{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8e952ad8",
   "metadata": {
    "id": "8b7b34d5-2ef6-42ba-80c4-90f2e4785494"
   },
   "source": [
    "## Prerequisites\n",
    "\n",
    "Run this cell to prepare the environment. This step is obligatory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "903c5b12",
   "metadata": {
    "colab": {
     "background_save": true,
     "base_uri": "https://localhost:8080/"
    },
    "id": "kNJ3aTwQx7JZ",
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "!pip install retentioneering"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0dd0118",
   "metadata": {
    "id": "fhSvwo0f581_"
   },
   "source": [
    "The full text of [Clusters](https://doc.retentioneering.com/stable/doc/user_guides/clusters.html) user guide is available on the retentioneering website."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8819d94d",
   "metadata": {
    "id": "lzct7QG5PeQS"
   },
   "source": [
    "## Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0078427c",
   "metadata": {
    "colab": {
     "background_save": true
    },
    "id": "3403a908-8965-4c2e-853b-a3cc85b5bf7d"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import retentioneering\n",
    "from retentioneering import datasets\n",
    "\n",
    "stream = datasets.load_simple_shop()\\\n",
    "    .split_sessions(timeout=(30, 'm'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ede73ab2",
   "metadata": {
    "id": "tsNMgT75jU6N"
   },
   "source": [
    "## General usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a8b245c0",
   "metadata": {
    "colab": {
     "background_save": true,
     "base_uri": "https://localhost:8080/",
     "height": 594
    },
    "executionInfo": {
     "elapsed": 1721,
     "status": "ok",
     "timestamp": 1682927893400,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "9x_r5Ex1s6wO"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Daria/venv/rete_tools/lib/python3.8/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='clusters', ylabel='value'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from retentioneering.tooling.clusters import Clusters\n",
    "\n",
    "clusters = Clusters(eventstream=stream)\n",
    "features = clusters.extract_features(feature_type='tfidf', ngram_range=(1, 1))\n",
    "clusters.fit(method='kmeans', n_clusters=4, X=features)\n",
    "clusters.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e9a6761",
   "metadata": {
    "id": "9R-Azxn7M3wk"
   },
   "source": [
    "## Extracting features\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "90879907",
   "metadata": {
    "colab": {
     "background_save": true,
     "base_uri": "https://localhost:8080/",
     "height": 536
    },
    "executionInfo": {
     "elapsed": 5,
     "status": "ok",
     "timestamp": 1682927893400,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "6A4k3UyVbxJ2"
   },
   "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>cart_tfidf</th>\n",
       "      <th>cart cart_tfidf</th>\n",
       "      <th>cart catalog_tfidf</th>\n",
       "      <th>cart delivery_choice_tfidf</th>\n",
       "      <th>cart session_end_tfidf</th>\n",
       "      <th>catalog_tfidf</th>\n",
       "      <th>catalog cart_tfidf</th>\n",
       "      <th>catalog catalog_tfidf</th>\n",
       "      <th>catalog main_tfidf</th>\n",
       "      <th>catalog product1_tfidf</th>\n",
       "      <th>...</th>\n",
       "      <th>product1 session_end_tfidf</th>\n",
       "      <th>product2_tfidf</th>\n",
       "      <th>product2 cart_tfidf</th>\n",
       "      <th>product2 catalog_tfidf</th>\n",
       "      <th>product2 session_end_tfidf</th>\n",
       "      <th>session_end_tfidf</th>\n",
       "      <th>session_end session_start_tfidf</th>\n",
       "      <th>session_start_tfidf</th>\n",
       "      <th>session_start catalog_tfidf</th>\n",
       "      <th>session_start main_tfidf</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>122915</th>\n",
       "      <td>0.049961</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.088215</td>\n",
       "      <td>0.559858</td>\n",
       "      <td>0.061152</td>\n",
       "      <td>0.292443</td>\n",
       "      <td>0.275848</td>\n",
       "      <td>0.264435</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.117693</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.143197</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.059928</td>\n",
       "      <td>0.061654</td>\n",
