/3sxN1kJx4er+A8ZhHxSWANYP/WbJjtgNOAvwAOzsx3N7dvAJwKPIKyrMaumXlF9F2GXMNjXvUxs/qYWX36ZpodC+xDZJ14EQAAGyNJREFUma15VGae1TdjcG/KQYa1gW9SCs4TgPWAXwHbZeblfYO/BZm5LJxtOBDmNRn6/s5fCmwDbE5Zlu2izDxiFZ+vnftGwH0z89yB7vSE6/s7fBdlWaH/Bi4E/oZSSNcCPga8PjN/3ff45wKHAPcFdsjMK5GmgGO/uphXfcysPmZWHztWXcyrfvbhbrITS/eMY7+6mFd9zKw+ZlYfO1ZdzKt+duJushMPl7OWRqh/hkRELAE2A85sBloLmjf7LwEvBq4D3tXMmAFYSPnAeC/wPAdnw2Ve9TGz+pjZZGiVoMOAA4APU5aiOau5f7a17Qcoy2ycQik/z6Xk+D5gy/4S1H5+S9BgmFf9moLUK67vAk4CtqaUpHWBt0bE2RHxlFiJ2bV9hWu75vkOibJsjlZS6+/wlcD+wHuA52fmy4HnUF5LPwL2AN4eZYmvO2dAN6/B3SjLdV0ZEYtG/1tIw+XYry7mVR8zq4+ZTQY7Vl3Mq2724e6yE0t3z7FfXcyrPmZWHzObDHasuphX3ezE3WUnHi5PcB6RWP4S/1tGRAAbA5cCv2k2WwjMAjSzIXqDtOMi4tWZeRGwK3BkZl7fDOYcnA2BedXHzOpjZpMlyizpPYF/B07IzJ+37tsiInZoMiYzPw+8ijLD88nARsBbMvNaDzyMhnnVrVWQXk8pSB8Ets/MZwHPAj4P7ECZGbrC8tpXXJ8JvJ1ykOKAzLxpaL/EhGgfgI2ImYhYTFlC6GrgxMz8efN3fF1mnk0ppj8CdgG2aD8WIDMvy8wbm8fcPtJfRhoyx351Ma/6mFl9zGyy2LHqYl71sg93i51YWnmO/epiXvUxs/qY2WSxY9XFvOplJ+4WO/HozMzOOmli2PreFI4CDgIWtzY5ITP3b+5fAMy2tt+WsqzGw4G9M/OUUe77NDKv+phZfcxs8kTEC4BPA6/IzI9EmVG2DrBv8x/AIuC0zHzZmHZTDfOqX0Q8AjgH+DUlx59GubrB9pSZ038ENsvM61uPuXPZqebP/cX1GOBxwOaZecnofpu6RMTmwPqZ+d7mz3cut0VZIu9nwKWZ+fT+gzvNZ9pLKDPiT80ya1eaeI796mJe9TGz+pjZ5LFj1cW86mYfHi87sbTqHPvVxbzqY2b1MbPJY8eqi3nVzU48Xnbi8fAKziPQelN4HWVw9gXgdcCRwB3AfhGxb7PtMmCmdXb+ucDewCXAl0a/99PHvOpjZvUxs4n0cMq4YsOIeCJwIPAZSlZnAYcC1wB7RMQLx7aX6jGv+q1DmUV7elNcFwM7AycAtwGbNlcsWBQRT4K7loWCFRbXLSyu84uIxwJfA06IiL2h/L025XWWcjDhKuB+EbEoM+9oz95tMvga8DvgCRGx9qh/B2kcHPvVxbzqY2b1MbOJZMeqi3nVzT48JnZi6Z5x7FcX86qPmdXHzCaSHasu5lU3O/GY2InHxxOchygiFvbdtAFlcHZwZh6XmYdTZlAsA46KiFfBnIO0s4GNM/PKOZ5TA2Je9TGz+phZ/doDsD6nAecD+wAXAUdTlo7aAdgrM4+lLF8DcO9h76cK85poD2i+/qnJ+e8oBXQZsFFm/rq5fwHwqYjYq/fAuymu3x/VL1CbiNgBeAPlwM6fgHe1P6eaAwhrAL8Enggc0rpvQev1eAVwM2WZvZtH+1tIo+XYry7mVR8zq4+Z1c+OVRfzmlj24TGwE0urzrFfXcyrPmZWHzOrnx2rLuY1sezEY2AnHi9PcB6ibC4zHhFviYhDga2AT2fmFc3tCzPzPGBbYE3gnRGxT/PYZSyfz63t59TgmVd9zKw+Zla3Jp9lzffPjIiXR8S2EfH4zPw9sAtwInAGZabnppn59cy8oTnosDXwB8qyHBoy85oMvQN2c7iy+boJsCPLF9frW9u9DXhoa/v21RGe1TzusVhcVygitqDMWv8b4CRgO+BewHGt8npbZv6BUlhvAV4TEa9o7lvWK7DAHsBDgO+O/jeRRsuxX13Mqz5mVh8zq5sdqy7mVT/7cHfYiaV7xrFfXcyrPmZWHzOrmx2rLuZVPztxd9iJx29mdnZ23Psw0SJiPeBHlDP07wBenJkXRMTizLwtymXKl0XEVsC5lH/kB2XmyePb6+llXvUxs/qYWZ36ZvMdS1kqqudS4OjM/Nh8j6Usi/IO4HJgl8xcOtw9nm7mNRl674fN948Dbmsd6Lsv8CngmcANwI3AZpl5XevxuwNHUJZq26OdY5Qlp04GngI83eI6v4h4EHAm8BfAfs0BViLibykz22+jfE6d1HrMK4D3UA4onAS8D/g9sBOwH7AE2Dwzrx3hryKNhWO/uphXfcysPmZWJztWXcyrfvbh7rATS6vHsV9dzKs+ZlYfM6uTHasu5lU/O3F32Im7wSs4D1lm/oQyY2It4FHAC5vb24OzBZn5NWAbymX/T2rebDRi5lUfM6uPmdWpVYL2pQy6PgnsTVmC40nAhyPi4N72sfySUAcBx1JmW++VmUtj/iVxNADmVb++mdUHAJ8FjoyIvwRoiugplNL6QOB9fcX1lcDhlAOE+zY5tmf6XgZcTJmRbXFdsSXAY4CftUrr6cAjgY2b+++8kkTj48ArKcX1QOA7wI+B44EZYNvMvDZcPk9TwLFfXcyrPmZWHzOrkx2rLuZVN/tw59iJpdXg2K8u5lUfM6uPmdXJjlUX86qbnbhz7MQd4BWcRyQitqN8aCwC9s/MDzW3twdpyyLimZQ3os0z86ox7vJUM6/6mFl9zKxOEfFJYA1KZr1ZgtsBp1FmrR2cme9ubt8AOBV4BGX5ml0z84pmUO6SUSNgXnXqm5V7LLAPZYbtUZl5Vt/M670pBxrWBr5JKaVPANYDfgVsl5mXt3Nsvb/e+TyaX0Q8kDITejPgycBLgTcDH8jMfSJia+AcypUkXp+Z7289dj1gT0oet1AK7KmZeZ2vLU0bx351Ma/6mFl9zKxOdqy6mFd97MPdYyeWBsOxX13Mqz5mVh8zq5Mdqy7mVR87cffYibvBE5xHKCKeTRmk/RY4LDNPa27vH6Qtycxb/cc8XuZVHzOrj5l1W3sA3fx5CfA/wFsy84xoZms2GW0LfJRShg7KzOMjYiPKTNDvA+/JzOvNcHjMa/JExGHAYcD7gRMy8+fzbLcj8GzKsjYLKUtGnQMcn83sT3NcPRGxG2W5pjUof8eHAR/LzMua+7cEzmOO8jrP8y33epWmhWO/uphXfcysPmbWbXasupjXZLEPd4udWBoMx351Ma/6mFl9zKzb7Fh1Ma/JYifuFjvx+HkZ+RHKzH8D/p5yifgjI2KP5vZlff94b2tu901mjMyrPmZWHzPrrlh+6ZMtIyIoS2xcCvym2WwhMAuQmecCLwauA46LiFdn5kXArsCRTQlaYIbDYV6TJ8pM6T2Bf6evuEbEFhGxQ5Mzmfl54FWUWblPBjaiHLCwuK6maJZsysyPUWZIQ1nS6QeZeVlELI6IRZl5PmW5vHsB/xytZYgiYvEcz2dp1VRy7FcX86qPmdXHzLrLjlUX85os9uHusBNLg+XYry7mVR8zq4+ZdZcdqy7mNVnsxN1hJ+4Or+A8BhHxHMpMtBuAQzLzjDHvklbAvOpjZvUxs26J5Zc2OQo4CFjc2uSEzNy/uX8BMNvaflvK8jUPB/bOzFNGue/TyLwmU0S8APg08IrM/EhELALWAfZt/oOydNtpmfmyMe3m1IiIFwFnAN+iHBSaBf5vZn67yWY2M+/om6F7UGaePLadljrMsV9dzKs+ZlYfM+sWO1ZdzGvy2Ie7x04sDZZjv7qYV33MrD5m1i12rLqY1+SxE3ePnXj8vILzGGTm2ZSZL2sDJ0fELmPeJa2AedXHzOpjZt3SKjWvo5SgLwCvA46kzEjbLyL2bbZdBsy0ZpudC+xNmcH2pdHv/fQxr4n1cMpYfcOIeCJwIPAZSl5nUZaJugbYIyJeOLa9nB7nAwHsDBwAzABfiYhNMvN2yutqYWuG7kLgpIjYfWx7LHWYY7+6mFd9zKw+ZtYtdqy6mNdEsg93j51YGiDHfnUxr/qYWX3MrFvsWHUxr4lkJ+4eO/GYeYLzmDSDtD2BKyln+KvDzKs+ZlYfMxu/iFjYd9MGlBJ0cGYel5mHA9sDy4CjIuJVMGcZOhvYODOvnOM5NSDmNRma2dJzOY1SlvYBLgKOppShHYC9MvNYypJDAPce9n5Ou8y8Bvh/mfmbzDwJeCOlvH51nvL6fMrn2VfHt9dStzn2q4t51cfM6mNm42fHqot51c8+XA87sTR4jv3qYl71MbP6mNn42bHqYl71sxPXw048fp7gPEaZ+Rlg/cy8xg+K7jOv+phZfcxsvDLzDoCIeEtEHApsBXw6M69obl+YmecB2wJrAu+MiH2axy5j+XHFre3n1OCZV/2ajJY13z8zIl4eEdtGxOMz8/fALsCJlCVvDgQ2zcyvZ+YNzYGHrYE/AD8b1+8wTTLz9tYBn39h/vK6KDPPAdbNzKv8PJPm59ivLuZVHzOrj5mNlx2rLuZVN/twfezE0uA59quLedXHzOpjZuNlx6qLedXNTlwfO/F4zczOzo57HyRJUkdExHrAj4BfUpateXFmXhARizPztohYkJnLImIr4FzgFuCgzDx5fHs9vcyrXhExk3ctG3UsZbmonkuBozPzY/M9lrIEzjuAy4FdMnPpcPdYPX3Z7Q8cA8wCW2XmfzQHJe5obydJkqQ62LHqYl51sg/XzU4sSZI0uexYdTGvOtmJ62YnHg+v4CxJku6UmT8BdgTWAh4FvLC5vV2CFmTm14BtKMuhnBQRu49pl6eaedWrVXz2BfYDPgnsDRwKPAn4cEQc3Nu+b3bnQcCxlBnXe2Xm0hUsY6QBy8zZvhm6bwBuB74dEU/tzXC3tEqSJNXHjlUX86qTfbhudmJJkqTJZceqi3nVyU5cNzvxePiPXJIkLSczvwDsBiwFXhkReza3L+srQ+cDzweuBL46vj2ebuZVvS2ALwFvysxTMvMdwA7AjcA/R8SBUJaFiogNIuIHwCHA9cAWmfnL9jJGGo2+8voeykzpy4DrxrpjkiRJWm12rLqYV9Xsw5WyE0uSJE0uO1ZdzKtqduJK2YlHzxOcJUnSn8nML1HK0CxweETs0dzeX4bOAdbNzKv6Zg9qhMyrDv0zaCNiCbAZcGZmXhERC5qcvgS8mFKC3hURBzQPWUgpR+8Fntc8ZmFvJqhGq6+8HgWs72tLkiRpMtix6mJe3Wcfnjx2YkmSpMllx6qLeXWfnXjy2IlHyxOcJUnSnDLz34C/Bx4IHDlXGWo2va253QH0GJlXt7Vn0EbElhERwMbApcBvms0WUg4+kJnncleBPS4iXp2ZFwG7Akdm5vVNruY4Rn3l9eaImDETSZKkyWDHqot5dZd9eHLZiSVJkiaXHasu5tVdduLJZScenZnZ2dlx74MkSeqwiHgO8EngBuCQzDxjzLukFTCv7mnKzGzz/VHAQcDi1iYnZOb+zf0LgNnW9tsCpwIPB/bOzFNGue+SJEnStLNj1cW8usU+LEmSJNXNjlUX8+oWO7E0GJ7gLEmS7lZThj4K3At4SWZ+asy7pBUwr26KiNcBbwe+AFwA3A94C2VW7msz88Rmu/4C+5zmcc/PzCvHse+SJEnSNLNj1cW8usc+LEmSJNXLjlUX8+oeO7G0ehaMewckSVL3ZebZwJ7AlcC3xrw7uhvm1Q0RsbDvpg0oxfXgzDwuMw8HtgeWAUdFxKugLBcFzLSWtDkb2Dgzr5zjOSVJkiQNmR2rLuY1fvZhSZIkaXLYsepiXuNnJ5YGyxOcJUnSSsnMzwDrZ+Y1DqC7z7zGLzPvAIiIt0TEocBWwKcz84rm9oWZeR6wLbAm8M6I2Kd57DKWH6vf2n5OSZIkSaNlx6qLeY2XfViSJEmaLHasupjXeNmJpcGamZ2dHfc+SJIkSRMpItYDfgT8ErgDeHFmXhARizPztohYkJnLImIr4FzgFuCgzDx5fHstSZIkSdLqsQ9LkiRJkqaVnVgaHK/gLEmSJA1JZv4E2BFYC3gU8MLm9nZxXZCZXwO2ARYCJ0XE7mPaZUmSJEmSVpt9WJIkSZI0rezE0uB4grMkSZI0RJn5BWA3YCnwyojYs7l9WV+BPR94PnAl8NXx7bEkSZIkSavPPixJkiRJmlZ2YmkwPMFZkiRJGrLM/BKlwM4Ch0fEHs3t/QX2HGDdzLwqIhaOc58lSZIkSVpd9mFJkiRJ0rSyE0urb2Z2dnbc+yBJkiRNhYh4DvBJ4AbgsMw8rbl9QWYua76fyUwH6ZIkSZKkiWEfliRJkiRNKzuxdM95grMkSZI0Qn0F9pDMPGPMuyRJkiRJ0tDZhyVJkiRJ08pOLN0znuAsSZIkjVhTYD8K3At4SWZ+asy7JEmSJEnS0NmHJUmSJEnTyk4srboF494BSZIkadpk5tnAnsCVwLfGvDuSJEmSJI2EfViSJEmSNK3sxNKq8wRnSZIkaQwy8zPA+pl5TUQsHPf+SJIkSZI0CvZhSZIkSdK0shNLq2ZmdnZ23PsgSZIkSZIkSZIkSZIkSZIkSYBXcJYkSZIkSZIkSZIkSZIkSZLUIZ7gLEmSJEmSJEmSJEmSJEmSJKkzPMFZkiRJkiRJkiRJkiRJkiRJUmd4grMkSZIkSZIkSZIkSZIkSZKkzvAEZ0mSJEmSJEmSJEmSJEmSJEmd4QnOkiRJkiRJkiRJkiRJkiRJkjrDE5wlSbqHIuJrETE77v2QJEmSJGnU7MSSJEmSpGllJ5YkaTQ8wVmSJEmSJEmSJEmSJEmSJElSZ3iCsyRJkiRJkiRJkiRJkiRJkqTO8ARnSZIkSZIkSZIkSZIkSZIkSZ2xaNw7IElSl0TES4HnAX8LPAy4DfgB8P7M/OhKPscawJuBlwCPAK4B/hU4ErgFOD8zt7qH+/YR4GXAFcDhwAbALPAN4HWZ+eO+x6wLvBzYFvgr4L7AtcCXgH/KzKv6tt8K+Crwj8BZwNuATYFlwFeAAzLzlxHxGOAdwDbAWsCFzX3fn2O/7w3sD+wKPL7Z3x8A78nMj6/q34MkSZIkaTjsxHZiSZIkSZpWdmI7sSSpe7yCsyRJy3s/8Cjg68DxwCcohe+MiDjy7h4cETPAmZRSeTtwIvAF4KXNcw3Cc4EvA0uBkyil9dnA+RHx4L5tdwZeBfwS+DhwAvAjYC/gOxHxiHl+xtOa5wU4Bbioea7zImK95s+PBE4Hzga2BM6JiLXaTxIR9we+SSm5dwAfBk4DHgJ8LCLedg9+f0mSJEnScNiJCzuxJEmSJE0fO3FhJ5YkdYZXcJYkaXlPysz/ad8QEUuALwJvioiTMvPqFTz+xcBzKKVv28y8tXmOt1Jmrw7CC4DtMvO81j4eBbyJMgv32Na2ZwDvzsw/tZ8gIp5F+Z0OBfaZ42c8G3hxZv5r6zEfap7/AuBdmfn21n2HAf8E7An8S+t5jqfMcn5jZh7b2