Exploratory_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7308a871",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import textwrap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "347c6880",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from dgs.utils import load_results_from_files\n",
    "from dgs.plotutils import plot_coded_column as _plot_coded_column\n",
    "from dgs.utils import count_unique_values, print_groupby\n",
    "\n",
    "kw_plot = {'scaleToMax': False}\n",
    "def plot_coded_column(df, name, label=None):\n",
    "    _plot_coded_column(df, name, label=label, **kw_plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2990c496",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_rows = 4000\n",
    "pd.options.display.max_columns = 4000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b20439f",
   "metadata": {},
   "source": [
    "### Import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5c7435ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "dir_name = 'tmp'\n",
    "\n",
    "df_objects, df_params = load_results_from_files(dir_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4a98876",
   "metadata": {},
   "source": [
    "## Data cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6cf8815",
   "metadata": {},
   "source": [
    "### Objects data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "ae3f9843",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>object_name</th>\n",
       "      <th>contract</th>\n",
       "      <th>type</th>\n",
       "      <th>inheritance</th>\n",
       "      <th>modifiers</th>\n",
       "      <th>values</th>\n",
       "      <th>visibility</th>\n",
       "      <th>description</th>\n",
       "      <th>parameters</th>\n",
       "      <th>title</th>\n",
       "      <th>notice</th>\n",
       "      <th>dev</th>\n",
       "      <th>param</th>\n",
       "      <th>return</th>\n",
       "      <th>full_comment</th>\n",
       "      <th>coding_keyword_search</th>\n",
       "      <th>coding_topic_search</th>\n",
       "      <th>url</th>\n",
       "      <th>project</th>\n",
       "      <th>repo_update_datetime</th>\n",
       "      <th>repo_version</th>\n",
       "      <th>repo_url</th>\n",
       "      <th>parameters_names</th>\n",
       "      <th>dispute_resolution</th>\n",
       "      <th>election</th>\n",
       "      <th>membership</th>\n",
       "      <th>proposal</th>\n",
       "      <th>reputation</th>\n",
       "      <th>voting</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ACL.ACL@22</th>\n",
       "      <td>ACL</td>\n",
       "      <td>ACL</td>\n",
       "      <td>ContractDefinition</td>\n",
       "      <td>[Initializable]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[ACL.ACL.ROOT_ROLE@23, ACL.ACL.FREEZE_FLAG@30,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[membership]</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://github.com/aragon/govern/blob/v1.0.0-b...</td>\n",
       "      <td>_Aragon - Aragon Govern</td>\n",
       "      <td>2020-11-10T13:07:27Z</td>\n",
       "      <td>v1.0.0-beta.12</td>\n",
       "      <td>https://github.com/aragon/govern/tree/v1.0.0-b...</td>\n",
       "      <td>[ROOT_ROLE, FREEZE_FLAG, ANY_ADDR, UNSET_ROLE,...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACL.Frozen@40</th>\n",
       "      <td>Frozen</td>\n",
       "      <td>ACL</td>\n",
       "      <td>EventDefinition</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[ACL.Frozen.role@40, ACL.Frozen.actor@40]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[membership]</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://github.com/aragon/govern/blob/v1.0.0-b...</td>\n",
       "      <td>_Aragon - Aragon Govern</td>\n",
       "      <td>2020-11-10T13:07:27Z</td>\n",
       "      <td>v1.0.0-beta.12</td>\n",
       "      <td>https://github.com/aragon/govern/tree/v1.0.0-b...</td>\n",
       "      <td>[role, actor]</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACL.Granted@38</th>\n",
       "      <td>Granted</td>\n",
       "      <td>ACL</td>\n",
       "      <td>EventDefinition</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[ACL.Granted.role@38, ACL.Granted.actor@38, AC...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[membership]</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://github.com/aragon/govern/blob/v1.0.0-b...</td>\n",
       "      <td>_Aragon - Aragon Govern</td>\n",
       "      <td>2020-11-10T13:07:27Z</td>\n",
       "      <td>v1.0.0-beta.12</td>\n",
       "      <td>https://github.com/aragon/govern/tree/v1.0.0-b...</td>\n",
       "      <td>[role, actor, who, oracle]</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACL.Revoked@39</th>\n",
       "      <td>Revoked</td>\n",
       "      <td>ACL</td>\n",
       "      <td>EventDefinition</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[ACL.Revoked.role@39, ACL.Revoked.actor@39, AC...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[membership]</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://github.com/aragon/govern/blob/v1.0.0-b...</td>\n",
       "      <td>_Aragon - Aragon Govern</td>\n",
       "      <td>2020-11-10T13:07:27Z</td>\n",
       "      <td>v1.0.0-beta.12</td>\n",
       "      <td>https://github.com/aragon/govern/tree/v1.0.0-b...</td>\n",
       "      <td>[role, actor, who]</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACL._freeze@122</th>\n",
       "      <td>_freeze</td>\n",
       "      <td>ACL</td>\n",
       "      <td>FunctionDefinition</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>internal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[ACL._freeze._role@122]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[membership]</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://github.com/aragon/govern/blob/v1.0.0-b...</td>\n",
       "      <td>_Aragon - Aragon Govern</td>\n",
       "      <td>2020-11-10T13:07:27Z</td>\n",
       "      <td>v1.0.0-beta.12</td>\n",
       "      <td>https://github.com/aragon/govern/tree/v1.0.0-b...</td>\n",
       "      <td>[_role]</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                object_name contract                type      inheritance  \\\n",
       "id                                                                          \n",
       "ACL.ACL@22              ACL      ACL  ContractDefinition  [Initializable]   \n",
       "ACL.Frozen@40        Frozen      ACL     EventDefinition               []   \n",
       "ACL.Granted@38      Granted      ACL     EventDefinition               []   \n",
       "ACL.Revoked@39      Revoked      ACL     EventDefinition               []   \n",
       "ACL._freeze@122     _freeze      ACL  FunctionDefinition               []   \n",
       "\n",
       "                modifiers values visibility description  \\\n",
       "id                                                        \n",
       "ACL.ACL@22             []     []        NaN         NaN   \n",
       "ACL.Frozen@40          []     []        NaN         NaN   \n",
       "ACL.Granted@38         []     []        NaN         NaN   \n",
       "ACL.Revoked@39         []     []        NaN         NaN   \n",
       "ACL._freeze@122        []     []   internal         NaN   \n",
       "\n",
       "                                                        parameters title  \\\n",
       "id                                                                         \n",
       "ACL.ACL@22       [ACL.ACL.ROOT_ROLE@23, ACL.ACL.FREEZE_FLAG@30,...   NaN   \n",
       "ACL.Frozen@40            [ACL.Frozen.role@40, ACL.Frozen.actor@40]   NaN   \n",
       "ACL.Granted@38   [ACL.Granted.role@38, ACL.Granted.actor@38, AC...   NaN   \n",
       "ACL.Revoked@39   [ACL.Revoked.role@39, ACL.Revoked.actor@39, AC...   NaN   \n",
       "ACL._freeze@122                            [ACL._freeze._role@122]   NaN   \n",
       "\n",
       "                notice  dev param return full_comment coding_keyword_search  \\\n",
       "id                                                                            \n",
       "ACL.ACL@22         NaN  NaN   NaN    NaN          NaN          [membership]   \n",
       "ACL.Frozen@40      NaN  NaN   NaN    NaN          NaN          [membership]   \n",
       "ACL.Granted@38     NaN  NaN   NaN    NaN          NaN          [membership]   \n",
       "ACL.Revoked@39     NaN  NaN   NaN    NaN          NaN          [membership]   \n",
       "ACL._freeze@122    NaN  NaN   NaN    NaN          NaN          [membership]   \n",
       "\n",
       "                coding_topic_search  \\\n",
       "id                                    \n",
       "ACL.ACL@22                       []   \n",
       "ACL.Frozen@40                    []   \n",
       "ACL.Granted@38                   []   \n",
       "ACL.Revoked@39                   []   \n",
       "ACL._freeze@122                  []   \n",
       "\n",
       "                                                               url  \\\n",
       "id                                                                   \n",
       "ACL.ACL@22       https://github.com/aragon/govern/blob/v1.0.0-b...   \n",
       "ACL.Frozen@40    https://github.com/aragon/govern/blob/v1.0.0-b...   \n",
       "ACL.Granted@38   https://github.com/aragon/govern/blob/v1.0.0-b...   \n",
       "ACL.Revoked@39   https://github.com/aragon/govern/blob/v1.0.0-b...   \n",
       "ACL._freeze@122  https://github.com/aragon/govern/blob/v1.0.0-b...   \n",
       "\n",
       "                                 project  repo_update_datetime  \\\n",
       "id                                                               \n",
       "ACL.ACL@22       _Aragon - Aragon Govern  2020-11-10T13:07:27Z   \n",
       "ACL.Frozen@40    _Aragon - Aragon Govern  2020-11-10T13:07:27Z   \n",
       "ACL.Granted@38   _Aragon - Aragon Govern  2020-11-10T13:07:27Z   \n",
       "ACL.Revoked@39   _Aragon - Aragon Govern  2020-11-10T13:07:27Z   \n",
       "ACL._freeze@122  _Aragon - Aragon Govern  2020-11-10T13:07:27Z   \n",
       "\n",
       "                   repo_version  \\\n",
       "id                                \n",
       "ACL.ACL@22       v1.0.0-beta.12   \n",
       "ACL.Frozen@40    v1.0.0-beta.12   \n",
       "ACL.Granted@38   v1.0.0-beta.12   \n",
       "ACL.Revoked@39   v1.0.0-beta.12   \n",
       "ACL._freeze@122  v1.0.0-beta.12   \n",
       "\n",
       "                                                          repo_url  \\\n",
       "id                                                                   \n",
       "ACL.ACL@22       https://github.com/aragon/govern/tree/v1.0.0-b...   \n",
       "ACL.Frozen@40    https://github.com/aragon/govern/tree/v1.0.0-b...   \n",
       "ACL.Granted@38   https://github.com/aragon/govern/tree/v1.0.0-b...   \n",
       "ACL.Revoked@39   https://github.com/aragon/govern/tree/v1.0.0-b...   \n",
       "ACL._freeze@122  https://github.com/aragon/govern/tree/v1.0.0-b...   \n",
       "\n",
       "                                                  parameters_names  \\\n",
       "id                                                                   \n",
       "ACL.ACL@22       [ROOT_ROLE, FREEZE_FLAG, ANY_ADDR, UNSET_ROLE,...   \n",
       "ACL.Frozen@40                                        [role, actor]   \n",
       "ACL.Granted@38                          [role, actor, who, oracle]   \n",
       "ACL.Revoked@39                                  [role, actor, who]   \n",
       "ACL._freeze@122                                            [_role]   \n",
       "\n",
       "                 dispute_resolution  election  membership  proposal  \\\n",
       "id                                                                    \n",
       "ACL.ACL@22                        0         0           1         0   \n",
       "ACL.Frozen@40                     0         0           1         0   \n",
       "ACL.Granted@38                    0         0           1         0   \n",
       "ACL.Revoked@39                    0         0           1         0   \n",
       "ACL._freeze@122                   0         0           1         0   \n",
       "\n",
       "                 reputation  voting  \n",
       "id                                   \n",
       "ACL.ACL@22                0       0  \n",
       "ACL.Frozen@40             0       0  \n",
       "ACL.Granted@38            0       0  \n",
       "ACL.Revoked@39            0       0  \n",
       "ACL._freeze@122           0       0  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_objects.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "719fcc5d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "object_name              object\n",
       "contract                 object\n",
       "type                     object\n",
       "inheritance              object\n",
       "modifiers                object\n",
       "values                   object\n",
       "visibility               object\n",
       "description              object\n",
       "parameters               object\n",
       "title                    object\n",
       "notice                   object\n",
       "dev                      object\n",
       "param                    object\n",
       "return                   object\n",
       "full_comment             object\n",
       "coding_keyword_search    object\n",
       "coding_topic_search      object\n",
       "url                      object\n",
       "project                  object\n",
       "repo_update_datetime     object\n",
       "repo_version             object\n",
       "repo_url                 object\n",
       "parameters_names         object\n",
       "dispute_resolution        int64\n",
       "election                  int64\n",
       "membership                int64\n",
       "proposal                  int64\n",
       "reputation                int64\n",
       "voting                    int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_objects.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "91e440ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Cast Sparse to int"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d7a07e2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_objects['dispute_resolution'] = df_objects['dispute_resolution'].astype('int64')\n",
    "df_objects['election'] = df_objects['election'].astype('int64')\n",
    "df_objects['membership'] = df_objects['membership'].astype('int64')\n",
    "df_objects['proposal'] = df_objects['proposal'].astype('int64')\n",
    "df_objects['reputation'] = df_objects['reputation'].astype('int64')\n",
    "df_objects['voting'] = df_objects['voting'].astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d21659f6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "object_name              object\n",
       "contract                 object\n",
       "type                     object\n",
       "inheritance              object\n",
       "modifiers                object\n",
       "values                   object\n",
       "visibility               object\n",
       "description              object\n",
       "parameters               object\n",
       "title                    object\n",
       "notice                   object\n",
       "dev                      object\n",
       "param                    object\n",
       "return                   object\n",
       "full_comment             object\n",
       "coding_keyword_search    object\n",
       "coding_topic_search      object\n",
       "url                      object\n",
       "project                  object\n",
       "repo_update_datetime     object\n",
       "repo_version             object\n",
       "repo_url                 object\n",
       "parameters_names         object\n",
       "dispute_resolution        int64\n",
       "election                  int64\n",
       "membership                int64\n",
       "proposal                  int64\n",
       "reputation                int64\n",
       "voting                    int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_objects.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c9ce1c49",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "project\n",
       "_Colony - Colony Network              1084\n",
       "_DAOstack - Alchemy                    518\n",
       "_OpenLaw - Tribute                     510\n",
       "_Aragon - Aragon Court                 421\n",
       "_OpenZeppelin - Governance             191\n",
       "_Aragon - Aragon Govern                190\n",
       "_Moloch - Moloch v1                    162\n",
       "_Compound - Governor Bravo             157\n",
       "_Kleros - Kleros                       111\n",
       "_Moloch - Moloch v2                     66\n",
       "_MakerDAO - Maker Protocol (Chief)      20\n",
       "_Gnosis - Gnosis Safe                   18\n",
       "_MakerDAO - Maker Protocol (Pause)      16\n",
       "_MakerDAO - Maker Protocol (Prism)      13\n",
       "_MakerDAO - Maker Protocol (Roles)      12\n",
       "_MakerDAO - Maker Protocol (Auth)       11\n",
       "_MakerDAO - Maker Protocol (Guard)      11\n",
       "_MakerDAO - Maker Protocol (Spell)       5\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_objects['project'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2efc9fc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='project'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_objects['project'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6f6e0d7c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='coding_keyword_search'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_objects['coding_keyword_search'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a8826df3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='type'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_objects['type'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f9c61f14",
   "metadata": {},
   "outputs": [],
   "source": [
    "keyword_types = ['dispute_resolution', 'election', 'membership', 'proposal', 'reputation', 'voting']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0e7078db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_objects[keyword_types].sum().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac51a038",
   "metadata": {},
   "source": [
    "### Params data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fde7ef98",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "be493c6d",
   "metadata": {
    "scrolled": true
   },
   "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>parameter_name</th>\n",
       "      <th>object_id</th>\n",
       "      <th>contract</th>\n",
       "      <th>type</th>\n",
       "      <th>type_category</th>\n",
       "      <th>initial_value</th>\n",
       "      <th>visibility</th>\n",
       "      <th>description</th>\n",
       "      <th>full_comment</th>\n",
       "      <th>url</th>\n",
       "      <th>project</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DSPause.setOwner.owner_@27</th>\n",
       "      <td>owner_</td>\n",
       "      <td>DSPause.setOwner@27</td>\n",
       "      <td>DSPause</td>\n",
       "      <td>address</td>\n",
       "      <td>address</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://github.com/dapphub/ds-pause/blob/maste...</td>\n",
       "      <td>_MakerDAO - Maker Protocol (Pause)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSPause.setAuthority.authority_@31</th>\n",
       "      <td>authority_</td>\n",
       "      <td>DSPause.setAuthority@31</td>\n",
       "      <td>DSPause</td>\n",
       "      <td>DSAuthority</td>\n",
       "      <td>userdefined</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://github.com/dapphub/ds-pause/blob/maste...</td>\n",
       "      <td>_MakerDAO - Maker Protocol (Pause)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSPause.setDelay.delay_@35</th>\n",
       "      <td>delay_</td>\n",
       "      <td>DSPause.setDelay@35</td>\n",
       "      <td>DSPause</td>\n",
       "      <td>uint</td>\n",
       "      <td>uint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://github.com/dapphub/ds-pause/blob/maste...</td>\n",
       "      <td>_MakerDAO - Maker Protocol (Pause)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSPause.add.x@41</th>\n",
       "      <td>x</td>\n",
       "      <td>DSPause.add@41</td>\n",
       "      <td>DSPause</td>\n",
       "      <td>uint</td>\n",
       "      <td>uint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://github.com/dapphub/ds-pause/blob/maste...</td>\n",