       "      <td>0.059928</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.097361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463458</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.647010</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.633687</td>\n",
       "      <td>0.179318</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.153015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.186174</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.077913</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.077913</td>\n",
       "      <td>0.103926</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1475907</th>\n",
       "      <td>0.115977</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.140298</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.361011</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.226289</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.153463</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.273208</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.166207</td>\n",
       "      <td>0.269755</td>\n",
       "      <td>0.139114</td>\n",
       "      <td>0.143122</td>\n",
       "      <td>0.139114</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.226012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1576626</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.266550</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.266550</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.433051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2112338</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.446640</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.466606</td>\n",
       "      <td>0.330096</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.143426</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.143426</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.233017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999275109</th>\n",
       "      <td>0.210805</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.255011</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.262476</td>\n",
       "      <td>0.258028</td>\n",
       "      <td>0.205657</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.126430</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.126430</td>\n",
       "      <td>0.168641</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999642905</th>\n",
       "      <td>0.169564</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.205122</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.211126</td>\n",
       "      <td>0.207549</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.234054</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.101696</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.101696</td>\n",
       "      <td>0.135648</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999914554</th>\n",
       "      <td>0.087239</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.154037</td>\n",
       "      <td>0.543113</td>\n",
       "      <td>0.106782</td>\n",
       "      <td>0.425544</td>\n",
       "      <td>0.361256</td>\n",
       "      <td>0.115436</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052322</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052322</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.085004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999916163</th>\n",
       "      <td>0.454257</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.416608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.401038</td>\n",
       "      <td>0.282800</td>\n",
       "      <td>0.556017</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.136220</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.136220</td>\n",
       "      <td>0.181699</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999941967</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.385773</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.371640</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.371640</td>\n",
       "      <td>0.495717</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3751 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           cart_tfidf  cart cart_tfidf  cart catalog_tfidf  \\\n",
       "user_id                                                      \n",
       "122915       0.049961              0.0            0.000000   \n",
       "463458       0.000000              0.0            0.000000   \n",