v5ewOeAt0TEpzPz4pX/9SVJkiRJQ2InLuzEkiRJkjR97MSFnViS1BlewVmSpJb+0trcdivwXsrEoG3u5in2aL4e2iutzXPcSFl6aBA+0S6tjZObrxu1b8zMq/tLa3P7l4EfAtvN8zO+2S6tjdOarzcBR/fdd3rz9Sm9GyLiQZQi/912aW1+/i3AG4EZYLd59kGSJEmSNEJ24jvZiSVJkiRpytiJ72QnliR1hldwliSpJSLWoRSqbYB1gDX7NplvqZ6evwWWUWav9vvmau9g8d05bvtl8/UB7RubpZD+gbL00frN/Qtbm9zK3Ob6Gdc0Xy/OzDv67uvNVn5k67anNT9rNiKOmOP5FjdfnzDPPkiSJEmSRshOvMKfYSeWJEmSpAlmJ17hz7ATS5LGwhOcJUlqRMRjgIso5e4bwJcps1DvAB5FmXW7xt08zf2AGzLz9jnu+98B7eqN/Tdk5u0RAcuXUoDjgAOAXwFfohTMPzb3vRT4q3l+xk1z3Hb7fPe1fv7i1s0Par4+rflvPmut4D5JkiRJ0gjYiZdjJ5YkSZKkKWInXo6dWJLUGZ7gLEnSXQ6ilK2XZeap7Tsi4kXctazQiiwFHhgRi+Yorw8dyF6upIj4C+C1wKXAZpn5u777XzTkXegV3Hdn5kFD/lmSJEmSpNVjJx4sO7EkSZIk1cNOPFh2YknSQCwY9w5IktQhj2u+njnHfVuu5HN8j/L5utkc921+T3ZqNTym2Zcvz1FaH9ncP0wXUZZh2mLIP0eSJEmStPrsxINlJ5YkSZKketiJB8tOLEkaCE9wliTpLpc3X7dq3xgR2wF7reRznN58fVtELGk9x/2Aw1Zz/1bV5c3XzSPiziWJImIt4BSGvJJDZl4H/CuwYUQcFhF/9vMi4rER8ehh7ockSZIkaaVc3nzdqn2jnfiesRNLkiRJUlUub75u1b7RTnzP2IklSYMy1A8sSZIq8z7gZcCnIuJM4GrgScD2QAK7rsRznA78ffOYSyPi/wGLgb8Dvgv8f5TZqkOXmddGxCea/bk4Ir4M3A94JnALcDHwlCHvxr7A44F/AnaPiG8C/ws8HHgC8DTgRcBlQ94PSZIkSdKK2YkHz04sSZIkSXWwEw+enViStNq8grMkSY3MvATYGrgAeDawD3BfYGfgpJV8jllgJ+BISmHdD9gROA14TbPZ0oHu+IrtCbwDWLP5+dsBZ1GWRrpp2D88M5dSlm3aD/g1pcAfRPl7/h1wIHDOsPdDkiRJkrRiduLBsxNLkiRJUh3sxINnJ5YkDcLM7OzsuPdBkqSpEBHPBL4MHJ2Zbx73/kiSJEmSNCp2YkmSJEnStLITS5J0z3gFZ0mSBiwiHj7HbQ8Cjm7++NnR7pEkSZIkSaNhJ5YkSZIkTSs7sSRJg7Vo3DsgSdIEOi4i1qcsYXQ98EhgB+CBwAcy86Jx7pwkSZIkSUNkJ5YkSZIkTSs7sSRJA+QJzpIkDd5ngIcCzwPuD9wC/BD4MPDB3kYRsRWw1Uo8342ZefzA91KSJEmSpMGzE0uSJEmSppWdWJKkAfIEZ0mSBiwzE8iV2HQr4PCV2O4KwOIqSZIkSeo8O7EkSZIkaVrZiSVJGqyZ2dnZce+DJEmSJEmSJEmSJEmSJEmSJAGwYNw7IEmSJEmSJEmSJEmSJEmSJEk9nuAsSZIkSZIkSZIkSZIkSZIkqTM8wVmSJEmSJEmSJEmSJEmSJElSZ3iCsyRJkiRJkiRJkiRJkiRJkqTO8ARnSZIkSZIkSZIkSZIkSZIkSZ3hCc6SJEmSJEmSJEmSJEmSJEmSOuP/B6NXon1mimRHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2880x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "construct_summary_final(df, \"train\", \"Training Set Results\", ERRORS, HUE_COLORS=None, ORDER=ORDER, \n",
    "                        HUE_ORDER=None)\n",
    "construct_summary_final(df, \"test\", \"Test Set Results\", ERRORS, HUE_COLORS=None, ORDER=ORDER, \n",
    "                        HUE_ORDER=None)\n",
    "construct_summary_final(df, \"job\", \"JOB Results\", ERRORS, HUE_COLORS=None, ORDER=ORDER, \n",
    "                        HUE_ORDER=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "YLABELS = {}\n",
    "YLABELS[\"qerr\"] = \"Q-Error\"\n",