       "      <td>_MakerDAO - Maker Protocol (Pause)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DSPause.add.y@41</th>\n",
       "      <td>y</td>\n",
       "      <td>DSPause.add@41</td>\n",
       "      <td>DSPause</td>\n",
       "      <td>uint</td>\n",
       "      <td>uint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://github.com/dapphub/ds-pause/blob/maste...</td>\n",
       "      <td>_MakerDAO - Maker Protocol (Pause)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   parameter_name                object_id  \\\n",
       "id                                                                           \n",
       "DSPause.setOwner.owner_@27                 owner_      DSPause.setOwner@27   \n",
       "DSPause.setAuthority.authority_@31     authority_  DSPause.setAuthority@31   \n",
       "DSPause.setDelay.delay_@35                 delay_      DSPause.setDelay@35   \n",
       "DSPause.add.x@41                                x           DSPause.add@41   \n",
       "DSPause.add.y@41                                y           DSPause.add@41   \n",
       "\n",
       "                                   contract         type type_category  \\\n",
       "id                                                                       \n",
       "DSPause.setOwner.owner_@27          DSPause      address       address   \n",
       "DSPause.setAuthority.authority_@31  DSPause  DSAuthority   userdefined   \n",
       "DSPause.setDelay.delay_@35          DSPause         uint          uint   \n",
       "DSPause.add.x@41                    DSPause         uint          uint   \n",
       "DSPause.add.y@41                    DSPause         uint          uint   \n",
       "\n",
       "                                    initial_value visibility description  \\\n",
       "id                                                                         \n",
       "DSPause.setOwner.owner_@27                    NaN        NaN         NaN   \n",
       "DSPause.setAuthority.authority_@31            NaN        NaN         NaN   \n",
       "DSPause.setDelay.delay_@35                    NaN        NaN         NaN   \n",
       "DSPause.add.x@41                              NaN        NaN         NaN   \n",
       "DSPause.add.y@41                              NaN        NaN         NaN   \n",
       "\n",
       "                                   full_comment  \\\n",
       "id                                                \n",
       "DSPause.setOwner.owner_@27                  NaN   \n",
       "DSPause.setAuthority.authority_@31          NaN   \n",
       "DSPause.setDelay.delay_@35                  NaN   \n",
       "DSPause.add.x@41                            NaN   \n",
       "DSPause.add.y@41                            NaN   \n",
       "\n",
       "                                                                                  url  \\\n",
       "id                                                                                      \n",
       "DSPause.setOwner.owner_@27          https://github.com/dapphub/ds-pause/blob/maste...   \n",
       "DSPause.setAuthority.authority_@31  https://github.com/dapphub/ds-pause/blob/maste...   \n",
       "DSPause.setDelay.delay_@35          https://github.com/dapphub/ds-pause/blob/maste...   \n",
       "DSPause.add.x@41                    https://github.com/dapphub/ds-pause/blob/maste...   \n",
       "DSPause.add.y@41                    https://github.com/dapphub/ds-pause/blob/maste...   \n",
       "\n",
       "                                                               project  \n",
       "id                                                                      \n",
       "DSPause.setOwner.owner_@27          _MakerDAO - Maker Protocol (Pause)  \n",
       "DSPause.setAuthority.authority_@31  _MakerDAO - Maker Protocol (Pause)  \n",
       "DSPause.setDelay.delay_@35          _MakerDAO - Maker Protocol (Pause)  \n",
       "DSPause.add.x@41                    _MakerDAO - Maker Protocol (Pause)  \n",
       "DSPause.add.y@41                    _MakerDAO - Maker Protocol (Pause)  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_params.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "d1a53a09",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: \n",
    "# - What's the relationship b/n df_objects and df_params?\n",
    "# - What's the relationship b/n contract and project? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8dc3a1d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='visibility'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ddBMPP/ww3bp1IxwOM3XqVGrWrMmzzz7LueeeC0C7du3o27cvM2bMYMqUKQBs3LiRpUuXMmTIECZOnAhAv379iImJYdGiRfTp04fY2Ngztb2SJOUq32eIUVFRdO7cOSsMASpWrMjll1/Ov//9b/bv38/mzZvZunUrcXFxWWEI0LJlS9q0acPy5ctJT08HICEhAYDBgwdn+5zbb78dgGXLluV7oyRJyq98nyFOnz49x7T09HS++OILYmJiiImJYePGjcDxAPyx2NhYPvroI7Zt20bjxo3ZtGkTNWrUoG7dutna1atXj2rVqrFp06b8lqhSJBgMEAwGCm39UVHBbP8WhlAoTCgULrT1S8qbfAfiD6WkpLB161ZmzpzJV199xeTJkwkGg+zevRuA2rVr51imVq1aACQlJdG4cWN2796dIwx/2DYpKel0SqRMmcL5Q1aYfyCL2tm6LYFAgEqVyhdJ/TExFQpt3RkZIVJTjxIOG4o/VhRfSHRypekYnFYgjhkzhg0bNgDQqVMnevfuDcDBgwcBiI6OzrFMhQrH/7AcPnwYgNTU1FzbAZQvX54jR44UuL5gMECVKhULvHxpUZh/7IvC9IUfk5ScGukyCqR+rUrcc9sVnHde7v8N6Liz/Xe0JCgNx+C0AnHQoEEMHTqUDRs28Mwzz3DrrbeyaNGik37TzZwXDJ7620Y4HM5TuxMJhcIcOHC4wMufTFRUsMT8ghw4cISMjFCky8i3zGOQlJzK1p0pkS7ntJytx6CwZR5j90/klIRjEBNTIU9nuKcViF27dgWOnx2ef/75/Pa3v2XBggVZZ3xHjx7NsUzmGV+lSpWA42eRubXLXP6HnXIKIj397DyARSkjI+R+ijCPwcm5fyKvNByDM3ZRuGfPngB8+umn1K9fHyDrXuIPJScnA/+5v1i/fv1c22W2rVOnzpkqUZKkE8pXIH777bd07dqVe++9N8e8Q4cOAXDOOefQokULABITE3O027x5MzExMTRq1AiA5s2b880332QFZaakpCT27t3rM4iSpCKRr0CsXr06gUCA119/nW3btmWb9+c//xmAzp0707JlSxo0aMDixYtJTf1PZ4fExETWr19Pr169CASOd5Xv0aMHALNmzcq2vtmzZwNkddSRJKkw5fse4v3338/tt9/OgAED6N+/P5UrV+att95izZo13HjjjXTv3p1AIMDkyZMZNWoU8fHxxMfHk5KSwty5c6lbty6jR4/OWl+bNm3o3r078+fPJyUlhTZt2rBu3TpWrFhBfHw8zZo1O6MbLElSbvIdiFdffTWLFi3iySefZNasWaSlpdGoUSN+/etfc9ttt2Wd+V133XXMnDmTGTNmMG3aNCpVqkSHDh2YMGEC1apVy7bOBx98kAsvvJCEhARee+016taty7333ptj9BpJkgpLgXqZxsbGMnPmzFO2a9++Pe3btz9lu3LlyjFu3DjGjRtXkHIkSTptJX/oAUmS8sBAlCQJA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIKGIiff/45Y8eOpW3btjRv3pzOnTvzxz/+kbS0tGzt1q9fz8CBA7niiito27YtEyZMYNeuXTnWl56ezsyZM+natSuxsbF06dKFp59+moyMjIJtlSRJ+VQmvwts376d+Ph4ypYtS//+/alZsybr1q3jz3/+M4mJicyaNYtgMMjatWsZMWIEDRs2ZOzYsRw6dIh58+axYcMGli5dSrVq1bLWOXnyZJYuXUqPHj0YOnQo69evZ/r06Xz99ddMnTr1jG6wJEm5yXcgPvDAA6SlpbFkyRIaNWoEQHx8PNOmTWPOnDm8+eabdO7cmalTp1KzZk2effZZzj33XADatWtH3759mTFjBlOmTAFg48aNLF26lCFDhjBx4kQA+vXrR0xMDIsWLaJPnz7Exsaeqe2VJClX+bpkmp6ezocffsiVV16ZFYaZevbsCRy/TLp582a2bt1KXFxcVhgCtGzZkjZt2rB8+XLS09MBSEhIAGDw4MHZ1nf77bcDsGzZsvxtkSRJBZCvM8SoqChefvllwuFwjnnfffddVpuNGzcCxwPwx2JjY/noo4/Ytm0bjRs3ZtOmTdSoUYO6detma1evXj2qVavGpk2b8lOiJEkFkq9ADAQCNGjQINd5c+fOBaBt27asX78egNq1a+doV6tWLQCSkpJo3Lgxu3fvzhGGP2yblJSUnxJzKFOmcDrSRkWVnA66Z+u2nK1156YkbcuZlLlf3D+RU5qOQb7vIeZm1qxZrFmzhhYtWtCxY0fefvttAKKjo3O0rVChAgCHDx8GIDU1Ndd2AOXLl+fIkSMFrisYDFClSsUCL19axMRUiHQJpZ7H4OTcP5FXGo7BaQfivHnzePjhh6lWrRqPPfYYgUAg10uqmTLnBYOn/rYRDofz1O5EQqEwBw4cLvDyJxMVFSwxvyAHDhwhIyMU6TLyzWNQ8mUeY/dP5JSEYxATUyFPZ7gFDsRwOMzDDz/M7NmzqVGjBnPnzs26nJp5xnf06NEcy2We8VWqVCmrbW7tMpf/YaecgkhPPzsPYFHKyAi5nyLMY3By7p/IKw3HoECnX2lpadxzzz3Mnj2b888/n0WLFnHxxRdnza9fvz4Au3fvzrFscnIy8J/7i/Xr18+1XWbbOnXqFKRESZLyJd+BmJGRwS9/+UtWrFhBixYteP755zn//POztWnRogUAiYmJOZbfvHkzMTExWY9tNG/enG+++SYrKDMlJSWxd+9en0GUJBWJfAfiE088wZtvvknr1q3561//StWqVXO0admyJQ0aNGDx4sWkpqZmTU9MTGT9+vX06tWLQCAAQI8ePYDjHXN+aPbs2QD07t07vyVKkpRv+bqH+M033zBr1iwCgQDXX389b775Zo42F1xwAZdffjmTJ09m1KhRxMfHEx8fT0pKCnPnzqVu3bqMHj06q32bNm3o3r078+fPJyUlhTZt2rBu3TpWrFhBfHw8zZo1O/2tlCTpFPIViBs2bODYsWMATJ8+Pdc2P//5z7n88su57rrrmDlzJjNmzGDatGlUqlSJDh06MGHChGzjmAI8+OCDXHjhhSQkJPDaa69Rt25d7r333hyj10iSVFjyFYjdunWjW7dueW7fvn172rdvf8p25cqVY9y4cYwbNy4/5UiSdMaU/KEHJEnKAwNRkiQMREmSAANRkiTgDA3uLan0CgYDBIOBQll3Ub1pIRQKEwqdeAxmlQ4GoqQCCwYDnHdedKEHVmEP4p6REWL//sOGYilnIEoqsGAwQFRUkOkLPyYpOfXUCxRD9WtV4p7briAYDBiIpZyBKOm0JSWnsnVnSqTLkE6LnWokScJAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiQAykS6AEnS6QkGAwSDgUJZd1RUMNu/hSEUChMKhQtt/XllIErSWSwYDHDeedGFGlgAMTEVCm3dGRkh9u8/HPFQNBAl6SwWDAaIigoyfeHHJCWnRrqcfKtfqxL33HYFwWDAQJQknb6k5FS27kyJdBlntdM6x964cSOXXnopGzZsyDFvy5YtjBw5krZt23LFFVcwcuRIvvzyy1zXs3jxYnr06EHLli3p2LEjjzzyCEePHj2d0iRJypcCB+LXX3/N2LFjCYVCOeZ98cUX3HbbbXz55ZcMHz6cMWPG8M9//pN+/fqxdevWbG2ffPJJJk+eTN26dbn33nvp2LEjs2bN4s477yQcjvxNVklS6VCgS6Zvv/029913H/v37891/rRp0wiHwzz77LPUqlULgK5du9KjRw8eeugh/vKXvwCwa9cunnrqKbp06cLjjz9OIHC8l1T9+vV5+OGHef3117nxxhsLUqIkSfmS7zPECRMmMGrUKKpUqUL37t1zzP/2229Zs2YNXbt2zQpDOB5yN954I6tXr+a7774DYMWKFRw7doxBgwZlhSHAwIEDOeecc0hISCjAJkmSlH/5DsQvv/ySu+66i4SEBBo2bJhj/qZNmwBo2bJljnktWrQgFArx6aefZrUNBAK0aNEiW7tzzjmHJk2aZK1LkqTClu9LpkuWLKFcuXInnL97924AateunWNe5hljUlJSVtvzzjuP8uXL59o2MTGRw4cPEx0dnd8ys5QpUzjP5hT2Mz9F6WzdlrO17tycrdtyttadm7N1W87Wun+sOGxHvgPxZGEIcPDgQYBcQ6xCheMPdh4+fBiA1NTUE4ZdZkgeOXKkwIEYDAaoUqVigZYtTQrzgVvljccg8jwGkVUc9v8Zfw7xZD1DM+cFg6f+JpDZ9of3FvMrFApz4MDhAi9/MlFRwWJxAM+EAweOkJGRs7dwcecxiDyPQeSVlGNQmPs/JqZCns5Az3ggZp7NHTlyJMe8zGmVKlXKapucnJzrejKfQ8xsW1Dp6WffL3hRy8gIuZ8izGMQeR6DyCoO+/+MX7StX78+QK5Blzkt8/5i/fr12bt3L2lpabm2rV69OmXLlj3TJUqSlMMZD8TmzZsTCARITEzMMW/z5s0EAgFiY2OB471Ow+Ewmzdvztbu+++/54svvshqJ0lSYTvjgVizZk2uuuoqXn31VXbt2pU1PSkpib/97W/89Kc/5bzzzgPgpptuIioqijlz5mRbx4IFC/j++++Ji4s70+VJkpSrQhnc+7777iM+Pp74+HgGDx5MOBzmr3/9K+XKleOee+7JategQQOGDx/OzJkzGTlyJJ06deKzzz7jueeeo2PHjnTq1KkwypMkKYdCCcTLLruMBQsW8Nhjj/H4449Trlw5WrVqxYQJE7jooouytb377rupXr06zz77LL/97W+pVasWd9xxB6NGjTqtHqaSJOXHaQXi2LFjGTt2bK7zYmNjmTt37inXEQgEGDx4MIMHDz6dUiRJOi2RHxpAkqRiwECUJAkDUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAgxESZIAA1GSJMBAlCQJMBAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAkwECVJAopRIO7du5cpU6bQoUMHWrZsyc9//nPefPPNSJclSSolikUgHjp0iCFDhpCQkEDPnj257777CAaD3Hnnnbz88suRLk+SVAqUiXQBAAsXLuTzzz/nf//3f7nhhhsA+NnPfkbfvn154IEH6Ny5MxUqVIhwlZKkkqxYnCEmJCRQv379rDAEKFeuHIMGDWLv3r2sXr06gtVJkkqDiAdiamoq//rXv2jZsmWOebGxsQBs2rSpqMuSJJUyEb9kmpycTDgcplatWjnmZU5LSkoq0LqDwQBVq1Y8rfpOJBA4/u/9I64hPSNUKJ9R2MpEHf8+VLlyBcLhCBdTAB6DyPMYRN7ZfgyKYv8Hg4G81VI4H593qampAFSsmDO4ypcvD8CRI0cKtO5AIEBUVN52REGdV+mcQl1/UQgGI36h4LR4DCLPYxB5Z/sxKA77P+IVhE/ylSBzXnHYUZKkki3iSRMdHQ3kfhZ49OhRAM4999wirUmSVPpEPBDr168PwO7du3PMS05OBqBOnTpFWpMkqfSJeCCee+65NGzYkE8//TTHvMTERIBce6BKknQmRTwQAW6++Wa2bduWbai2tLQ0FixYQPXq1enQoUMEq5MklQaB8Ml6tRSRQ4cO0bt3b5KTkxkyZAh16tRh6dKlJCYm8uijj9KtW7dIlyhJKuGKRSAC7Nmzh0ceeYS3336btLQ0GjduzOjRo7n++usjXZokqRQoNoEoSVIkFYt7iJIkRZqBKEkSBqIkSYCBKEkSYCBKkgQYiJIkAQaiJEmAgShlefLJJ/niiy9OOD8xMZEpU6YUYUWSipKBWMx8/vnnTJgwgb1792ZNmzZtGr/4xS/YsWNHBCsr+U4ViH//+9956aWXirAiSUWpTKQL0H989tlnDBgwgLS0NEaMGEHVqlUBKFeuHO+++y7r1q1j8eLFXHDBBRGutGTYvn07I0eOzPaS6gcffJAnnngiR9tQKMSuXbuoV69eUZZYaoVCIZYsWcIbb7zBv//9b/7whz9QoUIFXnvtNYYNG0blypUjXWKJMnny5HwvEwgE+N3vflcI1USOQ7cVI6NGjeLzzz9n3rx5OUJvx44dDBw4kFatWvHYY49FqMKS5/7772f16tUA7Nq1i/POO48KFSrkaBcVFUW1atUYP348V199dVGXWaqkpaVxxx13sG7dOsqUKUNGRgZz5swhJSWF8ePH06hRI5555pmsL4w6fU2bNs33MoFAgH/+85+FUE3keIZYjCQmJnL77bfnegbYoEED+vfvz/z58yNQWcl1//33Z/3/pk2bMmnSJHr06BG5gsTMmTP58MMP+e1vf0vHjh257rrrAOjcuTO//vWveeCBB3jqqaeYNGlShCstOVatWhXpEooFA7EYOXr0KMHgiW/rli9fnoMHDxZhRaXLqlWrPOsoBpYvX06vXr3o27cv+/bty5oeFRXFgAED+OKLL3j77bcNxDPIWwHHGYjFyCWXXMKrr77KoEGDcgRjOBzmb3/7G40aNYpQdSVPcnJytp/LlCnDgQMHOHDgwEmXq1WrVmGWVer9+9//ZujQoSec37x5cxISEoquoFIqFArx+eefc+jQoWz32dPT0zl48CBr1qzht7/9bQQrPPMMxGKkX79+3HfffYwaNYqBAwdy4YUXEggE2LZtGwsXLuSTTz7hD3/4Q6TLLDGuu+46AoFAvpYJBAJ89tlnhVSRACpXrsyePXtOOP+rr74iJiamCCsqfb7++muGDBnCrl27TtrOQFShueWWW/jXv/7FrFmzeO+997LNC4fDDB8+nLi4uAhVV/Lccsst+Q5EFb527drx3HPPceutt1KuXLls8z777DOee+45OnXqFKHqSofHHnuMXbt2cfPNN1OuXDlefPFFxowZw969e3n99dc5evQozz33XKTLPOPsZVoMff3116xatYqdO3dy7Ngx6tWrxw033MBFF10U6dKkQrdr1y569+4NwFVXXcXKlSvp1q0bx44d46233qJ8+fK8+OKLPn5UiK699lquvfZaHnroIVJTU7nqqqtYuHAhrVu3ZufOncTFxdGvXz9++ctfRrrUM8ozxGLo/PPPP+k9FKkkq1OnDs899xxTp05l5cqVhMNhXnnlFQBatWrFb37zG8OwkKWkpHDFFVcAUKlSJWrXrs0//vEPWrduTb169YiLi+Ott94yEHXmLF++POsXLPPnvPCxgMIxbNiwU7YJBALMnj27CKop3S688EJmz55NSkoK27dvJxwOU69ePapXrx7p0kqFihUrEgqFsn6uX78+X375ZdbPF110ES+88EIkSitUBmIE/epXv+Lhhx/OCsRf/epX2e5p/fBqdiAQIBwOEwgEDMRC8sEHH5x0fvXq1alRo0YRVVN6TZw4kX79+tGyZUsqV65MbGxstvlr165l1qxZfjEpRE2bNuWdd94hPj4eOP4FZdOmTVnzd+7cSVRUVKTKKzQGYgQ98MADtGrVKtvPipwtW7bkmJaRkcG3335LQkIC8+bNY/r06RGorHR56aWXuPbaa2nZsmWu8z/++GM++uijIq6qdLn11luZMGEC/fv3Z+bMmXTt2pUXXniBiRMncvHFF7NgwYIcX1RKAjvVSHk0ceJE9u3bx1NPPRXpUkqU7du306tXL9LT04Hjz7lFRUXl2gM4FAoRDoe55JJLWLZsWVGXWqrMmjUrq8d72bJlGT9+PH/729+A44/GzJkzh2bNmkW4yjPLQJTy6IUXXuDBBx/k448/jnQpJc5f/vIX1qxZA8CGDRto2LAh1apVy9Euc0zZkSNHcskllxR1maVOKBTKNkjIxx9/zL59+2jdunWJHNXJQIygZs2aFeg5uE8//bQQqtGp/P73vychIYENGzZEupQSrWnTpjz88MPeK1eR8x5iBLVu3TrSJegHTtTLNy0tLeuB8I4dOxZtUaVQbvdyVfR27NjBsmXL2LNnT7Yep5l8/ZNUgjVt2jTXM/bM/0Tq1avH7NmzufDCC4u4stKnNI6jWZysWbOGUaNGZd3XzU1JfP2TgVhMpaSkkJSURFRUFOeffz7R0dGRLqnEe+mll3KdHhUVRc2aNbnqqqtO+jYSnRl5HUezpP0xLk769u3LV199xeTJk2nevHmOIfQylbS3ZHjJtJjZvHkzDz30EB9//HHWN+OoqCjatWvHpEmTOP/88yNcYcmVOVyYIqu0jqNZnGzZsoXRo0eXuvu4BmIxsnnzZgYMGEB6ejrt27fnwgsvJBwOs3XrVt599102bdrE4sWLadCgQaRLLXVCoRCpqam8//77dOvWLdLllGgfffQRPXr0yBpHc+nSpbRr147WrVszYsQI4uLiePXVV2nSpEmkSy2xoqOjS+UbRQzEYuSPf/wj5cuXZ8GCBTm6lCcmJjJ06FCmT5/On/70pwhVWLIdPnyYKVOm8M4773D48GFOdDfBQCxcpXUczeKkY8eOvPHGG/Tv3z/SpRQpb4gUI3//+98ZNGhQrs9XxcbGMmDAAN5///0IVFY6/OlPf2LFihXExMTQpEkTwuEwV111FY0aNSIcDlO+fHmmTp0a6TJLvLyMo3mq+4s6PSNHjmTHjh2MGzeO119/nQ0bNvD3v/89x/9KGs8Qi5Fy5cpRsWLFE86vU6dOEVZT+qxatYorr7yS+fPn880339CxY0cmT55M48aNeeedd7jzzjtPeNaoM6e0jqNZnNx4443A8X29cuXKE7YraR2bDMRipEuXLixevJi+fftSoUKFbPMyMjJISEjg+uuvj1B1JV9ycjKDBg0iGAxSu3ZtzjvvPDZu3Ejjxo3p2LEjPXr0YMmSJfTp0yfSpZZopXUczeLkrrvuinQJEWEgRtCPHwS/9NJLeeWVV+jZsyeDBw/moosuIhAIkJSUxAsvvMCOHTu44447IlRtyVemTJlsX0QaNGjA//t//y/r59atW/Puu+9GorRSpXv37uzatYtZs2Zxzjnn0K5dO2688casx2IqV67MhAkTIlxlyda4cWPatGmT6/B5JZnPIUZQbg+C//iVT7lNK2mXKYqLuLg4Lr/8cqZMmQLAPffcw7fffsu8efMAmDdvHn/605/45JNPIlhl6VHaxtEsTtq2bUvfvn25++67I11KkfIMMYJ83VPx0qVLF5588kkqVarEmDFjuPrqq/nNb37DSy+9xMUXX8yiRYscpaYILF68mG7dunHuuedmm57Z81SFLz09ndq1a0e6jCLnGaL0f9LS0rjrrrt477332LBhA2XLlqVnz55s374dOH6m/uijj/rYRSFr2rQp5cuXp3PnzsTFxXHNNddEuqRS5/HHH+fll1/m0UcfLVX3aw1ElVrffPMNNWvWzDF9y5YtNG3aFDj+TNzChQvZv38/P/3pT/3jXATeeOMNli1bxurVq7POVG655RZ69+7tSE1F5M4772Tt2rUcOXKEChUqULVq1Vx79r7++usRqK7wGIjFSF5fB+Xrn86Mn/zkJ4wfP55bb70VgCeffJIuXbr4nr1iIiUlhVdffZVly5axceNGAoEArVu3Ji4ujhtvvPGkjyjp9OS1N/tbb71VyJUULQOxGBk4cGCOaRkZGXz77bd8/fXXNGrUKGtMU52+2NhYxo8fz7Bhw4Djl+qmT5/OzTffHOHK9GM7duxgxYoV/O1vf+OLL76gQoUKJfLBcEWWnWqKkQULFpxw3ieffMIdd9zBT37ykyKsqGS78MILeeKJJ9i8eXNWB44XXniBDz/88ITLlMR3wJ0N9u3bx4EDB7JeB+XbX4pOKBRi3759VKpU6YRvvSgpPEM8izz66KN88MEHLFmyJNKllAgffvgh48ePZ9++fcDxsDvVfw4+9lJ0tm/fzvLly1m+fDlff/01UVFRXH/99fTu3ZsOHTo4Wk0hS05O5qGHHuKtt97i6NGjzJkzh6ioKB599FH++7//mxYtWkS6xDPOM8SzSIMGDbKN6ajT07ZtWz744AP27NlDWloanTp1YtKkSdxwww2RLq1U++tf/8qKFSv49NNPCYfDXHbZZUyaNImbb76ZKlWqRLq8UiE5OZk+ffqwd+9emjdvnjV0XlpaGomJiQwePJhFixZldT4rKQzEs8iqVauoVKlSpMsoUQKBQFZP0969e9OyZcsS99LTs80DDzxA1apVGTRoEL179y5xf3TPBo8//jgHDx5k6dKlVK9ePetWTbt27XjxxRcZMmQIf/7zn0vcm3cMxGJk8uTJuU5PS0vjn//8J19++WWpex1LUcocKCElJYX333+fnTt3ctNNNxEdHU1KSgoNGzaMcIWlw5NPPknHjh0pU8Y/T5Hy7rvv0r9/fy655JKsWwqZLr30UuLj41m6dGmEqis8/sYVIy+88MIJ55UtW5YePXqUuqGUitqSJUv4n//5Hw4fPkwgEKB58+akpaUxevRohg4dyq9+9atIl1jiderUKdIllHopKSknfeazdu3aOYKyJDAQi5FVq1blOr1MmTJUqVKlxPfwirTVq1czefJkrrjiCrp27cof/vAHAM4//3xiY2OZM2cOjRs3pnfv3hGutGRp3rw506ZNo3v37oDP4xYHdevWZcuWLSecv2HDhhL5OjoDsRipV68e4XCYZcuW8cYbb7Bjxw6ioqJo1KgR3bp185tzIZs5cyaXXnop8+bNIzU1NSsQGzZsyDPPPEN8fDwLFy40EM+wVq1aZRusu3Xr1hGsRgA33XQTs2fP5qc//SnNmzcH/vOygQULFvDKK68wfPjwSJZYKHzsohg5cuQIw4YNY+PGjYTDYapWrUpGRgYpKSkEAgE6derEn/70p2xvANCZ06pVK+666y6GDx/Ovn37uOaaa5g7d27WcG0LFy7kscceY8OGDRGutGTbuXOnHZsi7OjRowwaNIjNmzdTrVo1vvvuOxo1asS+ffvYt28fjRs35tlnn80xAPvZzr+sxcjjjz/OJ598wtChQ/nwww/54IMPsv4dOHAgK1euZPbs2ZEus0Q72WXpI0eOEAqFirCa0ik+Pp4//vGPkS6jVCtfvjzPPPMM48ePp3r16pxzzjns2LGDypUrc8cdd5TIMAQvmRYrr732GjfffDP/9V//lW161apVmTRpEsnJySxZsoQRI0ZEqMKS7bLLLuONN97IdQi9Y8eO8fLLL/sIQBHYt2+fZ4jFQLly5Rg5ciQjR47Mdf7333/POeecU8RVFS7PEIuRzJefnsjVV1/N7t27i7Ci0mX48OGsX7+eu+++m/Xr1wOwe/du3n77bQYOHMiXX37JgAEDIlxlydexY0eWL19OWlpapEsptW644YYTdvIDWL58OR06dCjCioqGZ4jFSJMmTVi3bt0JnzX89NNPueiii4q4qtLj+uuv57777mP69Om89tprANkGUh81apTvQiwCl112GU8//TTt27fn8ssvp1q1ajmGaXNM2TNr3759fPXVV1k/79y5k88++yzXkYFCoRBvvfUW33//fVGWWCTsVFOMbNy4kWHDhtG3b1/GjBmTNSpNWloa8+fP58knn2T+/Pml6oWdkbBr1y7eeOMNtm3bRigUol69enTu3NkH84tIXi5LO6bsmZWamkrnzp1JSUnJU/twOEzHjh156qmnCrmyomUgFiM9evRgz549pKSkEAwGqVmzJuXKlWPXrl0cO3aMcDic6+gdPo9VMJmXRfOrTZs2Z7gS/dDOnTvz1M77jGfW6tWrSUxMJBwOM2PGDDp37kyTJk1ytAsGg1SvXp1u3bqVuI41BmIxkltnjrw42WujdGJNmzbN0wPgP+aZSeHzedzIGjhwIGPGjMl65Ki0MBBVav3v//5vtkA8duwY8+bNo3z58vTq1YvGjRsTCoXYvn07S5cuJRAIMH78ePr06RPBqks+n8dVpNipRqXWmDFjsv386KOPUrlyZZYsWUK1atWyzRsxYgR9+vTh888/L8oSS6XM53GHDRvGyJEjqVy5MgB79+7lqaeeYv78+cyePdvHjwrZjh07WLZsGXv27Mn1+duS2LHJM0Tp/7Rr145BgwZxxx135Dp/1qxZzJ49m7Vr1xZxZaVLx44dufLKK5k+fXqu83/xi1+wZcsWXn/99SKurPRYs2YNo0aNIj09/YRtSmLHJs8Qpf9z6NChk75yKCMjg2PHjhVhRaVTXp7Hfeedd4quoFLoiSeeIDo6msmTJ9O8efNS82IBA1H6P5dddhnPP/88t956a47ec9988w3PPPMMl19+eWSKK0V8HjfytmzZwujRo+nRo0ekSylSBqL0f8aMGcOIESPo2bMnPXr04IILLuDo0aP861//IiEhgWPHjvGLX/wi0mWWeJMmTWLYsGFMmzYt1+dxX3nlFebPnx/hKku26OhoYmJiIl1GkfMeovQDK1eu5A9/+EOOIfIaNmzI7373O59BLAI+jxt5EydOZNeuXcybNy/SpRQpA1HKxT/+8Q927NhBIBDgggsucFDvIuTzuJG3bds2hg8fTrNmzejevTvVqlXL9TGXkvbuSgNRkpTND78AnmzwCnuZSpJKtDvvvLNAozid7TxDlCQJzxAlqdRr3rw506ZNo3v37lk/50VJ68hkIEpSKdeqVSuqVq2a7efSyEumkiQBDhcvSRIGoiRJgIEoSRJgIEqSBBiIUsQkJSXRpEkT4uPjC7R8kyZN6NChQ9bPS5cupUmTJjz22GN5Wn7gwIE0adKE7du3n7CeE63zn//8JytXrixQ3VJx5WMXUoTExMRw1113UadOnQItf9ddd+V4TVV+9O7dm6uuuirrjfS5ufTSS7nrrru48sors6a9++67jBo1ijvuuIPOnTsX+POl4sZAlCIkJiaGsWPHFnj501kWIC4u7pRtLr30Ui699NJs07777jtCodBpfbZUHHnJVJIkDETpjJs2bRpNmjThxRdfzHV+p06daNWqFV988UWu9xBff/11Bg4cyDXXXENsbCw33ngjjzzyCKmpqdna/fge4g8tWrSIrl270qJFC7p06cKTTz7J999/n63Nj+8h5ubH9xAHDhzIxIkTAXjqqado0qQJH374Id26daNp06bs3Lkzxzq2b99OkyZNuPPOO0/4OVJxYCBKZ1jv3r0BWLFiRY55f//739mxYwddu3YlOjo6x/yEhATGjRvHrl276N69OwMGDCAmJoaZM2cyYsQI8jKw1Isvvsjvf/97mjVrRr9+/QgEAjzxxBOMHj36tC919u7dmxtuuAGAK6+8krvuuot69eoRFxdHOBxm2bJlOZZ56aWXgLxdopUiyXuI0hl2ySWX0KxZM9atW8eePXuoUaNG1ryXX34ZgFtuuSXXZRcsWEB0dDQJCQlZHWbC4TDDhg3jgw8+4JNPPjnlS1n37NnDU089xU9/+lMA7r77bkaPHs3777/PSy+9xM9+9rMCb1tmqK1atYorr7wy6z7mLbfcwmOPPcayZcsYM2ZMVvvMkKxevTrXXXddgT9XKgqeIUqFIC4ujlAoxCuvvJI17dixY7z22mvUq1ePtm3b5rpcOBzm6NGjbN68OWtaIBDgkUceYe3atXl6Q3mHDh2ywhCgQoUKWZc5ExISCrhFJ1e9enU6dOjAtm3b2LRpU9b0devW8e9//5uePXtSpozfv1W8GYhSIbj55pspW7Ysy5cvz5q2evVq9u/fT69evU748tX+/fsTCoUYMmQIN910E7///e955513iI6OzvY2gpP54SMSmZo0aUJ0dDT/+Mc/CrZBeZB55vnDy6ZeLtXZxECUCsF5553H9ddfz6effspXX30FnPpyKcDPf/5z/vKXv9CuXTt27NjBggULGDlyJNdccw3Tpk0jPT39lJ/9w0u0P1SxYkUOHz6c/43Jo44dO1K9enVeeeUVjh07xqFDh1i5ciUtWrTg4osvLrTPlc4UA1EqJJmda1555RUOHjzI22+/TevWrbngggtOulzHjh2ZPXs269evZ86cOQwdOpRzzjmHOXPm8PTTT5/yc48cOZJjWnp6Onv37j3pQ/inq0yZMvTs2ZP9+/fz/vvvs2rVKg4fPuzZoc4aBqJUSNq3b0+NGjVYuXIlb775Jt9//31WSObm4MGDzJgxg7lz5wLH7/1de+213HfffTzxxBMArF+//pSfm9tbzD/55BMyMjJo0aJFAbfmP050uReOn+HC8UdHVq1aRbly5bj55ptP+zOlomAgSoWkTJky9OjRgy1btjB//nzKly9Pt27dTtg+Ojqa559/nscffzzrMmumHTt2AFC/fv1Tfu4rr7ySrVPOwYMHeeihhwDo27dvQTYlm8zOMceOHcsx76KLLuLyyy/nrbfe4r333qNTp07ExMSc9mdKRcFuX1Ih6t27N3PmzOEf//gHN99880nHHg0Gg9x7773cfffdxMXF0bVrV2rUqMH27dtZtWoVVatWZcSIEaf8zDp16jBgwAC6detGxYoVeeutt9i5cyc///nPz8jYo5ljr7788ssEAgF69erFJZdckjX/Zz/7GZMnTwbsTKOzi2eIUiHKfCYRTt6ZJlP37t2ZM2cOrVu35v3332fu3Lls2rSJ3r178+KLL9KgQYNTrmPEiBHceeedrFu3jueee47o6GimTJnC73//+9PdHOB4L9bBgwfz/fff88wzz2R7zAKgW7duBINBateuzbXXXntGPlMqCoFwXoa+kKQ82rBhA7fddhujR49m/PjxkS5HyjPPECWdMWlpafz5z3+mTJkyZ+R+pVSUvIco6bR9+umn/PrXv2bv3r0kJyczYMCAAr/nUYoUzxAlnbaaNWuyb98+Dh48SN++fbn33nsjXZKUb95DlCQJzxAlSQIMREmSAANRkiTAQJQkCTAQJUkCDERJkgADUZIkwECUJAmA/w8KiyqLZE1RpQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_params['visibility'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7264e818",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='project'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vTjWePJUxNDQE8P8TiKpXr45Hjx4hMzNTpjs4Li4OhoaGKFKkCKpXrw4gd4z0W9LkW6VKlQK3Lzu7YP9YOTmSAsUo6PMLMy61ldpKbaW2/kxt1XRcjZfnu3HjBjp16oTt27fLHIuOjgYA1KpVCwBQv359MMYQGRmZ57wvX77gn3/+EWbSlixZEnXq1MFff/0lEzMiIgIA5M7EJYQQQrRB48mzXr16iImJwe7du5GR8f/doJ8+fcL69etRtGhRODo6AgAcHR2ho6ODbdu25Ymxc+dOfPnyBW5ubsJjXbp0wYsXL/KU48vMzMTOnTthaGiI1q1ba/qtEEIIIXJpvNu2XLlyGDduHBYuXIhevXqhR48eyMrKwqFDh/D8+XPMnTtXWF5So0YNDBw4EJs2bcLQoUPRoUMHPHz4EHv37kXbtm3RoUMHIe6AAQMQGhoKX19f9O/fH1WqVMGhQ4fw6NEjrFixAkWLFtX0WyGEEELk0sqYZ//+/VGuXDns2LEDK1asgI6ODiwsLDB16lTY2trmOXfs2LEwNDTEnj17MHv2bFSqVAlDhgzBsGHD8lQdKlGiBAIDA7F8+XLs3bsXmZmZMDIygp+fH9q1a6eNt0EIIYTIVaDkOXLkSIwcOVLuMWdnZ5WKtYtEIvTr1w/9+vXL99wKFSpg0aJF3O0khBBCNIn28ySEEEI4UfIkhBBCOFHyJIQQQjhR8iSEEEI4FWqFIZJLLBZBLP7/mcSKihZLJAwSieK6voQQQr4PSp6FTCwWoUyZ4nLrJ35bSzcnR4Lk5AxKoIQQ8oOh5FnIxGIRdHTEWBZ4BzFxqQrPq17JAON620AsFlHyJISQHwwlz+8kJi4V0W9SvnczCCGEqIEmDBFCCCGcKHkSQgghnCh5EkIIIZwoeRJCCCGcKHkSQgghnCh5EkIIIZwoeRJCCCGcKHkSQgghnCh5EkIIIZwoeRJCCCGcKHkSQgghnCh5EkIIIZwoeRJCCCGcaFeVf4lvN9gGaJNtQgjRFkqe/wLKNtgGaJNtQgjRNEqe/wKqbrAN0CbbhBCiCZQ8/0Vog21CCCkcNGGIEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFUoOR5//59mJqa4vbt2zLHHj9+jKFDh6Jp06awsbHB0KFD8fTpU7lxgoKC0LVrV1hZWaFt27ZYvnw5Pn/+LHNeYmIiZsyYgdatW8PKygo9evRAeHh4Qd4CIYQQwk3t5Pnq1SuMHDkSEolE5tg///yD3r174+nTpxg4cCB+//13PHr0CB4eHoiOjs5z7tq1azF9+nRUrVoVEydORNu2bbFlyxb4+PiAMSacl56ejv79+yMkJATOzs6YNGkSxGIxfHx8EBoaqu7bIIQQQrjpqvOkc+fOYdKkSUhOTpZ7fPHixWCMYc+ePahUqRIAwMHBAV27dsWSJUuwceNGAMC7d++wYcMG2NvbY/Xq1RCJRACA6tWrY+nSpTh16hQ6deoEAAgMDMSTJ0/g5+eH9u3bAwC6d+8Od3d3LFy4EB07doS+vr46b4cQQgjhwn3n6evri2HDhqFs2bLo3LmzzPH4+HhcvnwZDg4OQuIEchNip06dcPHiRSQkJAAAjh49iqysLPTt21dInADg7e2NokWLIiQkRHgsJCQE1atXFxInAOjp6aFv375ITEzExYsXed8KIYQQohbu5Pn06VOMGDECISEhqFOnjszxBw8eAACsrKxkjtWvXx8SiQR//fWXcK5IJEL9+vXznFe0aFEYGxsLsVJTU/Hs2TO5MS0tLfO8LiGEEKJt3N22Bw4cgJ6ensLjsbGxAIDKlSvLHJPeicbExAjnlilTBsWKFZN7bkREBDIyMhAXFwfGWJ47WUUxCSGEEG3jTp7KEicApKWlAQCKFy8uc0w6JpmRkQEg945S3nkAhIT66dMnpKamAgBKlCih9LyC0tX9/xtxHR3+uVSqPIc3rjZiqvucr5+n7vMLMy61ldpKbaW2aiuuWhOGlPl6hqyiY2Jx/m9Aeq5IJNJYTGXEYhHKlpVNzjxKldL8hCVtxNRE3B+1XYUVU1txqa3UVmrrzxFX48lTeicp705Q+piBgYFwblxcnNw40nWeBgYGSmNKzytZsmSB2i2RMHz8mCH8rKMj5v5Ff/z4CTk5skt3vsYbVxsxVY2r7LXUfX5hxqW2UluprdRWnrilSumrfHeq8eRZvXp1AJCbFKWPScdDq1evjkePHiEzM1OmOzguLg6GhoYoUqSIEFM6niovZpUqVQrc9uzsgv1j5eRIChyjMGJqIu6P2q7CiqmtuNRWaiu19eeIq/HyfBYWFhCJRIiIiJA5FhkZCZFIJMyQrV+/PhhjiIyMzHPely9f8M8//wjnlSxZEnXq1BFm6X5N+jryZuISQggh2qDx5FmxYkU0adIEx48fx7t374THY2JicPLkSdjZ2aFMmTIAAEdHR+jo6GDbtm15YuzcuRNfvnyBm5ub8FiXLl3w4sWLPOX4MjMzsXPnThgaGqJ169aafiuEEEKIXBrvtgWASZMmwdPTE56enujXrx8YY9i+fTv09PQwbtw44bwaNWpg4MCB2LRpE4YOHYoOHTrg4cOH2Lt3L9q2bYsOHToI5w4YMAChoaHw9fVF//79UaVKFRw6dAiPHj3CihUrULRoUW28FUIIIUSGVpKnmZkZdu7ciT///BOrV6+Gnp4eGjRoAF9fX9StWzfPuWPHjoWhoSH27NmD2bNno1KlShgyZAiGDRuWp+pQiRIlEBgYiOXLl2Pv3r3IzMyEkZER/Pz80K5dO228DUIIIUSuAiXPkSNHYuTIkXKPWVpawt/fP98YIpEI/fr1Q79+/fI9t0KFCli0aBF3OwkhhBBNov08CSGEEE6UPAkhhBBOlDwJIYQQTpQ8CSGEEE6UPAkhhBBOWlmqQv49xGIRxOL/XzKkbHcCiYRBIlFcxJ8QQv4tKHkShcRiEcqUKS43UcorRJ+TI0FycgYlUELIvx4lT6KQWCyCjo4YywLvICYuVem51SsZYFxvG4jFIkqehJB/PUqeJF8xcamIfpPyvZtBCCE/DJowRAghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRw0tX2C4wfPx6hoaFyjwUGBqJRo0YAgFu3bmH16tV4+PAhdHV1YWtri3HjxqFKlSp5npOdnY1t27bh4MGDePfuHSpXroyePXvit99+g46OjrbfDiGEEKL95Pn48WMYGRlhyJAhMsd++eUXAMC1a9cwePBg1KlTByNHjkR6ejoCAgJw+/ZtHDp0COXLlxeeM336dBw6dAhdu3bFgAEDcOvWLSxbtgyvXr3C3Llztf12CCGEEO0mz6ysLDx//hyurq5wcXGRew5jDHPnzkXFihWxZ88elCxZEgBga2sLd3d3rFu3DjNmzAAA3L9/H4cOHUL//v0xefJkAICHhwdKlSqF3bt3o2fPnrC0tNTmWyKEEEK0O+YZHR2NrKws1KtXT+E5kZGRiI6Ohpubm5A4AcDKygqNGzfGkSNHkJ2dDQAICQkBAPTr1y9PjEGDBgEADh8+rOF3QAghhMjSavJ88uQJAAjJMyMjAxKJJM859+/fB5CbLL9laWmJjx8/4sWLFwCABw8eoEKFCqhatWqe86pVq4by5cvjwYMHGn4HhBBCiKxCSZ6nTp1Cq1at0KBBAzRs2BDjx49HYmIiACA2NhYAULlyZZnnV6pUCQAQExMjnCt9TN650vMIIYQQbdLqmKc0eUZERGDMmDEoUaIErl27hn379iEiIgIHDhxAWloaAKB48eIyz9fX1weQe8cKAKmpqXLPA4BixYrh06dPBWqvru7/X0vo6PBfV6jyHN642oj5veMqe566zy+smNqKS22ltlJbf664Wk2eXbt2RYMGDTB06FAUKVIEAODg4IA6depgwYIF2LZtGxhjCp8vPSYW5/+GGWMqnaeIWCxC2bIl1H4+AJQqpV+g5xdWzB857n/9d0htpbZSW3+OuFpNnt26dZP7uKenJ5YsWYIrV66gQYMGAIDPnz/LnCe9kzQwMACQe3cq7zzp87+ecMRLImH4+DFD+FlHR8z9i/748RNyciRKz+GNq42Y3zuustdS9/mFFVNbcamt1FZq6/ePW6qUvsp3p1pf5ymPnp4eDAwMkJ6ejurVqwPIHc+sW7dunvPi4uIA/P94aPXq1YUx0m/FxcWhRo0aBWpXdnbB/rFyciQFjlEYMX/kuP/13yG1ldpKbf054mptwlBaWhqcnZ0xduxYmWOJiYlISkpCzZo1Ub9+fQC546LfioyMRKlSpYRiChYWFnj//r2QVKViYmKQmJhIazwJIYQUCq0lz5IlS0IsFiMsLAz//PNPnmN//vknAMDNzQ1WVlaoUaMGgoKCkJqaKpwTERGBW7duwcXFBSKRCEDuGCoAbNmyJU+8rVu3AgBcXV219XYIIYQQgVa7befMmQMvLy94e3ujT58+KFu2LM6dO4fLly+jW7du6NixI4DcknvDhg2Dp6cnPD09kZKSAn9/f1StWhXDhw8X4jVu3BidO3fGjh07kJKSgsaNG+P69es4evQoPD09YW5urs23QwghhADQcvK0tLREYGAg1q1bh4CAAGRmZqJOnTqYPn06vLy8hPPatGmDTZs2Yd26dVi8eDEMDAzQunVr+Pr65qlrCwCLFi1C7dq1ERISghMnTqBq1aqYOHGiTNUhQgghRFu0PmHIysoKmzZtyve8Vq1aoVWrVvmep6enh1GjRmHUqFGaaB4hhBDCjfbzJIQQQjhR8iSEEEI4UfIkhBBCOFHyJIQQQjhR8iSEEEI4fZfyfOS/TSwWQSwW5XlM0a4HEgmDRKJ48wBCCPkeKHmSQiUWi1CmTHGFxZe/LUSfkyNBcnIGJVBCyA+FkicpVGKxCDo6YiwLvIOYuFSl51avZIBxvW0gFosoeRJCfiiUPMl3EROXiug3Kd+7GYQQohaaMEQIIYRwouRJCCGEcKLkSQghhHCiMU/yr/HtEhhFy18AWgJDCCkYSp7kX0HZEphvl78AtASGEFIwlDzJvwItgSGEFCZKnuRfRdNLYKgaEiFEHkqehCigzWpIND5LyM+NkichCmirK5jGZwn5+VHyJCQf2ugKpvFZQn5ulDwJ+U6oRCEhPy8qkkAIIYRwouRJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHCipSqE/EtQKUFCCg8lT0L+BbRZSpAQIouSJyH/AlS1iJDCRcmTkH8RqlpESOGgCUOEEEIIJ0qehBBCCCdKnoQQQggnSp6EEEIIJ0qehBBCCCdKnoQQQggnSp6EEEIIJ0qehBBCCCdKnoQQQggnqjBECFHq24LziorNA1Rwnvx3UPIkhCikrOD8t8XmASo4T/47KHkSQhSigvOEyEfJkxCSLyo4T0heNGGIEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEyZMQQgjhRMmTEEII4UTJkxBCCOFEW5IRQgqdWCyCWCzK85h0w+1vN96WSBjtD0p+OJQ8CSGFSiwWoUyZ4jJJUqpUKf08P+fkSJCcnEEJlPxQKHkSQgqVWCyCjo4YywLvICYuVem51SsZYFxvG4jFIkqe5IdCyZMQ8l3ExKUi+k3K924GIWqhCUOEEEIIJ0qehBBCCKefMnkmJiZixowZaN26NaysrNCjRw+Eh4d/72YRQgj5j/jpkmd6ejr69++PkJAQODs7Y9KkSRCLxfDx8UFoaOj3bh4h5DsSi0XQ1RUL/329/OXrx3V1xTJLZTQRVxsxeeOSwvHTTRgKDAzEkydP4Ofnh/bt2wMAunfvDnd3dyxcuBAdO3aEvr5+PlEIIf82ypbAfLv8BVB9CQxPXG3E5Ikrjf11stXE+llVY/LG/Zn9dMkzJCQE1atXFxInAOjp6aFv376YNGkSLl68CAcHh+/YQkLI96CtJTCqxtVGTHXi/kyJ/mf2UyXP1NRUPHv2DE5OTjLHLC0tAQAPHjyg5EnIf5i2lsBoI66mY/5MiV4aW9t3yZqK+62fKnnGxcWBMYZKlSrJHJM+FhMTU9jNIoSQH8rPkugL8y65IHHlETHGfpp763v37sHDwwMjR47EiBEj8hzLzs6Gubk5Wrdujc2bN3PHZizvFYhIBIjFYiSnfkF2jkTpc3V1xChjUBQSiQT5/TZVjauNmD9CXGortfVnaitPXGqrenHTMjKRoyR56YhFKFlcT6MxFcUVi0UQiVSbnPVT3Xkqy/PSY2KxehOIRSIRdHRkf2llDIqqHIPntVWNq42YP0Jcaiu19WdqK09caitf3JLF9b5bTN64eZ6n1rO+k+LFiwMAPn36JHPs8+fPAICSJUsWapsIIYT89/xUybN69eoAgNjYWJljcXFxAIAqVaoUapsIIYT89/xUybNkyZKoU6cO/vrrL5ljERERAAArK6vCbhYhhJD/mJ8qeQJAly5d8OLFizzl+DIzM7Fz504YGhqidevW37F1hBBC/gt+qtm2QG55PldXV8TFxaF///6oUqUKDh06hIiICKxYsULuGlBCCCFEk3665AkAHz58wPLly3Hu3DlkZmbCyMgIw4cPR7t27b530wghhPwH/JTJkxBCCPmefroxT0IIIeR7o+RJCCGEcKLkSQghhHCi5EkIIYRwouRJCCGEcKLkSQghhHD6qXZVKUwpKSkoXbq00nN27twJb29vrrj+/v5wdnZG+fLlC9I8hVJSUnDlyhW8efMGjo6OKF68OFJSUlCnTh3uWLdu3ULdunVRrlw5ucffvXuHGzduoFu3bgVsNfkvk0gkSEpKgoGBAfT0VN8N499AIpHgw4cPSEpKglgsRoUKFVC2bNkfLq5EIsFff/2Fly9fIjExETo6OqhQoQKqVasGCwsLteMmJibi+vXrePXqlUzc5s2bo1SpUmrH1jZa56lA9+7dsX37drm7tLx+/RpTpkzB7du38ejRI664JiYm0NXVha2tLVxdXWFnZ6exL4wDBw5gwYIFyMjIgEgkwrZt25CZmYnhw4djwIABGD9+PFc8U1NTLF26FF26dJF7fP/+/Zg3bx4ePHigVnuzsrKQkpKCnJwcucflbXqen2fPniE8PBxv376Ft7c3SpQogejoaLRs2VKtNgK5O/Zs3rwZJ0+eRExMDPT09FClShXY29tj0KBBKFasmNqxNS0zMxPR0dEwNTUFkFvzefv27dDV1UWfPn1Qv379fGMkJCRgw4YNuH37NsRiMZo1a4Z+/fqhYsWKMueeOXMGS5YswalTp7jbGhcXhyVLluDs2bP48uULtm7dCh0dHaxYsQJTp05Vqa1f+/jxI65cuYIbN24IX8ZisRgVK1ZEtWrV0KpVK7Ro0YL7740xhsjIyDxxv/6St7W1xa+//qpyvMzMTAQHB+PMmTO4c+cOMjIy8hzX19eHra0t2rVrB0dHRxQtqtpWYNqIGxkZiYCAAFy4cAHp6el5toWU7ntZtmxZtG3bFl5eXiolUsYYTp06hYCAAOG749s0lLtFpA4aNmyI3r17w8HBId+4gPY+A/JQ8lTAwsICFhYW2Lp1K0qUKCE8HhAQgFWrVuHTp09wcXHB4sWLueI+ePAAISEhOHHiBJKTk1G6dGk4OTnB1dUVlpaWarf34sWLGDp0KGxsbODg4ID58+fD398flStXxuTJk/HgwQMsWLAArq6uCmO8evUqz0bi+/fvR9OmTVGzZk2ZcyUSCa5fv45Pnz7h6tWrXG1NT0/HvHnzcOzYMWRlZck9RyQS4eHDh1xxV69ejQ0bNkAikQgXDxkZGfDx8YGjoyOWLl0KXV2+zpaMjAx4e3vj77//hoGBAWrVqgWJRIJXr14hLS0NJiYm2Lt37w+RQN+8eQNvb2+UKlUKISEhiIuLQ6dOnYQt/IoWLYpdu3YpTUpxcXFwd3dHbGwsSpUqhYyMDGRnZ6N06dJYvHgx2rZtm+f80NBQTJw4kfsiMi4uDj179kRiYiIsLCzw4MEDbNu2DTk5ORgyZAiKFSuG3bt3w8TEJN9Yr1+/hr+/P4KDg4X3WqxYMZQsWRISiUS4QBOJRChWrBjc3NwwaNCgfHdgSktLw759+7Bz507ExcUp3E9YJBKhatWq6N27Nzw9PaGvry/3vMzMTGzevBm7du1CUlISypUrBxMTE9SsWROlSpVCTk4OkpKS8PbtW0RERCAjIwPlypVD//794e3tXahxo6OjMWfOHNy4cQNlypRB06ZNYWpqKjfm3bt3cf/+faSnp6Nly5YYP348jI2N5bb12rVrmDlzJl69egUzMzM0a9YMpqamqFWrFgwMDIReiDdv3uDOnTu4desWnj9/jrp162LixIkKa5dr6zOgDCVPBc6cOYPRo0fD0tISW7ZsQVxcHKZMmYJ79+6hWrVqmD17doHuZrKzs3H+/HkcPnwY58+fR3Z2NmrXrg1XV1c4OzujcuXKXPH69OmDjIwMBAUFITU1Fc2bN4e/vz+aN2+O7OxseHp6gjGGAwcOKI3j4eGB+/fvA8j9UlD28dDR0cGECRPQr18/rrbOmzcPu3btQu3atWFubq7wKnDhwoUqxwwNDcWECRPQuXNnODo6YsSIEfD398cvv/yC+fPn4/Tp05g4cSL69+/P1dYVK1Zg06ZNGDt2LAYMGIAiRYoAyL1r9vf3x4oVK+Dj44ORI0cqjLFhwwau1wRyf/dDhw7les7kyZNx/PhxjB8/Hn369MGGDRuwcuVKLF++HFZWVhg4cCCMjIywbt06pTGOHTuG1atXo23btvj8+TN27NiBtWvXQiKRYOnSpXB0dBTOVzd5Tp06FSdOnMDevXthaGiIFi1aCJ/XR48eoX///mjWrBlWrVqlMEZWVhb8/PywefNmVKhQAQ4ODmjevDlMTExkei1iY2Nx9+5dXL9+HadOnUJGRgb69euHUaNGyf38HThwAEuWLEFmZiZatWql9Ev+7t27uHnzJq5duwYDAwP88ccf8PT0zBPv9u3bmDp1KjIyMuDm5gYnJyeFCQbIvTiNiIhAcHAwjh8/jtKlS2PBggVo0qSJ1uOuW7cOGzduRJs2beDp6YnmzZsLd5nK/i1Onz6NAwcO4NatWxg6dChGjBiR55wpU6bgxIkTcHd3h6enJ2rVqqU0ptSDBw+wf/9+HD58GF26dMnzvaDNz0C+GFHo/PnzrH79+qxLly7MysqKmZmZsUWLFrFPnz5p9HVSUlJYSEgI+/3335mJiQkzNTVlv/32GwsLC1M5hrW1NduyZQtjjLHExERmbGzMrl69KhzftWsXs7GxyTdOamoqi4mJYa9fv2bGxsZs+/btLCYmRua/d+/esc+fP/O/WcZYy5Yt2ZAhQ5hEIlHr+fK4ubmxPn36MMbkv//ffvuNde3alTtuhw4d2NixYxUeHzt2LHNwcFAaw9bWlpmYmDATExNmbGys0n8mJibcbW3VqhVbsmSJ8LO7uzuztbUVft68eTNr2rSp0hgtW7ZkCxculHn81q1brGHDhszc3JxdvHhRePzw4cNqtbVly5Zs6dKljDH5/15//vkna9WqldIYjo6OzMXFhZ05c4brs/Tlyxd2+PBh5ujoyBwdHWWO9+vXj7Vs2ZLt2LGDpaamqhw3Li6O+fn5saZNm7J+/frlOdakSRPm7+/Pvnz5onI8qU+fPjE/Pz/WuHFjmWPaiNu7d28WGRnJHU/q9u3bzMPDQ+bxCRMmsNjYWLXjvnr1SuZv0dHRkXXr1k3jnwFVUPLMx+XLl4XEefPmTY3H//LlCzt58iQbO3Yss7GxYcbGxsze3p7Z29szY2Nj5uLiwl6+fJlvHGtra7Zjxw7GmPwvo82bN7MGDRpwtW3z5s3s3r17XM9RRf369VlQUJBGY1paWrLt27czxuS//z179jBra2vuuObm5mz37t0Kj+/evZvVr19faYyUlBTWp08fZmJiwhYtWsRu3Lih0n+8LCws2MGDBxljuRdB5ubmbNy4ccLxoKAgZmVlpTSGubk527dvn9xjN2/eZJaWlqxBgwbsr7/+YoypnzwtLCyE11H072VhYaE0xoEDBwp0AZaTkyP3va5atYqlp6erHffjx49sxYoVeR5LSkpSO55UYmKizGPaivuz0NZnQBU02/Z/7t69K/dxfX19DBkyBKtXr8b69euhq6ubpyuzYcOGar3e9evXERoaitOnTyMtLQ36+vpwdHSEq6srGjVqBAA4d+4cxo4diwkTJmDv3r1K45mZmSEsLEzu7N+srCyEhoaqNH70tc2bN+Pjx4+wtrbmel5+6tati5iYGI3GLFKkiMKJRwCQlJTEPd4JAGXKlFHa1tevX8PAwEBpjFKlSmHLli3o1asXDh48iP79+6s1GSo/FStWxNu3bwHkjoHn5OTkGVr466+/8n3dChUq4PHjx3KPNW7cGIsXL8bYsWMxdOhQBAYGqt3WqlWrKnwdILc7Mr/xqKioKERGRqo9V0AsFqNXr14yj48aNUqteFIGBgYYM2ZMnsfKlClToJgA5M6W1Vbcn0X37t0L9HxFnwFVUPL8Hy8vr3z79a9evYpr167leYx3rGfx4sU4fvw43r9/DwBo0qQJXF1d4eDgIDNwb2dnh1atWuHSpUv5xh04cCB+//13jB07Fp06dQKQ28d/7tw5bNy4EU+fPsXy5cu52pqdnc099qqKQYMGYdasWXB0dORO6IpYWVkhJCRE7phmWloa9u/fr9aXbMuWLbF79244OTnB3Nw8z7HIyEjs2bMH7du3zzdO0aJFsWLFCri4uGDlypVc47mqatKkCXbu3InixYtj37590NPTg52dHVJTUxEUFIRDhw7JjMV9y87ODkFBQbC0tISLi4vM30SnTp3w/v17LFiwAL1795aZQKQqR0dHbN26FXZ2dsIMTelr7dy5E8eOHcPAgQOVxti9ezeMjIyEf1dTU1MsWbIEXbt2VatNqoiPj8fbt29Rp04dFC1aFLq6uhCL1V8u/+7dO8TFxUEikcg9rs7FeUFnXIeEhHC/JgC1lqw9f/4cYWFheP/+PTIzM2WOi0QizJkzR632aBtNGPqfNWvW5Js85fl2UDw/JiYmqF69Orp16wZXV1dUq1ZN6fnr1q1DVlYWRo8enW/sgIAALFu2DDk5OWCM5Xk/w4YNwx9//MHV1tWrVyM0NBQrVqwo0Ezgby1cuBDh4eF49+4d6tati/Lly8t8AYlEImzdulXlmHfu3EHfvn1hZWUFe3t74Q5JX18fAQEBePv2LbZu3YrmzZtztTUmJgZubm5IT09Hq1at8MsvvwDIXRJz6dIlFC9eHAcPHpQ7I1mewMBAPHr0CDNnzhQmH2lKYmIiBgwYgCdPnkAsFmPq1Kno3bs3bt26BW9vb5iZmWHr1q1K7zSSk5PRr18/PHnyBEWLFsX+/fvlLsPw9/fHkiVLhJ95LyI/f/6Mvn37IjIyEuXLl0dCQgJ++eUXJCUlISkpCUZGRtizZ4/cpWJSTZs2hZWVFSZOnIiSJUuiTZs2mD59Ojp06KD0tdW563/8+DFmzZolLK3Ytm0bgNxJMNOnT+feS/jFixcYNWoUnj59qvQ83t+rJmZcm5iYyEwW/Pq7RPr4t9+XvG29evUqhg4dqnDGvfQ1lMX97bffuF5TGpPnu0VhHEqe8p08eRKNGzfWeDGDmzdvysyY06R3797h1KlTePnyJSQSCapVq4aOHTuqVSTBx8cH165dw6dPn6Cvr49y5cpBR0dH5jzeNX6q3G3m90cjz8mTJzFz5kykpKQIMRhj0NfXx5QpU9CzZ0+ueFJPnz7FnDlzcPv27TxfKDY2NpgxY4bS2Y2FLScnBw8fPkTFihWFJPHx40dcu3ZN5TXFmZmZ2LVrF65cuYKlS5cqLJJx9epVLFy4EFFRUdz/VtLX8ff3x4kTJ/DixQvh82pvb4/BgwcrTZwAMHPmTOzbt4/roledJVDPnj1Dz549oaurixYtWuDkyZPYtm0bihQpgmHDhuHz588ICAgQhltUMXDgQFy/fh0ODg6oVauW3L8rgP/iXBMzrkNDQ/P8nJaWhmXLlqFKlSrw8vJC3bp1wRjDixcvEBgYiKSkJMydO5f7AsLDwwNRUVGYMmUKrKysFC73UnaDoU7PlTrfLXLjUPKUr2nTpnB3d8fYsWO/d1NUoo1qQKr+MZw9e1blmNr26dMnXLlyRfgyrl69OmxtbTVSqSQxMVEY/6xevbrC3/WPgDGGxMRE6Onp5TsmW1CJiYn5/i7++OMPeHh4CHf+b9++Rbly5Qq0PjYrKwv79u3DP//8g8zMTBw+fBg2NjaoUaOG0ufxdpn/8ccfuH37NkJCQqCjo5NnWU1sbCw8PDxQr169PGuk89OoUSO4u7tzFy7JT+vWrdG1a1chroeHB968eSMM/WzZsgVbtmzB9evXVY45c+ZM3LlzB/v375cZWsrMzISHhwfq1q2LpUuXcrXV2toagwcPho+PD9fzfhQ05qmAtsb70tPTsWLFCly4cEHpwuu//vqLK27fvn2VVgO6fPky5s2bx5U8tZUU3d3d0b17d7UH6pWJi4tD27ZthclBt2/fRlxcnNrJ09fXF927d0eLFi1Qrlw5jSRMDw8PdO/eHY6OjvneXfFKSEjA0qVLcfr0aaHCTIkSJdCxY0f4+vrC0NBQ421V5Xdy7tw5tGrVSvi5ffv2BR6fLFKkCPr06SP8HBISAnd3d42Ped64cQO9e/dGhQoVkJSUlOdY5cqV4eHhgZ07d3LF1NPTQ/Xq1TXZTAC5E+Pq1q0LIPeO8a+//sqzLrd06dL4/PkzV8yTJ09i+PDhcosp6OnpoVu3blizZg13W/X19bk/jz8SSp4K9OvXD9u2bYOFhYVGx/sWLVqE/fv3o2LFirC0tFR7ssG31YAYY9i/fz9u3Lghc660GtDXlZK+p4cPHyqtdKSOrKwsTJ06FUeOHMGRI0dgZGQEANizZw+OHz+O3r17Y+rUqdzj2idPnsTx48dRuXJluLi4wNXVVeXF3Yo8f/4c06dPx4IFC9ChQwe4ublxj8XKk5iYiF69euHNmzeoW7cujIyMIJFIEB0djeDgYFy/fh3BwcFcMzQ11dZSpUoJn/uSJUsK3X6KZrlL8UyYOXPmjFZ6AzIyMuSWJpQyMDBAWloaV0xHR0ecPHky3wlcvDQx4/pbOTk5+PLli8LjycnJan2PtW3bFmFhYXB3d+d+rtSRI0fUep4mLrAoeSrw5MkTJCYmwt3dXaPjfefOnYO9vT1WrlxZoFl6NWvWxNOnT/NUA7px44bc5An8fzUgHqpUxlGnEo6RkRH3uFN+/P39ERoaim7duuX5Ah06dChKlCiBwMBA1K1bl/vL6tKlSzhy5AhCQ0OxYcMGbNy4EQ0aNICbmxscHR3VuiC5cuUKzp8/j9DQUJw6dQpHjx5F5cqVhUlkqk4++tbatWsRGxuL5cuXo3PnznmOScfB1q9fj8mTJxd6W3v06IENGzYInxWRSAQ/Pz/4+fkpfR7P2FS1atWQnp6OP//8E2FhYXj37h3Wr18PfX197Ny5E6NHj863S1eeWrVq4e7duwq/5C9dusQdd+zYsRg0aBA8PDzg4OCA8uXLy72w4/2S18SM629ZW1tj586dcHFxkemNe/z4MXbs2IEWLVrkG+fbC6V27dphwoQJGDlyJLp06SJ34iCg/AJq/PjxXBfE0omUmkieNOapgLbG+xo2bIjJkyerPXnla2lpaUhJSQFjDB06dMCUKVPkLpvQ0dFB2bJlVS4wLaVsMF46GUedwffjx49j+vTpaNiwIZo1a4by5cvLvTDh+YA7Ojqifv36eWaAfs3X1xdPnz6VmQzB49mzZzh8+DCOHDmCt2/fQl9fH/b29nB1dUWzZs3UipmamooTJ04gNDQUd+7cAZD7GXFzc+New9a2bVu0adMGs2fPlnt85syZuHz5Ms6cOfNd2nr+/Hk8efIEmZmZWLduHTp27JjvZCueCTOpqanw8vLC06dPUalSJbx//x7btm1Deno6RowYAUNDQ+zdu5e7u3Tbtm1YtmwZZsyYATs7O7Rp0wYBAQGwsLDAunXrEBAQgNGjR3NdRN6+fRs+Pj55Jrd9Td2/LU3MuP5WZGQkvL29oaOjAzs7O9SqVQufP3/Gs2fPcPHiRZQsWRL79u1D7dq1lcaRzuL99n0Csu//a8p+B8HBwSq/j69poueLkmchGz58OMqWLYsFCxZoNG5wcDAaNWqk1pW1Ijdv3pR5LCcnBx8+fEBoaChiY2OxcePGfJfbfOvbpKyJLw5ra2tMmTJF4Tjqvn37sHDhQuFOvaDu3LmDbdu24cyZMxqbvffmzRthGY86MS0sLDBt2jR4eHjIPb53717Mnz8fkZGR372tJiYmWLp0qUbHJxcuXIjAwECsX78e5ubmeSb2nDt3DmPGjIGTkxP3355EIsGoUaMQHh4OHR0dSCQSlCpVCqmpqZBIJGjatCm2bNnCtfSoZ8+eePr0KTw9PfHLL78oLOChzpe8JmZcf+vBgwdYtGgR7t+/LyQ8sViM5s2bY+rUqcISLmUKazlgYaFuWxVocubipEmT0Lt3b6xYsQIODg4KB8x5xyU0PYYIQOmSGmdnZ/Tt2xdbtmzBzJkzueJqo0BA6dKlER0drfD4y5cvNTI5JzY2FkePHsWJEyfw999/o0iRIrCzsytQzLt37+LIkSMICwtDQkICDA0N1UoqFSpUwD///KPw+OPHjws8JqiptiqrLqSu06dPw93dHa1atZKZ2GNnZwcPDw+EhYVxxxWLxVi7di2OHj2K48ePC8vA6tevDwcHB7i5uSlcaqLIP//8gyFDhmhlpqmOjg7q168PiUSChIQEGBgYoFSpUipv6/Wte/fuwcLCAnv27EFSUhJiYmIgEolQo0aNfPc8/pqyzRMUUTbWqow2tib8FiVPJTQ9cxHI3SanSpUq2Lx5s8Kp7eqsRVP1D0OdfRcVcXR0xNq1a7mTpzYSfevWrbF3717Y29vDxsYmz7GIiAjs2bNHqLzEKzU1FSdPnhS6KyUSCczMzDBt2jR06dJFrRJp0dHRCA0NxdGjR/H27VuhS8zNzQ2tW7fm/jIG/r86UIsWLWQKBYSFheHAgQNqlTPTRlulcS9duoSMjIw8FXZycnKQmpqKq1ev4vjx4yrHe//+vdJu4F9++QUfPnxQq60A0KVLF4Wz2XmVKVNGI6X15NH0Pqk+Pj5wcXHBxIkTUbZsWY2V82vfvr3CoSYgdzLQvHnzFM7jUOTbrQkdHBwKvDWhPJQ8FdDGzEUAmDVrFiIjI2FmZoa6detq5B8RgNwqHTk5OUhOTsaXL19Qo0YNrg17VZGSksI9y/Brmrw6HDFiBM6cOSOUH6tTpw5EIhFevHiBiIgIlC1bVq2apT4+Prh06RIyMzNRrlw59O3bF66urgUqjNCtWzc8efIEjDGYmpqif//+6NKlS4G/lEaOHInz589j5MiRMDIyylMNKSoqChUrVuS++tdWW69evYohQ4bkqYb17fgX71KxChUq4OXLlwqPP3z4sEBLIz58+IAKFSoAyK1pvH//fujq6qJ79+7cQxfdunVDUFAQevTowT0XQRl5+6QCuesxIyIi0K9fP5X3SZXKyMhQq8jKt5KSkvD8+XPh5zdv3uDhw4dyP0sSiURI/jxCQ0Ph5+eXZ2tCIHdIw97eHidPnoSVlRX31oTyUPJUQBszF4HcNWM9e/bE3LlzNdlchROXsrOzhco7gwYN4ooZFxcn9/HMzEw8fPgQAQEBQv1MXpq+OqxUqRKCg4OxYsUKnD17FhEREQBy15I5ODhg3Lhxam18e+HCBbRp0wZubm5o06aNRi524uLi4O3tDTc3N43V9gVyC3zv3bsXK1asQHh4uFD6rUSJEujatatavSXaauvGjRtRtGhRTJo0CYwxzJw5Exs3bkR6ejoCAwPx8OFD7Nixgytm+/btsXfvXnTt2lUY9pAm4nPnzuHAgQPo0aMHd1uTkpIwdOhQ5OTk4ODBg0hJSYG7uzsSExMB5JZc3Lt3L1eCMTc3R2hoKBwcHNCmTRtUqFBB5rOlzkz21atXIy0tDYcOHRL2SQUAW1tbYVOC9evXK90n9VvOzs7Ys2cP2rZtq3TJTn50dXXx+++/55kkpWzGNWOMu3by9u3b0bhxYyxfvjxP132lSpWwevVqDBw4EIcOHaLkqU1nz55Fjx49ZBInADg5OeHGjRsIDw/nTp66uroaXTeqyut16dIFDx48wIoVK7gWc7dp00bpAL9YLFZrzEZbV4eVKlXC4sWLAeSuPcvOzka5cuUKtCTo4sWLGl87eOnSJY31OHxNWlJy0aJFYIwhKSkJjDGULVtW7d+Bttr68OFDuLu7o2fPnsjKyhKKfzs5OaF9+/ZwcXHBunXrsGjRIpVjjhgxAhcuXECvXr2EmZ1+fn5YsmQJHj16BENDQ7U+r2vXrkVkZKRQqD44OBiJiYnw9fWFpaUlfH19sW7dOixbtkzlmF/3guzbt0/uOeokzwsXLsDLywu//vqrzLivqakpPD09cejQIa6Yenp6ePnyJezs7FCnTh25s+NVqRdrYGCAJUuWICIiAowxpTOuxWIxDA0N4eTkxNXWqKgo+Pr6KjzesWNH4TuioCh5KhAfH6/0rsrU1JT7QwgArVq1wrlz5zSyVIXHr7/+igMHDnA9p1u3bnKTp46ODipWrAhnZ+d8p6fLUxhXh5oaT5Imzo8fPyocm7t8+TKGDBmickxtJCMAmDFjBjw8PDB27FiIRCKNJH1ttfXTp09Ct3KRIkVQrVo1PHnyBG3atEHRokXh6urK/XktU6YM9u/fjxUrVuDUqVNgjOHmzZvQ19dH586dMX78eKHblcf58+fh4eGBcePGCT+XLl0agwYNgkgkgqenJ/bs2cMVk/euWlUpKSlK195WrlxZJqnmZ9euXcL/j4qKQlRUlMw5qs6ibd26NVq3bg0gdza/l5eXRgqESGlra0J5KHkqoK2ZiyNHjsSAAQMwatQodOrUCYaGhnL/MdXdJ1SR27dvc4+t8Fz189DW1WFISAgOHjyI+Ph4hVs88U6YSkhIwIgRI/Jd4sKTPLUlJydHKyUltaFs2bJITU0Vfq5evXqeL+Xy5curNbmnTJkymDNnDubMmYPExERIJJIC9z68f/9e2Dbt8+fPuHv3Ltq2bSskjEqVKuHjx49cMbW1OYQm9kn9ljZmRgPgLmmoCm1tTSgPJU8FtDVzUTrj8927dzh9+rTC83jXzSmqBiQdn7xw4YLaa+oYY4iMjERMTAz09PRQtWpVmJmZqRUL0M7VYUBAABYtWgSRSITy5curtZZNnj///BP37t1Dw4YNUbJkSVy8eBGurq6Ij4/HjRs3oKOjo1ZdT23QVklJbWjQoAEOHTqE7t27o1SpUvj1119x/PhxfP78GcWKFcP9+/cLvCxMU93t5cuXF8Y3r127hszMzDyT2qKjo9W6oy3ovpvyaGKf1MKijQpmv//+O/r27YvevXvD3t4eIpEIf/31F6KjoxEQEIDY2FjMnz+/IM3+/7ZRkQT5kpKS0L17d7x7907hzMWDBw9yT8BQdaGwOvuEKmNjY4NVq1Zxt/fmzZuYOnWqsJuIVLVq1TBv3jy1KusMHDgQ8fHxCAkJQXJyMpo3by4sZk9LS4OzszPq1KnDtedep06doKuri61bt6q1X6Mibdu2hZmZGfz8/JCYmIgWLVrg4MGDMDc3x99//43evXtj5MiRP8QXkra2kNOGiIgIeHl5oWjRoggPD0d8fDycnZ1hZGSEatWq4cKFC+jWrZvSNcEODg6YOHGiUA1MW8u1Ro0ahcjISEyaNAlbtmzBw4cPce7cOZQrVw7h4eGYOnUqHBwcuIovaGLfTXk0sU+qPMnJybh9+zbS09PzbGaRnZ2NtLQ0XL58GVu2bOGKqa0KZtramvBbdOepgDZmLgLqLRRWhaIxFOn4pDqVhx4/fozBgwdDJBLBw8NDWK4jLXM3dOhQBAUFcS/b0MbV4Zs3bzBp0iSNJk4gd+xbepdRrlw5GBoaIiIiAubm5jA3N4erqyuOHj36QyTPR48e5Vk/KJFIFHZff2+WlpbYvn07tm3bJqwdnDZtGpYtW4anT5/CxsZGGGNUJCsrK88XubJNlQti3Lhx6Nu3r7CZ/JAhQ1CxYkVcu3YNo0ePRtWqVbknIq1duxYJCQnCZs7BwcH49OlTnn03N2zYoHTfTXmKFSuGXbt2CfukpqWl4fXr16hWrRp69uyp0j6p3/r777/Rv3//PMvSpIlNSp2eHnnfWfIqmPHq1KkT2rRpo7WtCQWMyPX582fh/0skEpaQkMDi4+NZTk6ORuInJyezY8eOsU2bNrHXr1+zhIQE9uzZM43E1hQfHx/WpEkT9urVK5ljr169Yk2bNmVjxoxRK/aJEydYkyZNmLGxMTM2NmYmJibM2NiYWVtbs6CgIO547dq1Y1u2bFGrLcrY2Niwffv2CT+7u7uzOXPmCD8HBQWxJk2aaPx1/6u+fPnCUlJSvnczZCQnJ7MTJ06we/fuCY/Fx8ezrVu3ssTERO54rVq1YkuWLBF+dnd3Z7a2tsLPmzdvZk2bNi1QmzVl6NChzMLCgv35559s1apVzNjYmO3bt49t2rSJ2dvbM2tra/bmzRuNv663tzebNWuWxuNqCt15KtC0aVO0atUK7du3R9u2bTW6XOHAgQNYsGABMjIyIBKJYGFhgczMTAwfPhwDBgwo0Aa50iU0r1+/hq6uLmrXrg0HBwe1xk9u3boFLy8vuXetNWrUgKenJ/bv369WOzV9dejq6oqgoCB4eXnJ3XdQXUZGRrh165ZQM7dOnTr4+++/heOJiYlKx2/lyc7Ohp+fH44dO4b3798rvGPi3dP1axKJBElJSTAwMCjQ+G9htFUqNTUVRYsW1ezdgYaULl1apkJV+fLlhTtHXtrYd1Nb7t27hx49emD06NH49OkTNmzYgBo1aqBXr17o1asXnJ2dsXXrVkyfPl2jr6tuBbOMjAz4+/sjLCwMr169gq6uLurUqQMnJyf06dOHZttqm6OjIy5duoTTp09DR0cHDRo0QIcOHdC+ffsCFV+/ePEipk+fDhsbGzg4OAjdkzVr1oSlpSW2bdsGIyMj7hJ2WVlZ8PX1xenTp2U22N66dSv69OmDqVOncsXMyMhQ2jVtaGjIPcsQyN3mqmXLltDX15eZjKUuIyMjZGdnw8nJCe3atZO7vZE66+a6du2KuXPngjGGOXPmoHXr1ggODsbatWtRr1497Ny5U9g7VFUbNmyAn58fSpYsiXr16mm8woy0NNvnz5+xbdu2ApVm02RbGWM4cuQI7t69i1mzZgmP//3335g2bRoeP34MkUiE1q1bY9asWWrNHH7+/DnCwsLw/v17ZGZmyhwXiUTCmlJVqbpnJM+EPE3tu6luvVqecd/09HRhgqC+vj6qVq2KR48eoXnz5ihdujTc3Nxw8uRJtdqhjDoVzBITE+Hp6YmXL1+idOnSMDIyQk5ODl68eIFFixbhxIkT2L59O4oVK1bg9lHyVEA6USEyMhLnz5/H+fPnsXjxYixevBhGRkZo164d2rdvzz2rcdOmTTA1NUVAQABSU1OF5FmnTh3s2rULnp6eCAwM5E6eGzduRFhYGBwdHfHbb7+hTp06YIwhOjoaGzduxK5du1C7dm307t1b5Zg1a9bE5cuXFT7n0qVL3Ns7AbkThr7eE7Kgm0sDwOjRo4X/HxgYKPccdZKnl5cXoqKiEBQUhPnz58PBwQENGzbE2rVrIRKJoKuri6VLl3LFPHToECwtLbF169YCzyj9mjZKs2mqrRKJBD4+Pjh37hxEIhGmTZsGXV1dvH//Hv369UN6ejrq1asHIyMjXLp0CV5eXggNDeUan7t69SqGDh2qdOxTneSp6p6RPMlTU/tuamuc92sGBgZ57oK/XVZUrVo1xMbGcsfVRgWzFStW4PXr15g+fTo8PDyECXPZ2dkIDAzEokWLsG7dOqVL5VT2fXuNfy4fPnxgQUFBzN7enpmYmDBTU1PuGNbW1sLYXGJiIjM2NmZXr14Vju/atYvZ2Nhwx23fvj0bOnSowuN9+/ZlnTp14oq5efNmZmxszObNm5dnXCcxMZHNnTuXmZiYsA0bNnC3ddu2baxbt27CWKeHhwfbv38/S0tL444ldePGDZX+U9fX7z8zM5MdPnyYBQQEsKioKO5YFhYWbPfu3Wq3RZEpU6awBg0asCdPnrCEhIQ8n62HDx+yJk2asFGjRn2Xtu7fv58ZGxuzqVOnsufPnwuPz5o1ixkbG7O+ffsK8wlevXrFGjZsyFauXMn1Gu7u7szGxoYdPHiQRUVFsZiYGLn/8Tp06JDMf0FBQczPz4917dqVde7cmT148IArZkJCAnN2dmbGxsbM1NSU7dq1izHG2M2bN5mxsTFzdXVVayxVG4YMGcI8PDxYVlYWY4yxOXPmMHt7e+Hfa+HChax58+bccaV//4r+MzMzYxcvXuSK2bJlS6XjpNOmTWN2dnbcbZWH7jxV8PTpU9y4cQPXr1/HrVu3kJKSApFIxN1dJ6VsDOrTp09qzZCMi4tTOv7i4ODAXfRgwIABuHHjBnbu3Ildu3YJsziTk5PBGEOLFi3UmmU6YMAADBgwAFFRUQgJCcGxY8cwbdo0zJ8/Hx07doSrqyt31RFtLTp3d3eHm5sb3N3dhceKFCkCZ2dntWNWr15dre7u/GijNJum2hoaGgobGxvMmzcvz+NhYWEQiUQYNmyY0M1eo0YNuLi4IDw8XJjhqgrp7HA3N7cCt/drynqBBg4cCA8PD5w5c4arF6pcuXI4dOiQzL6bxsbGWLVqldr7bn6NaWgrRW9vbwwePBidOnXCwYMH0bVrVwQGBmLQoEGoU6cOgoKCuGvQAtqpYJaWlqb0e9nMzEzlbvj8UPJUYN++fbh+/Tpu3ryJxMREMMZQrVo1dOzYES1atECzZs3UmkRkZmaGsLAweHt7yxzLyspCaGioWgW4f/nlFzx58kTh8Xfv3nF3sero6GDjxo0ICQnBqVOnEBMTA8YY6tevD3t7e7i6uqq9HRWQO045btw4jBs3DtevX8fRo0dx+vRpHDlyBFWqVFFY7F4ZTZbRA3JrsGp6C7U+ffpg8+bN6Natm0aX1mijNJum2vrPP//IbEzwzz//ICEhASVLlkTTpk3zHDMxMUFwcDDXa+jr6xdo1xR16OnpwdXVFVu3bsWYMWO4nivdd/NrBdl3U0rTWyna2tpi+fLl2LRpEwwMDGBtbY3ffvsN/v7+uHr1KmrWrKnWJEdVLuazsrK4Nhm3trZGeHi4wqGma9euCcUjCoqSpwIzZ86ESCRClSpVMGXKFLRt27ZAE4WkBg4ciN9//x1jx44VZu/Fxsbi3Llz2LhxI54+fYrly5dzxx07dixGjBiBX3/9FV5eXnmu6M6ePYvAwECuRdxSYrEYbm5uGr+a/1bdunVhamqKFy9e4Pbt24iPj+d6vrbK6BkZGXHvrfotebMQU1JS4OjoiCZNmiic3MQ7NqeJ0mzaamtaWprM1lO3bt0CkFvA49uY6vS+tG3bFmFhYXl6CQpDTk6OUIFIkenTp6Nnz57C3akqM1PV+QxoaytFJyenPEXaJ0yYAG9vb6SkpKBu3bpcCU4Vz58/R