       "1475907      0.115977              0.0            0.000000   \n",
       "1576626      0.000000              0.0            0.000000   \n",
       "2112338      0.000000              0.0            0.000000   \n",
       "...               ...              ...                 ...   \n",
       "999275109    0.210805              0.0            0.000000   \n",
       "999642905    0.169564              0.0            0.000000   \n",
       "999914554    0.087239              0.0            0.000000   \n",
       "999916163    0.454257              0.0            0.416608   \n",
       "999941967    0.000000              0.0            0.000000   \n",
       "\n",
       "           cart delivery_choice_tfidf  cart session_end_tfidf  catalog_tfidf  \\\n",
       "user_id                                                                        \n",
       "122915                       0.000000                0.088215       0.559858   \n",
       "463458                       0.000000                0.000000       0.647010   \n",
       "1475907                      0.140298                0.000000       0.361011   \n",
       "1576626                      0.000000                0.000000       0.000000   \n",
       "2112338                      0.000000                0.000000       0.446640   \n",
       "...                               ...                     ...            ...   \n",
       "999275109                    0.255011                0.000000       0.262476   \n",
       "999642905                    0.205122                0.000000       0.211126   \n",
       "999914554                    0.000000                0.154037       0.543113   \n",
       "999916163                    0.000000                0.401038       0.282800   \n",
       "999941967                    0.000000                0.000000       0.385773   \n",
       "\n",
       "           catalog cart_tfidf  catalog catalog_tfidf  catalog main_tfidf  \\\n",
       "user_id                                                                    \n",
       "122915               0.061152               0.292443            0.275848   \n",
       "463458               0.000000               0.633687            0.179318   \n",
       "1475907              0.000000               0.226289            0.000000   \n",
       "1576626              0.000000               0.000000            0.000000   \n",
       "2112338              0.000000               0.466606            0.330096   \n",
       "...                       ...                    ...                 ...   \n",
       "999275109            0.258028               0.205657            0.000000   \n",
       "999642905            0.207549               0.000000            0.234054   \n",
       "999914554            0.106782               0.425544            0.361256   \n",
       "999916163            0.556017               0.000000            0.000000   \n",
       "999941967            0.000000               0.000000            0.000000   \n",
       "\n",
       "           catalog product1_tfidf  ...  product1 session_end_tfidf  \\\n",
       "user_id                            ...                               \n",
       "122915                   0.264435  ...                         0.0   \n",
       "463458                   0.000000  ...                         0.0   \n",
       "1475907                  0.153463  ...                         0.0   \n",
       "1576626                  0.000000  ...                         0.0   \n",
       "2112338                  0.000000  ...                         0.0   \n",
       "...                           ...  ...                         ...   \n",
       "999275109                0.000000  ...                         0.0   \n",
       "999642905                0.000000  ...                         0.0   \n",
       "999914554                0.115436  ...                         0.0   \n",
       "999916163                0.000000  ...                         0.0   \n",
       "999941967                0.000000  ...                         0.0   \n",
       "\n",
       "           product2_tfidf  product2 cart_tfidf  product2 catalog_tfidf  \\\n",
       "user_id                                                                  \n",
       "122915           0.117693                  0.0                0.143197   \n",
       "463458           0.153015                  0.0                0.186174   \n",
       "1475907          0.273208                  0.0                0.166207   \n",