    "YLABELS[\"cm1_jerr\"] = \"Postgres Plan Error\"\n",
    "YLABELS[\"jerr\"] = \"Postgres INL Plan Error\"\n",
    "YLABELS[\"plan_err\"] = \"Simple Plan Error\"\n",
    "YLABELS[\"plan_pg_err\"] = \"Simple Plan Postgres Error\"\n",
    "\n",
    "\n",
    "def bar_chart_summary_qerr_thresh(df, samples_type, err_type):\n",
    "    #fig, ax = plt.subplots(1, figsize=(5,4))\n",
    "    plt.figure(figsize=(5,4))\n",
    "    plt.style.use('ggplot')   \n",
    "\n",
    "    df = df[df.samples_type == samples_type]\n",
    "    df = df[df.loss_type == err_type]\n",
    "    sns.barplot(data=df, x=\"alg_name\", y=\"loss\", hue=\"loss_func\", order=ORDER2, dodge=False, \n",
    "                palette=HUE_COLORS)\n",
    "    plt.xlabel(\"Loss Function\")\n",
    "    plt.ylabel(YLABELS[err_type])\n",
    "    #plt.legend(\"Loss Function\")\n",
    "    #plt.title(\"Unique Subquery Combinations, Grouped by Importance\")\n",
    "    plt.yscale(\"log\")\n",
    "    fn = FN_TMP.format(SAMPLES_TYPE = samples_type,\n",
    "                       LOSS_TYPE = err_type,\n",
    "                        ALT_TYPE = \"weight-decay-thresh\")\n",
    "    fn = SAVE_DIR + fn\n",
    "    plt.savefig(fn)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart_summary_qerr_thresh(df, \"train\", \"qerr\")\n",
    "bar_chart_summary_qerr_thresh(df, \"test\", \"qerr\")\n",
    "bar_chart_summary_qerr_thresh(df, \"job\", \"qerr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vgSYlJelNFxcX602fPXu26isiIrIQFQbo0qVL9aYff1wyLCys6isiIrIQFQbo096RzHdSE1F1VmGAPq3vpzn0DY2NjcXGjRtNXQYRVUOVeqmcOeJgIkRkKhUGaGFhIcaPH6+bzs/P15suKioyXGVERGauwgBl9yUioierMECbN29urDqIiCyOqGfhiYioLAYoEZFEDFAiIokYoEREEonqB5qXl4cDBw7gxo0bKCws1Pvs448/NkhhRETmTlSArlu3DhqNBp07d4a1tbWhayIisgiiAjQxMRFbtmwxy9caExGZiqhroA0bNkR2drahayEisiiiWqAtWrTAsmXL0KtXL9SuXVvvM45IT0TVlagAvXLlClQqFS5cuFDmMwYoEVVXfKUHEZFElR7OThAEvYGU5XJ2JSWi6klUgKrVamzduhUJCQl48OCB3meRkZEGKYyIyNyJaj5u2rQJVlZWWLhwIWxtbbFixQr4+fnh/fffN3R9RERmS1SAJiYmYvz48fDw8IBMJoOHhwfGjx+PQ4cOGbq+p+IrPYjIVESdwsvlcigUCgBAzZo1cf/+fdjZ2UGtVhu0ODH4Sg8iMhVRAerl5YXff/8dHTt2ROvWrREaGgpra2t4enoauj4iIrMlKkAnTZqku/MeFBSEAwcOoLCwEK+++qpBiyMiMmeiArRmzZq6v62trTF06FCDFUREZCmeGKBiuycNHz68yoohIrIkTwxQDh5CRFSxJwbohAkTjFkHEZHFqfAaaE5ODnbu3InU1FQ0btwYo0aNgqOjo7FqIyIyaxV2pN+yZQvu3buHPn36IDs7Gzt27DBSWURE5q/CFuiVK1ewbt061KxZE507d8acOXOMVRcRkdmrsAVaUlKi68JUq1atMi+UIyKqzipsgWo0Gvz888+6TvQajQbHjh3TW4YDKhNRdVVhgHp7eyM6Olo37eXlhRMnTugtwwAlouqqwgBdvHixkcogIrI8HE6eiEgiBigRkUQMUCIiiRigREQSiRrOLi0tDQ4ODqhduzYKCwtx4MAByOVyDBgwADY2NoaukYjILIlqga5btw75+fkAgF27diEhIQGJiYnYtGmTQYsjIjJnolqgmZmZqFu3LgRBQExMDFavXg1ra2t8+OGHhq6PiMhsiQrQGjVqoKCgAGlpaVCpVKhVqxZKS0tRUlJi6PqIiMyWqADt2rUrlixZgoKCArz88ssAgJSUFLi5uRm0OCIicyYqQIOCgvDHH39AoVCgRYsWAACZTIbRo0cbtDgiInMmKkABoHXr1sjKykJiYiKaNGnCVxoTUbUnKkCzsrKwbt06XL9+HQCwe/du/Pbbbzh37hzGjRtnyPqIiMyWqG5MmzZtQtu2bbFz505YWT3M3FatWuH8+fMGLY6IyJyJaoEmJydj7ty5kMv/ylt7e3td39CqptVqERkZiYKCArz44ovo1auXQfZDRPQsRAWok5MTbt++jbp16+rmpaWlwcXFRfSOwsPDER8fDycnJ6xevVo3/9y5c9i+fTu0Wi0CAgIwaNAgxMbGQq1Ww8HBASqVqhJfh4jIeESdwg8YMAArVqzAzz//DK1Wi5MnTyI0NBSvvfaa6B316tUL8+fP15un1WqxdetWzJ8/H6Ghofj111+RlpaG9PR0NGnSBKNHj8bhw4cr942IiIxEVAvU398fDg4OOHr0KFQqFaKjozF8+HB07NhR9I6aN2+OjIwMvXnJyclwd3dHnTp1AABdunRBTEwMVCqV7lrr3y8bEBGZk6cGqFarxZIlS7BgwYJKBaYYarVa7xRdpVIhKSkJ/fr1w7Zt23DlyhX4+Pg8cf0jR47gyJEjAIBPP/20UpcUTMUSaiyPpdZNZEhPDVC5XI6MjAzdi+WqUnnblMlksLGxwfjx45+6fmBgIAIDA3XTWVlZVVqfIVhCjeWx1LqJntXf7/08TtT58dChQ7F582ZkZmZCq9Xq/fcsVCoVsrOzddPZ2dlwdnZ+pm0SERmLqGugGzduBAC9N3Q+EhkZKXnnnp6euHXrFjIyMqBUKnHq1ClMnjxZ8vbI9HxX+Zq6hDIuzbpk6hLoOSUqQDds2PDMO1q7di0uX76M3NxcjBs3DsOGDYO/vz+Cg4MREhICrVaL3r17o0GDBs+8LyIiYxAVoK6urs+8o6lTp5Y7v127dmjXrp3k7cbGxiIuLg5jx46VvA0iIilEBehnn30GmUxWdmUrK6hUKnTo0AEeHh5VXZsofn5+8PPzM8m+iah6E3UTyd7eHjExMRAEAUqlEoIgIDY2FnK5HDdv3sT//d//4ZdffjF0rUREZkVUC/TWrVuYN28emjVrppuXmJiIyMhIfPTRRzh37hx27NiBnj17GqxQIiJzI6oFmpSUBG9vb715L774IpKTkwE8HCv0792RiIiqA1EB6uHhgb1796K4uBgAUFxcjMjISN11z4yMDDg4OBisyIrExsbqulkRERmTqFP4iRMnYv369Rg9ejQcHByQl5cHT09PTJo0CQCQl5eH9957z6CFPglvIlFVYP9VkkJUgLq5uWHp0qXIysrC3bt34ezsrPdsNF/vQUTVkahT+NmzZwN4OKCEt7e3Ljznzp1ruMqIiMycqAC9fft2mXmCIODOnTtVXhARkaWo8BT+0SOcGo2mzOOcmZmZfOySiKq1CgP00UDHj/8tk8nQtGlTdO7c2XCVicRHOYnIVCoM0DfeeAMA4O3tjTZt2hiloMriXXgiMhVRd+GtrKyQkZEBNzc35OTk4IsvvoBcLsebb76J2rVrG7pGIiKzJOom0tatW3XvJtq5cydKS0shk8nYgZ2IqjVRLVC1Wg0XFxeUlpbijz/+QHh4OKysrHjdkYiqNVEBamdnh5ycHKSmpqJ+/fqwtbWFRqOBRqMxdH1ERGZLVIC+/PLLmDdvHjQaDYKCggAAV65cQb169QxZGxGRWRMVoIMGDULHjh0hl8vh7u4OAFAqlRg3bpxBixOD3ZiIyFREBSjwsB/o1atXkZycDKVSiaZNm0KhUBiyNlHYjYmITEVUgN68eRMrVqxAcXGx7lXENWrUwJw5c1C/fn1D10hEZJZEBeiWLVsQGBiIAQMG6N6NdODAAWzduhWLFi0yaIFEROZKVD/Q69evo3///novlnv11Vdx/fp1Q9VFRGT2RAWoUqnE5cuX9eYlJCTA2dnZIEUREVkCUafwI0eOxIoVK9C+fXu4uLggKysL8fHxuhHpiYiqI1EB6ufnh5UrV+LUqVO4e/cuGjRogGHDhqFu3bqGro+IyGxVGKBFRUXYt28fUlNT0bhxYwwePBg1atQwVm1ERGatwmugW7duRVxcHOrVq4czZ85g9+7dxqpLNL6Vk4hMpcIW6Llz57BixQo4Ozvj5ZdfxqJFixAcHGys2kRhR3oiMpUKW6BFRUW6O+0uLi7Iz883SlFERJagwhZoaWkpLl68qJvWarV60wDQokULw1RGRGTmKgxQJycnfP7557ppBwcHvWmZTFbmZXNERNVFhQEaFhZmrDqIiCyOqCeRiIioLAYoEZFEDFAiIokYoEREEll8gPJJJCIyFdGv9DBXfBKJiEzF4lugRESmwgAlIpKIAUpEJBEDlIhIIgYoEZFEDFAiIokYoEREEjFAiYgkYoASEUnEACUikogBSkQkkcUHKAcTISJT4WAiREQSWXwLlIjIVBigREQSMUCJiCRigBIRScQAJSKSiAFKRCQRA5SISCIGKBGRRAxQIiKJGKBERBIxQImIJGKAEhFJxAAlIpKIAUpEJBEDlIhIIgYoEZFEDFAiIoksfkT62NhYxMXFYezYsaYuhYgqoWvXYlOXUMavv1pXanmLD1C+0oOITIWn8EREEjFAiYgksvhTeKLqzneVr6lLKOPSrEumLsEo2AIlIpKIAUpEJBEDlIhIIgYoEZFEDFAiIokYoEREEjFAiYgkYoASEUnEACUikkgmCIJg6iKIiCwRW6AizJ0719QlSGaptVtq3YDl1m6pdQOmq50BSkQkEQOUiEgixeLFixebughL8OKLL5q6BMkstXZLrRuw3NottW7ANLXzJhIRkUQ8hScikogBSkQkEUek/5tz585h+/bt0Gq1CAgIwKBBg/Q+FwQB27dvx++//w4bGxtMmDDBLK4ZPa3umzdvIjw8HCkpKRgxYgQGDhxookr1hYeHIz4+Hk5OTli9enWZz831eANAVlYWwsLCkJOTA5lMhsDAQPTr109vGXOpv7zjnJeXh9DQUGRmZsLV1RXTpk2Dg4NDmXWf9tuqjOHDh6Nhw4a66VmzZiEzMxMHDx6ssm5IGRkZWLFiRbm/J4MQSBAEQSgtLRU+/PBD4fbt20JJSYkwc+ZMITU1VW+ZuLg4ISQkRNBqtcLVq1eFefPmmajav4ipOycnR0hKShL+9a9/Cd99952JKi3r0qVLwrVr14Tp06eX+7k5Hu9H1Gq1cO3aNUEQBCE/P1+YPHmy2f5eyjvOu3fvFvbv3y8IgiDs379f2L17d5n1xPy2KuPtt98uM+/ixYvC8uXLJW/zcXfu3Hni78kQeAr/p+TkZLi7u6NOnTqwsrJCly5dEBMTo7dMbGwsevToAZlMhiZNmuDBgwe4e/euiSp+SEzdTk5O8PLygkKhMFGV5WvevHm5rZ5HzPF4P+Ls7KxrTdrZ2aFevXpQq9V6y5hL/eUd55iYGPTs2RMA0LNnzzK/GUDcb6sq5eXlYeXKlZg5cyYWLFiAGzduAABmzJiBBw8eQBAEBAcH45dffgEAfPbZZzh//ryobV+4cAGzZ8/GjBkzEB4ejpKSEgDAnj17MG3aNMycORO7du0CAJw+fRozZszArFmzsGjRogq3y1P4P6nVaqhUKt20SqVCUlJSmWVcXFz0llGr1XB2djZanY8TU7elMsfjXZ6MjAykpKTAy8tLb74513/v3j1dHc7Ozrh//36ZZar6t1VcXIxZs2YBANzc3HR/P/Lll1+icePGmD17Ni5evIgNGzZg1apVaNq0Ka5evQoXFxfUqVMHCQkJ6NmzJ5KSkvD++++L2m94eDg++ugj1K1bFxs2bMDhw4fRs2dPnD17FmvXroVMJsODBw8AAF9//TUWLFgApVKpm/ckbIH+SSinN5dMJqv0MsZmjjVVFUv4boWFhVi9ejWCgoJgb2+v95kl1F+Rqq7f2toaq1atwqpVq8qEJwBcuXIFPXr0AAC0aNECeXl5yM/Ph4+PDy5fvoyEhAT06dMHqampUKvVcHBwgK2t7VP3m56eDjc3N9StWxfAwxZ3QkIC7OzsYG1tjYiICJw5cwY2NjYAgKZNmyIsLAxHjhyBVqutcNsM0D+pVCpkZ2frprOzs8u0FFQqFbKysipcxtjE1G2pzPF4/51Go8Hq1avRvXt3dOrUqczn5ly/k5OT7nLC3bt3UatWrTLLGPu3VV5gA4CPjw+uXLmChIQE+Pr6wtHREb/99huaNWv2TPtTKBRYtmwZOnXqhJiYGISEhAAAPvjgA4wYMQLZ2dmYPXs2cnNzn7gNBuifPD09cevWLWRkZECj0eDUqVPw8/PTW8bPzw/R0dEQBAGJiYmwt7c3+T8IMXVbKnM83o8IgoCIiAjUq1cP/fv3L3cZc67fz89Pdy3xl19+QYcOHcosY+zflo+PD06cOAEAuHTpEhwdHWFvbw8XFxfk5ubi9u3bqFOnDpo1a4aDBw/Cx8dH1Hbr1q2LjIwM3L59GwAQHR2N5s2bo7CwEPn5+WjXrh2CgoJw/fp1AMDt27fh7e2N4cOHw9HRUe9/Io/jNdA/KRQKBAcHIyQkBFqtFr1790aDBg1w+PBhAEDfvn3Rtm1bxMfHY/LkybC2tsaECRNMXLW4unNycjB37lwUFBRAJpPhhx9+wJo1a8qcchrb2rVrcfnyZeTm5mLcuHEYNmwYNBqNrm5zPN6PXL16FdHR0WjYsKHudHTkyJG6Fqc51V/ecR40aBBCQ0Nx7NgxuLi4YPr06QAeXvfcuHEj5s2b98TflqEMGzYM4eHhmDlzJmxsbDBx4kTdZ15eXrrTaR8fH+zdu/eJLdD09HSMGzdONz169GhMmDABa9asQWlpKTw9PdGnTx/dTauSkhIIgoDRo0cDAL744