1BQEA4fPoyrV6+q/LwZM2agX79+GDVqFEaMGIG6detCR0cHb968wdatW3Hx4kVs2LBBZrxVnQtDqjCkwKxZs3Dt2jW8fPkSurq6sLCwQPPmzdG8eXNYW1sXqEslICAAy5Yty7OXodSwYcNU6qqSd3UaGxuLzMxMlC1bFrVr14ZYLMabN28QGxuLMmXKwMzMTOWqPZcvX4atra3M46Ghofjy5Qu6detW4D+Y9PR0hIWF4ciRI7hx4wYkEglMTU3h5ubGvcn0tGnTcODAgXzL6Ml7T8ocP34c06dPR8OGDdGsWTO5O0oAyieLqNOToE5llZUrV2Lr1q3w8/MTPq8BAQFo1qwZdu7ciQULFmDgwIFKiw9oq62tW7eGp6cnhg8fLjwm3YN1woQJGDBgQJ7zZ8+ejStXriAsLExhzLt37+b5OSEhARMmTICtrS26dOkiN9EDmqsbzRjD33//jZEjR6JUqVI4fPiwwnNNTEywdOlS4XOiyu9Znc/AnDlzsG/fPixZskThVop9+vTh3g2qMGRlZeHUqVPYt28fbt++DcYYdHR08iwNy0+DBg2QnZ2NrKwsiEQiiMViiMViZGdnA5At7gDk/p7VuUCm5JmPN2/e4MqVK7h69SquX7+O5ORkFCtWDA0bNkTz5s0xePBgteK+e/cOp06dwsuXLyGRSIQuYVX3BJSWJOMhEolw5swZpefExMRg6NChePbsGa5cuSLTNd27d2/cvXsXtWrVgp+fn1C2kEd4eDiOHj2K8+fP4/Pnzyhfvjy6du1aoE2mtVVG79svuW//8JgKJcTevHnD9ZpSvBssa6I0m7baOnr0aGGMW1dXF/Hx8Wjfvj0yMzNx6tSpPN3NiYmJ6NSpE9q3b6+0PJ9027GvsW821JaHNyGZm5vLjSdd38sYw5IlS5SOg7958wblypUT1iCr+nvm/Qy0bdsWbdq0wezZs+UenzlzJi5fvpzv98DXtHWXLPX8+XPs27cPISEhSElJAWMMBgYG6N69O3r37s3V4zdp0iSVd3j5mrLPmSKUPDkwxnD9+nWsWrUK9+/fV+vK8EeWlJQk3K117doV48ePl0meERERCAoKwsGDB1GpUiUcOXKEezKCiYkJdHV10bZtW7i6uqJt27YFGjsFcvcCnTx5sjDWYWtrCx8fH2G6/+zZs3H//n3ucTRVz1dnXDQtLQ0lSpQQ/tilBcYLUiQgMzNTKM0mLT5RrVo12Nvbq1WaTVNtffDgATw8PGBubo7mzZsjLCwML1++hKOjI/78808AuV21d+/exYIFC/D48WPs3btX6SQcVetEf4u3brS8+QlA7nZtFStWRLdu3bgnuI0aNQqOjo55CiNogoWFBaZNmwYPDw+5x/fu3Yv58+cjMjJS5Zj51aDV09ND0aJFcfPmTZVjSi+agoKCcPv2bQD/fyHav39/jBw5EsWLF1c53vdAY575yM7Oxt27d3HlyhVcvnwZjx49gkQiQY0aNdS6+wNyr1gjIiIULuQG+NaMacrWrVvx4cMHbNiwAa1atZJ7jqWlJSwtLdGsWTOMGzcOW7duzbPGUhWTJ09G165dNVq1qVixYnm6kb9di2ZmZobjx49zx9X0ZCGpVatWwd/fHyEhIcKMwo0bN+L48ePw9fWV6cZUlZ6eHoYOHcq9nlXbbbWyssLixYsxf/58oRpRy5YtMXfuXOGcBQsWIDAwEIwxTJgwId/Zq9qqE/0tbWyddf78ea3MENfGVory7lKlNWilY5KK1lZ/69mzZwgKCspzl1m9enU4OjrC2toaPj4+aNSokUYTp7RylaZ2WpKi5KnAzp07ceXKFdy8eROfPn2CSCSClZUVRo8ejfbt2wultXi9fv0aAwcOxOvXrwEgTzWgr3cSyC95amMCwpkzZ+Do6KgwcX6tS5cuOHr0KMLDw7mTZ79+/QBodqszbZTRkyc+Ph4PHjyAWCyGjY2NWneJe/fuxfr169GkSZM8lU5cXV2RmJiIJUuWoFKlSnkmaHwvmmyrs7MzHBwcEBUVhZIlS8oUx7C0tERmZia6d+8OKysrrnZ+/PhR7r9FZGQkSpYsqfJwiLoyMzO5vpyrVKmiVmGB/GhjK0VFXcc1a9aEjY0NRowYgaVLl2LZsmVK4/Tp0wd37twBYwxVq1aFq6srHB0dhe8wdYcMWCFUrpKHum0VMDExgb6+PmxtbWFnZ6ex+rYjRozA2bNn4ezsDCsrK4VlovK749HGBARLS0tMnDhR5SpE/v7+WLlypVDJhoemtzoLDAzE3Llz0aVLF8yZMwcXLlzAmDFjMGLECNSrVw9z585F9erVsXfv3nxjffr0CcHBwYiKikLt2rXh5uaGkiVLIjAwEEuWLBF6C/T09DBy5EiZJRj5cXFxQZUqVRTuZzh48GAkJyfnWze4MEqzaaqt2pKZmYl58+bh6NGjuHr1qszf07Bhw3Dx4kU4OztjxowZat/RXL16FefOnVO4DOru3bu4ceOGyvEuXLiAcePGoXPnzmjWrBkMDQ01MrlJW1spKhMUFITly5fn+/5NTExQokQJDBw4EH379pUZQnjz5g3at2+PdevWoX379iq99reVqyIjI4XKVU5OTjKVqwwMDLgrVylCd54KzJw5E127dlX4S/748SMePXoksz4tPzdu3ECvXr3yXCGp48yZM3mSOc8EAEX09fW57s6KFi2qVq1TbWx1pqkyeomJiejTpw+ePXsmPLZnzx7MmDED8+bNQ/Xq1dG+fXtIJBKEh4dj+fLlqFGjBlcie/XqldILlPbt22PJkiX5ximM0myaaqs2ZGdnY9iwYbh69Spq1KiBhIQEmbukFi1a4OXLlwgJCcGbN2+wY8cO7nFSaff015ORvr7n0NXV5b5Tlnar7927F/v27VN4Hu+cCm1tpajMmzdvFA4/fc3LywvHjh3DmjVr4OfnBysrK3Tq1AkODg6oWLGiWq996NAhnDt3Dj169MCgQYOEou/r169HWloamjZtCn9/f4jFYrx+/RrdunXD1q1buYpvKELJU4E5c+bAwMAAXbp0kXs8LCwM8+fPx71797jiZmdnw9zcvMDt+/ZLYvHixQWegFCjRg2uaeERERFqdYGsXbsWxYoVw4EDB2Rm0g0ePBg9e/bExo0bsWLFCpVjikQizJw5E6NGjRIS+vbt23H8+HEkJyfD1tZWpa72tWvX4u3bt5g1axZatGiBN2/eYPbs2Rg2bBhMTU2xe/du4e5m9OjRwm4uPMmzRIkSSruoPnz4oNIyIHWKSPDSVFu1Yd++fbh69aqwvEteUpTuGztv3jzs3bsX+/fvF7r2VbV9+3aUL18eS5cuRVZWFoYOHYqQkBBhclZ4eDimTZvGFdPHx0etyU6qqFixIhYtWgTGGJKSksAYQ9myZeXe2ari2yVBUtIatNu3b4e1tXW+cWbMmIFJkybhzJkzCA4OxpUrV3D37l0sXLgQNjY2aNy4MffvpDAqVylCyfN/YmJicPToUeFnxhjCw8NluhUBCHcd6nxpNGzYEJGRkRrbzVxKExMQ7O3tsWbNGgwZMiTfRBMdHY3jx4+jT58+3K+jza3Ovl6IX6RIEbi4uHA9/+LFi+jZs6cwW7FmzZqYMmUKhgwZgl69euXpFixevDi6d++OgIAArtdo2rQp9uzZg+7du8tUBHr9+jUCAwNV6tF4/Pgx17pMiUSCNWvWcH1xaKqt2nD48GE0btw43zF3HR0dzJgxA3fv3kVwcDB38nz69Cn69++P5s2bQyKRoEiRIoiJiUGHDh2wYsUK9OjRA+vXr8fq1atVjlkYk51EIpHMUFNKSgrmzJnDVYjl26IrX2OMoXjx4hg7dqxKsfT09ISL/A8fPiAkJAQhISG4deuWMOt2+/bt0NPTU2nuRWFUrlKEkuf/VK1aFUePHhVmaIpEIpw8eVLpVjvq1HX19fWFt7c3jIyM0LVrV5mqK+rSxASEXr16YceOHRgwYAAWLlyYZ4ukr12+fBkzZsxAkSJFuHZpkdLWVmdpaWk4ffo0Pnz4ILdCjSq7qnz48AH16tXL85i0+1hedZ5KlSpxt/X333/H2bNn4eLiAjs7O9SuXRsikQgvXrzAuXPnwBhT6cu1f//+2LFjB3799dd8z33z5g18fX3x4MEDruSpqbZqQ1RUlMrLTkQiEezt7bFt2zbu18nMzBR6esRiMWrWrIknT56gQ4cOEIlE6Ny5M3bt2qVSrMTERNy9exc5OTkwNzdXa1eib71//x7btm0TKjbVr18fw4cPl6mac/nyZUydOhXv37/nSp6K7pKlNWjt7e3Vqp1boUIFDB48GIMHD0ZERAQOHjyIEydO4ObNm7h16xaqVasGDw8PpXMKCqNylSKUPP9HLBZj06ZNQv3Wfv36YdiwYWjRooXccw0NDVUqWixvgXVOTg4WLlyIhQsXQiwWy/1g8m4uPGXKFIwbNw5paWlqT0AoU6YMVq5cieHDh2PQoEGoWbMmGjZsiIoVKyI7Oxvx8fG4e/cuYmJiUKxYMaxbt457ETegna3OIiMj8dtvvyEtLU1mP1MpVZLnly9fZCadSGdRyptNKRKJuGfx1q1bVyiXeOLEiTzttbS0xPTp02USuDwfP35E//79sX37dqXnHzlyBHPmzEFqaqpKcbXRVm1gjKFEiRIqn1+xYkW1vjwrVqyYp1xktWrV8iyDMjAwQEJCQr5x/vzzT2zdulX4vEhn1c+dO1ftZRQvXryAp6dnnprFf//9N44dO4bdu3ejXr16yMrKwqJFi7B7924wxriXXxXGxZF0CdzUqVMRHh6OgwcP4tq1a1i+fLnS5FmuXDm8f/8+z2PXrl2DSCSSO+nwyZMnqFChgkbaTMnzK1WrVkXVqlUB5M6Ktbe3V+mqXhlNlQLLj6YmIDRq1AihoaFYvHgxzp07J9PFUaJECTg7O2P06NH51klVxNXVFcuWLcP8+fPx+++/C1eOSUlJWLduHS5cuMC9/GXFihX48uUL/vjjD1hYWBRoTZe2xqK+ZmZmhl27diEpKQlv375FdnY2qlWrxjWZY/ny5Rg/fjwGDBiA7du3y3S1p6enY/bs2Thy5AhEIhEGDBjAXbxcU21V1fPnz6Grq6tSVZkqVarg+fPnKsd+9uyZWhNTmjRpgn379sHe3h516tSBqakp9u7di6SkJJQtWxaXLl1C+fLllcY4cOAANm7ciMqVK6NDhw4Qi8W4du2aMPNTlaVm8qxZswZJSUnw8fGBh4cHihcvjvDwcMybNw/Lli3DqlWrMHjwYNy6dQvly5fH7NmzNbYBvTbo6ekJdXTj4uKUljwEcr9fjx07hsGDBwuVqy5dugQAMjN2ExMTcezYMZVn8uaHkqcC0u4giUSCyMhIvHnzRljrJi0fpQptLLCWR5MTEKpUqYKVK1ciLS0NT548wYcPH4RqKqampgWeIKKNrc7u37+PAQMGYNiwYQVqG6A4eWojqTLGkJOTg6JFiwozBVXl6OgIXV1djBkzBv369cOOHTuEpQkREREYN24cXr16herVq2PRokVo1KjRd2urPLt370ZUVBRmzJgBILfqzunTpwEAHTp0wPLly5VeBLVs2RIhISEYOXJkvnegaWlpOHz4sMKhCGWGDBmC06dPo3Pnzrh8+TJ69eqFLVu2wMnJCYaGhoiKisp37D84OBimpqbYtWuX0FaJRIJx48bh0KFDmDx5slq/07t378Le3j7P3aGLiwvS0tKwcOFCzJ49G7du3ULbtm2xYMECruV2ERER2LNnD6ZNm4YSJUogKSlJbk/c/PnzVdo44tixYzL1dpWpVKmSzEYOhw8fzjOPYcCAAfDw8ICHh4dQuerLly9wdHQUxui/rlyVlpam0ibjKtHIrqD/UhcvXmR2dnbC5qxXr15lFy9eZNbW1sLmtepIT09n+/bty7P5c1BQENu1axf78uWLSjEmTZrE7t+/r3YbvrecnBx28OBBNmTIEObk5MQcHR3Z4MGD2f79+1l2djZ3vEaNGrG9e/cWuF3GxsasefPmrF27dsJ/0s9Ay5Yt8zzerl071rx5c2ZiYsL9OlFRUaxPnz55Nv81NTVl3t7e3Btsnz17ltWvX5/Z2tqyqKgotn79emZubi5sPl2QTcY13VapoKAgZmxszFxcXBhjjJ05c4YZGxszd3d3NnHiRGZiYsLWr1+vNEZ0dDSzsLBgffr0YUlJSQrPS0hIYP369WMmJibs3r17arX35cuXbP78+cLPp0+fZh06dGCNGjVi48ePZ+np6Uqf36RJE7Zjxw6Zxx88eMBMTEzY48eP1WqXpaWl3O+i58+fC5tNr1q1ijvu5s2bmampKTM1NWXXrl1jjOVuCC/dqLt///6sf//+rEGDBqxZs2bs06dP+ca0t7dnPXr04N7gOjs7m506dYq5uLgwe3t7meOHDx9mTZo0YcbGxszY2Jj99ttvLDU1VTg+d+5cZmJiwoyNjdnWrVu5XlsZuvNUICIiAsOHD0e1atUwYMAA+Pv7AwDKly+P8uXLY968eahcuTJ3F0B8fDz69euHZ8+ewczMTNhb7sqVKzh58iRCQkLg7++f7yLe4OBgtGjRgnt92Y9C01udNW3aFFeuXNHIdlSKtpdStE0a7x1pTEwMvLy88PHjR7Rq1SrPOterV6/Cy8sLwcHBwhBCfuzs7LBmzRqMGjUKLi4uyMnJET6j6mxSrM22SgUFBcHKykromTl16hR0dXWxYcMGlClTBmKxGEeOHFHak/DLL79g8uTJmDNnDtq3b4/OnTujQYMGMmP0YWFhSE1NxZgxY1RaUiGPdNa1VIcOHbi6P9PS0uRWQKpWrRoYY2pvOP7lyxe5caWPOTg4YNSoUVwxIyIisGzZMjRq1Ajz58+XqQQ1fvx4oZZvcHAwJk+ejCNHjuS7guDIkSNYtWoVhg0bhqpVq6Jz585o0aIFjI2NUbp06TznSidW3bhxA8ePH0dKSgo8PT3h6+srE1eblauU0lga/pcZNGgQ69ixI0tPT2cJCQnM2NiYXb16lTHG2MePH5mjoyPr3bs3d9zp06czKysrdvDgQZaVlSU8np2dzY4ePcqsrKzYokWL8o1jbGzMQkNDuV//R5KVlcVu3rwp89/nz5+5Y7169YrZ2tqyhQsXssjISPbu3TsWGxsr89+PYMKECczS0pLdvXtX5tjdu3eZtbU1mzp1Knfcy5cvM0tLS2ZqasoiIiI00VSttdXa2poFBgYKP7ds2ZJ5eHgIPwcFBTFLS0uVYp0+fZrZ2toKd1pf/2dsbMzs7OzYqVOnuNuYkJDATp8+zU6ePMlev37N/fyvKfp7ld7NSb9bNB339OnT3DHHjx/PbG1tZe6mFbXVwcGBDR06VOX4UVFRbOrUqczS0lL4d2rUqBFr27Yta926tfC4sbExs7CwYJMmTWIvXrzgfh/aRneeCty7dw+DBg1C8eLF8eXLlzzHDAwM0KtXL6xfv5477uXLl+Ht7S1zx6Wjo4POnTvjr7/+Qnh4OCZOnFig9v9ocnJyEBAQgN27d2P37t2oVKkSUlNT4e3tLXPnlt+ek/K4ubnhy5cv2L59O7Zv3y73HHX37dO0K1euwMvLCw0aNJA51qBBA3h4eKhVxL5ly5bYuHEjhg8fjj/++AM7duwo8FIIbbVVV1dXmA3++PFjxMfH51l/Kd3FRRUdOnRAu3btcO3aNURERODDhw/CMorGjRvDysqKu3dAGzNjvwee2chSt2/fhrOzs8qlDB0cHHDo0CGV49etWxfz5s2Dr68vLl68iJs3b+LVq1dITEyEWCxG3bp1Ua1aNbRs2RK2trZKe+F4x1Hl+XYcVVWUPBXIyspSWvRbJBLJJFVVJCQkKO3iqlWrlswu58ra8LMYNWoUzpw5g2rVquHDhw951qB169ZNGNwPDg7G9u3b0a9fP64p5e3bt/9pfh/JyckyXUtfq1mzpsKu46+FhITIfbxz5844cOAA+vbtCx8fH5nt3rp161bobf1W3bp1cfbsWXh4eODgwYMQiURCF3N6ejoOHTrEtfmCWCxGy5Yt1ZoQ9C1tzYxV9vn8kT678fHxcvfpLVKkCBo3bizTxVqjRg0kJydzv07ZsmXh4uKiVuKSWr16NQICAjBq1CiViipI5eTk4MyZM/Dz88OnT58oeWqSkZERLl++DC8vL7nHw8LC1NoIulq1arh586bCGV937txRueTd+PHjMX78eJVf+3vdeR0/fhxnzpzBgAEDMG7cOJkvc2dnZ2EMpVmzZvD09MSBAwcwfPhwlV/D3d0dFhYW361UHI+qVavi3r17CvdcvHv3rswCd3ny2/j37du3ecrGsf/t2MOTPDXV1m/17t0b48ePh42NDdLT02FhYQFLS0tERkbi999/R3x8PNatW6c0hrbuOrQ1M3b9+vUICgrK81h2djZEIhEWLVokc7EuEokU9qJ8LSgoCFevXs3zWGZmJkQiEbZu3YrQ0FCZuAsWLFAYr0SJEvj8+bPM4yVLlpS7eiAtLU0moRYWbY2jqoKSpwJeXl6YOnUqli9fjo4dOwLIvRv9559/sG7dOty9e1eYYs/DyckJ69atg7GxMfr27St0jXz69Am7d+/G0aNHVd6LsU6dOvmuL/sRhIaGwsTERKWu6AYNGqBx48a4dOkSV/L08fGBi4vLT9Hd3alTJ2zevBmmpqbw9vYWLiZycnKwc+dOHD16FL/99lu+cbRZH1XTbf1W165doaOjg8OHD6NSpUrCUotixYqhTJkymDx5cr775WrrrkNauejrLk+xWIz+/fvjxIkTiI6O5tq0QCo6OhrR0dFyjz1+/FjmMVX/bW/duiVU1fnW5cuX5cZVljyrVKnCVaTlzp07Kq3L1QY9PT2MHz8ebm5u8Pf3h7+/PzZu3AggN9mXLFkSEokEycnJyMzMBGMMRYoUQZcuXTBs2DClvSr5oS3JlJg/fz527tyZZ59NIPcK3sXFBYsXL+aOmZmZiQEDBuDOnTvQ1dVFhQoVIBKJ8P79e2RnZ6Nhw4bw9/fPd7eSb7ck04acnBysX78ehw4dQnx8vMLqLPn9obVs2RLe3t4yMyeTkpLQvHlz+Pv7C3eeALBp0yZs27YN169fV7mt1tbWmDJlCnfd0u/h06dP6N27Nx49eoRSpUoJXzyvX7/Gx48fUa9ePezZs0et8SpN+5HbmpmZiVWrViEgIKBAdx3fVpQyNzfHggULZJJqQkICWrZsiZ07d6Jx48ZcbVV3r8r8KnhpI+7atWuxZcsWnDhxIt9CKNHR0ejWrRvGjh2r9gbumpSUlCR3HLVChQoqj6Oqiu48lZg6dSqcnJxw/PhxvHz5EhKJBNWqVYODg4PcxcKq0NPTw86dOxEcHCwUns/OzkazZs3Qvn179OjR44fpely7di3Wr18PAwMDmJmZqd2ujx8/yq3soq+vjxEjRshctZYvXx4ZGRlcr+Hs7Iw9e/agbdu2am9vJM/JkyfRuHFjjd7h6+vrY9euXdi6dSvCwsIQFRUFxhiqV68OLy8vDBo06IdInIDm2hoXF4cyZcoIF4Wqjusr6xLW1l1HTk6O3NKW0seys7NVavvX1Clj+b3i9ujRAwEBARgyZAjWrVsnsyGA1LNnzzBixAgYGBhwDQVokybGUVVFd54/qcK482zXrh0qVqwIf39/6Ovrqx2ndevWGDBggMpXphs2bEBQUBDXllvz5s3DoUOH8OXLF6E7+9uxVekYEI8mTZrAw8ND5V0jiHympqZYsmRJns3b8+uW5B2j19Rdh6K/LUU9JarQ1vistuKeOnUKY8eOhVgshp2dHVq0aIGqVauCMYb379/j2rVrOHv2LLKzs7Fu3Tq0adOmQG34GdGdJ1How4cPGDZsWIESJwDUrl0bV69eVTl5XrhwgbvY+Ne7WkRFReUp3C2lzvhgTk6OWnuWkry+nlEt/VnT47WavOvQ9MxYbY3Paiuug4MDdu/ejenTpyMsLEwomyjFGEOdOnWwaNGin7ZQS0HRnef/qFMsWCQSITw8XOk58nZVUUV+44g3b95E3bp1tTphyMnJCV27duWauCPPnj17MGfOHPj7+8vd6eBr4eHhGDlyZJ67lO9p9erVCA0NxYoVK2BpaalWDG19BrThZ2qrtpiYmMj928rOzsa9e/dgbGzMPTNWW+Oz2or7tUePHuHatWt49+4dGGPC+ll5a3+VUbSpdn4Ka3MNXpQ8/6djx44qfWlkZ2fj7du3AHL/YPLbpcTb21ut9hRWQfn82rBx40YEBwcXaBufjIwMuLm5IT4+HtOmTYOLi4vc33VwcDDmzZuHWrVqYd++fT/E2K+Pjw+uXbuGT58+QV9fH+XKlZPpDgZyu7kU+Zk+A9+zrTk5Obh27Rp0dHTQrFmz77b2kWeDcSlVvguA3Ak2/v7+OHLkCDIzMwFoZlaotuJqkipd9fKo8nv9Hih5cnj8+DGmTJmChw8fonLlypg9e/a/uq9/x44d2L59OxITE9G0aVOUL19eZiKFSCTCnDlz8o319OlTDBo0CO/fv0fZsmXRrFmzPGMo169fR3x8PCpXroyAgAC1/qjT09OxadMmhIWF4d27d1i/fj309fWxc+dOjB49Wq3p9Pktl5DiGZ8tLBKJBLGxsTA0NPzhquJIJBIsX74cL168wLp165CTk4PevXvjwYMHAAALCwuVajxrg7Zmxn5NW7NCNRFXW+Ooa9asUSt5qrrheWGj5KmCrKws+Pn5YfPmzcjJyUHPnj0xYcIEjf9hp6am4vDhwwgKCpJZ2Pw9qHIFruoVN5C7mHrlypU4evSoTEWSkiVLonPnzvD19VVa2UmR1NRUeHl54enTp6hUqRLev3+Pbdu2IT09HSNGjIChoSH27t1b4HJ1mpaYmIiYmBjo6emhcuXKwvZsmhAfH49WrVph27Zt3BNc5NFkW7ds2YJly5ahWbNmCAgIwNGjRzFu3DjY29ujXr162LRpE/r27ctVBIRohoODA0qVKlXgcVRlvTH/BjRhKB8RERGYMmUKoqKiUKNGDcybNw9NmzbV6Gvcu3cPQUFBOHnypNzKHt/LmTNnNBqvZMmSmDZtGiZNmoTHjx8jNjYWEokElSpVgomJSb5rW5VZu3Ytnj9/js2bN8Pc3FxYStShQwesX78eY8aMgZ+fn9LF4flhjCExMRF6enoq7+eqSHR0NGbNmoXbt28Lj4lEIjRq1AgzZsyAkZFRgeJLaeLaWBttDQ0NRatWrbB582YAuRW7ihYtikWLFqF48eL4+PEjwsLCvkvy/J71Un8EhV21Jy0tDZcuXRIuzKpWrYqWLVuqVFv3e46jUvJU4MuXL1i5ciV27NgBxhj69++P0aNHKx1Y55GamoqQkBAEBQUJa+d0dHTQoUMH9O3bVyOvUVDaWpumq6sLCwsLYTs2TTh9+jTc3d3RqlUrJCUl5TlmZ2cHDw8PhIWFqRU7ISEBS5cuxenTp4X1pyVKlEDHjh3h6+sLQ0NDrnj5bfPVu3dvtbb50gZttfXVq1fCBtKMMdy4cQMNGjQQvjCNjY2xb98+jb8fVXzPeqk/gsKs2nP06FHMmjUL6enpwoWeSCSCvr4+Zs6cme/v0MvL67uNo1LylOPmzZuYPn06Xr58CSMjI8yfP19j07Hv3r0r3GV++fJFqFzk4uKCUaNGaSxhpaWlYf78+Rg0aBBXge1vMcYQHByMkydPCleGVapUgYODg8KJP9/D+/fvlZZM++WXX/DhwwfuuImJiejVqxfevHmDunXrCskjOjoawcHBuH79OoKDg7m6MNesWYPPnz9j9+7dMjMW7927h99++w1+fn6YN28ed3u/VdB/H221tVixYsjKygIAPHjwACkpKXm6lhMSEvKtl6qtu47vWS/1R6LJ3U/kuXnzJiZMmIDy5ctj2LBhqFevHnJychAVFYUdO3ZgypQpqFatGho1aqQwRmGUqFSEkudX0tPTsWTJEuzfvx9isRjDhw/H77//XuBZn/LuMvX19eHo6AgbGxvMmzcP9vb2Gr3T+/z5M0JCQuDs7Kx28szJyYGPjw8uXLgAxhjKli0LiUSCx48f4/z58zh69Cg2bdoktxpLYatQoQJevnyp8PjDhw+57xCB3O7g2NhYLF++XKYr7/jx4xg/fjzWr1+PyZMnqxxTW9t8yVPQbltttbVevXo4cuQInJycsGvXLohEItjZ2QHIrT60b98+mJqaKo2hrbuO71kv9Uekrao90p1rgoOD81yUtGvXDu7u7nB1dcWWLVuUJk9pTeTvgZLn/1y4cAGzZs1CbGwszMzMsGDBArWKP39r4sSJOHXqFD5//oxixYqhY8eO6NSpE9q1a4dixYrhzZs3mDt3rgbegayCfnFu27YN58+fh7u7O/744w+UK1cOQO5ElDVr1mDfvn3YsWMH+vfvr4HWFkz79u2xd+9edO3aVSjpJv1iPXfuHA4cOIAePXpwxz179ix69OghdwzMyckJN27cQHh4OFfy1NY2X98yNDSUW3Cch7baOnToUAwfPhwtWrQAYwytWrXCr7/+ijt37gifpyVLliiNoe27Dm3fef3XPXjwAAMHDpTbw1C6dGn07NkTAQEBasUuyDiqqih5/s/QoUOFP8SUlBSMGjVKpeflN6Ps8OHDKFGiBEaNGoUBAwYUuFpPYQoJCUHr1q0xe/bsPI8bGhpi9uzZePfuHYKDg3+I5DlixAhcuHABvXr1EtaT+fn5YcmSJXj06BEMDQ3h4+PDHTc+Pl7pHZCpqSnXRsCA9rb50gZttdXW1hYBAQE4duwYKleuLIx/VqhQAS1btsTgwYNhY2OjNEZh3XUUZr3U/5KsrCyldZEVbY2Wn4KOo6qKkuf/fD3hQSKRKNxBhFebNm1w+fJlrFmzBoGBgWjZsiU6deqEVq1a/RBFAJR5/fq1wv1Mgdz3tnTp0kJskWJlypTB/v37sWLFCpw6dQqMMdy8eRP6+vro3Lkzxo8fr1ahhwoVKuCff/5RePzx48fCHbmqtLXNlzZos602NjYyCbJmzZrYsGFDgdpcGHcdvLQ1PvszV+2pW7cuTp8+LXeCJGMMp06d4t4zWRPjqKqidZ6FID4+HiEhIQgODkZ0dDREIhFKliyJDh06oEGDBpgxYwbWrVunVolARTIyMrBt2zZ069ZN7bWNTZs2hbe3t8JFyqtXr0ZgYCBu3LhRkKZqRWJiIiQSCcqVK1egMdk5c+YgKCgIK1euRIcOHfIcCwsLw9ixY9G9e3eZu3NlfuRtvr6l7bbeuHFD7mQ03i2/pArrroOXtqrr/MxVe/bv34/p06ejY8eOGDZsmJAoo6OjsWHDBpw5cwYzZsyAp6enyjEHDhyI58+fy4yjArk9iq6urvj1118LfIEGUPIsdBERETh06BBOnDiBlJQU4YPfqVMnjBgxokAzYzVtxIgRuHPnDoKDg2WKo799+xbdu3dHgwYN4OfnxxVXU/uEfs3X1xfdu3dXe6s4RZKSktC9e3e8e/cORkZGwh/4s2fPEBUVhYoVK+LgwYPck5EyMjKEbb5ev34tbPNlb2//Q21JBmivrTNnzkRQUJDM2LxIJEKPHj245wLcvHkT/fv3R/ny5dGvXz+Zu46kpCRs375dI3cdvLRVXednr9ozffp07N+/X+Y9MMbg6uqKhQsXcsVr1KgRBg4cqLAe9/r16xEQEKCRC35Knt9JZmYmwsPDcejQIVy7dg05OTkQiURo3LgxPD094ejo+L2biMePH6NXr17Q1dWFm5sb6tSpAyA3cQQHByM7Oxt79uyBubk5V9xVq1YJ+4TWrVtXYfc1T71Uc3NzSCQSVK5cGS4uLnB1ddXYrMf3799jxYoVCA8PR1paGoDc8Zj27dvD19f3hxmf/JlI7zratGkDHx8fYQlQVFQU1q9fj4sXL2L+/Plwc3NTOWZh3nUQzblx4wZOnTqFmJiYPBdm6lTFsrKygq+vr8K18jt27MDy5cuFMpAFQcnzB/D+/XuhW/f58+dcJe+07fr165g6dapMvc+qVati7ty5aNmyJXdMTe0T+rXExEQcOXIEoaGh+PvvvyESidCgQQO4ubnB0dFRI3dyjDEkJSUJy3Z+hCU6qnj+/Dl0dXXVqu2rLW5ubihatCh2794t967Dy8sLOTk5CAoKUjlmYd51aIq2xmd/pqo9aWlpKF68uPD3FB0djQoVKqhVptPNzQ0lSpSQe+HNGEOfPn2QkZGB4OBgtdr6NZow9AOoWLEihgwZgiFDhuD+/fsa+YfVlGbNmiE8PBx///13ni47CwsLtZOHpvYJ/Vq5cuXQr18/9OvXD8+ePcPhw4dx5MgRTJs2DfPnz4e9vT1cXV3z3RJNGZFIxD05CIDalZTU2eZr9+7diIqKwowZMwAAo0aNEvZi7NChA5YvX660SHxhtTU6Ohq+vr5yuxxFIhEcHR2xcuVKrpjamr2pLdoan/2ZqvasWrUK/v7+CAkJQe3atQHkrv88fvw4fH19Vd4DWMrT0xPTp0/HyJEj5Y6j3r17V/jbKChKnj8Ya2trWFtbf+9m5CESiTRaTq9GjRpISEjQSCx5fvnlF4wZMwZjxozBnTt3sG3bNhw+fBihoaHcf+CaGJ/Nzs6GSCRC+fLlha5vbdi/fz/mzJkjFPQ/e/YswsLCYG1tjdq1a+Pw4cPYtm0bhg0b9t3bWqRIEXz69Enh8YyMDO4vcE3N3iyMOy9tzQr9mar27N27F+vXr0eTJk3ylD11dXVFYmIilixZgkqVKsHJyUnlmD179kRERAT2798vs9eydByVZwKSMtRt+y9x69YtNGrUSKMf+vxq7IpEIujp6cHQ0BBWVlZwc3NTaesrTe0TqkxsbCyOHj2KEydO4O+//0aRIkVgZ2eH1atXc8XRxPjs5MmTcebMGWF2qpOTEzp37oyaNWtytSU/PXv2hFgsxs6dO6Gnp4eJEyfi2LFjuHz5MsqUKYMpU6bgwYMHOHbs2Hdv68CBA/Hy5UuEhITIFBdITU1Ft27dULNmTfj7+6scU1OzNwtjBqu2xmd/pnFfFxcXVKlSRWFbBg8ejOTkZOzfv587tibHURWhO08FnJ2d4ebmhi5duqhV1q2weXt7o2zZsmjbti3at28PW1vbAhexf/fuHRISEoRi6AYGBihatCgSEhKEmrzSay9p+cFdu3blO67CGEPRokVhb29f4H1Cv5aamoqTJ08iNDQUd+7cgUQigZmZGaZNm4YuXbqotYXW4cOHYW1tXaDx2YULFyIrKwuXL1/G8ePHsWXLFqxevRpmZmbo3LkznJycZGYzqyMqKgrjx48XLmCuXLmC+vXrC++7QYMGShNnYbZ16NCh6NevH5ydneHt7Z0n0e3cuRNxcXHc9XI1dddRGHde2qqu8zNV7Xn16hV69+6t8Hj79u3zrTKliLm5ORo3biwzjqpJlDwVyM7OxqJFi7Bs2TLY2tqiW7duaNeu3Q+3qbDUokWLcP78eYSHhyM4OBjFihVDs2bN0LFjR9jZ2ak1Vrd48WL0798fvXr1wogRI1CxYkUAuUlKWvNz69atqFWrFkJCQvDnn39i48aNGDNmjNK4X28Ldv78ebnn8CZPHx8fXLp0CZmZmShXrhz69u0LV1fXApdY1NT4rPTO187ODpmZmbhw4QKOHz+ONWvWYNmyZbCyskKXLl3g4OCg9sWarq6u8GXx+PFjxMfHo1evXsLxtLQ0lSZOFUZbmzRpgsWLF2Pu3LlYvHixkKwYYyhevDjmzZun1l3C3Llz0aVLlwLddRRG5SJtjc/+TFV7SpQooXTj8Q8fPqhVSEbT46iKULetEhEREQgNDcXx48eRmJiIUqVKwcnJCd26ddPYuGRWVhbu378PExOTAu8RCeSO0d2+fRvnz5/HhQsX8OzZM+jo6MDS0hIdOnTAwIEDVY7l5eWFsmXLYt26dXKPjx07Fh8+fBC6LGfMmCF0lyij7A/mazyF8i0sLNCmTRu4ubmhTZs20NXVzHWhk5MTunbtqnAGZ0F9/vwZ586dw4kTJ3Dx4kVkZWWhUaNG6NKlC3r27MkVy8PDA6VKlcKmTZswf/587Nq1C/v27YOlpSXS09Ph4eGBMmXKcC0B0lZbpdLS0nD58uU8ic7W1rZAfwuanL35bVxN3Xlpa1aoNuJqa/2sr68vLl26hAMHDsgMC7x+/Ro9e/ZEkyZNuIZa9u7di1mzZqFJkyZYsmSJ0Ety7do1bN26FVeuXMHy5cu5xlEVYiRfWVlZ7MyZM2zUqFHM2tqamZiYMAcHB7Zhwwb27t27AsX+8OEDMzExYVevXtVQa/+fRCJhJ0+eZPb29szY2JiZmJhwPd/KyooFBgYqPL57925maWkp/BwUFMSsrKzUbW6BJCQkaCXujh07WMuWLdn79++1Ev9rsbGxbNiwYWr9WzHGWGhoKDM2NmYNGzZkxsbGrHv37owxxiIiIpitrS0zMTFhZ86c+SHaqi0rV65kVlZW7Pnz58Jj48ePZ+bm5mzbtm1qxz1y5AizsbFhJiYmzNjYWHjfDRo0YCEhIdzxgoKCmLGxMRsxYgT766+/WEZGBsvIyGCRkZHMx8eHmZiYsN27d/8QcX/77TdmZ2fHkpOTZY4lJyczOzs7NnToUO62RkVFMWtra2Ztbc3GjBnDVq1axVavXs3Gjh3LGjRowKytrdk///zDFdPZ2VlpWwYNGsR69OjB3VZ5qNtWBbq6umjXrh3atWuHxMRELF68GIcPH8bKlSuxevVqtG7dGr///jvq16+vVnymwZv/6OhoXL9+HTdu3MDNmzeRkpICxhiMjIy4l2mUKlUKT58+VXj86dOnebqIUlNTVd5Zgml4n1Bpt7S8cm/29vZo0qQJV7yv26mN8Vmp5ORknD59GqdOncKNGzeQlZWFChUqwMHBgTtW165doaOjg8OHD6NSpUpC92OxYsVQpkwZTJ48Ge3atVOrnZpuK5B7d3H48GF8+PBB7ixm3t+rNmZvAtqZGautWaHaiKutcdS6desiMDAQCxYswIkTJ/J8D1paWmL69OmoV68eV0xtjqN+i7ptVfDlyxeEh4fjyJEjuHr1KjIzM1GzZk24urqCMYaDBw8iNjYWc+fO5aqIAuTWvbW1tYW/v3+BZoL5+vrixo0bwmSeKlWqoFmzZmjevDmaN2+u1mD57NmzERQUhFmzZqFHjx55Etrx48cxYcIEODs7Y8GCBYiPj4e3tzdq1aqV70w+RfuESssVtmzZUq19QjVd7g2AsOxDGd6iFomJiQgPD8fJkydx8+ZNZGdnw9DQEA4ODsIerz/KJuPaauvly5cxbNgwZGdnKzyH9/eqrdmb2pzBqq1ZoT9b1Z6kpCS8ffsW2dnZqFatmtpj6ba2tujevbvCeRdr1qzBrl27NFIog+48FWCM4cqVKzhy5AjCw8ORkZEBfX19dOnSBW5ubnmuMvv16wc3NzesWrWKO3lqinQWZdWqVTFw4EC4uroWuErJ6NGjcfv2bcyYMQMrVqxAzZo1UaRIEbx48QIJCQmoU6cOxo0bh5ycHNjZ2YExptIMSW3sE7p//37s27dPYbm3AwcOCBWHeJw5c4brfEUSEhIQFhaGkydP4s6dO0IScnd3R6dOnTS6zOjVq1cICwvLMzbXvn17lSsMFUZb16xZg+LFi2P69OmwsLDQyEQ8bd11aHMGq7ZmhWoyrjZ2P5EXJycnB0WLFi3QfIWmTZtiz5496N69u9xx1MDAQDRt2rRAbRVopPP3X6hly5bMxMSEmZiYMG9vbxYcHMwyMjIUnj9mzBjWtGlT7tdJSEhgdnZ27O7duwVpLjt27BibNm0as7OzY8bGxszc3Jx5enqy1atXs1u3brGsrCy14n7+/Jlt3LiRubq6sgYNGrD69euzLl26sHXr1gm/j4SEBDZt2jR2+/ZtlWI6OTmxwYMHKzw+ePBg5uzszNVOV1dX5uHhwSQSicwxiUTCPDw8WM+ePbliMsbYyJEj2fHjx7mf97U+ffowMzMzZmJiwlq2bMlmz57Nbty4IbetBbVx40ZmZmYmjMtJ/zMzM2Pr16//YdpqaWmpUnt4tGzZkq1YsULh8dWrV7MmTZpwx7W0tGTbt29XeHz79u15xv5Vpa3xWU3H1db4LGO54559+vQRvmtNTEyYqakp8/b2ZlFRUWrF0/Q4qiJ056lA0aJF4ePjo/KWXl5eXhg8eDD365QrVw5nz55Vp4l5ODk5CWM5L168wJUrV3Dt2jXs2rULfn5+KFasGBo1aoTNmzdzxS1atKhQOlCRcuXKcXWJamOfUG2UewNyl9KoO14qdevWLYhEItSsWRONGjVCVlYWjhw5giNHjih8jjrjqOHh4VixYgVMTU0xZMiQPGNzmzdvxqpVq/Drr78qHfcsrLYWL168wLNfv6Wtuw5t3Hlpa3z2Z6raExMTAy8vL3z8+BGtWrUSeouePn2Kq1evwsvLC8HBwXn2Ws6PNsZRFaExz3+xtLQ0XLlyBf7+/rh//75GC85LJBKkpqbiypUr3H/g2tgntFGjRhg8eDCGDh0q9/iGDRuwefNm3Llzh6utDg4O6NixI8aNG8f1vK+pMm76LXX+rTw9PZGWloaDBw/KdINmZmaiR48eKFOmDHbs2PHd2zp58mS8e/dO7e5OeaKjo9GjRw8AgJ2dHWrXrg2RSIQXL17g3LlzYIwhKCiI+8tTG/tOamt89meq2jNx4kScPHkSAQEBaNCgQZ5j9+7dw2+//YbOnTtzF8uQ0tQ4qiJ055mPmzdvIj4+Hjk5OXKPd+3atZBbpJhEIsGDBw9w5coVXL58GX/99RdycnJQvnx5dO/enXumZUZGBmbMmIHz588jIyND4axg3uTZuHFjBAYGokePHnL3Cd2zZw9sbGy4YlpZWWH//v3o3bu33HJv+/fvh6WlJVdMAJgyZQrGjRuHtLQ0NGvWDIaGhnInMimra6qpcdP8PH78GCNGjJA7fqinpwcXF5d8J7UUVluHDh2KgQMHYtSoUejcubPcWcwAX71Ybd11aOPOS1vjsz9T1Z4rV67Ay8tLJnECudWwPDw8cPz4cbXjMw2NoypCyVOBFy9eYMiQIXj9+rXc4+x/5el+lOQ5cuRI3LhxA6mpqWCMoV69ehg4cCDatWsHKysrtWKuWrUKR48eRdWqVVGjRg08evQITZs2RXx8PKKjo6Gvr4+pU6dyxx0xYgR69eoFJycnhfuE+vj4cMXURrk3aVwgtzts3759Cs9TdufFU+yhoPKbyKNsditQeG3t1KkTgNyCGdJdX+ThvaM1MzPDrl27NH7XoYnKRV/TVnWdn6lqT3JystI9d2vWrInExETuuNHR0Zg1axZu374tPCYSidCoUSPMnDkTdevW5Y4pDyVPBZYtW4aYmBj06NFDY7MBtencuXNo3Lgx2rVrBzs7O5XGafNz5swZNGrUCDt27MD79+/Rtm1bTJ8+HUZGRjh//jx8fHzUWqNqYmKCTZs2YerUqdi1a1eeY9J9Qnk32NZWubfC2mFCE0xNTREaGgpvb2+ZL8jMzEyEhoYWuFyhpmj796qNuw5N3nlpa3xWG3G1NT5btWpV3Lt3Dx4eHnKP3717l3ujeW2MoyqkkWlH/0I2NjZs7ty537sZKktNTdV4TAsLizyzDJs2bcr2798v/Dxx4kTWq1cvteNLJBIWGRnJjh8/zo4dO8YePHjAcnJyCtTm1NRUduLECbZ582a2adMmdvz4cfbx48cCxfxZhIWFMWNjY9azZ0926tQp9vTpU/b06VN28uRJ1qNHD2ZiYlLgmcM/Ok3P3pTS9AxWbc0K/Zmq9ixfvpyZmJgwf39/lp2dLTyenZ3N/P39mYmJCVuyZAlXzAkTJjBLS0u5qxfu3r3LrK2t2dSpU7nbKg/deSogkUi0cpX+8OFDmJmZKTyemJiIWbNmcW+dVbJkSSQnJ+P27dt5ijcDuV110slDPLNtdXV18xREr1GjBqKiooSfGzZsiAsXLnC182ua3icUyP09SLsENSklJQVXrlzBmzdv4OjoiOLFiyMlJUWre17y6tixI0aPHo01a9bgjz/+yHNMJBLBx8cHjo6O36l12qetuw5t3Hlpa3z2Z6raM3z4cFy+fBmLFy/G+vXrhXXIr1+/FrbE+/3337liansc9WuUPBWwsrLCvXv31C54rchvv/2GHTt24Ndff5U5dvToUcybNw8pKSnccf/++2/0798faWlpwmPsf+OyUrxdz3Xq1Mkz5lSrVi08fvxY+DkjI0OtHRo0vU/ozZs3heUkGRkZcpfNDBo0SO2xjgMHDmDBggXCBs0WFhbIzMzE8OHDMWDAAIwfP16tuNowbNgwODk5ITw8HK9fvxbG5jp06CCMVX1PERER2LNnD6ZNm4YSJUogKSkJLVq0kDlv/vz53AUt1qxZg8+fP2P37t0KZ2/6+flxj33v2bMHbdu2lZlsJa3eNXjwYPj7+3N3W2prfFbTcbU1jqqvr49du3Zh69atCAsLQ1RUlPB59fLywqBBg1TaBehr2hpHlYeSpwLjxo1D//79YWpqii5duqBs2bIaiVukSBEMGDAAO3bsEL7M4+PjMXPmTJw9exalSpVSa2KL9Itj6NChEIvF8PPzw5w5c5CSkoIDBw7g/fv3+e7l+C17e3usXbsWBgYG+P3339GsWTPMnDkTwcHBqFevHnbv3q3WF7Km9gl9+vQpfH198fTpU2H3kC9fvsjdMeL169cy46uquHjxIqZPnw4bGxs4ODhg/vz5AHL/CC0tLbFt2zYYGRnB1dWVO7amubu7w83NDe7u7vjtt9++d3NkbNmyBStWrACQu6RCWmuZMQYzMzOhgs+DBw+wdOlSODk5ce1Jq627Dm3XS2VamhWqqbjarNpTvHhxjBw5Uu42cBKJBK9eveLaiF0b46gKaaTz91/IxcWFNWvWTBg3MTMzY+bm5jL/8Xrx4gVr06YNs7W1ZS9evGAhISGsSZMmzNjYmI0ePZrFx8er1d4mTZqwWbNmMcYYy8jIYKampsJOLcnJyax169Zszpw5XDG/fPnCBg8ezExMTFhaWhr78uULc3BwEH4nxsbG7NixY9xtvXPnDqtfvz6bPn06i4uLEx7/+PEjW7VqFbO2tmZ37txh8fHxbMuWLczc3FymckxSUhJr0aIFs7a2Zn/++afwe0tMTBTaFRsby2JjY9mECROYiYkJu3XrFndbe/fuzVxdXVlWVpYQW/p7zcrKYj169BB2L1FXeno6W7NmDXv9+nWB4lhYWLA9e/YUKEZ+1G3rgwcPmLGxMevduzd78eKF8Pi3v1PGGDt06BAzNjZmQUFBXK9hbm6u9P3v3r2bWVhYcMVkTHuVi7Q1PvuzVO0xMTFhR44cUXh8//79rGHDhlwxtTGOqgjdeSpgYGCgkf01v1WrVi3s3LlTWFaRmZmJSpUqYdGiRbCzs1M7bnp6ujCWqq+vj6pVq+LRo0do3rw5SpcuDTc3N5w8eZIrpp6eHjZt2oTHjx8L3Sf79u1DYGAgkpOTYWdnp9YM1mXLlqFVq1YyVWkMDAwwatQovHjxAn/++Sd27tyJgQMH4uXLlzh58mSeYs87d+5EcnIyAgMD5e6tWrZsWeEKc/LkyQgPD0doaCj3noN///03RowYIffKXVdXF926dcOff/7JFfNbGRkZWLduHWxsbAo0S9rIyAgPHz4sUFvyo25bd+3ahQoVKmDTpk351lx2dXXFxo0bcebMGa5hE23ddWjjzktb47M/ctWeuLg43Lx5U/iZMYa7d+/KnbEvkUhw7Ngx7tn82hhHVYSSpwLqbhisiho1aiAwMBB9+/bF27dv4efnp3QSkSoMDAzyjD9Wr149z+SeatWqITY2livmqFGj4OjomGeSSenSpQv84Xv48CEmTJig8Hjjxo2xaNEi4ef69esjNDQ0zznnzp2Dvb29SpuSlylTBh07dsStW7fUaq+y8dZPnz7J3U6LF++XhDyDBw/G9OnT8e7dOzRr1gzly5eHjo6OzHkFXZusTltv374NZ2dnlTcrcHBwwKFDh7heo1OnTti8eTNMTU3h7e0tvPecnBzs3LkTR48eVas7+/fff8fZs2fh4uKisHKRvG7H/2vvzONqzr8//rpaFEYNJjtjGUWJVNZ8Q7QSZbIzJMXIFgZjN9aJmqEQUgmlIkp7JksYGVtGGLJGVFMioe39+8N0fy331v3cPu9bN+/n4+Ex0/187vmclvs5n/N+nfc5VUFLn6Vllw8dVV1dHe7u7khPTwfwubYhICAAAQEBlc4t/RsbM2YMJz9p6KjiYMFTArKzs4UTKlq1agV1dXWJ31tVR5dBgwYhMDBQ2DSgFIFAILbNnDh0dXURGRmJiRMnQlFREV26dEFiYiJKSkrQoEEDPHz4sFzlrCTw0ddVFHzMCX327BnGjh0r8TV79uyJmJgYzr726NEDsbGxmDp1aqVjhYWFCAsLk6qlHQ1cXFwAABcuXMCFCxcq7aMktdjYIysrS2T/VyUlJRgaGlaaWNK+fXu8efOG0zVoZR00Klhp6bN1uWtPw4YN4eHhgfv374MQgp9//hnjxo0T6WuDBg3QokULzjOIAf51VHGw4FkFVXWqWLNmDbp27VqtDUmakb98+bLcedIEz6lTp2LWrFkwNzfH8ePHMWrUKBw5cgQODg7o1KkTgoKCMGTIEE42W7duzTlblQQTExMEBQWhR48eIueEBgUFwdraGsDnm25wcHCl7SylH+CKqKur48yZM5U2rysqKorMwqpj5syZ+PHHH+Hi4iLcAvPq1SskJCTAy8sLDx48wI4dOzjbpcGWLVtq2wWxNG7cWGRldpMmTUSu8uTl5YkcAVYVNLMOvitYaVWF1vWuPT169BCusl29ehVjx46VugOaKLp37w5XV1eMHDlS5PETJ05gy5YtnHtci4IFTzFUpx1MnjxZIu2gqibcfGJkZIQdO3Zg3759+Oqrr9C7d2/Y29vDx8cHly5dQocOHThvqeCjr6so+JgTqqGhIbJ1okAgENliLjU1tVIfXUkYNmwYli9fju3btyMqKgrA559LKaVbQ2qCiooKbGxsoKGhUSM7sqj4ldbX1q1b4++//5b4/GvXrkk8f7QstLOOmmReZaGlz8pT156yD3vSru7JQkcVCy9lR/UQWXaqIISQzMxMKvMdX758Se7evUsKCgo4v7fsPMiylXsV/0lDTeeELl26lJiamparqBPHp0+fiJGREVm/fr1UvhLy+efo4+ND1q1bR9asWUO8vLzIo0ePpLZHk9TUVOLl5UXWrl1LHj58SNLT00liYmKt+rRr1y7Sq1cv8vLly2rPffjwIdHR0eHcuYdG9WZZn/isYKVVFSpvXXtq+nP9+PEjGTp0aJX3p7K7AzQ1NcmyZcuk8rUibCSZGIyMjDBq1CgsW7ZM5PFt27YhMjJSqg47ISEh8PDwwOHDh4UViytWrMD58+exZs0amJmZ1ch3Udy/fx9paWkwMTGR+D27du2SqP+ouNFiNLl8+TJmzJiBH374AStWrKjy3NWrVyMkJETk8m91PH78uE51EaqOnTt3Yu/evSgpKYFAIMDBgweRn58v7C7k6upKZcJEdbx69QojR45E69at4enpKTb7e/ToEebOnYvc3FxERERUub+6YtaxdOlSsXpfSUkJTp48iVu3buH69eucfE9LS8PYsWPFZl5NmzblnHl9+PABkydPxt27d9G0aVOR+mxAQADnZWYadmndC/n6uaakpHDWUaWRcCrBSwiuh9DaMxYVFUU0NTWJmZkZefr0qfD18PBwMnLkSKKlpVVuzxtfrFmzRuossSoyMzN5tVdcXEzevHkj0f7Rn3/+mWhqapJp06aRhIQE8uHDB+GxwsJCcv78eTJt2jSipaVFNm7cKJU/mpqaZMKECSQoKIhK/2A+OXXqFNHU1CQuLi4kLi5OuH/y1atXZN68ecKMpLaIjo4mPXr0IDo6OmTevHkkICCAnDt3jpw9e5YEBQWRRYsWkV69ehFtbW1y9uzZau3JKuuglXm9f/+e7Ny5k4wcOZL06tWL6OrqEktLS/Lbb7+RvLw8zvZo2aV1L6Txc12+fDm5efMmZ1+kgWWeYjA1NYWenh62bdsm8vjSpUtx48aNSvP9qmPcuHFQUFCAn59fpS0QhYWFmDJlCpSVlXnfKrN27VoEBQXxNgw7MTERQUFBSEhIwO3btzm9V9I5odX5WlBQgG3btuHo0aMAPuudX3/9NQghePPmDQghIIRg8uTJWLFihVQZ18aNGxEZGYns7Gyoqqpi+PDhsLW1lXoAME3Gjh2LRo0awd/fHzk5ORgwYAB8fHyEvs6cOROZmZmVtv3Iklu3bmH16tX4559/RFYDd+rUCVu3bpW4iEQWWQfNVShxlJSUIC0tjZeq0JrapXUvpP1zrckuCUlgBUNioLVnLDU1FUuXLhW5d1BJSQnW1tYSVejWBllZWTh+/DiCg4Px4sULEEIqbSGRBL7mhCorK2P16tUYO3YsTpw4gStXriA9PR0lJSXo2LEjDA0NYWtrK9FeUHGsWrVKuKQeFhaGuLg4nD59Gq1bt8aYMWNgY2MjVWELDR4+fIjFixeLPT5ixAixN0BZ0atXL4SFheHu3bu4fPky0tPTQQiBhoYGDA0NRQa+qqBdvQnQqWClVRVKwy6te2FdrwyuDhY8xUBrz5iSklKVfxB5eXn8VYPxRGJiIo4dO4aEhAQUFxeDEIKOHTtiypQpnJt3A/zPCS17A6WBgoIChg4diqFDhyIvLw8xMTE4ffo0vLy8sGfPHujr60vVN5dvlJSUUFxcLPZ4Tk5OreidoujevTu6d+/Oq00+qjdFwUcFK62qUHnu2iNPlcGiqBufpDoIrT1jvXv3RmBgICZNmlTpA52bm4tjx47x/uQsDVlZWQgJCUFISIgwyyxdZluyZAkcHByktv369WtMmzYNDRo0EN7Ybt68ia5du2LIkCEYNWoUQkJCeJ9owwdNmjSBtbU1mjVrBhUVFSQkJEi9Z6ykpAS5ubkoKCgQeZzrjaNXr144efIkpk+fXulYXl4egoODoaurK42rvPtKCxpZBx+ZF63uOvLctYdGRkurw5IomOYpY27cuIGpU6fi66+/xpgxY8q1+goLC0NWVhb8/Pygr6/P63Ul1TwvXLgg1DKLiorQoEEDGBgYwNLSEj169MC4cePg6enJqWq3Inp6evj555+FwdHOzg76+vpYvnw5ACAoKAju7u64fPmy1NegQVJSEsLDwxEbG4u3b9+iefPmGDVqFGxtbTl1mMnPz8f69esRExODT58+iTxHIBBw7lN77do1TJs2Db169YKpqSm2bdsGFxcXqKqqwtfXFy9fvoS3tzcnvZaWrzSgURUL8FfBSkufrbVq0/+QVp+Vp8pgUbDMU8bo6enB09MT69evrzSYumXLlti5c6dEgbO67RkVuXHjRrXnmJiY4OXLlxAIBOjTpw/Mzc1hZmYm7NZT1Uw/LtCaE0qDe/fuITw8HBEREXj9+rVwCdfGxgbGxsZS3YTc3d1x6tQptG/fHjo6OpzGblWFvr4+duzYgbVr1wp7A7u5uYEQAlVVVaxfv55zoRMtX2lAK+vgK/Oipc/Ka9ceNs+znqCtrS3RnsaKcOmaUoqxsTH++OMPpKSkIC0tTdjqS0dHR+KbsaiZldVR3ff34sULNG7cGDNmzICFhQVvwnpFaM0JpUHpElf37t1hb2+PUaNG1Xi2a3R0NIyMjODl5cVrBgB8XgozNjbGxYsX8eTJE5SUlKBdu3YwMjJC06ZN65SvfEOzryvfnYto6bPy1LXH19cXAwYMEPtzlQZZzvNkwfM/uLaY44OaFLrQaPu3dOlSnDx5Eh4eHvD09ETLli1hbm4OCwsLXp9k7e3tcf36dezbtw+Ojo6wtrbGgQMHhG3vCCHCocm1zbRp02Bra8tr8/fc3FyMGDGCWjAq3VLDB7R95RNaWQetzItWVWhN7cpCRwU+N/TIz8+HpqYm5/eKg1ZlsChY8PwPmiPIKpKamooLFy4gPz+/3Dir4uJivHv3DpcuXar2CZnGtJOZM2di5syZSE5ORmhoKCIjI+Hr6ws/Pz+0adMG/fr1kyo7rwitOaE0KNvHlq8MoUuXLrw03A8PD5fqfVymqvDla3V8+vQJUVFRMDIykrrZOl9Zhywyr7o8z1NW00+UlZUlHlEnKbKc58kKhiSAz2WVS5cuwdHRUbjlQyAQCD94pYGpVatWSEhIkMp+YWEhcnNzxW5Z4LJkUVBQgPj4eISGhuLSpUsoLi6GQCBAly5dMGXKFE7zGcsiak4o32RlZWHw4ME4ePBgjQMx3xlCZGQk1q9fD19f3xpt19DS0qr2YaZslXTp/3NplMGXr9XBx+/Lzc0N+/fvx7Jly0RmHdu2bYO9vX21AxI+ffoECwsLYeZVFWUzr7IzaKtj2bJliI6Ohq+vr1h91srKirM+S8PuihUrMGHCBN53AQQEBMDDwwMrV65E//790axZM17s5ufnC3XU58+fC3VUU1NTXud5suBZBXyMJKvIDz/8gL///hvLly8HIQRr167F3r178f79exw5cgQpKSkICwvjvPH+/fv32LhxIyIiIlBYWCjynJpURWZmZiI0NBSnTp1CamoqBAIBGjVqBGtra6xdu5aTLV1dXfz000+YMmWKVL5IQlZWFoyMjMp12JEGPio4RS0T3bhxA58+fUKXLl3QvHnzStNqBAIBvL29q/TtxIkTUq0EVDV9hZav1cHH74vP6k3aFay0qkLlqWvPmDFj8PTpU2FxoEAgEDm1iUtdSamOyudSsDjYsq0Y+BpJVpGUlBSMHz8ednZ2KCwsxIYNGwAAlpaWMDExwejRo+Hp6cnpKRb4XBUZGhqKb7/9Ftra2iI7GNWEb775Bo6OjnB0dERycjJCQkIQFRWFwMBAzsGT1pxQGvBRwXnp0iWxxx48eCByMLgkQVGaBhX//vtvlcdp+SoL+KzepF3B+qXO8yzLV199xXlQQ3XQ0FHFwYKnGGiVvX/48AGdO3cG8LkjTNu2bXH//n0YGxujYcOGsLGxQUhICGd/o6OjYWxsjL1791K/menq6kJXVxerVq3i3M8SoDcnlAZ8VHCW3YbDJ6tXr8Yvv/wi8flnz57FypUrcfHiRbHn0PJVFtCo3gToVMayeZ506kxo6KjiYMFTDLTK3r/++mu8e/dO+HW7du3w8OFD4dfNmzdHZmYmZ7tv377F8OHDZZoFKCsrSzUI2snJCQAQGBiIY8eOiT2Pryb2NYHmvrEnT56gXbt2wpZ5f/31F9TV1SWWA4KDg9GgQQOsX7++yvMKCgrw66+/4siRI1L5yYev1aGkpARDQ0OoqalJbYNm1sF35kWrKlReuva8e/cORUVFNd72VZEFCxbAw8MDGhoavOqoomDBUwy0bpp6eno4ceIExo4di6ZNm6Jbt26IjIzEx48foaKigps3b+Krr77ibLdLly5IS0vj/L7aYO7cudSDfLNmzXDmzBlhgwdpofEkX1hYiJUrVyI8PBzh4eHCABQQEIDIyEhMnjwZK1eurPZnpKenh6CgICgoKGDNmjUiz3n48CFcXFzw4MEDfPXVV1i1alWt+FodampqNc5EaGUdNDIvWlWhNOzymUicP38e27dvFy7/t23bFnPmzMHYsWM5+SSOY8eOIT8/XzgggQ8dVRwseIqB1rKKg4MDJk2ahKFDhyI+Ph62trbw9fWFnZ0d2rZti3Pnzkm1Z8rBwQHr1q2DhYUFr3sSaSDJklpWVlaNrtGgQQO0bdu2RjYAOk/yPj4+CAsLw5gxY8o9GTs5OaFx48Y4cuQIunTpgokTJ1Zpx9vbG46OjggICECDBg0qBcYjR47A1dUVHz9+xMCBA7FlyxbOf7N8+SoLaGUdNDIvWv1i63LXnr/++gtz5sxBSUkJunbtCgUFBTx69AirVq3Cx48fMXnyZE5+iYKGjioOVm0rBr7K3kVx7do1HDx4EJ6engA+3+S2b9+ODx8+QF9fH7///jvnvW5btmxBfHw80tPTqVZF0qYmc0JpQKP/poWFBXr27Ilff/1V5PHFixfjwYMHEs3d/PjxI5ycnJCUlIRp06ZhxYoVePPmDVasWIGzZ89CRUUFS5YskfrGxKevtKFRvQnQqWClVRVKwy5f8zznzJmD5ORk7N+/X1iMlZ6ejrlz5yIjIwOJiYm8+SwLWOYpBpqbbfX19cv1r508eTLs7Ozw8eNHqVqoAYCfn5/w/2lVRebn5+PgwYMYM2YM2rVrVyNbZeFrTigNaDzJp6enY8aMGWKP9+3bF2fOnJHIloqKCvbt24c5c+bg0KFDyMrKwtWrV5GRkYFevXph27ZtNWp1yKevtKGVddCQcGjps3W5a8/t27cxZcqUcl3VWrdujYULF8LJyQlPnz6t8udcHbR0VHGw4CkGWssq06ZNw5w5cyrtZVNWVoaysjL++OMPuLq6IioqipNdWVRJ5ufnw9PTE/r6+rwET77nhNKiqr6m0qCmpobU1FSxx58+fcrp4aFhw4bYu3cv5s6di4iICDRo0AALFy6Eo6OjyMyrNn2lCa0uYTQkHFr6bF3u2vPmzRu0bt260uuampoghCArK0uq4ElbRxUHC55VwMdN89OnT3jz5o3w66SkJJiZmQm3q5SFEILExETeppfQoKar/DTnhNLm5cuXlV5r3bo154z+f//7HwIDA2Fqalppgk5ycjICAgJgbm7OyaaysjJ2796NefPm4ezZsygoKKhx4KTlKw1oZh00dG9a+iwNu3wlEkVFRSIbSZTuSRc3K7YqZKGjioNpniJITU0VWXp+4cIFKCoqcuqAkpGRATMzM6EOUzZYiENPTw9Hjx7l5jQ+dxnat28fYmNjkZ6ejj179kBVVRX+/v5YuHAh565FFalJFxhZzAnlk+joaBw5cgS7du2Curo6cnJyMGDAgEq/uyVLlmDmzJmcbL9+/Ro2NjbIyclBz5490alTJ+FM1+TkZHz99dcICQkR+ZReHUVFRXBxcUFcXBycnJywcOFCzjZk5SvwOQCV3lDfvn2LqKgoKCgowNzcXKKMVhZZBw3dm5Y+W5e79mhpacHV1bVSb+XSz5Y095Xa1FFZ5lmG3NxcuLi44M8//8Sff/5ZacuIj48PLl++DAMDA7i5uUm0DUJDQwNr1qxBUlISCCE4efIk9PX1RQay0lZfkyZN4uz7u3fvMGnSJDx48AAtW7YUDi7OyspCREQErly5gsDAQF61SkmR1ZzQ58+f49SpU8jMzCzXcL8UgUAg7OhUFevXr0dAQAAaNWqER48elWvWMHjwYGhoaAAAEhIS4OnpiXHjxnHaXtSyZUuEhobCzc0Nf/zxB5KTkwF8fsI3MzPDkiVLJApG4h40SpfAvby8cOrUqXI3T4FAwKmxBV++VuTjx49Yvnw5Xr9+jYCAAHz8+BF2dnZ49uwZCCHYs2cPAgIChD9rUcgq66Ah4dDSZ+W9aw9XaOuoVcGC5398+PABP/zwA+7duwdDQ0Pk5+dXuiFOmDABhBBcvnwZ9vb2OH78uERt8GxsbIT9RJOSkjBjxgzeMywPDw88fvwY+/fvh7a2NgYOHAgAGD58OPbs2YNFixZh9+7d2Lx5s9TXUFFRgY2NTZU3NFHIYk5oYmIiZs+ejaKiIrHnSBI8L1y4gICAAFhYWGDDhg2V/gZmzJghfDo+e/YsZs+ejePHj2P69Omc/G3ZsqWwevHNmzcoKipCs2bNOC21VvfQQQiRqLl5dfDha0X27NmD6OhoYRYSFhaGp0+fCm+EmzdvFg6NF4e3tzfU1dVFZh179uzhLXjS6FxES5+t61174uLi8PTp03Kvffz4EQKBAKdOnao01k0gEGDu3Lli7dHSUSWBBc//8PPzw7179/DLL7/Azs5O5DmmpqYwNTXFvn374ObmBn9/f85Ldn/88Qcf7lYiLi4O48ePx+DBg5GTk1Pu2NChQzFhwgTExsbW6BpNmjQp16pMUmQxJ3TXrl1o1KgRVq9eDR0dHal7+wYHB6Njx45wdXUVdtMRx5AhQ9CjRw+cO3eOc/AEPge327dvC9u9tW3bltPkkpoWiWVnZ8POzg7bt28XuQGeT18rEhMTAysrK7i6ugIAzpw5g8aNG2PZsmVQUlLCkydPqt3+Iqusg+/Mi5Y+Kw9de2JjY8Xeh06ePFnpteqCJw0dVVJY8PyPqKgoDB06VGzgLIujoyPOnTuHiIgIzsET+HzTu3PnjlCXOXz4MPbu3QtFRUXMnDkTU6dO5WwzIyOjyg93586dpWr7xweymBN67949zJkzh9OsSlHcvHkT33//fbWBs5Rhw4aJHBJcHUlJSVi5cmWlrlBt27bFxo0bpZqPyJWSkhK8ePFCqI+Jg4avL1++FH52CgsLkZSUhH79+kFJSQnA5+0f1TWxl1XWwVfmRUuflZeuPdI8eNdlWPD8j6dPn3LaHmFsbIw9e/Zwvs5ff/2F6dOno127dhg7dizu3LmDjRs3Qk1NDaqqqti8eTOaNWsGKysrTna/+eabSsshZUlJSZF6yDBflDaUX7FiRbk5oaWjtdzd3ZGZmSnVnNBGjRpJvUe2LDk5OSJ14dKm/RWXrFu1aoW3b99yusa9e/cwa9YsCAQCTJgwoVy7t7CwMDg5OSEoKKhOaEy0fG3atCnev38P4PNn4sOHD+WC8IsXL9C8efMqbcgq6+Aj86Klz8pT156qRuHJIyx4/oeioqLwqVcS1NTUpNJ8vLy80Lx5c+zYsQPAZ61HIBDg8OHD6NKlC6ZPn47Dhw9zDp4mJiYIDAzEqFGjhHvOSrO5hIQEhISE4Pvvv+fsLw1KG8pbWlqWmxP68OFDrF+/Hq6urpznhA4ZMgSxsbFSFVuVRU1NDXl5eZVeb9Sokcgn55ycHM43Uw8PD6ioqCAkJKRS4disWbNgZ2cHLy8vuLm5cXOeArR87d69O0JCQmBgYIADBw5AIBAI6wBu376NwMBA9O3bl7fvoybwkXnR0mdlofvS0mf5gm8dVVJY8PyPNm3a4J9//pH4/Hv37knV2zY5ORkODg7Q1tYG8LlApXPnzvjuu+8AfN5Ttn37ds52nZ2dce7cOYwbNw5aWloQCATYvXs3fv31V9y9exctWrTg5Q+Gb/iaE+rk5ISZM2di/vz5sLKyEtmeEKh+zFm7du1w7do1TJs2TaLr/vnnn+jUqZPEfgKf50NOmjRJZMV1+/btMXHiRAQHB3OySQtavs6fPx/29vaws7MDIQQ2NjZo3749Ll++jBkzZqBp06Z15u+Vj8yLlj5b37r2SAPfOqqksOD5H0OHDsWhQ4cwd+7caregZGRkICwsDCNHjuR8nU+fPgn/ENPT0/Ho0SNMmTKl3DnSZLTq6uoIDg6Gm5sbYmJiQAhBUlISVFVVYWVlhaVLl9Z4wghtajIntHSj/osXLxAXFyf2vOrGnI0YMQLu7u64f/9+tUuR165dw59//il2ook48vPzq1xCb9GiBeelYFrQ8rVnz544fvw44uLi0KpVK+Hvr1OnTpg8eTKmTp0qUVtBWWQdfGRetPTZ+ta1hyu1qaOy4PkfEydOxJEjRzBjxgz8/vvvYrdTpKamwsXFBZ8+fZKqsKddu3bCG3hcXBwEAgEGDx4sPH7u3Dmpp4Goq6tjw4YN2LBhA7Kzs1FSUlLjLQXA54KO3NxcFBcXizwuTQZeFdLMCeVrzNnYsWPh4+MDR0dHbN++HYaGhiLPu3LlChYvXozWrVtzLlLq0KEDEhMTxS6pXbhwoVb244qCpq8dOnSoVHDXqlUrrF69WmIbtLMOvjIvWvpsfevaw5Xa1FFZ8PyPVq1aYcuWLVi0aBGsra3Rv39/6OnpQUNDA0VFRcjKysL169fx119/oaSkBJs3b5ZqELCpqSm8vLzw4sULJCUloUWLFhg4cCCePXuGzZs34/z582KnN0jK3bt38ezZMygoKKBz584iWwFKwvv377Fx40ZERESgsLBQ5DkCgQApKSk1cZcX+Np/p66uDnd3dzg5OWHatGno0aMHBg4ciDZt2oAQgoyMDFy+fBnJyclo3Lgxdu/ezbm4ycbGBtu3b8emTZvw448/Cm/MOTk58PT0xLlz52rcGYgv+PI1PDwcffr0ET4YhoeHS3T9qh5MaGYd8pJ50UBW+2flHRY8yzBixAgEBARgw4YNuHjxIi5evCjMZkrb6unr62PZsmXo2bOnVNdwdnZGTk4OTp48iZYtW2Ljxo1QUlJCbm4uLly4gIkTJ0qst1Xk7Nmz2LRpU6UtBd26dcOGDRs476l0d3dHaGgovv32W2hra0u9d1LeMDQ0RHh4ODZu3IgLFy7gzp075f4OGjRogEGDBmHt2rVStTycMWMGrly5An9/fxw+fBjq6uoAPi/BEUIwcOBAqbZA0YAvX5cuXQpXV1dh8Fy6dGmVKwWln7eqgietrEOeMi8ayGr/7Pjx42Fra4vx48fX2FZtwHrbiqG0d2dmZiYUFBSgoaEBAwMDzt11JKWgoADv3r2rtjxfHJcvX4aDgwNUVVUxZswYdO7cGSUlJUhNTcWpU6dACEFAQACnQdlGRkbQ1tbG3r17eVkS5RMdHR1s27ZNWJWsra0tkY9ce4VmZ2fj6tWrSE9PByEELVu2hL6+fo2XqktKSnDy5EnExMQgLS1N2O7N1NQUNjY2Ipfi+EbSXsV8+BoaGgpDQ0PhEm9oaKhEPtbGshyNfqlaWlowNTVFt27dyr3+8eNHeHt7Y/To0ZWWvyVZYqZhV0dHBxs3bsSYMWPKvf769WsYGxvjyJEjlYYESEPPnj2xcuVKsdNq6jos8xTDt99+W6M5iFWRnZ2NjIwM4c24WbNmUFZWljpwAoCnpyc0NDQQFBRUqTDIyckJdnZ22LlzJ3bv3i2xzbdv32L48OHUA6c0c0L19PTKbRGpropWWpo1awYzMzPe7TZo0AC2trZ1avSaOPjwtWIQrMt7/mhlXrT0WXnt2tO1a9c6IflICwueMqKoqAh+fn4IDQ2tNB+xc+fOGDt2LKZNmyZxZ5uK3LlzR2ylcKtWrTB58mQcPHiQk80uXbpUWgKmgTRzQitWQNblvWivX7+W6n18F2JVRE1NDYcOHSrXZk/WvmZmZgr/Zp8/f47g4GAoKipi7NixUhfO1RQaFay09Fl57toza9YsrF69Gunp6ejfvz+aN28uMmjXtGsYLVjwlAGvX7/G7NmzcffuXSgqKqJXr17Q0NCAoqIiXr16hZSUFLi6uuL06dPYs2ePVDeiRo0aiZwkUoqysjLnqlsHBwesW7cOFhYWnJZ7paE+qwfGxsacs3dZFGIpKSlVakQgK19zcnLg5OSE4uJiHD9+HLm5uRg/fjyys7MBAEeOHEFgYCDnPbR8QCPzopVp1+UMvjpcXFwAfK7YvnDhQqW/O0l074rIUkdlwZMyhYWFmD9/Ph48eIDZs2dj5syZlSZ15OXlwc/PD3v27MGCBQtw5MgRzpqXtbU1/P39MXr06ErBNy8vD8eOHaukYVRHcnIymjZtCltbW3Tp0kVk4wGBQABvb29OdvmAy3aGUiQdScY3Y8aMqXOasThk5auHhwdu374tLDYKDQ1FdnY2Fi9eDF1dXSxevBienp5SNQxh1BxZ7J+lkTWnpKTI7IGCBU/KREZG4tatW9i2bRtGjx4t8pwmTZpg7ty5+Pbbb7F48WKcPn1a7Lni0NbWFk6qsLOzQ9euXaGsrIynT58iKCgIb9++RZMmTbB3717hewQCAZycnMTa9PPzE/7/gwcPhGX7ZamtoCBNV5vaCp5bt26V+TWlRVa+nj17FhMmTMCSJUuEX6upqcHBwQECgQATJ07k3HBf3qs36xKy6NpDI8jJUkdlwZMyoaGh0NfXlygYWllZISQkBKdOneIcPEtvQsDnod2i8PDwKPd1dcGzpiOvJEWaOaFnzpyh6JFsqDjmq02bNuWKVOoSfPuakZEhbHn38eNHXL9+HUOGDBE+jLVs2ZJz5yI+s47a6pdaF5C1jvro0SPEx8fj5cuXmDp1Kho3bozU1FQMGjSIsy1Z6qgseEqINBWhwOeORFz2bRobG0u1DHro0CHO76krSDMntLaKSaT9O6hIXRhJJik0fG3evLlQ37x8+TIKCgrK3SxTU1M5t5PkM+uorX6pdQFZ6qg7d+7E3r17UVJSAoFAADMzM+Tn52Pu3LmwsLCQaK5uWWjoqOJgwVNCpKkIBYDc3FxOUze++uorvHv3jrN/tCZQfPz4Efv370d0dLQw62jdujVMTU3h4OAAFRUVKteVhpKSEoSEhCA2NhYvX77Epk2boKqqiqioKNjb20NNTa3G15D276AsbCTZ5z7GR48eRYcOHXDgwAEoKChg6NChKCoqQnx8PIKCgjhvEeIr65DnClZ5IiwsDLt374aVlRUsLCzg7OwM4PM+U1NTU0RHR6NXr16cBs3L8nfHgicHpKkIbd68eZVzNivy7NkztGrVivN1bt++jaSkJLx+/RqEELRq1QqGhobQ1dXlbKuU/Px8TJ06FXfu3MFXX32F7777DiUlJXj27Bk8PDwQHx+PwMDAOhFACwoK4OjoiD///BOKioooLi7Gx48f8fr1a3h5eSEuLg6HDx+WahZjRWpaGcxGkn2WGaZNm4YFCxYA+DxgXkNDA5cvX8bChQvRpk0bzpkcX1mHLDIvWvqsPOm+fn5+MDQ0xI4dO5CTkyN8vWXLlti5cydmzpyJEydOcAqessyaWfCkTJ8+fRAeHg5nZ+dq29sVFBQgPDy8ym4vFbl58yZWrVqF1NTUSjd1gUCArl27YtOmTVIF0b179+LOnTtwcXHBjBkzhPNOCwsL4ePjAzc3N+zfv5+3vrI1Yd++fbhy5QrWr1+PIUOGwNjYGMDnlourVq3Cli1bsHfvXvz888+17CkbSQZ8bgp/6tQpXL58Ga1atULv3r0BfG4l+dNPP8HGxoZzM3Z5yhhpVYXKstq0pjx8+FA4I1UUI0aMwLZt26SyzaeOKg4WPCkzZcoUREREYNWqVdi6davYvZZFRUVYvnw5Xr16JfG0lvj4eGFTblNTUwwaNAgaGhpQUFDAq1evcOXKFeGA6N9++w3Dhw/n5HtUVBSsrKzg6OhY7nUlJSU4Ojri/v37iIiIqBPBMzw8HKNHj8b48ePLPcUqKChgypQp+Oeff5CQkFAngicbSfYZNTU14SiyUpo3bw57e3up7MlL0ADoVYXKU9ceJSUlsZOagM97gaVpGsO3jioOFjwlRJqKUOBzG7np06fD19cXqampmDp1KvT19YVNEjIzM3HlyhUcPHgQ//zzD5ydnSVqSPD69WssW7YM7du3h4eHh8gRanZ2dnjy5Anmzp2LFStWoGfPnpwaMKSnp1d5IzMwMKhydqYsefnyJWbMmCH2uI6OjshCD65I+3dQFjaS7DO09HRZZB01hVZVqDx17enVqxdOnjwpclk2Ly8PwcHBnFfMaOio4mDBU0KkqQgtZdmyZWjcuDG8vLywYsUKkecoKSnhp59+qjIAlOXo0aMoLi7GgQMHqqw8/fbbb7F//35YWVnh2LFjmD9/vsR+q6urV9me7/nz55UaPnCBzzmhampqyMzMFHv88ePHaNq0KWcfK1KTv4NSvsSRZBWhpafLKuuoKbSqQuWpa8+PP/6IadOmYfLkyTA1NYVAIMDff/+N1NRU+Pr64tWrV9i0aRMnmzR0VHHU/l/RF4BAIMC8efMwduxYnDhxAjdu3EBGRgZKSkrQqlUr9OvXD9bW1pwKhRISEmBlZSXRlo02bdrA2toaZ86c4RQ8Bw0ahKNHj8LS0hLa2trljt2+fRsBAQEwMTGR2F4pNOaEGhkZITAwEOPGjaukLaekpCAwMJDzsjUtvsSRZBWhoafLMuuoKfLU65aWjqqvr48dO3Zg7dq1wuYcbm5uIIRAVVUV69ev51T/AdDVUSvCgqcMadOmjfADXRVZWVlV6kwA8OLFC06jfLS1tRERESHx+cDnAdMJCQkYN24cBg8eLByq/ejRI1y4cAGNGjXiFIxLoTEndMGCBTh79ixGjx6Nvn37QiAQICQkBAEBAfjjjz+goqIi0c9eFigoKMDLy6vSmK+ePXvKdCSZJNDylYaeTivroJF5yVOvW5o6qrm5OYyNjXHx4kU8efIEJSUlaNeuHYyMjKRaKaKlo4qCBc86RGJiIoKCgpCQkIDbt29Xez6X1njFxcWcb3Lt2rXDkSNHsGHDBpw7dw5nz54VHtPX18eaNWvQoUMHTjYBIDo6GsbGxrzOCW3dujWOHTuGDRs2IC4uDoQQ4cOCnp4e1q5dy8sAX7740kaSVYSGnk4r66BZwUpLn5WHrj0FBQVQVlaGqqqq2FWhhIQEDB06VGKbNHRUcbDgWctkZWXh+PHjCA4OxosXL0AIQZMmTap9X/v27XH9+nVMnDhRouvcvHlTqkD33Xffwd/fH9nZ2UL9s127djXaL0lrTmjHjh3h7e2N3NxcPH36FIQQtG3bttosnjZ1dSSZKGTlKw09nVbWQSvzoqXPykvXnrlz52L37t3CJfuyvH37Fhs2bEBERATu3r0rsU0aOqo4WPAUQ1FREdXCgsTERBw7dgwJCQkoLi4GIQQdO3bElClTJHrCNzY2xsGDBzF79myRlbZl+eeffxAZGSnckC4NzZo146XBAEB/TighBA0aNICiomKdaOAwZMgQzu+RxUgyUcjKVxp6Oq2sg0bmRUuflaeuPRcuXMCCBQuwa9eucj/P+Ph4rFu3DllZWTA0NORkk4aOKg4Bqc+DFGtA//79MXLkSIwZM0bYwLqmZGVlISQkBCEhIcIss/QpbvHixXBwcJDYVk5ODszNzdGkSRPs2rVLbJPuW7duYcGCBSgpKcHp06c56QjDhg2rMjsUCARQVlZG8+bN0bt3b9jb20u0sT0iIgLr1q2Dv78/r3NCU1JSsG3bNvz111/C2aYKCgr43//+hxUrVojc6C8LSr/HFi1aYMCAARI/lNXGpn9Z+ZqWlgZbW1u8f/9erJ5+/PhxTqsl165dw7Rp09CrVy+Ymppi27ZtcHFxgaqqKnx9ffHy5Ut4e3tzvnlW/BsVl3lxyZDGjh2LRo0awd/fHzk5ORgwYAB8fHyEvs2cOROZmZkICwvj5CstuzQ4cuQINm7cCFNTU7i7u+Pt27f45ZdfEBkZiSZNmmDp0qUYN26cVLY/fPjAm44qDpZ5ikFHRwcBAQE4cuQIunTpAhsbG4waNUqq/X0XLlwQaplFRUVo0KABDA0NYWlpiR49emDcuHGch/5+/fXX+P333zFnzhyMHTsWffv2RZ8+fcrtH01KSsKVK1fQqFEj+Pj4cP7D6dChA+7evYvc3Fw0atQIHTp0gIqKCp48eYI3b95ASUkJampqePnyJa5evYqIiAiEhIRUm6HSmBOakpKCyZMno6CgAP/73//QuXNnlJSUIDU1FWfPnsXNmzcRFBRU7Z5ELS0t3odBOzs7IyoqCqmpqTh//jxGjBgBKysr9O/fv87N+ZSVrzT0dFpZB42HGFr6rDx17Zk8eTKUlJSwdu1azJo1C/fv30dWVhZMTU2xevVqzoMBADo6qjhY8BTDgQMHkJWVhfDwcJw6dQqurq5wc3PDgAEDYGtri+HDh0tUJWpiYoKXL19CIBCgT58+MDc3h5mZmfAP48WLF1L72L9/fwQFBWHz5s24fPkyrly5IrzBlS5dDh48GGvWrJFqI/u0adPg7OwMFxcXTJ8+Xfj9EkJw4sQJ4U3KyMgI0dHRWLFiBTw9PasdVE1jTqi7uzuUlZURGBhYqUn5nTt38MMPP+C3336rdriyqCBx69Yt5OfnQ1tbW9gY/enTp0hOTkbz5s2r/SA6OzvD2dkZ//zzDyIiIhAdHY3jx4+jefPmMDMzg6WlJfT19Tl9v7SQpa809HS+qzcBOhWstPRZeevaM27cOCgpKWHlypUQCAT4/fffOQ8EKAsNHVUshCER9+7dI9u2bSPDhw8nWlpaxMDAgKxevZrcuHGjyvdpamqSPn36kF27dpGHDx9WOp6WlkY0NTVJfHx8jfx78eIFCQ8PJ97e3mT//v3k9OnT5NWrV2LP//fff8mwYcPI9evXxZ5jY2NDli1bJvb46tWria2trfDrLVu2kKFDh0r3DdQQAwMD4uHhIfa4u7s76devH2e7oaGhpGfPnuTy5cuVjv31119ET0+P+Pv7c7Z7584d4urqSoYPH040NTWJsbEx2bp1K7l16xZnW7SRF18/ffpU7Tl//PGH1PZTU1OJl5cXWbt2LXn48CFJT08niYmJUtmyt7cn1tbWpKSkhGRnZxNNTU1y6dIlQggh7969I0OHDiX29vZ1wu6pU6eIpqYmcXFxIXFxcUKbr169IvPmzSNaWlrEx8enWjuvXr0S+2///v1EU1OTLF26lLx+/brcMS5oamqSOXPmkKKionKvx8XFkUGDBhFNTU0yZcoUTjbFwYInR1JTU8lPP/1ENDU1iaamJtHS0iKjRo0iMTExIs8/cOAAGTlypPBcY2NjsmXLFnLz5k1CCH/BkyuZmZnlPlii6NmzJzl69KjY40ePHiU9e/YUfh0cHFzua1liaGhIvL29xR738/Mj+vr6nO1aWFiQbdu2iT3u5uZGTExMONsty61bt8jWrVvJ0KFDiZaWFhk+fDhxc3OrkU1a8OlraGgomTJlCjE3NyempqYi/3HBwcGBFBQUiDyWm5tLFi9eTLS0tKTy9ffffyfdu3cXfo4vXbpE4uPjiaamJlm4cCEpLCzkZO+vv/4iPXr0IBMnTiQ+Pj5ES0uL7Nu3j/j7+xMTExPSvXv3Kj+bsrRra2srDDgVAzIhnwP2qFGjqrVT+rMT90/U8e7du3Py9fDhw0RLS4vMnz+fFBcXk5ycHOLi4iJMeI4dO8bJXlWwZVsJePnyJU6fPo3w8HA8fPgQwOflPVtbWxBCcPToUSxYsACLFi2qtOl75syZmDlzJpKTkxEaGorIyEj4+vrCz88Pbdq0Qb9+/eqc7lVKixYtcO3aNbHbYW7cuCHsOAN8LoiSdMmN776mw4cPR1BQEMaPH4/GjRuXO1ZYWIhTp05J1WHoxYsXVXZxatGiBbKysjjbLYuuri50dXVhY2MDd3d3JCQkYN++fVi0aFGN7NKAL199fX2xdetWCAQCNG/enJdGGTSqNwE6Fay09Nm63LVnzJgx1O91NHRUcbDgKYbc3FxER0cjPDwc169fR0lJCdq3bw9nZ2fY2NigTZs2wnNHjhwJW1tbHDx4sFLwLKX0prNixQrEx8cjNDQUly5dwokTJyAQCODu7o7MzExYW1ujUaNGsvo2q2TUqFHYt28f2rZtCwcHB+G+u/z8fBw+fBjh4eGYNm0agM/bCwIDA9GnT59q7dLoa2ptbY0///wT1tbWmDFjBrp27QplZWU8ffoU/v7+ePToEezs7BAeHl7pe6yK9u3bIz4+XmRj9KKiIoSFhQkrRaXh3r17iI6ORkxMDJ48eQJCCHR1dWFhYSG1TVrw6WtgYCC6du0Kb29v3vazrl69Ghs3boSLi4vI6s0NGzZIVb1Jq3MRDX2Whl2+dNTSYE4bvnVUsfCWw9YztLW1iZaWFtHT0yPLly8nV69erfL8hQsXkkGDBnG6RkZGBvHy8iKWlpbCJYs+ffqQdevW1cR1iZBk2fbTp09k+vTpQt8GDRpEhgwZQnr06CHUDt6/f08+ffpEunfvTnr37k3u379f7bV37NhBNDU1iZeXV7lltoKCAuLl5UU0NTXJzp07OX0/pcvoZZfTS5eCKr5WdomoOg4fPkw0NTXJ3LlzSWJiInn+/Dl5+PAhiY2NJePGjSNaWlokPDyck6937twhbm5uxNTUVOiLnZ0d8fb2Ji9evOBkiza0fNXR0SGHDx/m0dPPHDt2jGhpaRF7e3uhxjVv3jySkZEhtU1dXV3i5+dHCBG9bBkQEEB69+7NySYtfZaGXVr6rCS8fv26yuOy0FHFwTJPMejp6cHW1hbm5uZQVVWt9vwFCxZwfqr75ptv4OjoCEdHRyQnJyMkJARRUVEIDAzE2rVrpXWdN5SVleHj4yOsunzy5AmKioowePBgWFhYwNraGgKBALm5uZg/fz6srKwk2ktJo68prT2RkydPxrNnz+Dv748zZ86UO6agoAAXFxeMHDmyWju3b99GTExMpf6wS5cuhbm5ebmVjNpGFr5qaGjg48ePPHhbHhpZB40KVlpVofLWtSc4OBgJCQnIz88X7s0GPrcTfffuHVJTU3Hnzh2x7zc2Nq52KTg8PLzcihNfDUhYk4Q6RkFBAeLj42FpaUn1OllZWTAyMiq3gVpW6OjoYOXKlWK11ICAAGzZsgXJycky9asqnjx5gj/++ANpaWkQCATo2LEjRowYgdatW1f73mHDhiE9PR3A5+/dwsICZmZmEk3EkTWy8tXDwwPh4eE4efKkRA+noqiqlWB4eDi2b98Oa2trLFmyBGVvc1yXiWfOnImsrCycPHkSb968Kdd4IC8vD9bW1ujUqROnfclaWloYNmxYtfqsv78/J19p2Y2OjsbatWuRm5sL4HMAIv/pqD///DPs7Ow42QM+N0n45ZdfhPZK/1saRBs2bAgzMzP8+uuvYm0sX75cKh2Vj4dtFjyrIC8vD3FxccjMzCz3VFSKQCCAk5MTJ5v379/HnTt3kJ2dLSyW0NHRQdeuXflyWyK4BM+3b9+KfTJMTEwUq/OKw8jICKNHj8bSpUtFHv/1119x6tQpXLx4kZNd4HNP1DNnzuD58+dQUFBA586dYWJiwmuhAFdKGy906NBB4iDEtUkEX8jK1+joaLi6uqKkpATDhg0T2yijqs9XdQ0tSJkOXmVtcs06aHQuotVdR5669owZMwZ5eXk4ePAgPn36BGtra5w7dw6Kioo4cOAAfH194ePjg379+kllnzYseIrh9u3bsLe3R15eHsT9iLi05Dp58iQ8PDyETRFKbZZ+uDt37oy5c+dSzzhLkSR4/vvvv3B2dsbNmzertMV1aWnZsmWIjY3F4cOHRfY1nTZtGkxMTKptaFCRHTt2wMfHB0VFReVeb9iwIRYvXiwsbuJKTR+ipGlByLXdG1/IyldJrlOdXVlmHTQyr6CgIKxduxYDBw7ktSqUb7ulXXuqQpquPXp6epg9e7bws6Onp4fNmzcLC9B++OEHNGzYEPv27ePsc1VkZGRI1SmuIkzzFIObmxs+ffqEBQsWQEdHp0al9Fu2bMGhQ4egqqoKKysraGpqQl1dHUVFRcjOzsadO3dw8eJFLF68GLdv38ayZct4/E6kx93dHTdu3ECfPn3QpEkTnD9/HjY2NsjKysKVK1egoKCAXbt2cbZLY07o0aNHsX//fvTu3RszZ85E586dUVxcjNTUVBw8eBBbtmxBmzZtOG9XkfQhqqrgee/ePU7XrEh2djbs7Oywfft26Onp1chWdcjK10OHDtXoOoDsqjcBOpWxtKpC5aVrT3FxcbmJR+3bt8f9+/eFwXP48OE4cOAAZ39rqqNKCgueYrh58yZmzJiB2bNn18hOfHw8/Pz8YGxsjK1bt4ptnJ6Tk4NVq1bB19cX/fv3h7GxcY2uyweJiYkYNmwYdu/ejezsbAwcOBBTpkyBtrY27ty5g8mTJ+P+/fswMjLiZJdGX9OjR49CT08Phw8fLqf1dOvWDcOHD8fEiROxf/9+zsGTz4coaSkpKcGLFy+oFNjwjaS+9u3bV0YelUearIOPfqni9NmBAwfCxcUF27dvx5kzZ6Cnp8dJn6Vltyy09s+2atWqXHvS9u3bC/fRA58Ltd68ecPJpiQ6qpWVFWdfRcGCpxgUFRV5qSo8duwYOnfuDA8PD5FPbqWUNnq3trZGUFAQ9eCppqaGQ4cOoXv37mLPycrKEjZ9btasGVq0aIHk5GRoa2tDW1sbNjY2OH36NGbOnMn5+nz3NX3+/Dl++uknkaOilJSUMHr0aLi5uXG2y9dDFEM0RUVFuHHjRqXXdXV10bBhQ872aGQdfGRetKpCZVFtSmv/rJGREQICAmBgYICBAwdCV1cX+/btw7Nnz9CmTRtERUVxLu4KDg5Gu3btyumoZ8+eLaejjh07lrOvomDBUwz9+vXDxYsXMX78+BrZSUlJwcSJE6sMnKUoKirC3NwcISEhNbqmJCgpKVX79K+iolLO73bt2pV7MuzRowciIyNr5Adfc0JbtWqF58+fiz2elZUl0bi0ivD1EMX4HMB8fX1x9OhRHD16FC1btsS7d+8wderUSgFg5syZWLJkCSf7tLIOPjIvWt115Llrj5OTE+Lj4zFz5kxcvHgRdnZ28PLygqWlJRo3boy3b99i7ty5nGw+ffoUs2fPFq5cqaio4Nq1a7CwsMBPP/2EO3fuwNvbm5ciJBY8xbBs2TJMmjQJW7duxciRI9GiRQuRf6TVPRm9ffuW09NT69atkZ2dzdlfGnTt2hVXr14VPlV26tSp3FN7dnZ2lfvfxEFjTqijoyPWrVuHfv36VVo+S05OxpEjR7B8+XLOvvL1EMUA5s+fjzNnzqBt27bIzMws97kYM2aM8IYXGhoKPz8//PDDD5xuzLSyDj4yL1r6rDx37WnZsiVOnz6N0NBQ4QP0wYMH8dtvv+HNmzeYNGkS5syZw8kmLR1VFCx4isHW1hafPn2Cn59fuRFaZZFk+aOwsJBTm7mGDRtKFZBoMGrUKPzyyy8ghGDDhg343//+h9DQUHh4eAiXXaXZYkNjTujdu3fxzTff4Mcff0T37t3x3XffQVlZGU+ePMG1a9egrKyMyMjIcpmyJFss+HqI+tKJjIzEmTNnMGPGDCxZsqTS8rq1tbWw6rt///6YOHEiQkJCON08aWUdsuyXWha+qkK52pWFjlpK06ZN8cMPPwi/7t27N3x9fTnbKYWGjioOFjzFYGJiUmcbtsuKSZMm4eHDhwgKCsKmTZtgZmaGPn36wMPDAwKBAIqKinB1deVsl8ac0MOHDwv/PyUlpdJDzcePH3Hp0qVyr0ny++XrIepLJywsDFpaWhJVkuvp6cHQ0BAXLlzgFDxpZh00Mi9aVaHy3LWnptDQUcXBgqcY+FwOkdcgLBAIsHbtWsyfP19YvOHn54eoqCjk5OTAyMgIXbp04WzXw8MD1tbWlZorCAQCjB07Frdu3YK7uzuMjIxgbm6OmzdvIjY2tsrgWdMtFuJgD1H8cPv2bUydOlXi8wcPHoyDBw9yugZfWYcsMi9a+iwfdmnpqDo6OlK97++//5b4XBo6qjhY8KwGQghu374tHJvVpk0b9OjRg5ONpUuXiu2mU5cZP348bG1ty+l9SkpKsLa2rpHdhw8fVrmpvHv37jh58qTw665du+Lo0aM1uqa0yHIvYX3m7du3IpcKVVVV4ezsXKkncvPmzZGfn8/pGnxlHbLIvGjps3zYpfU3X1RUJOyq1qlTJyrXoKGjioMFzypISkrCypUrhVspSmnbti02btyI/v37V2tDnis1U1JSYGNjw7tdWnNC379/j3379iE2Nhbp6enYs2cPVFVV4e/vj4ULF0rUtJ5Bh6+//lrYnacsKioqwvmYZcnMzCy3BCsJfGUdsqhgpaXPyrLatCyS6LM2NjY4c+aMsPLd0tISVlZWnPd0VwffOqo4WPAUw7179zBr1iwIBAJMmDABXbt2RUlJCR48eICwsDA4OTkhKCgImpqaVdr5448/auSHLLvLVKRr165UdAwac0LfvXuHSZMm4cGDB2jZsiU+ffoE4HPgjYiIwJUrVxAYGIh27dpx8tXe3r7ac2qrD6088e233+LSpUuYMWOGROefO3cO3333Hadr8JV1yGK1gZY+W5e79mzZsgWFhYVITExEZGQkDhw4gJ07d6JHjx6wsrKCpaUlWrVqxdm32oIFTzF4eHhARUUFISEhlTKWWbNmCZ9qpdl4z4Xa7C4za9YsrF69Gunp6ejfvz+aN28usglBdQOlKzJ37lwkJyfDy8sL+/btQ/PmzaGkpISMjAwUFxfD0NAQCxYsQEFBAcaPH4+GDRtW26TAw8MDjx8/xv79+6GtrY2BAwcC+Hyz2LNnDxYtWoTdu3dj8+bNnHytWGRUkRYtWlBvOi9JQ4u6gjhfLSwssGHDBvz555/VrtjEx8fj5s2bVU7TEIesso6KcK2MpVUVWte79igpKWHo0KEYOnQoCgoKcO7cOURGRmLXrl3Yvn07evXqhZEjR8LMzEyilQdZ6KjiYMFTDFevXsWkSZNELvW1b98eEydORHBwcC14JjtcXFwAfN4kfuHChUpLWaVTK7gGTxpzQuPi4jB+/HgMHjwYOTk55Y4NHToUEyZMQGxsLCc/AdGFSMXFxcIRVb6+vpwb2HNFkoYWdQVxvo4ePRp+fn5wdnbGqlWrMHr0aJFLo6Ghodi4cSO6d+8Oc3NzWbgsEXxXxtKqCpWnrj3KysoYMWIERowYgY8fPyIhIQFRUVFwdXXF5s2bYWBggJEjR1ZZHyELHVUcLHiKIT8/v8onnxYtWuDt27cy9Ej20BowXYqVlVWVT6xqamoSt8XLyMiocgm9c+fOyMzM5OyjKBQUFNCyZUs4OTnhyZMncHV1xd69e3mxXV9p1KgRdu3aBQcHB6xYsQK//vor+vfvjzZt2oAQgoyMDPz555/IyspCq1at4O7uXm1XLlllHTQqY2lVhcpr1x4VFRVYWFjAwsICr1+/xrp165CQkICkpKQqg6esdFRRsOAphg4dOiAxMRGTJ08WefzChQuc9TN5Q5JioZpMJ+BzTug333yDp0+fij2ekpLCuQBFEvr06cMqciXku+++Q0REBH777TecPn26UmvHJk2aYNy4cVi8eLFEk0pklXXQyLxoVYXKa9eeN2/eIC4uDjExMbhy5QoKCwvxzTffVLuXtjZ1VBY8xWBjY4Pt27dj06ZN+PHHH4Xt4XJycuDp6Ylz585h4cKFtetkLZGfn4/w8HAEBQXh7t27nIuKJJ0TyiV4mpiYIDAwEKNGjRIuS5VmCQkJCQgJCcH333/PyU9JuH//PtsHyoEmTZpg1apVWL58Oe7du4dXr16hpKQELVu2hJaWlthm8KIK52SVddDKvGjps/LStSc7Oxvx8fGIjo5GUlISioqK0KJFC4wbNw4WFhbQ19eX6LPFt44qKSx4imHGjBm4cuUK/P39cfjwYeHWiTdv3oAQgoEDB0o1TUSe+fvvvxEUFISIiAjk5+eDECLV9g8ac0KdnZ1x7tw5jBs3DlpaWhAIBNi9ezd+/fVX3L17Fy1atJBqGazsXr6yFBQUICUlBYGBgRgyZAhnu186ioqK0NHRkXjpVVThnKyyDln2S62L8Kmj/vvvv4iNjUV0dDSuXbsmDJjjx4+Hubk5DAwMavQwyoeOKikseIpBQUEBXl5eOHnyJGJiYpCWlgZCCHr27AlTU1PY2NiIrDytb5RmmceOHROOXCKEoH///pg2bRrn6fEAnTmh6urqCA4OhpubG2JiYkAIQVJSknAA+dKlS6Wqil26dKnID3NpZ5m2bdvKZQOM+oIssg4+Mi9a+qw8de2ZOnUqrl+/jpKSEjRv3hzjxo2Dubk5DA0NqazeSKujSgoLnlXQoEED2NrawtbWtrZdkTl///03jh07hoiICHz48AGEEDRu3Bj5+fnYvHlzjX4mtOaEqqurY8OGDdiwYQOys7NRUlKCZs2aoUGDBlL7Kq5oSkFBARoaGujbt2+N7DP4g1bWwUfmRUuflaeuPVevXoVAIECHDh1gYGCAwsLCSp2aKiIQCLBhwwap/JZWR5UUFjz/Q1w/y+qoT9M03r9/X07LJITgq6++wpgxY2BpaYkOHTrAzMwMampqNboOH3NCT548iW+//Ra9e/cWebxiR6KbN2/i2LFjnCuIaXRYYtCHz6yDj8yLlj4rb117CCF4+vRplcV9ZeEaPPnSUSWBBc//kKSfZUXqyiQBvhg8eDA+fPiApk2bwtraGubm5jAyMhIGurJLVzWBjzmhy5cvR4MGDeDk5IT58+dX+7t79uwZTp48KfX2m2fPniE2NrZcj2MTExPW8q+OwmfWwUfmRUuflaeuPWfOnKFil7aOKg4WPP9DFv0spUGW3WXy8/PRuHFjjB49GoMGDYKhoWG1e+2kga85oYqKiti7dy/++usv7Nixg8rsQwDYt28ffv/990oB3dXVFfPmzZN4LyqDLjSzDj4yL1r6rLx07Wnbtq1UdqtC1jpqWQSk7EwdxhdNdHQ0QkNDkZiYiJKSEigrK+N///sfLCwsMHToUGRnZ8PExASenp4wMTGR+jqlQTMoKAjXr1+HkpISpkyZguvXrwvnhO7bt084HFkUWlpaWL16Nc6ePYsLFy6gefPm2Lp1KwYPHizy/LCwMCxbtkxY9CQp8fHxcHZ2Rvfu3eHo6IjvvvsOxcXFePjwIfbv34/79+/D09MTw4YN42SXwY2srCwYGRnBx8en3N+FuKzDzMyMatbBJ2X12fPnz6OwsJCXqlBp7ZZWq3PVUf39/aX2VVpKfS3VUSWpP6iJjlrODgueVcPHSDJ5o7T1XGhoKFJTUyEQCKCiooI+ffrg0qVLvAWLnJwc4f7ZwsJCTnNCtbS04OrqilGjRmH37t3w9PQEIQQODg5YuHBhpQ+RtMFz4sSJyMvLw/Hjx4VDu0spKCjA999/D3V1dRw6dIiTXQY3RAXPilmHqakpL1lHbfZLLavPCgQCzn+vfNhdsWIFzpw5g7dv3+K7776TadcermhpaXF+D18/V7ZsWwV8jCSTR1q0aAEHBwc4ODggOTkZJ06cQFRUFC5evAgAWLlyJb7//nuMGzdOKs2P7zmhP/74IwwNDeHi4oL9+/fj2rVrcHNz46WY6969e3B2dq4UOIHP1Z2jR49mrflqCVrVm7Lul0qrKlQeu/ZwhZaOKgkseIqBr5Fk8o6uri50dXXx888/Iz4+HqGhobh06RL2798Pb29vGBkZYd++fZxs0pgTamhoiFOnTuGnn35CYmIixowZg61bt8LY2LjGtqvLYoqKimp8DYZ00KjelEUFKy19Vt679nCFho4qKWzZVgzOzs64evWqyJFkz58/h52dHQYOHEh9JFldJCMjQ7is++TJE+ESiKSzR21sbNCzZ88a6Q5ll20rsm/fPuzcuRMlJSWYMWMGXFxcEBERIdWy7aRJk5Cfn4/g4OBKxVMFBQWws7ODqqoqAgMDpf5eGNVTWFiIGzduoHv37sL5r9JWf0tywy2bef3xxx/Iz8+vceZFS5+Vpe5LS5+VR1jwFEO/fv0wadIkLFiwQOTx33//HcHBwUhMTJSxZ3WLW7duoVevXgDEF3VUJDIyEqtXr0afPn2knhNaVfAEgGvXrsHFxQUZGRno3bs3TExMsGPHDs7BMy4uDvPmzYOuri4cHBzQuXNnAEBqaioOHDiAv//+G25ubsJWbYz6R9nM6+zZs/j06RPnzIuWPkvLriTwrc/m5+fj4MGDGDNmjFwM3WDBUww9e/bE8uXLxU5VOXLkCLZt24bk5GQZe1Z3kTR4VhT5xc0JrerDWF3wBD5rPj/99BPOnz+PBg0agBAi1Qd879692LVrV7npL6V+//jjj3B2duZskyGf1LSCle+qUFlXm1alo65atUoqm6VkZWVh8ODBOHjwYJX3j7oCC55iKNU49uzZI/L47Nmz8ezZs2o74XxJSBo8Q0NDJbJXlS4aGhoKQ0NDiZ5QDxw4AHd3d5SUlEj9dPzs2TPExcUJexy3a9cOw4cPx7fffiuVPYb8wyXzolUVKotqU3E6qpmZGa9deyS9f9QVWMGQGNhIMnrwMSeUS8GRg4MDhg8fjoyMDInfU5EOHTp8cVN0GJWRtoKVVlVofevaI0+w4CkGNpJM9tR0TijwudAjNze3UjcgVVVVdOzYUWq/fHx8EBsbi2fPnkFRURGdO3eGhYUFpkyZAkVF9jGqz/BRwUqrKrS+de3hG5o6KvvUi4GNJJMdfMwJff/+PTZu3IiIiAgUFhaKPEeaXsTZ2dmYOHEinj59CjU1NXTt2hXFxcV4/Pgxtm7diqioKPj5+UFFRYWTXUbd5kvOvGQ9/aQUFRUV2NjY8NpmMz8/H56entDX12fBU5Z8ySPJaMP3nFB3d3eEhobi22+/hba2tsimBtLg5uaG58+fY/Xq1ZgwYYLwgamoqAhHjhzB1q1b4enpicWLF/NyPQZ/SJt11KfMS1poTz8RRZMmTaQe3FAVtMp6WPAUQWJioshBzGFhYfj06RPGjBlDpWH6lwCtOaHR0dEwNjbG3r17eb3BnT17FuPHj69Uda2oqIgffvgBDx8+REREBAuedRBps47ayrzqCrXZtUeeYMGzDGlpaXBycsKjR49w8eLFSjMhjx07huvXr8Pb2xu7d+8W7vljVI0s5oS+ffsWw4cP5z0zyMvLq3LCS48ePaq8qTJqF2mzjtrIvOoKtdm1R55gwfM/cnJyMGXKFGRlZWHMmDEiz1m2bBmCgoJw/Phx2NvbIzw8XNjthCEeWcwJ7dKlS6UexHzQu3dvxMfHi93ve/nyZakbiTPqJizzqj/Q0FGFEAYhhBBXV1fSo0cPcv78+WrPDQ8PJ5qamsTd3Z2+Y3JEQUEBuXLlCnn79m251zU1NUmfPn3Ipk2byNmzZ8n79+/LHU9LSyOampokPj5e6mufPn2aGBgYkLt370ptQxSpqanEyMiIzJs3j9y/f58UFRURQj77vH79etKrVy9y+fJl8urVq3L/GLVPZmYm0dTUJJcuXaptV6rl/fv3ZNeuXeT58+dyYZdBCGuS8B8WFhbQ1tbG9u3bJTp/9uzZSEtLw+nTpyl7Jv/IYk7oli1bEB8fj/T0dHTp0gXNmzev1G1FIBDA29ubk109PT0UFRWhsLAQAoEADRo0QIMGDYTN4Ml/3ZAqXkeabTYMfsnLy8OmTZvg4OBQ7Yi72oZWdx1569ojT7Bl2/948eIFpkyZIvH5/fr1w+XLlyl6VH8wNzeHubl5uTmhcXFxiI+PF84JFQgENdIr/fz8hP//4MEDPHjwoNI50tg3MzP7Yios6xu0qjdpQSuPqav5UVZWFv766y+8fv0ahBC0atUK+vr6+Oabb2rbNYlgwfM/VFVVK22sr4qGDRuiYcOGFD2qf9CcE3rv3j0aLmPr1q1U7DIYXyppaWn45ZdfhCtRpcG9dGVn8ODBWLlypVSzgmUJC57/0b59+2pbwpUlOTm5zgyElUdozAllMBj0qUnXnmvXrsHR0RHv37+Hjo4OBg0aBA0NDSgoKODVq1e4cuUKzp49i2vXrmHv3r3Q19en9F3UHBY8/8PU1BS7du2Co6NjtfpIamoqIiMjOS3zMkSjrKwMS0tLWFpalpsTeuHCBeE5ks4Jff/+Pfbt24fY2Fikp6djz549UFVVhb+/PxYuXCjVk2xxcTH8/Pxw7tw54fKSKGJiYjjbZjBKoVUVWpe69rx58wYLFiyAqqoqdu3ahYEDB4o87+rVq3BxccGiRYsQFhYmbI1a16h+fs0Xwrhx46CmpoYZM2YIlxFFkZiYiFmzZkFJSUns9gWGdGhoaMDR0RFRUVHlhkuXlJTgxYsX+Pjxo9j3vnv3DhMmTICXlxfy8/Px6dMnAJ91lYiICEycOFGqrSzu7u749ddfce3aNXz8+BGFhYUi/zG+HPLz8+Hh4cHr1qhSfZbvwiZadqXRUYOCgvDmzRvs379fbOAEAENDQxw4cADZ2dkICQnhdI2srCxER0fDz88Pvr6+iI6ORmZmJmdfJYFlnv+hrq6O3377DXPmzIGDgwM6dOiAPn36QENDA0VFRcjKysL169eRlpYGFRUVeHp6ss3EFCkdsC0pHh4eePz4Mfbv3w9tbW3hh3P48OHYs2cPFi1ahN27d2Pz5s2c7J4+fRp9+/bFnj170LhxY07vZdRPaPZLrc/ExMTA1NQU3bt3r/ZcTU1NWFpaIjo6Gg4ODtWeXxs6KgueZTAwMEBYWBi2bduGhISESnMnGzduDGtrayxcuBCtW7euJS8ZooiLi8P48eMxePBg5OTklDs2dOhQTJgwAbGxsZzt5ubmYtSoUSxwygGyrN6sqxWsdZm0tDSxDWhEoaenh3PnzlV7Xm3pqCx4VqB169b47bffkJeXh/v37yMzMxOKiorQ0NBA9+7dxfa0lVSXY9AhIyMDmpqaYo937txZquWbnj17itz2wqg71JfqTXlBWh21oKCA0/QhBQUFlJSUVHlObeqoLHiKoUmTJpyeUCTR5Rj0+Oabb6rsQ5qSkoIWLVpwtrt06VLMnDkTXbp0gZmZWZ0tXvhSqU/Vm/KCtPtnW7dujdu3b8POzk6i8+/cuVOtNFaqowYHB1e5HFyqo44dOxYhISESLQVXBwuejHqBiYkJAgMDMWrUKLRs2RLA/zdFSEhIQEhICL7//nvOdjt16oTu3btj3bp1WLdundgZrn///bf0zjOkorayDqr9UusxgwYNQkhICObOnSv8jIrj1atXCAsLw/Tp06s8j6aOWh0seDLqBc7Ozjh37hzGjRsHLS0tCAQC7N69G7/++ivu3r2LFi1aYO7cuZzt/vLLL7hy5QqaN2+Ojh07sgHodYjayjr46FxES5+ty1177O3tERQUhDlz5mDPnj1iA+iLFy8wZ84cKCoqYuLEiVXapKWjSgILnox6gbq6OoKDg+Hm5oaYmBgQQpCUlARVVVVYWVlh6dKlUt1AEhISYGpqCnd3dxY46xi1mXVICy19Vh5039atW2Pz5s1YunQpzM3NYWFhIdzRoKSkhIyMDCQlJSEyMhIFBQXYvXt3tdk9DR1VUljwZNQb1NXVsWHDBmzYsAHZ2dkoKSlBs2bNKjWI50JRUREGDx7MAmcdpDazDmmgpc/Kk+5rZWWFZs2aYf369Thx4kSlHQ2EEHTt2hWbN2+Grq5utfZo6KiSwoIno95x9+5dPHv2DAoKCujcuXONhpYbGhri+vXrEn84GbKjNrMOrtDSZ+Wxa8+AAQMQFRWFa9eu4dq1a8jIyEBJSQlat26Nvn37onfv3hLboqGjSoyMR6DVW+RpdqC8IW5OaEUSEhLI8OHDiZaWVrl/1tbW5ObNm1JdOzU1lQwYMIBs2bKF3Lx5k6SlpVWa3cnmd9YOFhYWZPXq1RKfv2bNGjJ69Gh6DlWBl5cX0dbWJikpKdWee+/ePaKtrU32799fa3bLkpmZSaKiooivry/x8fEhUVFRJCMjg5MNaSgqKiIxMTFVnvPy5Uuiq6tLbGxsqvwcpqWlkVGjRhEDAwPy+vVrXvxj8zx5IisrC0ZGRvDx8WFz82qBy5cvw8HBAaqqqhgzZgw6d+6MkpISpKam4tSpUyCEICAgAFpaWpzs9u/fHx8/fhS2+xMFm99ZO2zatAkhISGIjo6WKOuwsLDA9OnTsWDBAhl5+P+MHTsWHTt2hJubm0Tn//TTT3j06FG17elo2QVqT0d9/vw5goODceLECfz777+4e/duledHRERg6dKlaNiwoUQ6qrGxMS9+smVbRr3A09MTGhoaCAoKqlQY5OTkBDs7O+zcuRO7d+/mZHfIkCFsnmcdhUb1pij4qGClpc/Wl649xcXFiI+PR1BQEC5fvgxCCAgh6Nu3b7Xv5VtHlRQWPBn1gjt37mDu3Lkib2itWrXC5MmTcfDgQc522TzPuguN6s2y8Jl50dJn5b1rT8UsE/g8aWnkyJGYOnWqxCtFfOqoksKCJ0+oqanh0KFDEpXNM/inUaNGVd4UlJWVa1R1SwjB7du3kZaWBmVlZbRp0wY9evSQ2h6DH2hlHXxnXrSqQuWxa09plnns2DH8+eefws9tx44d8ezZM7i6usLU1FQiW2URCAQwMDCAgYFBldc+c+aMVPYrwoInTygpKUm0xMCgg7W1Nfz9/TF69OhKy3d5eXk4duwYp+WtsiQlJWHlypWVRlC1bdsWGzduRP/+/aV1m8EDfGcdNDIvWlWh8tS15/nz5wgKCkJoaCj+/fdfEELQpUsXWFhYwNLSEsrKyhg+fDiVbWFcdVRJYMGTUS/Q1tZGTEwMrKysYGdnh65du0JZWRlPnz5FUFAQ3r59iyZNmmDv3r3C9wgEAjg5OVVp9969e5g1axYEAgEmTJiArl27oqSkBA8ePEBYWBicnJwQFBRUZVN6Bn34zDpoZF609Fl56tpT+nPX1NTEuHHjYG5ujm7dupXzkU9qoqNKAguejHrBkiVLhP/v4+Mj8hwPD49yX0sSPD08PKCiooKQkJBK2tasWbNgZ2cHLy8viasdGbKHa9ZBI/Oipc/KU9ceQggaNWqEDh06oEWLFpyuwQW+dNTqYMGTUS84dOgQFbtXr17FpEmTRBaFtG/fHhMnTkRwcDCVazOkpyZZB63Mi5Y+Ky9de0JCQnDixAlEREQgNjYWAoEAWlpasLS0hLm5eY1qEmjpqFXBgiejXkBLb87Pz69ylFmLFi3w9u1bKtdmcIePrINm5yJaVaHy0LVHR0cHOjo6WL58Oc6cOYMTJ07g0qVLuHv3Ltzc3NC5c2cIBAIUFhZK7Gtt6qgseDLqBbdv30ZSUlK5vXiGhoY13tfVoUMHJCYmYvLkySKPX7hwAe3atavRNRg1g++sg3a/VFpVoXzZpb1/VllZGRYWFrCwsEBmZiZOnjyJ0NBQpKamAvg8Qzc2NhYTJ06EoaFhlbZkraOWhQVPhlxz8+ZNrFq1CqmpqajYLEsgEKBr167YtGmT1EHUxsYG27dvx6ZNm/Djjz/i66+/BgDk5OTA09MT586dw8KFC2v6bTCkgFbWUZv9UmlUhXK1S3v/bFm++eYbzJo1C7NmzUJycjKOHz+OqKgoREZGIioqCl26dMHp06fFvl9WOqooWHs+htwSHx8vDFwmJiYi9+LFxsaipKQEv/32G4YPH875GsXFxZg9ezYuXLgAgUAg3I7w5s0bEEIwcOBA7Nu3D4qK7DlU1pQW9GhqamLYsGEisw4TExN4enrCxMREYrvp6ekwNzdHly5dJMq80tPTERERIXUAqUqfrYmWX1O7ly9fxvr16/HkyZNKXbZode0BPi+bx8XF4cSJE7h8+XKVrS///vtvoY6am5srUkeV5m9AEljwZMglr1+/hqWlJTQ0NODh4YEuXbqIPO/JkyeYO3cuMjIycPr06WozCVGUlJTg5MmTiImJQVpaGgghaNeuHUxNTWFjY8PGldUSWlpaaNSoEYyMjNC/f38YGRmhQ4cOwuPSBk9ANv1SaVWF8mmXECLTrj0Vef36tUSf2YKCgnI6anFxMQQCATp37oxHjx7B3d0d5ubmvPrGgidDLnF3d4efnx8iIiKq1ZtevnwJKysrzJgxA/Pnz5eRhwza0M46aGRe1emzv//+u1RVobTsSnptrvrs8+fPcfbsWdy5cwfZ2dkQCARo1qwZdHR0MGLECKmzeADldNRHjx4B+NzEZsSIERLpqJLCgidDLrG2tkbPnj2xadMmic5fu3Ytbt68iVOnTkl8jcTERBgZGVV6PSwsDJ8+fcKYMWOgpKQksT0GHWhmHXxlXpLqs1wDPS27kl6bqz778eNHrF+/HmFhYeX6BZdFQUEBdnZ2WL58eY01zLI66tu3byEQCKrVUSWFCTUMueTFixeYMGGCxOdra2sjIiJConPT0tLg5OSER48e4eLFi2jWrFm548eOHcP169fh7e2N3bt312jYNqPm8Fm9WRG+KlhpVYXKU9eeoqIi2Nvb4/r169DT04OtrS00NTWhrq6OwsJC5OTk4O+//0ZYWBgCAwPx8OFD+Pr61qieQFdXF7q6uli5cmU5HZUPWPBkyC1cRoUVFxdLpE3m5ORgypQpyMrKErtRftmyZQgKCsLx48dhb2+P8PBwfPXVVxL7wqBHTas3ucAl86JVFSpPXXuOHDmC69evY8GCBZgzZ47IcwwMDDB9+nQcOHAA27dvR3BwsFRj5CqirKwMKysrWFlZ4fXr1zW2B7DgyZBT2rdvj+vXr0v8wbp582a5YhJxeHt7IzMzE3v37sXgwYNFnlP6NNu/f38sWbIE3t7ebLtKHYRG1iFt5kWru448de2JjIzEgAEDxAbOsjg4OCAxMRGRkZESf8Yl1VGlKRoUBdM8GXKJu7s7Dh48iJMnT4qttC3ln3/+wdixY7FgwYJqJz9YWFhAW1sb27dvl8iP2bNnIy0tjbdshkEXSas3K8JXBSstfZZPu7R01L59+2L27Nmwt7eX6PwDBw7gwIED+PPPP6s8T9Y6aiks82TIJdOnT0dgYCAcHR2xa9cusbM1b926hQULFuDrr7/GuHHjqrX74sULTJkyRWI/+vXrx5uGwpAeGlkHjX6ptPRZeejak5+fL2wyIgnNmzfHu3fvqjynNnTUUljwZMglX3/9NX7//XfMmTMHY8eORd++fYV78RQVFZGZmYmkpCRcuXIFjRo1go+PD5o2bVqtXVVVVRQXF0vsR8OGDdGwYcOafCuMGlBd1hEaGorNmzdzyjpk1S+Vlj5bV7v2FBUVcQpakvQMrk0dlQVPhtzSv39/BAUFYfPmzbh8+TKuXLkiLCIihKBBgwYYPHgw1qxZI3H/2fbt2+POnTsS+5CcnIxWrVpJ5T+jZtDKOmqjXyqtqlBp7NLUUfmGto5aFSx4MuSa7777Dj4+Pnj58iWuX79ebi+egYGB2GW67Oxs2NnZYfv27dDT0xO+bmpqil27dsHR0bFaLTU1NRWRkZGclnkZ/EEr66jNfqk0qkK52qUx/aSUR48e4erVqxKdW7rkXBWPHz/G7NmzJb6+kZERDhw4IPH5VcEKhhhfJFlZWTAyMoKPjw8GDBggfP3NmzcYOXIkGjRogC1btmDQoEEi35+YmIg1a9YgNzcXYWFhnKZqMPhh/PjxwiV5SZg+fTqKi4vh7+9f5Xm0OxfR6q5T17v2aGlpcdpeRgiBQCCocguQjo4OfvnlF9jY2EhkMzQ0FKtWreK0uiQOlnkyGGVQV1fHb7/9hjlz5sDBwQEdOnQQaqlFRUXIysrC9evXkZaWBhUVFXh6erLAWUvQyjpoZV409FmadsvChz4raYDjAg0dVVJY8GQwKmBgYICwsDBs27YNCQkJCA0NLXe8cePGsLa2xsKFC9G6deta8pJBo3qzLHxWsNLSZ+Wpa8+WLVvKff3hwweoqqpK7Udtw4IngyGC1q1b47fffkNeXh7u37+PzMxMKCoqQkNDA927dxfb01aclsrgH1lmHTXNvGjps/LctWf06NGws7PDrFmzauQH3zqqpLDgyWBUQZMmTaCvry/x+SUlJXjx4gU+fvxI0StGbSJN5kWrKlSeu/akp6cL5+PWhL1792Lv3r0SnVuqo/IBC54MBkNuqa2sA+CWedHSZ2nZlYWO2rt3b1y4cAF2dnac31sKDR1VUljwZDAYcgvtrIOvzIuWPivPXXusrKzw66+/YuTIkejbty+aN29eqfGEQCCAk5OTWBu1qaOy4MlgMOQSmlkH35kXLX1Wnrv2rFu3DgDw8OFDPHz4UOQ51QXPivClo0oCC54MBkMuoZV11Ga/1LqArLr2HDp0SFoXxcKXjioJ9eO3zWAwvnj4yjpoZV609Fl57dojyQBtrvCho0oKC56MLxI1NTUcOnQI3bt3r21XGDzBV9ZBK/Oipc/ybZf2/tmKXLx4EbGxsXj58iUWLVqERo0aISkpCWPGjIGysjInW3zoqJLCgifji0RJSYnKky+j9uAr66CRedHSZ+W5aw8hBMuXL0dYWJgwqNvb2yMtLQ1r1qxBWFgY9u3bh0aNGklsk4aOKg4WPBkMRr2Ar6yDRuZFS5+V5649/v7+OHXqFGbNmgUzMzN8//33AICBAwdixowZ8PHxgbe3N+bNmyexTRo6qjhY8GQwGPUCvrIOWWRetKpC5alrT3BwMExMTLB48WLk5OQIX2/SpAmWLVuGV69eISoqilPwlOVqEgueDAaPMC219pBl1lFTaFWFylPXnqdPn1apEw8YMAAJCQmc7QL86qjiYMGTweARpqXWHnz+3GlnXrSqQuWpa4+qqmqVy93p6emcOxfR0FHFwYIng8GoV/CRddDOvGhVhcpT155+/fohODgYU6dOrXTs9evXCAwMhIGBASebNHRUcbBh2AwGo14gKus4ePAg3r17h/nz58PAwECirGPFihVSXb9i0KkKLS2tas+pbhC0rOyamppS0WcfPHiAcePGQUNDA0OHDoWfnx+mTp0KBQUFHD9+HB8+fEBAQAB0dHQktjlq1Ch06NABnp6eyMnJwYABA8oNvF+0aBHu37+PyMjIGvvPMk8Gg1Ev4CvrkEXmRUuflaeuPd999x0OHDiAVatWwdfXF8D/+9+mTRvs2LGDU+AE6OqoFWHBk8Fg1AtoVG8CdCpjaeni8ta1R19fH1FRUbh37x4eP34MQgjatm0LHR2dSsvNkkBDRxUHC54MBqNeQCvroNkvlVZVqDx07cnNzYWamhqAz8vNopac/f39RWqi4qCho4qDBU8Gg1EvoJV10Mi8aFWFylPXHnt7e/j5+aFJkyaVjj1//hw///wz/vrrL07Bc968eRg3bhxsbGwwdOhQCAQCJCQk4Pz580IdlUv3qKpgwZPBYNQLaGUdNDIvWlWh8tS15/79+3BwcIC3tzcaN24sfN3X1xe///47Pnz4gNGjR3OySUNHFQertmUwGPUCGtWbAJ0KVlpVobKsNq0pZ86cwcKFC6Grq4sDBw7g9evX+Pnnn3Hjxg20bdsW69evx6BBg6S2z5eOKg6WeTIYjHoBrayDRuZFS5+Vp649JiYm8PDwEC61Pn/+HIWFhZg+fToWLFgg1RI7DR1VHCx4MhiMegPf1ZsAnQpWWvqsvHXtMTY2xp49ezB37lwUFhbC19cXhoaGnO2UQkNHFUeDGltgMBiMOkBubq7w/7W0tGBhYQFLS0v06tVLGDj9/f2ltn/x4kWsXbsWs2bNQkpKCp48eYKgoCAUFBRwtlWqz+bn51c6VhN9lobdUh3VwcEBISEhKFX6SnXUv/76C97e3tXauX79ush/qqqqcHR0RHFxMfbs2YMbN26UO86FUh31/fv35V739fWFtbU1rl69Cmtra042xcE0TwaDUS8YO3asRFkH1649fHUuKgstfbYud+3R0tKqso1haSiqeA6X3xdtHbUsbNmWwWDUC2hUbwJ0Klhp6bN1uWvP3LlzpZq+wgUaOqo4WPBkMBj1gt9//x0LFy6Eo6Mjr1kHrc5FNPRZGnb50lH5aMYuCXzrqOJgwZPBYNQLaGUdNCpYaVWFynvXnorcunULvXr1EntcnCZaqqPu3LkTe/bsgaKiIsoqlH369Kmxbyx4MhiMegONrINGBSutqlB56tpTXFyMnTt34uzZs8jPz0dJSUm5Y+/evUN+fn6VmuekSZOqXQq+dOkSLl++XO41rrq3KFjwZDAYcomssg4amRctfVaeuvbs3bsXXl5eUFFRQZMmTZCVlYV27dohJycH79+/h6qqarVBWRY6qjhYtS2DwZBLZFG9CdCpYKVVFSpPXXssLS2hpKSEI0eOIDs7G6ampoiLi0Pbtm0REBCAX375BTt37oSpqanU/tKEBU8GgyGX7Nq1S6qsw9nZmfN7rl27hlWrVuHx48flXm/Tpg3Wr1+PwYMHc7Z57tw5zJs3Dx07dhTqs9OmTatxVSjfdsvqqOKQRp/t1asXFixYAHt7ewCAgYEB1qxZI9yHOW/ePLx586ZGe3NFUZ2OKils2ZbBYMglsqreBOhUxtKqCpWXrj0CgaBcUO7QoQP++ecf4dcDBgzA7t27OdnkQ0eVFBY8GQzGF4M0WQcfFay09FlZ6L609Nl27dohNTVV+HX79u3LBU9CCPLy8jjZ5ENHlRS2bMtgMOoFtLIOPjoX0dJn5blrz44dO3D48GH8/PPPsLW1xdGjR+Hq6ooDBw6ga9eucHBwwKdPnxARESGxTVnqqCzzZDAY9QJaWQcfmRetqlB57toza9YsnD9/HmvWrIGZmRlsbW3h5eWFH374QXjOypUrOdl88eIFFixYgCZNmgj/3bhxA+3bt8fkyZPx559/wt/fn58iJMJgMBj1AAsLC2JtbU3evXtHnj59SjQ1NcmzZ89IcXExOXz4MNHU1CQxMTGc7cbHxxMdHR0yadIkkp+fTx4/fkwmTpxItLS0iImJCUlMTKTw3dQ9EhMTSa9evUiPHj1IUlISLzYLCwtJXFyc8Otnz56Rn3/+mfz4448kODiYs71evXqRkJAQ4dc2NjbE1dVV+PWRI0fIoEGDaub0f7DMk8Fg1AtoZR2y7JdaFr6qQrnalWXXHkVFRQwfPlz4dfv27bFp0ybOdkqhoaOKgwVPBoNRL6BRvVkK3xWstPTZuty15/Xr1xJ8B5Vp2bKlxOcOHToUhw8fRqdOnWBrawsDAwO4uroiKSkJXbt2xfHjx9G2bVup/KgIC54MBqNewFfWIYvMi5Y+W5e79gwZMoTzewQCAVJSUiQ+n4aOKg4WPBkMRr2Ar6xDFv1SIyIioKmpWa4q1MfHp1xVaPfu3SW2x6ddWvtnSx80WrRogQEDBkBRkf/w07RpUxw/fhxnz55F06ZNAQABAQHYu3cv3rx5g6FDhwpHytUUtlWFwWDUC96+fYupU6fin3/+wZUrV6CgoAAzMzP8+++/wnNWrlyJKVOmVGlHFp2LaHXXqctdezw8PBAVFYXU1FSoqalhxIgRsLKyQv/+/WutP21NYJkng8GoF/CVdciicxEtfbYud+1xdnaGs7Mz/vnnH0RERCA6OhrHjx9H8+bNYWZmBktLS+jr63PyTRY6qjhY8GQwGPUGvqs3JYVrZSytqlB56NrTrVs3dOvWDYsWLUJKSgoiIyMRExODI0eOoFWrVrCwsICFhQV0dXWrtSULHVUcLHgyGAy5RFZZB43KWFpVoTTs0tJnAaBHjx7o0aMHlixZguTkZERFRSEmJga+vr5o164dLC0tsWjRIrHvl4WOKg6meTIYDLlEmhu2NFmHp6cndu3aVWXmVbrnU1L40mdlYVfWOuo///wDd3d3JCQkQCAQVPlQUps6Kss8GQyGXCKrrING5kWrKpSGXZr7Z0u5d+8eoqOjERMTgydPnoAQAl1dXVhYWFT5Pho6qqSwzJPBYMglsso6aquCta4wcuRI/O9//8NPP/0EAFiwYAE+fPiAffv2AQCOHDkCV1dX3Lx5k5PdlJQUxMTEIDo6Gs+ePRMGTHNzc5ibm6NNmzZS+VtWR33+/DlnHVVSWObJYDDkElllHXxkXrT0WXnr2nP79m3ExMQgJiYGaWlpIISgZ8+eWLp0aY0CZllqqqNKCss8GQxGvYFG1sFH5kVLn5WF7suXjjps2DCkp6cDAHR0dGBhYQEzMzPe2uVVBRcdVVJY5slgMOoNNLIOPjIvWvqsPHXtefnyJQQCATp06ICvvvoKiYmJSExMrPI9AoEA3t7eUvktrY4qKSzzZDAY9ZqaZh18ZF609Fl56tqjpaXF+T1cf1+0dFSRvrHgyWAw6htVZR0zZszgbK+oqAhnz54VNmB4/vy5VBWsZfXZZ8+e8abP8mm3Nrv2VEV2djbs7Oywfft26OnpCV8Xp6NaWFjwHjDLwoIng8GoF8gy6+ADWlWhNbUrq/2zXMnKyoKRkRF8fHwwYMAAALWro7LgyWAw5BYaWUdtZF5l9dn09HTeqkKlsVu6vMpVR92yZUuNfK0OUcFTS0tLqKNKGjBroqOWs8OCJ4PBkEdoZR21mXnRqArlareu6qjigidXWLUtg8H4oqFVvSnrfqm0qkLlsWsPV+7du1ej94vTUSWBBU8GgyG3EELw9OlTPH36VKLzJcmcnJ2dhZnX+fPnqWRe4vTZmjYL4NMun9NP6iolJSV48eIFPn78yPm9bNmWwWB8kVSXdfBdGUurKlTW1aa09NnqELVsW5s2WebJYDC+SKrLOvjMvCrqsxMnTuRFn6Vltyp0dXWhq6sLGxsboY66b98+6sGzrsGCJ4PBYFRDTTsX0dJn61vXHnmCBU8Gg8HggLSZFw19lqbdUmjps/IOC54MBoMhIdJmXrSqQmnZlcX0E3mHBU8Gg8GogrqQedWkKpSr3drQUSVBTU0Nhw4dkmofLg1Y8GQwGIwKfMmZl6x1VElRUlJC3759qV6DCyx4MhgMRhnqNhpvugAAB/hJREFUauYlS2jrqPUBFjwZDAajDHU185IVtdm1R55gwZPBYDAqwDIv6aGlz9KgJjoqC54MBoNRBpZ5fTnUREdlwZPBYHyR0KrelKfMiyE9LHgyGIwvkrpWvcmQLxrUtgMMBoPBYMgbLHgyGAwGg8ERtmzLYDAYdRxa+mxd69ojT7DgyWAwGHUcWvos032lhy3bMhgMBoPBERY8GQwGg8HgCFu2ZTAYDAZvfCk6KgueDAaDweCNL0VHFRBCSG07wWAwGPWFwsJC3LhxA927d8dXX31V2+4wKMGCJ4PBYDAYHGEFQwwGg8FgcIQFTwaDwWAwOMKCJ4PBYDAYHGHBk8FgAABOnDgBTU1NuLu7y+R6//77L44cOSKTazEYfMOCJ4PBkDn//vsvTE1Ncfr06dp2hcGQCrbPk8FgAADMzMzQt29fNG3alPq1Pnz4gLy8POrXYTBowYIng8EAADRu3BiNGzeubTcYDLmALdsyGHWQ5cuXQ1NTE8+fP8fmzZsxcOBA6OnpYfz48YiJiSl3rqamJpycnHDs2DEMGjQIvXr1gouLi/D4gwcPsHjxYgwaNAg6OjowNjbG6tWr8fLly3J2xGmenz59gpeXF0aOHAldXV0YGhrCwcEBV69eFen706dPsXLlSgwZMgS6urowMzPDtm3b8ObNGwDArl27YGJiAgC4fv06NDU1sWvXrpr+yBgMmcKCJ4NRh1m0aBFOnDgBU1NTWFlZ4fHjx5g/fz4OHDhQ7rzbt29j06ZNGDZsGKytrWFgYAAASExMhK2tLSIjI9GzZ09MmTIF3377LYKCgmBjY4O7d+9Wef0PHz5g2rRpcHNzg7KyMiZOnAhzc3MkJydj2rRpOHHiRLnzb9y4AVtbWxw/fhzfffcdJk+ejJYtW+LgwYOYMWMG3r9/j759+2LatGkAgNatW8PZ2fmLaOfGqGcQBoNR51i2bBnp1q0bMTQ0JE+fPhW+/uzZM9K/f3+ira1Nnj17RgghpFu3bqRbt24kICCgnI28vDzhuRcuXCh37NixY6Rbt27E3NycFBcXE0IIOX78OOnWrRtxc3MTnrdlyxbSrVs34urqSkpKSoSvv3r1ivzvf/8jOjo6JD09nRBCSElJCTEzMyNaWlokLi6u3PU2btxIunXrRnx8fAghhDx//px069aNTJgwoYY/KQajdmCZJ4NRh7G3t0eHDh2EX7dv3x729vYoLCysVKlqYWFR7us//vgD2dnZsLW1hZGRUblj48aNQ9++ffHo0SMkJSWJvHZxcTGCg4PRrFkzLFq0CAKBQHisZcuWmDlzJgoKCnDq1CkAQHJyMh4/foyhQ4di+PDh5Ww5OTlh1qxZ6NKlC/cfAoNRB2EFQwxGHWbAgAGVXuvduzcAICUlRfiampoa1NTUyp1Xerxfv34ibRsaGiIpKQl3795F//79Kx1//Pgx8vLy0KpVK+zevbvS8RcvXgAA7ty5U+56enp6lc5t0aIFlixZItIPBkMeYcGTwajDtGrVqtJr33zzDQDg7du3wtdUVFQqnffu3TsAQJMmTUTabtmyJQAgPz9f5PHc3FwAwKtXr+Dh4SHWx9LzSguC2CQRxpcAC54MRh3m48ePlV4rDZrNmjWr8r2lQTMjI0Pk8dKgp66uLvJ46baVwYMHVypQEkWjRo0A/H/Qrsj79+/ZVhhGvYFpngxGHebWrVuVXrt+/ToAoFevXlW+t0ePHgAgVtO8cuUKgM9bXUTRuXNnqKio4N69eygoKKh0/OrVq9i+fTsuXboEANDS0gLwWfusyLt379C3b19Mnz4dAMrppwyGPMKCJ4NRh9m9ezeysrKEXz99+hQHDhxA48aNYWVlVeV7TUxMoK6ujtOnT+P8+fPljp08eRKJiYno2LEj+vTpI/L9ysrKsLa2RmZmJlxdXVFSUiI8lpOTg9WrV2P//v349OkTAMDAwADt27fHH3/8gcTExHK29uzZg6KiIgwcOBAAoKj4edGrsLBQwp8Eg1G3YMu2DEYdJisrC6NHj4aJiQkKCwsRGxuLDx8+YMuWLULtUxyNGzfGr7/+CmdnZzg5OcHY2BidOnXCvXv3cOnSJairq8PNzQ0NGoh/hl66dClu3ryJQ4cO4cqVK+jbty+KiooQGxuLf//9F99//z2GDBkCAFBQUMDWrVsxa9YszJo1C8OGDUOHDh1w+/ZtXL16FXp6esLMs1mzZmjYsCFSUlLwyy+/YODAgcLGCQyGPMCCJ4NRh/nll19w8eJFxMTEoLi4GL1798bs2bNhaGgo0fuNjY0RHBwMLy8vXLlyBYmJidDQ0MDkyZPh6OgosiCpLE2bNkVgYCB8fHwQFRWFY8eOoVGjRujUqRN++uknWFtbl1uCNTAwQEhICHbv3o3Lly/j7Nmzwm0tc+fOhbKyMgBASUkJGzZswG+//YZjx44hPz+fBU+GXCEghJDadoLBYJRn+fLlCA0NhY+Pj3CpkzYhISFYuXIl5s6di/nz58vkmgyGvMI0TwaDAeD/q3Ir7hdlMBiVYcu2DMYXTnx8POLj43HmzBkAgL6+fi17xGDUfVjmyWB84dy8eRNRUVFo2LAhVqxYAR0dndp2icGo8zDNk8FgMBgMjrDMk8FgMBgMjrDgyWAwGAwGR1jwZDAYDAaDIyx4MhgMBoPBERY8GQwGg8HgCAueDAaDwWBwhAVPBoPBYDA4woIng8FgMBgcYcGTwWAwGAyO/B9lpwlbLSpxCQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_params['project'].value_counts().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b4cd9157",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='project'>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_params.groupby('project').count()['contract'].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "e965ce8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "contract\n",