       "1576626          0.000000                  0.0                0.000000   \n",
       "2112338          0.000000                  0.0                0.000000   \n",
       "...                   ...                  ...                     ...   \n",
       "999275109        0.000000                  0.0                0.000000   \n",
       "999642905        0.000000                  0.0                0.000000   \n",
       "999914554        0.000000                  0.0                0.000000   \n",
       "999916163        0.000000                  0.0                0.000000   \n",
       "999941967        0.000000                  0.0                0.000000   \n",
       "\n",
       "           product2 session_end_tfidf  session_end_tfidf  \\\n",
       "user_id                                                    \n",
       "122915                       0.000000           0.059928   \n",
       "463458                       0.000000           0.077913   \n",
       "1475907                      0.269755           0.139114   \n",
       "1576626                      0.000000           0.266550   \n",
       "2112338                      0.000000           0.143426   \n",
       "...                               ...                ...   \n",
       "999275109                    0.000000           0.126430   \n",
       "999642905                    0.000000           0.101696   \n",
       "999914554                    0.000000           0.052322   \n",
       "999916163                    0.000000           0.136220   \n",
       "999941967                    0.000000           0.371640   \n",
       "\n",
       "           session_end session_start_tfidf  session_start_tfidf  \\\n",
       "user_id                                                           \n",
       "122915                            0.061654             0.059928   \n",
       "463458                            0.000000             0.077913   \n",
       "1475907                           0.143122             0.139114   \n",
       "1576626                           0.000000             0.266550   \n",
       "2112338                           0.000000             0.143426   \n",
       "...                                    ...                  ...   \n",
       "999275109                         0.000000             0.126430   \n",
       "999642905                         0.000000             0.101696   \n",
       "999914554                         0.000000             0.052322   \n",
       "999916163                         0.000000             0.136220   \n",
       "999941967                         0.000000             0.371640   \n",
       "\n",
       "           session_start catalog_tfidf  session_start main_tfidf  \n",
       "user_id                                                           \n",
       "122915                        0.000000                  0.097361  \n",
       "463458                        0.103926                  0.000000  \n",
       "1475907                       0.000000                  0.226012  \n",
       "1576626                       0.000000                  0.433051  \n",
       "2112338                       0.000000                  0.233017  \n",
       "...                                ...                       ...  \n",
       "999275109                     0.168641                  0.000000  \n",
       "999642905                     0.135648                  0.000000  \n",
       "999914554                     0.000000                  0.085004  \n",
       "999916163                     0.181699                  0.000000  \n",
       "999941967                     0.495717                  0.000000  \n",
       "\n",
       "[3751 rows x 55 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters.extract_features(ngram_range=(1, 2), feature_type='tfidf')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3006df5f",
   "metadata": {
    "id": "s14ohsLdb6Jg"
   },
   "source": [
    "## Fitting clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d76402cb",
   "metadata": {
    "id": "KkH06_ConU1P"
   },
   "source": [
    "### Pre-defined clustering methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bd484435",
   "metadata": {
    "colab": {
     "background_save": true,
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1316,
     "status": "ok",