gvcunULwMNLCY0aNZKb6aEAAAUTSURBVHpizXyUk4hIIp7CExFJxAAlIpKIAUpEJBEDlIhIIgYoEZFEDFCiKvbOO+/gzp07pi6DjIDdmMggJk6ciLFjx6JVq1ZG3W9YWBhOnjwJK6u/ujiPHz8eXbp0Mcj+Fi9ejO7duyMgIMAg2yfzxo709Nx57bXXMGLECFOXQdUAA5SMqqSkBHv27MHp06cBAJ07d8Zbb72FGjVq4P79+wgPD8eVK1cgk8nQoEEDLF68GHK5HN9++y1+/PFHFBQUwNnZGe+99x5atmwper9hYWFQqVS6YL106RI+++wzREREAHjYYv7HP/6B6OhoZGZmok2bNpg4cSKsra0BPBz+7csvv0RGRgZq1aqFMWPGICEhAQkJCUhKSsKOHTvQq1cvjBkzBsOGDcP69evh7u6O/Px8bNu2TTeockBAAAYPHgy5XI7jx4/j6NGj8Pb2xs8//wx7e3u89957aNu2bRUfdTIUBigZ1TfffIOkpCSsXLkSMpkMK1euxL59+zBixAgcOnQISqUSW7ZsAQAkJSVBJpMhPT0d//nPf7B8+XIolUpkZGQ8dZQcKU6fPo358+fD2toaH330EY4fP46+ffsiOTkZGzZswIwZM9CiRQvk5OSgoKAAbdq0wdWrVys8hd+2bRvy8/OxYcMG5ObmIiQkBM7OzvD39wfwcMzNnj17YuvWrThy5AgiIiIQERFhUaM2VWe8iURGdfLkSbz++utwcnJCrVq1MHToUN0AEgqFAjk5OcjKyoKVlRV8fHwgk8kgl8tRUlKCtLQ0aDQauLm5wd3d/Yn7OHjwIIKCghAUFIQxY8aIru2VV16BUqmEg4MD2rdvrxtc4tixY+jduzdatWoFuVwOpVKJevXqPXV7Wq0Wp06dwptvvgk7Ozu4ubmhf//+iI6O1i3j4uKCwMBAyOVy9OzZE3fv3sW9e/dE10ymxRYoGZVarYarq6tu2tXVVTeS+8CBA/HVV19h6dKlAIDAwEAMGjQI7u7uCAoKwldffYW0tDS0bt0ao0aNglKpLHcfAwYMkHQNtHbt2rq/ra2tdXVlZ2dLOq2+f/8+NBqN3qDKf/++j+/z0XiUhYWFld4XmQZboGRUSqUSmZmZuumsrCxdENrZ2WHUqFHYsGED5syZg0OHDuHChQsAgG7duuGTTz5BWFgYgIevYqgMGxsbFBUV6aZzcnJEr6tSqXRDoT2uolPtWrVqQaFQ6I0J+vfvS5aPAUoGU1paiuLiYt1/paWl6Nq1K7755hvcv38f9+/fx9dff43u3bsDAOLi4nD79m0IggA7OzvI5XLI5XKkp6fj4sWLKCkpgbW1NaytrSGXV+6n6+Hhgd9//x15eXnIycnBDz/8IHpdf39/HD9+HBcuXIBWq4VarcbNmzcBPByY+El9PuVyOTp37oy9e/eioKAAmZmZOHTokO77kuXjKTwZzPLly/WmhwwZgiFDhiA/Px8zZ84EALz00ksYMmQIAODWrVvYtm0b7t+/j5o1a6Jv377w9fXFjRs3sGfPHty8eRMKhQJNmzbFBx98UKlaevTogQsXLmDixIlwdXVFr169cOjQIVHrenl5YcKECdi5cycyMjLg5OSEMWPGoF69eujXrx/CwsIQFRWF7t27Izg4WG/d4OBgbNu2DR9++CGsra0REBCA3r17V6p2Ml/sSE9EJBFP4YmIJGKAEhFJxAAlIpKIAUpEJBEDlIhIIgYoEZFEDFAiIokYoEREEv0/iZmoAJQnHlYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart_summary_qerr_thresh(df, \"train\", \"cm1_jerr\")\n",
    "bar_chart_summary_qerr_thresh(df, \"test\", \"cm1_jerr\")\n",
    "bar_chart_summary_qerr_thresh(df, \"job\", \"cm1_jerr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart_summary_qerr_thresh(df, \"train\", \"jerr\")\n",
    "bar_chart_summary_qerr_thresh(df, \"test\", \"jerr\")\n",
    "bar_chart_summary_qerr_thresh(df, \"job\", \"jerr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart_summary_qerr_thresh(df, \"train\", \"plan_err\")\n",
    "bar_chart_summary_qerr_thresh(df, \"test\", \"plan_err\")\n",
    "bar_chart_summary_qerr_thresh(df, \"job\", \"plan_err\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}