       "IColony                                 337\n",
       "Moloch                                  265\n",
       "DisputeManager                          223\n",
       "ColonyDataTypes                         183\n",
       "KlerosLiquid                            167\n",
       "VotingReputation                        167\n",
       "Controller                              156\n",
       "JurorsRegistry                          144\n",
       "GnosisSafe                              139\n",
       "CourtSubscriptions                      126\n",
       "Colony                                  121\n",
       "OffchainVotingContract                  118\n",
       "ColonyFunding                           111\n",
       "GenesisProtocolLogic                    106\n",
       "ReputationMiningCycleRespond            105\n",
       "DaoRegistry                             100\n",
       "KlerosGovernor                           96\n",
       "IColonyNetwork                           94\n",
       "ColonyTask                               88\n",
       "FundingQueue                             81\n",
       "ContributionReward                       80\n",
       "ContributionRewardExt                    80\n",
       "ColonyStorage                            79\n",
       "CRVoting                                 78\n",
       "TimelockController                       74\n",
       "GovernToken                              73\n",
       "Comp                                     69\n",
       "ContinuousLocking4Reputation             69\n",
       "Competition                              68\n",
       "ColonyExpenditure                        65\n",
       "ERC1155TokenExtension                    65\n",
       "GovernorBravoEvents                      64\n",
       "ColonyNetworkDataTypes                   64\n",
       "ReputationMiningCycle                    63\n",
       "DaoHelper                                60\n",
       "IReputationMiningCycle                   59\n",
       "GovernorBravoDelegate                    59\n",
       "TokenLocking                             59\n",
       "BankExtension                            58\n",
       "KycOnboardingContract                    58\n",
       "GovernorBravoDelegateStorageV1           54\n",
       "Governor                                 53\n",
       "LendNFTContract                          51\n",
       "CourtConfig                              51\n",
       "OffchainVotingHelperContract             50\n",
       "ITokenLocking                            50\n",
       "OneTxPayment                             50\n",
       "AbsoluteVote                             48\n",
       "Timelock                                 47\n",
       "ReputationMiningCycleDataTypes           47\n",
       "OnboardingContract                       46\n",
       "IGovernor                                46\n",
       "ColonyNetwork                            45\n",
       "GovernorCompatibilityBravo               43\n",
       "CoinMachine                              43\n",
       "MolochPool                               42\n",
       "ColonyRoles                              42\n",
       "SchemeRegistrar                          42\n",
       "Avatar                                   41\n",
       "OffchainVotingHashContract               41\n",
       "TokenLockingDataTypes                    41\n",
       "ColonyNetworkMining                      41\n",
       "NFTExtension                             41\n",
       "Locking4Reputation                       40\n",
       "GlobalConstraintRegistrar                40\n",
       "ACL                                      40\n",
       "GenericSchemeMultiCall                   39\n",
       "SnapshotProposalContract                 38\n",
       "UpgradeScheme                            36\n",
       "ColonyNetworkStorage                     35\n",
       "Auction4Reputation                       35\n",
       "DxDaoSchemeConstraints                   35\n",
       "GenesisProtocol                          34\n",
       "DistributeContract                       34\n",
       "TributeNFTContract                       34\n",
       "IntVoteInterface                         33\n",
       "TimelockInterface                        32\n",
       "GenericScheme                            32\n",
       "VoteInOrganizationScheme                 32\n",
       "IArbitrable                              31\n",
       "IDisputeManager                          31\n",
       "CourtClock                               31\n",
       "CourtTreasury                            31\n",
       "DSPrism                                  30\n",
       "IGovernorCompatibilityBravo              30\n",
       "DaoCreator                               30\n",
       "DutchAuction                             30\n",
       "ERC20Extension                           29\n",
       "DSRoles                                  28\n",
       "GovernQueue                              28\n",
       "DSPause                                  28\n",
       "DomainRoles                              27\n",
       "GovernMinter                             25\n",
       "CouponOnboardingContract                 25\n",
       "Redeemer                                 25\n",
       "MerkleDistributor                        24\n",
       "ERC3000Data                              24\n",
       "GovernorTimelockCompound                 24\n",
       "VotingContract                           24\n",
       "WETH                                     23\n",
       "DSChiefApprovals                         23\n",
       "SignalScheme                             23\n",
       "GovernorTimelockControl                  23\n",
       "CourtConfigData                          23\n",
       "RagequitContract                         22\n",
       "Reputation                               21\n",
       "ReputationFromToken                      21\n",
       "TributeContract                          21\n",
       "InternalTokenVestingExtension            21\n",
       "VotingMachineCallbacks                   20\n",
       "LockingToken4Reputation                  20\n",
       "DAOTracker                               20\n",
       "DaoArtifacts                             20\n",
       "ReputationMiningCycleStorage             20\n",
       "DaoFactory                               19\n",
       "ColonyPayment                            19\n",
       "OwnerManager                             19\n",
       "IManaging                                19\n",
       "OrganizationRegister                     19\n",
       "GovernorSettings                         18\n",
       "ColonyNetworkENS                         18\n",
       "ICompoundTimelock                        18\n",
       "DSGuard                                  17\n",
       "Whitelist                                17\n",
       "ColonyNetworkExtensions                  17\n",
       "AragonCourt                              17\n",
       "ReputationAdmin                          17\n",
       "AdaptativeERC165                         17\n",
       "ERC827Token                              16\n",
       "GovernTokenFactory                       16\n",
       "ERC20                                    16\n",
       "FixedReputationAllocation                16\n",
       "TransitionScheme                         16\n",
       "ExternalLocking4Reputation               16\n",
       "StateChannelModule                       16\n",
       "IJurorsRegistry                          16\n",
       "DailyLimitModule                         15\n",
       "VotingMachineCallbacksInterface          15\n",
       "SocialRecoveryModule                     15\n",
       "ReputationMiningCycleCommon              15\n",
       "ManagingContract                         15\n",
       "ICRVoting                                15\n",
       "TokenSupplier                            15\n",
       "GovernorCountingSimple                   14\n",
       "Executor                                 14\n",
       "GenericSchemeMultiCallFactory            14\n",
       "SimpleSchemeConstraints                  14\n",
       "GovernBaseFactory                        14\n",
       "SafeERC20                                14\n",
       "ReputationMiningCycleBinarySearch        14\n",
       "ModuleManager                            13\n",
       "IERC3000Registry                         13\n",
       "Govern                                   13\n",
       "TokenCapGC                               13\n",
       "GuildKickHelper                          13\n",
       "ERC20TransferStrategy                    12\n",
       "CompetitionFactory                       12\n",
       "ContinuousLocking4ReputationFactory      12\n",
       "FinancingContract                        12\n",
       "SignaturesContract                       12\n",
       "MolochSummoner                           12\n",
       "LockingEth4Reputation                    11\n",
       "EvaluatedExpenditure                     11\n",
       "ERC20TokenExtensionFactory               11\n",
       "IMetaColony                              10\n",
       "ERC20Extended                            10\n",
       "CommonStorage                            10\n",
       "GovernorBravoDelegator                   10\n",
       "DepositLib                               10\n",
       "ERC1167ProxyFactory                      10\n",
       "Signatures                               10\n",
       "IDistribute                              10\n",
       "IConfiguration                           10\n",
       "SchemeConstraints                        10\n",
       "GovernanceHelper                         10\n",
       "IArbitrator                              10\n",
       "GovernRegistry                            9\n",
       "ControlledRecoverable                     9\n",
       "ColonyAuthority                           9\n",
       "ERC20TransferStrategySimple               9\n",
       "DAOToken                                  9\n",
       "WhitelistModule                           9\n",
       "IVoting                                   9\n",
       "RepAllocation                             9\n",
       "ContractRecoveryDataTypes                 9\n",
       "IERC3000Executor                          9\n",
       "IOnboarding                               8\n",
       "PolicyRegistry                            8\n",
       "TokenLockingStorage                       8\n",
       "GuildKickContract                         8\n",
       "DSChief                                   8\n",
       "BankFactory                               8\n",
       "IFinancing                                8\n",
       "ISignatures                               8\n",
       "GovernQueueStateLib                       8\n",
       "RageQuitWithToken                         8\n",
       "InternalTokenVestingExtensionFactory      7\n",
       "GuildBank                                 7\n",
       "DSSpell                                   7\n",
       "NFTCollectionFactory                      7\n",
       "MemberGuard                               7\n",
       "ColonyExtension                           7\n",
       "IGovernorTimelock                         7\n",
       "ConfigurationContract                     7\n",
       "GovernorVotesQuorumFraction               7\n",
       "ExecutorExtensionFactory                  7\n",
       "BitmapLib                                 7\n",
       "ERC1271ExtensionFactory                   7\n",
       "ERC1155TokenCollectionFactory             7\n",
       "DSAuth                                    6\n",
       "ProxyFactory                              6\n",
       "DSGuardEvents                             6\n",
       "Controlled                                6\n",
       "IGuildKick                                6\n",
       "KlerosLiquidExtraViews                    6\n",
       "GovernorBravoDelegatorStorage             6\n",
       "KickBadReporterAdapter                    6\n",
       "GlobalConstraintInterface                 6\n",
       "ExecutorExtension                         6\n",
       "ReimbursableLib                           6\n",
       "ITreasury                                 6\n",
       "BankAdapterContract                       6\n",
       "IERC20TransferStrategy                    6\n",
       "Multicall                                 5\n",
       "IRecovery                                 5\n",
       "Resolver                                  5\n",
       "AdapterGuard                              5\n",
       "Reimbursable                              5\n",
       "Ownable                                   5\n",
       "ContractRecovery                          5\n",
       "ERC1155AdapterContract                    5\n",
       "SignatureDecoder                          5\n",
       "ICRVotingOwner                            5\n",
       "PayingProxy                               5\n",
       "ApproveAndCallFallBack                    4\n",
       "CompInterface                             4\n",
       "GovernorVotesComp                         4\n",
       "CommonAuthority                           4\n",
       "GovernorVotes                             4\n",
       "GovernQueueFactory                        4\n",
       "GovernorProposalThreshold                 4\n",
       "IConfig                                   4\n",
       "IRagequit                                 4\n",
       "BaseSafe                                  4\n",
       "Forwarder                                 4\n",
       "FairShareHelper                           3\n",
       "Agreement                                 3\n",
       "IACLOracle                                3\n",
       "ACLData                                   3\n",
       "IClock                                    3\n",
       "ConfigConsumer                            3\n",
       "Initializable                             3\n",
       "CloneFactory                              3\n",
       "IEtherRouter                              3\n",
       "GovernFactory                             3\n",
       "ISignatureValidator                       3\n",
       "AddressUtils                              3\n",
       "DSAuthority                               3\n",
       "DSPauseProxy                              3\n",
       "DSSpellBook                               3\n",
       "SecuredTokenTransfer                      3\n",
       "DelegateConstructorProxy                  2\n",
       "Token                                     2\n",
       "EtherRouter                               2\n",
       "DSChiefFab                                2\n",
       "IExtension                                2\n",
       "GovernorBravoDelegateStorageV2            2\n",
       "DSAuthEvents                              2\n",
       "ProposalExecuteInterface                  2\n",
       "GenesisProtocolInterface                  2\n",
       "Proxy                                     2\n",
       "DaoRegistryAdapterContract                2\n",
       "ISubscriptions                            2\n",
       "QuorumVote                                2\n",
       "MasterCopy                                2\n",
       "DSGuardFactory                            1\n",
       "IFactory                                  1\n",
       "CurveInterface                            1\n",
       "UniversalSchemeInterface                  1\n",
       "UniversalScheme                           1\n",
       "ControllerCreator                         1\n",
       "ReentrancyGuard                           1\n",
       "ColonyNetworkAuthority                    1\n",
       "Module                                    1\n",
       "ColonyNetworkAuction                      1\n",
       "PriceOracleInterface                      1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_params['contract'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "2f6d92e5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\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>parameter_name</th>\n",
       "      <th>object_id</th>\n",
       "      <th>contract</th>\n",
       "      <th>type</th>\n",
       "      <th>type_category</th>\n",
       "      <th>initial_value</th>\n",
       "      <th>visibility</th>\n",
       "      <th>description</th>\n",
       "      <th>full_comment</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>project</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>_Aragon - Aragon Court</th>\n",
       "      <td>ERROR_SUBSCRIPTION_NOT_PAID</td>\n",
       "      <td>AragonCourt.AragonCourt@12</td>\n",
       "      <td>AragonCourt</td>\n",
       "      <td>string</td>\n",
       "      <td>string</td>\n",
       "      <td>NaN</td>\n",
       "      <td>private</td>\n",
       "      <td>Arbitrable interface ID based on ERC-165</td>\n",
       "      <td>Arbitrable interface ID based on ERC-165</td>\n",
       "      <td>https://github.com/aragon/aragon-court/blob/v1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_Aragon - Aragon Govern</th>\n",
       "      <td>ANY_ADDR</td>\n",
       "      <td>GovernBaseFactory.GovernBaseFactory@16</td>\n",
       "      <td>GovernBaseFactory</td>\n",
       "      <td>address</td>\n",
       "      <td>address</td>\n",
       "      <td>NaN</td>\n",
       "      <td>internal</td>\n",
       "      <td>erc165 interface ID -&gt; whether it is supported</td>\n",
       "      <td>erc165 interface ID -&gt; whether it is supported</td>\n",
       "      <td>https://github.com/aragon/govern/blob/v1.0.0-b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_Colony - Colony Network</th>\n",
       "      <td>colonyNetwork</td>\n",
       "      <td>TokenLockingDataTypes.ColonyNetworkSet@23</td>\n",
       "      <td>TokenLockingDataTypes</td>\n",
       "      <td>address</td>\n",
       "      <td>address</td>\n",
       "      <td>NaN</td>\n",
       "      <td>default</td>\n",
       "      <td>User's lock count</td>\n",
       "      <td>User's lock count</td>\n",
       "      <td>https://github.com/JoinColony/colonyNetwork/bl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_Compound - Governor Bravo</th>\n",
       "      <td>id</td>\n",
       "      <td>GovernorBravoEvents.ProposalCreated@7</td>\n",
       "      <td>GovernorBravoEvents</td>\n",
       "      <td>uint</td>\n",
       "      <td>uint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>The address which casted a vote</td>\n",
       "      <td>@notice Administrator for this contract</td>\n",
       "      <td>https://github.com/notchia/metagov/blob/main/d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_DAOstack - Alchemy</th>\n",
       "      <td>decimals</td>\n",
       "      <td>Reputation.Reputation@14</td>\n",
       "      <td>Reputation</td>\n",
       "      <td>uint8</td>\n",
       "      <td>uint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>Number of decimals of the smallest unit</td>\n",
       "      <td>Number of decimals of the smallest unit</td>\n",
       "      <td>https://github.com/daostack/alchemy-monorepo/b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_Gnosis - Gnosis Safe</th>\n",
       "      <td>VERSION</td>\n",
       "      <td>GnosisSafe.GnosisSafe@19</td>\n",
       "      <td>GnosisSafe</td>\n",
       "      <td>string</td>\n",
       "      <td>string</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>keccak256( \"EIP712Domain(uint256 chainId,addre...</td>\n",