     "timestamp": 1682927894712,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "374d0ab1-766c-4d4e-af9d-08206db9c23f"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Daria/venv/rete_tools/lib/python3.8/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<retentioneering.tooling.clusters.clusters.Clusters at 0x2887854c0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters = Clusters(eventstream=stream)\n",
    "features = clusters.extract_features(ngram_range=(1, 2), feature_type='tfidf')\n",
    "clusters.fit(method='kmeans', n_clusters=4, X=features)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92c6c754",
   "metadata": {
    "id": "11b6c55a-0d7f-47fe-b773-4cb88d0279a9"
   },
   "source": [
    "### Custom clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "955fa261",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "219483890    2\n",
       "964964743    3\n",
       "629881394    0\n",
       "629881395    2\n",
       "495985018    2\n",
       "            ..\n",
       "125426031    3\n",
       "26773318     3\n",
       "965024600    0\n",
       "831491833    1\n",
       "962761227    2\n",
       "Length: 3751, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_ids = stream.to_dataframe()['user_id'].unique()\n",
    "np.random.seed(42)\n",
    "cluster_ids = np.random.choice([0, 1, 2, 3], size=len(user_ids))\n",
    "user_clusters = pd.Series(cluster_ids, index=user_ids)\n",
    "user_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2c10f9c0",
   "metadata": {
    "colab": {
     "background_save": true,
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 587,
     "status": "ok",
     "timestamp": 1682927895297,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "e5790830-f736-4dbb-85c5-4c9429e57680"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters_random = Clusters(stream)\n",
    "clusters_random.set_clusters(user_clusters)\n",
    "clusters_random.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a761cb91",
   "metadata": {
    "id": "458352e1-4678-4437-bcf5-174944a23413"
   },
   "source": [
    "## Cluster analysis methods"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d280087",
   "metadata": {
    "id": "99df8cd4-c652-4284-b906-334dc7963aa1"
   },
   "source": [
    "### Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "649d5951",
   "metadata": {
    "id": "cbc42abb-6410-464c-8c42-d852d86645a5"
   },
   "source": [
    "#### Basic cluster statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b0704729",
   "metadata": {
    "colab": {
     "background_save": true,
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 532,
     "status": "ok",
     "timestamp": 1682927895824,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "583da377-3e48-4e6e-84a1-3bf5c2d73924"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters.plot(targets=['cart', 'payment_done']);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0aea47de",
   "metadata": {
    "id": "7xu4ktzR-VSD"
   },
   "source": [
    "#### Projections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ce266236",
   "metadata": {
    "colab": {
     "background_save": true,
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 39153,
     "status": "ok",
     "timestamp": 1682927934974,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "pvx8NS4x-wPT"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters.projection(method='tsne')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2b27e265",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 37804,
     "status": "ok",
     "timestamp": 1682927972757,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "9IJKQT0I_VnN",
    "outputId": "b8ff3cd5-d52f-4b35-f62e-6924388423ab"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3oAAAH5CAYAAADX6EwnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyddXiV5RvHP+vujW306EZpEKQblJBQFBCEnyAgJd2NNIiA0qGkirQiLSEgIQhSoxkbY91xfn/cLM52zlgXz+e6zqV7n/e85znJ833u+/7eBhqNRoNCoVAoFAqFQqFQKPINhjk9AYVCoVAoFAqFQqFQZC5K6CkUCoVCoVAoFApFPkMJPYVCoVAoFAqFQqHIZyihp1AoFAqFQqFQKBT5DCX0FAqFQqFQKBQKhSKfoYSeQqFQKBQKhUKhUOQzlNBTKBQKhUKhUCgUinyGcU5PIKPExsby9OlTbGxsMDAwyOnpKBQKhUKhUCiSoNFoCAoKomDBghga5lycISYmhqioqBx7fIUiI5iYmGBkZJTq8/O80Hv69ClFihTJ6WkoFAqFQqFQKF7Do0ePKFy4cLY/rkajwcvLC39//2x/bIUiM7G3t8fNzS1VAa48L/RsbGwA+eGwtbXN4dkoFAqFQqFQKJISGBhIkSJF4tdt2U2cyCtQoACWlpYqC0yR59BoNISGhuLt7Q2Au7v7a++T54Ve3BfV1tZWCT2FQqFQKBSKXExOCKyYmJh4kefk5JTtj69QZBYWFhYAeHt7U6BAgdemcSozFoVCoVAoFApFviWuJs/S0jKHZ6JQZJy4z3Fqak2V0FMoFAqFQqFQ5HtUuqYiP5CWz7ESegqFQqFQKBQKhUKRz1BCT6FQKBQKhUKhUCjyGUroKRQKhUKhUCgUbzDFixend+/eOT2NTGfgwIE0b948p6ehxZgxY6hdu3a2PJYSegqFQqFQKBQKhSLbOX36NFOmTMmS/oaenp6sXr2acePGZfq1X0doaChTpkzh2LFjycaGDh3KlStX+PXXX7N8HkroKRQKhUKhUCgUbzD//fcf33//fbY/7unTp5k6dWqWCL0lS5bg4eFB48aNM/3aryM0NJSpU6fqFHpubm68//77zJ8/P8vnoYSeQqFQKBQKhUKRzwgJCUn1uWZmZpiYmGThbLKXqKgotmzZQteuXbP1cWNjYwkPD3/teV27duXUqVPcu3cvS+ejhJ5CoVAoFAqF4o3lyZMn9O3bl4IFC2JmZoaHhwcDBgwgMjIy/px79+7RpUsXHB0dsbS0pE6dOuzbt0/rOseOHcPAwIDt27czc+ZMChcujLm5OU2bNuXOnTvx5w0aNAhra2tCQ0OTzeXDDz/Ezc2NmJiY+GMHDhygQYMGWFlZYWNjQ9u2bbl+/brW/Xr37o21tTV3796lTZs22NjY0KNHDwBu375N586dcXNzw9zcnMKFC9O9e3cCAgLi76+rRi8zn7MupkyZwldffQWAh4cHBgYGGBgYcP/+fQCio6OZPn06JUuWxMzMjOLFizNu3DgiIiJSvC7AqVOnePHiBc2aNUs2Fh4ezpQpUyhTpgzm5ua4u7vTqVMn7t69G3/O/PnzqVevHk5OTlhYWFC9enV27tyZ7FoGBgYMGjSILVu2ULFiRczMzFi5ciUuLi4ATJ06Nf55TZkyJf5+cfPavXu31vWePXvGzZs3U9UjLzUYZ8pVFAqFQqFQKBSKPMbTp0+pVasW/v7+9O/fn3LlyvHkyRN27txJaGgopqamPH/+nHr16hEaGsqQIUNwcnJiw4YNvPfee+zcuZOOHTtqXXPOnDkYGhoycuRIAgIC+Prrr+nRowfnzp0DoFu3bixfvpx9+/bRpUuX+PuFhoayZ88eevfujZGREQCbNm2iV69etGzZkrlz5xIaGsqKFSuoX78+ly5donjx4vH3j46OpmXLltSvX5/58+djaWlJZGQkLVu2JCIigsGDB+Pm5saTJ0/Yu3cv/v7+2NnZ6XxdMvs566JTp07cunWLH3/8kUWLFuHs7AwQL5I+++wzNmzYwAcffMCIESM4d+4cs2fP5saNG/z8888pvq+nT5/GwMCAt99+W+t4TEwM7dq1448//qB79+58+eWXBAUF8fvvv3Pt2jVKliwJSNrne++9R48ePYiMjGTr1q106dKFvXv30rZtW61rHjlyhO3btzNo0CCcnZ2pWrUqK1asYMCAAXTs2JFOnToBUKVKlfj72NnZUbJkSf7880+GDRsWf3zs2LFs2LABT09Prfc23WjyOAEBARpAExAQkNNTUSgUCoVCoVDoICfXa2FhYZp///1XExYWlmysZ8+eGkNDQ8358+eTjcXGxmo0Go1m6NChGkBz8uTJ+LGgoCCNh4eHpnjx4pqYmBiNRqPRHD16VANoypcvr4mIiIg/d8mSJRpA888//8Rft1ChQprOnTtrPd727ds1gObEiRPxj2Fvb6/p16+f1nleXl4aOzs7reO9evXSAJoxY8ZonXvp0iUNoNmxY0eKr1GxYsU0vXr1iv87s5+zPubNm6cBNJ6enlrHL1++rAE0n332mdbxkSNHagDNkSNHUrzuxx9/rHFyckp2fO3atRpAs3DhwmRjce+3RqPRhIaGao1FRkZqKlWqpGnSpInWcUBjaGiouX79utZxHx8fDaCZPHmy3jm2aNFCU758ea1jce9j0tcjMSl9npOiUjcVCoVCoVAoFG8csbGx/PLLL7Rv354aNWokGzcwMABg//791KpVi/r168ePWVtb079/f+7fv8+///6rdb9PP/0UU1PT+L8bNGgAEF+PZWBgQJcuXdi/fz/BwcHx523bto1ChQrFP87vv/+Ov78/H374IS9evIi/GRkZUbt2bY4ePZpszgMGDND6Oy5id+jQIZ2povrI7OecVvbv3w/A8OHDtY6PGDECIFkKaVJ8fX1xcHBIdnzXrl04OzszePDgZGNx7zeAhYVF/P/7+fkREBBAgwYN+Pvvv5Pdr2HDhlSoUCHF+ejCwcGBFy9eaB1bv349Go0mc6J5qBo9hUKhUCgUCsUbiI+PD4GBgVSqVCnF8x48eEDZsmWTHS9fvnz8eGKKFi2q9Xec4PDz84s/1q1bN8LCwuIt9oODg9m/fz9dunSJFxy3b98GoEmTJri4uGjdfvvtN7y9vbUex9jYmMKFC2sd8/DwYPjw4axevRpnZ2datmzJ8uXLterzsus5p4UHDx5gaGhIqVKltI67ublhb2+f7PF1IQE3be7evUvZsmUxNk65em3v3r3UqVMHc3NzHB0dcXFxYcWKFTpfNw8Pj9fORd/8EovLrEDV6CkUCoVCoVAoFJlEXH1dUhILjzp16lC8eHG2b9/ORx99xJ49ewgLC6Nbt27x58TGxgJSp+fm5pbseknFipmZGYaGyWM4CxYsoHfv3uzevZvffvuNIUOGMHv2bM6ePZtMGKaX1Dzn9JBeIeTk5JRukXny5Enee+893n33Xb799lvc3d0xMTFh3bp1/PDDD8nOTxz9Swt+fn7xdYlZhRJ6CoVCkQPcfgw3HsClW1CmCFQvCx5ukI/crRUKhSJX4+Ligq2tLdeuXUvxvGLFivHff/8lO37z5s348fTQtWtXlixZQmBgINu2baN48eLUqVMnfjzOGKRAgQI63SPTQuXKlalcuTITJkzg9OnTvPPOO6xcuZIZM2boPD+rnnNS9Am5YsWKERsby+3bt+OjiCAmMf7+/q99/HLlyrFlyxYCAgK0DGdKlizJuXPniIqK0ttOYteuXZibm3Po0CHMzMzij69bty7Dzysxnp6eVK1aNdXXTA8qdVOhUCiymX/vQ/Nh0HEcTFsPH0+Hup/DpTuQyM1boVAoFFmIoaEhHTp0YM+ePVy4cCHZeFw0qk2bNvz111+cOXMmfiwkJITvvvuO4sWLp6s+CyR9MyIigg0bNnDw4MFkPd9atmyJra0ts2bN0mm37+Pj89rHCAwMJDo6WutY5cqVMTQ0TLFNQVY956RYWVkBJGuY3qZNGwAWL16sdXzhwoUAyZwvk1K3bl00Gg0XL17UOt65c2devHjBN998k+w+ce+3kZERBgYGWi0u7t+/zy+//PLa5xOHpaUlkPx5xREQEMDdu3epV6+e1nHVXkGhUCjyMJ5Poe8ceKRdWoF/MHSeAEeWQOnMyaRRKBQKxWuYNWsWv/32Gw0bNqR///6UL1+eZ8+esWPHDk6dOoW9vT1jxozhxx9/pHXr1gwZMgRHR8d4C/xdu3bpTJdMDdWqVaNUqVKMHz+eiIgIrbRNAFtbW1asWMEnn3xCtWrV6N69Oy4uLjx8+JB9+/bxzjvv6BQsiTly5AiDBg2iS5culClThujoaDZt2oSRkRGdO3fWe7+ses5JqV69OgDjx4+ne/fumJiY0L59e6pWrUqvXr347rvv8Pf3p2HDhvz1119s2LCBDh060Lhx4xSvW79+fZycnDh8+DBNmjSJP96zZ082btzI8OHD+euvv2jQoAEhISEcPnyYgQMH8v7779O2bVsWLlxIq1at+Oijj/D29mb58uWUKlWKq1evpup5WVhYUKFCBbZt20aZMmVwdHSkUqVK8fWghw8fRqPR8P7772vdL7PbKyihp1AoFNlIQAj8dUP32NMX4O2nhJ5CoVBkF4UKFeLcuXNMnDiRLVu2EBgYSKFChWjdunV8VMbV1ZXTp08zevRoli1bRnh4OFWqVGHPnj2vjSy9jm7dujFz5kxKlSpFtWrVko1/9NFHFCxYkDlz5jBv3jwiIiIoVKgQDRo04NNPP33t9atWrUrLli3Zs2cPT548wdLSkqpVq3LgwAGtNNGkZOVzTkzNmjWZPn06K1eu5ODBg8TGxuLp6YmVlRWrV6+mRIkSrF+/np9//hk3NzfGjh3L5MmTX3tdU1NTevTowY4dO5g1a1b8cSMjI/bv38/MmTP54Ycf2LVrF05OTtSvX5/KlSsDYn6zZs0a5syZw9ChQ/Hw8GDu3Lncv38/1UIPYPXq1QwePJhhw4YRGRnJ5MmT44Xejh07qF+/fnx6blZhoMlolWQOExgYiJ2dHQEBAdja2ub0dBQKhSJFzlyD+l/oH989G9rV0z+uUKQWjQYio8DEGDJp812hSDc5uV4LDw/H09MTDw8PzM3Ns/WxFTnHvXv3KFeuHAcOHKBp06Y5PZ14vLy88PDwYOvWrckieqkhLZ9n9dOvUCgU2YiDLVjq+V02MIDi7tk7H0X+Izoa7j6B2ZslHXjMKjH+CdNfjqNQKBT5jhIlStC3b1/mzJmT01PRYvHixVSuXDldIi+tqNRNhUKhyEZc7GBkdzFhSUr3pmBrme1TUuQzLt+Bxl9CaLj8feAcLN4BP8+AFrUkwqdQKBRvAitWrMjpKSQjO4WniugpFApFNuJkBz1bwaLB4OYox+ysYczHMOMzKOqas/NT5G28XsInMxJEXhwxMdBjutSBKhQKheLNQO3rKRQKRTbj4Q7/aw+takNEFJgZg7sz2KhoniKDvPCHW490jwWFwsPnUCx532WFQqFQ5EOU0FMoFIocwMxMGqUrFJlJTGzK4xGZ05pJoVAoFHkAlbqpUCgUCkU+wckWXOx1jxkbQYmC2TodhUKhUOQgSugpFAqFQpFPKOgM3w7XPTb5U3B1yN75KBQKhSLnUEJPoVAoFIp8gqEhNK8Jf34LTaqDsx3UKAe/zoH/vQ9WFjk9Q4VCoVBkF6pGT6FQKBSKfISNJdSpCDumQUgYmJuK26tCoVAo3iyU0FMoFAqFIh9iby03hUKhULyZqNRNhUKhUCgUCoVCkStYv3499vb2OT2NfIESegqFQqFQ5DJiY+GJDzzwgucvc3o2CoUiPxATA8cuwY+H5b8xMVn7eL1798bAwCDZ7c6dO1n7wIp4VOqmQqFQKBS5CK+X8MPv8PUP4OMPZYvC3M+hfhVwsMnp2SkUirzITydg2FJ47JNwrLALLBoCnd7Nusdt1aoV69at0zrm4uKSdQ+o0EJF9BQKhUKRq4mKglsPYdMhGL1CRNCtRzk9q6zBLwjGroKvvhWRB/DfQ+gwDvb8mfU78AqFIv/x0wnoOlFb5IFkDXSdKONZhZmZGW5ublq3JUuWULlyZaysrChSpAgDBw4kODhY7zWuXLlC48aNsbGxwdbWlurVq3PhwoX48VOnTtGgQQMsLCwoUqQIQ4YMISQkJOueVB4i3ULvxIkTtG/fnoIFC2JgYMAvv/yiNa7RaJg0aRLu7u5YWFjQrFkzbt++rXXOy5cv6dGjB7a2ttjb29O3b98U32iFQqFQvHlcvQfvfAG9Z8H8rfDJDKj/BVy6/fr75jW8/WDjQd1jX30LT32zdz4KhSJvExMjkTyNjrG4Y8OXZe8mkqGhIUuXLuX69ets2LCBI0eOMGrUKL3n9+jRg8KFC3P+/HkuXrzImDFjMDExAeDu3bu0atWKzp07c/XqVbZt28apU6cYNGhQdj2dXE26hV5ISAhVq1Zl+fLlOse//vprli5dysqVKzl37hxWVla0bNmS8PDw+HN69OjB9evX+f3339m7dy8nTpygf//+6Z2SQqFQKPIZdx5D9ynwMlD7uG8AfDQV7j7JkWllGTce6B97EQD+Qdk3F4VCkfc5eTV5JC8xGuCRt5yXFezduxdra+v4W5cuXRg6dCiNGzemePHiNGnShBkzZrB9+3a913j48CHNmjWjXLlylC5dmi5dulC1alUAZs+eTY8ePRg6dCilS5emXr16LF26lI0bN2ppjjeVdNfotW7dmtatW+sc02g0LF68mAkTJvD+++8DsHHjRlxdXfnll1/o3r07N27c4ODBg5w/f54aNWoAsGzZMtq0acP8+fMpWLBgeqemUCgUinyCXxDce6p77NYjGc9P2FmlPG5mmj3zUCgU+YNnqcwCSO15aaVx48asWLEi/m8rKysOHz7M7NmzuXnzJoGBgURHRxMeHk5oaCiWlpbJrjF8+HA+++wzNm3aRLNmzejSpQslS5YEJK3z6tWrbNmyJf58jUZDbGwsnp6elC9fPmueWB4hS2r0PD098fLyolmzZvHH7OzsqF27NmfOnAHgzJkz2Nvbx4s8gGbNmmFoaMi5c+f0XjsiIoLAwECtm0KhUCjyJ6ERKY+HvWY8r1GiINjqEXv1q4CzanyuUCjSgLtT5p6XVqysrChVqlT8LSIignbt2lGlShV27drFxYsX47MDIyMjdV5jypQpXL9+nbZt23LkyBEqVKjAzz//DEBwcDD/+9//uHz5cvztypUr3L59O14MvslkidDz8vICwNXVVeu4q6tr/JiXlxcFChTQGjc2NsbR0TH+HF3Mnj0bOzu7+FuRIkUyefYKhUKhyC0UcABjI91jpibgYp+t08lyCjnDL7OSR+7cnWD1KHC0zZl5KRSKvEmDKuKuaaBn3AAoUkDOyw4uXrxIbGwsCxYsoE6dOpQpU4anT/WkbSSiTJkyDBs2jN9++41OnTrFO3lWq1aNf//9V0tMxt1MTVUKRJ5z3Rw7diwBAQHxt0eP8qn1mkKhUCiwtYIvOuoeG9IZ7PNZuwFjY6hXCa5tgBUjYGgX2DkdzqyE0mpfU6FQpBEjI2mhAMnFXtzfCwfLedlBqVKliIqKYtmyZdy7d49NmzaxcuVKveeHhYUxaNAgjh07xoMHD/jzzz85f/58fErm6NGjOX36NIMGDeLy5cvcvn2b3bt3KzOWV2SJ0HNzcwPg+fPnWsefP38eP+bm5oa3t7fWeHR0NC9fvow/RxdmZmbY2tpq3RQKhUKRPynkDIM/gK8HgKujHHN3goWD4PMO4OaYo9PLEkyMJYWz/3uwYBB0fFd23BUKhSI9dHoXtk+HQkna1xUuIMezso9eUqpWrcrChQuZO3culSpVYsuWLcyePVvv+UZGRvj6+tKzZ0/KlClD165dad26NVOnTgWgSpUqHD9+nFu3btGgQQPefvttJk2apLw+XmGg0Wh0Oa6m7SIGBvz888906NABkCLIggULMnLkSEaMGAFAYGAgBQoUYP369fFmLBUqVODChQtUr14dgN9++41WrVrx+PHjVL9BgYGB2NnZERAQoESfQqFQ5FMiIuCBt1iAGxuBh7tEvxQKRd4gJ9dr4eHheHp64uHhgbm5ebY+dm4iJkbcNZ/5yoZZgyrZF8lTZB5p+Tyn+5/J4OBg7ty5E/+3p6cnly9fxtHRkaJFizJ06FBmzJhB6dKl8fDwYOLEiRQsWDBeDJYvX55WrVrRr18/Vq5cSVRUFIMGDaJ79+5KhSsU2UhUlCyYDfQl8CsUuQAzMyijUhfzFfeeQmQ0GBlAEVcwV+U0CkWWYmQEjd7O6VkospN0C70LFy7QuHHj+L+HDx8OQK9evVi/fj2jRo0iJCSE/v374+/vT/369Tl48KCW8tyyZQuDBg2iadOmGBoa0rlzZ5YuXZqBp6NQKFJDTAw8fA67jsvuXvni0LsVFHMDC7Ocnp1CocjPPPGBv2/B+O/huqcYzAzoAH3aQHH3nJ6dQqFQ5B8yJXUzJ1GpmwpF2rl0CxoNgeCwhGNGRvDTDGhRU9wMFQqFIrOJiYHtR+Hj6cnH2tSBb4bJhpMi/6FSNxWKzCEtn+c857qpUCgyxvOX8MkMbZEHsgDrMS3rmqYqFAqF5zMYo8dgb/9ZeBGQvfNRKBSK/IwSegrFG8aLALjxQPdYcBjc19/GUqFQKDJEUBg89tE/fu5G9s1FoVAo8jtK6CkUbxjRMSmPh0dkzzwUCsWbh9lrjJ+cVQWGQqFQZBrKnFqhyEWER8Ajb9h2FG7ch6bVoUl1KOaaea6YTrZQwAG8/ZKPGRmppswKRVYTGytmSCeuiClJ9bLQoCoULQCG+Xz71d4GWtWCA+eSj1mYQdVS2T8nhUKhyK8ooadQ5BIio+DoJXh/nNTLAWz9A5zs4NhSqFA8cx6noDMsHw5dJiYfG/8JFLDPnMdRKBS6uXIXmnwJgSEJx+ys4eiS/C90CjrD/C8kfTxxmriJMfw4GQo65tzcFAqFIr+hhJ5CkUt45gvdpiSIvDh8A6DPbNj7NTjbZfxxDA2heQ04tRwmrIardyViOKk3vFMZrC0z/hgKhUI3T19A5wnaIg8gIBg+mAgnvpFGxvmZcsXgt4Vw+Q4cvwzF3aB1bXneNtY5PTuFQqHIPyihp1DkEm49hpAw3WPnb4rgywyhB2BjCXUrwc7pEBoOZibgbJ8511YoFPrx9oMHegyP7j2V8awSej4v4UWQ/JZYWYCdFZQomDWP9TpKFpJb54Y58/gKhSJrMXhNvcnkyZOZMmVK9kzmDUYJPYUil6BP5MURGZ35j+lgIzeFQpE9RES9Zjwyax7X8xks2QErd0PUq9+SamVgw/jMSwtXKBS5nNgYeHASgp6BjTsUawCGRlnyUM+ePYv//23btjFp0iT++++/+GPW1gnhe41GQ0xMDMbGSpZkNvm87FuhyDtUKK7fcMXdCRyVIFMo8jwFHMDURPeYmSm4OGT+Y4aGw6ZDsGxXgsgDMYJpNxruPM78x1QoFLmM6z/BguKwtjHs+Ej+u6C4HM8C3Nzc4m92dnYYGBjE/33z5k1sbGw4cOAA1atXx8zMjFOnTtG7d286dOigdZ2hQ4fSqFGj+L9jY2OZPXs2Hh4eWFhYULVqVXbu3JklzyE/oISeQpFLcHWAgR11jy39UkwMFApF3sbVAcb20D02/hNwywIzkkfeEs3TxQMvuK2EnkKRv7n+E2z9AAKTfNkDn8jxLBJ7r2PMmDHMmTOHGzduUKVKlVTdZ/bs2WzcuJGVK1dy/fp1hg0bxscff8zx48ezeLZ5ExUjVShyCXbWMKEn1CgLMzfCIx94qxTM+R+8VTrz2isoFIqcw9IcBnSE4u4wea20WSjmBlP7QOs60mIgswmLBP9g/ePXPOWxFQpFPiQ2BvZ/CWh0DGoAAzgwFMq/n2VpnPqYNm0azZs3T/X5ERERzJo1i8