       "      <td>keccak256(\\n\"EIP712Domain(uint256 chainId,addr...</td>\n",
       "      <td>https://github.com/gnosis/safe-contracts/blob/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_Kleros - Kleros</th>\n",
       "      <td>parent</td>\n",
       "      <td>KlerosLiquid.Court@48</td>\n",
       "      <td>KlerosLiquid</td>\n",
       "      <td>uint96</td>\n",
       "      <td>uint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>The parent court.</td>\n",
       "      <td>The parent court.</td>\n",
       "      <td>https://github.com/kleros/kleros/blob/master/c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_MakerDAO - Maker Protocol (Auth)</th>\n",
       "      <td>src</td>\n",
       "      <td>DSAuthority.canCall@18</td>\n",
       "      <td>DSAuthority</td>\n",
       "      <td>address</td>\n",
       "      <td>address</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>https://github.com/dapphub/ds-auth/blob/master...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_MakerDAO - Maker Protocol (Chief)</th>\n",
       "      <td>slates</td>\n",
       "      <td>DSChiefApprovals.DSChiefApprovals@27</td>\n",
       "      <td>DSChiefApprovals</td>\n",
       "      <td>mapping (bytes32 =&gt; type:ArrayTypeName)</td>\n",
       "      <td>map</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>voting token that gets locked up</td>\n",
       "      <td>voting token that gets locked up</td>\n",
       "      <td>https://github.com/dapphub/ds-chief/blob/maste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_MakerDAO - Maker Protocol (Guard)</th>\n",
       "      <td>src</td>\n",
       "      <td>DSGuardEvents.LogPermit@23</td>\n",
       "      <td>DSGuardEvents</td>\n",
       "      <td>bytes32</td>\n",
       "      <td>bytes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>https://github.com/dapphub/ds-guard/blob/maste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_MakerDAO - Maker Protocol (Pause)</th>\n",
       "      <td>owner_</td>\n",
       "      <td>DSPause.setOwner@27</td>\n",
       "      <td>DSPause</td>\n",
       "      <td>address</td>\n",
       "      <td>address</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>--- data ---</td>\n",
       "      <td>--- data ---</td>\n",
       "      <td>https://github.com/dapphub/ds-pause/blob/maste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_MakerDAO - Maker Protocol (Prism)</th>\n",
       "      <td>GOV</td>\n",
       "      <td>DSPrism.DSPrism@23</td>\n",
       "      <td>DSPrism</td>\n",
       "      <td>DSToken</td>\n",
       "      <td>userdefined</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>top candidates in \"lazy decreasing\" order by vote</td>\n",
       "      <td>top candidates in \"lazy decreasing\" order by vote</td>\n",
       "      <td>https://github.com/dapphub/ds-prism/blob/maste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_MakerDAO - Maker Protocol (Roles)</th>\n",
       "      <td>_root_users</td>\n",
       "      <td>DSRoles.DSRoles@22</td>\n",
       "      <td>DSRoles</td>\n",
       "      <td>mapping (address =&gt; bool)</td>\n",
       "      <td>map</td>\n",
       "      <td>NaN</td>\n",
       "      <td>default</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>https://github.com/dapphub/ds-roles/blob/maste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_MakerDAO - Maker Protocol (Spell)</th>\n",
       "      <td>whom</td>\n",
       "      <td>DSSpell.DSSpell@23</td>\n",
       "      <td>DSSpell</td>\n",
       "      <td>address</td>\n",
       "      <td>address</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>https://github.com/dapphub/ds-spell/blob/maste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_Moloch - Moloch v1</th>\n",
       "      <td>supply</td>\n",
       "      <td>Token.constructor@6</td>\n",
       "      <td>Token</td>\n",
       "      <td>uint256</td>\n",
       "      <td>uint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>approved token contract reference</td>\n",
       "      <td>approved token contract reference</td>\n",
       "      <td>https://github.com/MolochVentures/moloch/blob/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_Moloch - Moloch v2</th>\n",
       "      <td>supply</td>\n",
       "      <td>Token.constructor@6</td>\n",
       "      <td>Token</td>\n",
       "      <td>uint256</td>\n",
       "      <td>uint</td>\n",
       "      <td>NaN</td>\n",
       "      <td>private</td>\n",
       "      <td>************ GLOBAL CONSTANTS *************</td>\n",
       "      <td>************\\nGLOBAL CONSTANTS\\n*************\\...</td>\n",
       "      <td>https://github.com/MolochVentures/moloch/blob/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_OpenLaw - Tribute</th>\n",
       "      <td>initialized</td>\n",
       "      <td>DaoRegistry.DaoRegistry@34</td>\n",
       "      <td>DaoRegistry</td>\n",
       "      <td>bool</td>\n",
       "      <td>bool</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>internally tracks deployment under eip-1167 pr...</td>\n",
       "      <td>internally tracks deployment under eip-1167 pr...</td>\n",
       "      <td>https://github.com/openlawteam/tribute-contrac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_OpenZeppelin - Governance</th>\n",
       "      <td>BALLOT_TYPEHASH</td>\n",
       "      <td>Governor.Governor@26</td>\n",
       "      <td>Governor</td>\n",
       "      <td>bytes32</td>\n",
       "      <td>bytes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>public</td>\n",
       "      <td>Restrict access to governor executing address....</td>\n",
       "      <td>@dev Restrict access to governor executing add...</td>\n",
       "      <td>https://github.com/OpenZeppelin/openzeppelin-c...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 parameter_name  \\\n",
       "project                                                           \n",
       "_Aragon - Aragon Court              ERROR_SUBSCRIPTION_NOT_PAID   \n",
       "_Aragon - Aragon Govern                                ANY_ADDR   \n",
       "_Colony - Colony Network                          colonyNetwork   \n",
       "_Compound - Governor Bravo                                   id   \n",
       "_DAOstack - Alchemy                                    decimals   \n",
       "_Gnosis - Gnosis Safe                                   VERSION   \n",
       "_Kleros - Kleros                                         parent   \n",
       "_MakerDAO - Maker Protocol (Auth)                           src   \n",
       "_MakerDAO - Maker Protocol (Chief)                       slates   \n",
       "_MakerDAO - Maker Protocol (Guard)                          src   \n",
       "_MakerDAO - Maker Protocol (Pause)                       owner_   \n",
       "_MakerDAO - Maker Protocol (Prism)                          GOV   \n",
       "_MakerDAO - Maker Protocol (Roles)                  _root_users   \n",
       "_MakerDAO - Maker Protocol (Spell)                         whom   \n",
       "_Moloch - Moloch v1                                      supply   \n",
       "_Moloch - Moloch v2                                      supply   \n",
       "_OpenLaw - Tribute                                  initialized   \n",
       "_OpenZeppelin - Governance                      BALLOT_TYPEHASH   \n",
       "\n",
       "                                                                    object_id  \\\n",
       "project                                                                         \n",
       "_Aragon - Aragon Court                             AragonCourt.AragonCourt@12   \n",
       "_Aragon - Aragon Govern                GovernBaseFactory.GovernBaseFactory@16   \n",
       "_Colony - Colony Network            TokenLockingDataTypes.ColonyNetworkSet@23   \n",
       "_Compound - Governor Bravo              GovernorBravoEvents.ProposalCreated@7   \n",
       "_DAOstack - Alchemy                                  Reputation.Reputation@14   \n",
       "_Gnosis - Gnosis Safe                                GnosisSafe.GnosisSafe@19   \n",
       "_Kleros - Kleros                                        KlerosLiquid.Court@48   \n",
       "_MakerDAO - Maker Protocol (Auth)                      DSAuthority.canCall@18   \n",
       "_MakerDAO - Maker Protocol (Chief)       DSChiefApprovals.DSChiefApprovals@27   \n",
       "_MakerDAO - Maker Protocol (Guard)                 DSGuardEvents.LogPermit@23   \n",
       "_MakerDAO - Maker Protocol (Pause)                        DSPause.setOwner@27   \n",
       "_MakerDAO - Maker Protocol (Prism)                         DSPrism.DSPrism@23   \n",
       "_MakerDAO - Maker Protocol (Roles)                         DSRoles.DSRoles@22   \n",
       "_MakerDAO - Maker Protocol (Spell)                         DSSpell.DSSpell@23   \n",
       "_Moloch - Moloch v1                                       Token.constructor@6   \n",
       "_Moloch - Moloch v2                                       Token.constructor@6   \n",
       "_OpenLaw - Tribute                                 DaoRegistry.DaoRegistry@34   \n",
       "_OpenZeppelin - Governance                               Governor.Governor@26   \n",
       "\n",
       "                                                 contract  \\\n",
       "project                                                     \n",
       "_Aragon - Aragon Court                        AragonCourt   \n",
       "_Aragon - Aragon Govern                 GovernBaseFactory   \n",
       "_Colony - Colony Network            TokenLockingDataTypes   \n",
       "_Compound - Governor Bravo            GovernorBravoEvents   \n",
       "_DAOstack - Alchemy                            Reputation   \n",
       "_Gnosis - Gnosis Safe                          GnosisSafe   \n",
       "_Kleros - Kleros                             KlerosLiquid   \n",
       "_MakerDAO - Maker Protocol (Auth)             DSAuthority   \n",
       "_MakerDAO - Maker Protocol (Chief)       DSChiefApprovals   \n",
       "_MakerDAO - Maker Protocol (Guard)          DSGuardEvents   \n",
       "_MakerDAO - Maker Protocol (Pause)                DSPause   \n",
       "_MakerDAO - Maker Protocol (Prism)                DSPrism   \n",
       "_MakerDAO - Maker Protocol (Roles)                DSRoles   \n",
       "_MakerDAO - Maker Protocol (Spell)                DSSpell   \n",
       "_Moloch - Moloch v1                                 Token   \n",
       "_Moloch - Moloch v2                                 Token   \n",
       "_OpenLaw - Tribute                            DaoRegistry   \n",
       "_OpenZeppelin - Governance                       Governor   \n",
       "\n",
       "                                                                       type  \\\n",
       "project                                                                       \n",
       "_Aragon - Aragon Court                                               string   \n",
       "_Aragon - Aragon Govern                                             address   \n",
       "_Colony - Colony Network                                            address   \n",
       "_Compound - Governor Bravo                                             uint   \n",
       "_DAOstack - Alchemy                                                   uint8   \n",
       "_Gnosis - Gnosis Safe                                                string   \n",
       "_Kleros - Kleros                                                     uint96   \n",
       "_MakerDAO - Maker Protocol (Auth)                                   address   \n",
       "_MakerDAO - Maker Protocol (Chief)  mapping (bytes32 => type:ArrayTypeName)   \n",
       "_MakerDAO - Maker Protocol (Guard)                                  bytes32   \n",
       "_MakerDAO - Maker Protocol (Pause)                                  address   \n",
       "_MakerDAO - Maker Protocol (Prism)                                  DSToken   \n",
       "_MakerDAO - Maker Protocol (Roles)                mapping (address => bool)   \n",
       "_MakerDAO - Maker Protocol (Spell)                                  address   \n",
       "_Moloch - Moloch v1                                                 uint256   \n",
       "_Moloch - Moloch v2                                                 uint256   \n",
       "_OpenLaw - Tribute                                                     bool   \n",
       "_OpenZeppelin - Governance                                          bytes32   \n",
       "\n",
       "                                   type_category  initial_value visibility  \\\n",
       "project                                                                      \n",
       "_Aragon - Aragon Court                    string            NaN    private   \n",
       "_Aragon - Aragon Govern                  address            NaN   internal   \n",
       "_Colony - Colony Network                 address            NaN    default   \n",
       "_Compound - Governor Bravo                  uint            NaN     public   \n",
       "_DAOstack - Alchemy                         uint            NaN     public   \n",
       "_Gnosis - Gnosis Safe                     string            NaN     public   \n",
       "_Kleros - Kleros                            uint            NaN     public   \n",
       "_MakerDAO - Maker Protocol (Auth)        address            NaN     public   \n",
       "_MakerDAO - Maker Protocol (Chief)           map            NaN     public   \n",
       "_MakerDAO - Maker Protocol (Guard)         bytes            NaN     public   \n",
       "_MakerDAO - Maker Protocol (Pause)       address            NaN     public   \n",
       "_MakerDAO - Maker Protocol (Prism)   userdefined            NaN     public   \n",
       "_MakerDAO - Maker Protocol (Roles)           map            NaN    default   \n",
       "_MakerDAO - Maker Protocol (Spell)       address            NaN     public   \n",
       "_Moloch - Moloch v1                         uint            NaN     public   \n",
       "_Moloch - Moloch v2                         uint            NaN    private   \n",
       "_OpenLaw - Tribute                          bool            NaN     public   \n",
       "_OpenZeppelin - Governance                 bytes            NaN     public   \n",
       "\n",
       "                                                                          description  \\\n",
       "project                                                                                 \n",
       "_Aragon - Aragon Court                       Arbitrable interface ID based on ERC-165   \n",
       "_Aragon - Aragon Govern                erc165 interface ID -> whether it is supported   \n",
       "_Colony - Colony Network                                            User's lock count   \n",
       "_Compound - Governor Bravo                            The address which casted a vote   \n",
       "_DAOstack - Alchemy                           Number of decimals of the smallest unit   \n",
       "_Gnosis - Gnosis Safe               keccak256( \"EIP712Domain(uint256 chainId,addre...   \n",
       "_Kleros - Kleros                                                    The parent court.   \n",
       "_MakerDAO - Maker Protocol (Auth)                                                None   \n",
       "_MakerDAO - Maker Protocol (Chief)                   voting token that gets locked up   \n",
       "_MakerDAO - Maker Protocol (Guard)                                               None   \n",
       "_MakerDAO - Maker Protocol (Pause)                                       --- data ---   \n",
       "_MakerDAO - Maker Protocol (Prism)  top candidates in \"lazy decreasing\" order by vote   \n",
       "_MakerDAO - Maker Protocol (Roles)                                               None   \n",
       "_MakerDAO - Maker Protocol (Spell)                                               None   \n",
       "_Moloch - Moloch v1                                 approved token contract reference   \n",
       "_Moloch - Moloch v2                       ************ GLOBAL CONSTANTS *************   \n",
       "_OpenLaw - Tribute                  internally tracks deployment under eip-1167 pr...   \n",
       "_OpenZeppelin - Governance          Restrict access to governor executing address....   \n",
       "\n",
       "                                                                         full_comment  \\\n",
       "project                                                                                 \n",
       "_Aragon - Aragon Court                       Arbitrable interface ID based on ERC-165   \n",
       "_Aragon - Aragon Govern                erc165 interface ID -> whether it is supported   \n",
       "_Colony - Colony Network                                            User's lock count   \n",
       "_Compound - Governor Bravo                    @notice Administrator for this contract   \n",
       "_DAOstack - Alchemy                           Number of decimals of the smallest unit   \n",
       "_Gnosis - Gnosis Safe               keccak256(\\n\"EIP712Domain(uint256 chainId,addr...   \n",
       "_Kleros - Kleros                                                    The parent court.   \n",
       "_MakerDAO - Maker Protocol (Auth)                                                None   \n",
       "_MakerDAO - Maker Protocol (Chief)                   voting token that gets locked up   \n",
       "_MakerDAO - Maker Protocol (Guard)                                               None   \n",
       "_MakerDAO - Maker Protocol (Pause)                                       --- data ---   \n",
       "_MakerDAO - Maker Protocol (Prism)  top candidates in \"lazy decreasing\" order by vote   \n",
       "_MakerDAO - Maker Protocol (Roles)                                               None   \n",
       "_MakerDAO - Maker Protocol (Spell)                                               None   \n",
       "_Moloch - Moloch v1                                 approved token contract reference   \n",
       "_Moloch - Moloch v2                 ************\\nGLOBAL CONSTANTS\\n*************\\...   \n",
       "_OpenLaw - Tribute                  internally tracks deployment under eip-1167 pr...   \n",
       "_OpenZeppelin - Governance          @dev Restrict access to governor executing add...   \n",
       "\n",
       "                                                                                  url  \n",
       "project                                                                                \n",
       "_Aragon - Aragon Court              https://github.com/aragon/aragon-court/blob/v1...  \n",
       "_Aragon - Aragon Govern             https://github.com/aragon/govern/blob/v1.0.0-b...  \n",
       "_Colony - Colony Network            https://github.com/JoinColony/colonyNetwork/bl...  \n",
       "_Compound - Governor Bravo          https://github.com/notchia/metagov/blob/main/d...  \n",
       "_DAOstack - Alchemy                 https://github.com/daostack/alchemy-monorepo/b...  \n",
       "_Gnosis - Gnosis Safe               https://github.com/gnosis/safe-contracts/blob/...  \n",
       "_Kleros - Kleros                    https://github.com/kleros/kleros/blob/master/c...  \n",
       "_MakerDAO - Maker Protocol (Auth)   https://github.com/dapphub/ds-auth/blob/master...  \n",
       "_MakerDAO - Maker Protocol (Chief)  https://github.com/dapphub/ds-chief/blob/maste...  \n",
       "_MakerDAO - Maker Protocol (Guard)  https://github.com/dapphub/ds-guard/blob/maste...  \n",
       "_MakerDAO - Maker Protocol (Pause)  https://github.com/dapphub/ds-pause/blob/maste...  \n",
       "_MakerDAO - Maker Protocol (Prism)  https://github.com/dapphub/ds-prism/blob/maste...  \n",
       "_MakerDAO - Maker Protocol (Roles)  https://github.com/dapphub/ds-roles/blob/maste...  \n",
       "_MakerDAO - Maker Protocol (Spell)  https://github.com/dapphub/ds-spell/blob/maste...  \n",
       "_Moloch - Moloch v1                 https://github.com/MolochVentures/moloch/blob/...  \n",
       "_Moloch - Moloch v2                 https://github.com/MolochVentures/moloch/blob/...  \n",
       "_OpenLaw - Tribute                  https://github.com/openlawteam/tribute-contrac...  \n",
       "_OpenZeppelin - Governance          https://github.com/OpenZeppelin/openzeppelin-c...  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_params.groupby('project').first()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "60154d60",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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