OHD1O3bl0ASpQowalTp1i1ahUNG6qi36QooadQ5CIKOEDPVtCipjQ2tzCT9grZQWQU+AWDiRE4qqbFCkWW4WIv3/PmNeV7Z2qStU6bFqZgbQHBeuqAyxXNusdWKBQ5zIOTySN5Wmgg4JGc59EomyYl1KhRI03n37lzh9DQ0GTiMDIykrfffjszp5ZvUEJPociFuGWjvXpsrBg1LP8ZDp4De2sY0Q3qVwFX1dNKocgysquNQkEn+N/7sGBr8jE3R2l3oFAo8ilBz15/TlrOy0SsrKy0/jY0NESj0Y48RkUlOFgFB0tqwr59+yhUqJDWeWZmWZAOkQ9QQk+heMO5/RjqfK7d16vrZOjeFBYPkeiDQqHIu9hYwYAO8PwlbPkd4tZRJQvBjmlQunCOTk+hUGQlNu6Ze14W4uLiwrVr17SOXb58GRMTcbCqUKECZmZmPHz4UKVpphIl9BSKDBITI83OXwRIHZ2Lfd4xTgkMgTGrkjdvBtj6BwzvpoSeQqGPwBAIDAUjQ4mM5eY6Wg93mNEfRn0EXi/B1lJaq5RSIk+hyN8UawC2hcV4RWedngHYFZbzcpgmTZowb948Nm7cSN26ddm8eTPXrl2LT8u0sbFh5MiRDBs2jNjYWOrXr09AQAB//vkntra29OrVK4efQe5DCT2FIgMEh8GRi9B/Hvj4y7EiBWDjBKhTHkxNc3R6r8U/GPae1j/+0wmoXjb75qPIfh77wAt/MQVxdZQ6UY+c39jN1URGwn+PYMJqOH5ZBNPQLtC1SfalY6aHIi6AC1T0yOmZKBSKbMPQCNosEXdNDNAWe692p1ovznYjFl20bNmSiRMnMmrUKMLDw+nTpw89e/bkn3/+iT9n+vTpuLi4MHv2bO7du4e9vT3VqlVj3LhxOTjz3IuBJmkybB4jMDAQOzs7AgICsLVVDhKK7OXvW1Crf0IqVBymJnBlLZTJ5SYHD59D6Q/F+EUXE3vBlD7ZOydF9uH5DD6bA8cuJxwrXRh2zVBiICX+vgX1Bmj3pANoVkM2eVyzoBeeQpHXycn1Wnh4OJ6ennh4eGBubp6tj51ruP6TuG8mNmaxKyIir2KnHJuWIu2k5fOsInoKRToJDoXpG5KLPBAnve/2wJzPwTgDm2TPfOHmQ/jtL4m2tK0jaaFWFum/ZmKcbOGDRpKmqYuO72bO4yhyHy/8YfRKbZEHUrPZaTwcnA8eBXNiZrmbl4EwbFlykQdw+ALcf6aEXmJiYuCpr7xuZibgbAfO9jk9K4XiDaRiJ2mh8OCkGK/YuEu6Zi6I5CmyDiX0FIp0EhwO/9zVP37+JoSGg62V/nNS4rE3dBgHl24nHBu5HDaMgw4NMkfsWVnAtL7wx8WE1NM4BnaUNFRF/sTHH34+oXvszhNZnCuhl5zAEDh1Vf/4/jNQu0L2zSc34xcEu0/CVytE6AHUKCe/YbnF6TMoRGoWD1+UzbumNeR3T9UmK/IlhkbZ3kJBkbMooadQpBNLM3Gt89TjSFy+mPSvSg8RUbBgm7bIA4ke9poFNzZB6SLpu3ZSShaCc6tgx1H45SQ42km9UZUSqp9efiYoTFpr6OOJT/bNJS9haCip2ZFRusfTu7GTmMgoieb/e1/E0lulJaLvlMe+j6f/gb5ztY9duAmNhshvTjG3nJlXHAHB4kI6ZEmizIxV8H59+HaEGOwoFApFXkYJPYUindhaSQ3b4QvJxwwNYVAneOUInGa8/WD1Xt1jGg3sOwtDM0nogSy4hneDfu3BxBgs39AShjcJOyswM4WISN3jJVQ0TyfOdvBhM9hwQPd4u3oZu35EJBy/Ap0nSEZAHN2awsJBeUd8ePuJo68ufPzhzPWcF3oPn8PgxcmP7z4FLWtJ70GFQqHIyxjm9AQUiuzAxx9uPJBUy8c+uuvq0kOlErBiBJgnitzZWEpvqowslGNitRd5SfF+mf5r68PQEOyslch7U3B3gs/a6h6rXUHcNxXJsTSHSb2huA6RMn9gxl03H/vAe2OSf/+3/QE//J5yFDY3ERElEUl9pJT+ml2s3qd/bME28PLNvrkoFApFVqAieop8jUYD1z2h96yENEg3R1g2TBzybC0zdn17a+jZElrUlAWakSEUcpHFnkkGvl3WFlLLcuGm7vEWtdJ/7fxMcAg88YUTV+DuE6hTESp5qF5hurC1gpEfQowG1u6TdEEDA2hdG5Z8CUVdc3qGuZfibnBsGZy5BjuPy/e9TxuJUGU0dXP/Wd1GLwDzfpTIXqE80KfT2EiMo56+0D1eoXi2TicZMTFSB62PFwEQnUdEtSL1xOaVnRKFIgXS8jlWQk+Rr3ngBQ0HS7+4OLxeQpeJcHwZ1K+S8ccwN4Pi7nLLLJztYNEgaDgk+Q5+tTJQNpe3bcgJQsLgr/8kGhIWkXC8mBvs/zq5+YN/MASFgqGB1D9pNCLWL/4ni9Na5aWfnGseSZVLD0VdYVY/GNJZXg9rC/ns5efnnFkUKQBFmohrrWEm5sbcfqx/zNtPBEpewM0Rxn0CgxYlHzMzhVY5vFllZATvN5C6ZF00qJLxjUBF7sHU1BRDQ0OePn2Ki4sLpqamGBgY5PS0FIo0odFoiIyMxMfHB0NDQ0xT0axZCT1FvubAOW2Rl5hx38Evs3Kv4chbpeH4Uhj2jUT2rCykhm5Y19Slhz1/KZEBS/OMP8egUIjVSF1XbuXJC/hgorbIAxH7gxfBmrEibCIiJY131Eo4+rcs5gZ2gB4toPGXspiOo2Z52DpZRKRvEBSwl5TG3PqZSQ921nJTpI/MFHkAjd6C5T/pHqtcIv0GT9mNgQF0bgjX7sGqXxPS5e2t4edZUCQXRIwbvSUZGEmNh4yNYPpnmWOso8gdGBoa4uHhwbNnz3j69GlOT0ehyBCWlpYULVoUw1T8A6QapivyLbGx0H0K7Dque9zKAv7dBIVdsnVaaeZFAASHSVqoq4M4/qWEjx/8dh5mboJH3vB2aZjVH6qWkvrBtPDMV5zzVvwiTdX7tIOm1WRxlNvYfwbaj9E/fmWd1FT+fQvqfp68SXz1stD/PfjfPO3jn7SURerm3+TvFjXh+9G5/3OTX3j6QsS7mQkUfgPafTzyhncG6nY9PTgfmtfM/jllhIBg2Ty5/Vh+f4q5QUEnMM4l28x3n8im388nJVpaoxws+xKqlNKuvVZknNywXtNoNERHRxOTV0LjCkUSjIyMMDY2TnVEOpf81CoUmY+hobQ40EfRAmCSB/qEOtvJLTUEBsPsLbBkR8KxP/+R9NWd06X/XmqzVZ75wodT4GQi04STVyWqsHdu7lt0+wamPB4WAXceSy/CxCKvfhX433siJAq5wDfD4Ny/4p5ogNRaFnSW17FIAejTVkx9nvhIZDU3LVrzE14v4eodmLpeIrAlC0oqYK0KeaNGLY6o6LTV6xYpAEeXwICF8McrR9+CzrBosKQTp4enLyA0AkyNwd0x/W7A6SEuYpxZ7WAym5KFYM1omDtAhJ6ddep/bxV5DwMDA0xMTDDJzi+BQpGDqOWJIl/To7kIH12bdxN65r9apOf+sHSn7rHBi2WhmNpo3Ol/tEVeHP/cE/vxgR1TLxqzg8ol9Y852Una6ZU7cPxywvH/vQcVPGDYMomcAlT0gOXDYcwKOPuvHCtTBL4bJWLyf/MkSgGyKFw9SqzYM6OBvUIIi4BfT8GABQnH/r4lqbnT+krrktycbhodDQ+ew85jYthSuSR80gKKuqUuSlSyEGybAr4B4l5pby1iL63ft5eBcOgvGLtKIoXWFvK9HdxZrqcQrC3lplAoFPkN1V5Bka8p4go/z9RehBsYSM+4pjVybl5ZxY37+ltHPPOFl0Gpu05QKKzcrX/8+z0Jwii34GAtEUtdTP0UImPEgCHus1DYBd59C75cov1crnuKocvCwSLg5nwOMz6TmsfCLvLaxBEQDAu3wQNvGVfZQJnDYx/9PdhmbJRoX27m0m14q4+kBO45DbM2QeXesnESrcdRMykONuIWW9FDNmfSKvJiYuDnE/DxdBF5ICngX/8gAjozvr95u/BDoVAo8j8qoqfI11iYQfMa8M96qcUICRf3RVeH9BfaR0bJgsnCTG7pITpG0qlCwsS1080x/ddKzOt64KU2hUyjkV5++oiJzV2LvJeBEgWa/4Wk6674RUx4PNxhSh94qxT0mgmz/yeR3LGroHcb/dHPwBD44yJ8/r48109myGv3v/dgzxxpZm1mKtG8f+5B98nynn7cHD5uqVoTZJQX/glR06RERsl3J7c6zz7zhY+mJe+DFx0jqdB/r8mez8dTXxj7ne6xvaelR1x6UhRf+MOdJ9KSIyxSalgrl8h4/8DU8PSFvK6GhpIybZ4Jv5kKhUKRn1FCT5HvMTURA4BiOhocp4XIKPB8Bt/+LCl9JQrCiG6S1pcW0ejjBxsPyS6/f7AIhk9bw/ieGU+nKl1YxJ6uZuvVy4JzKuvfba2gbzvtNMfE9GqVe+pYnvmKhfsvJ6VW7tdZ0LOV1EYZG4nzatVP5dyO4+DPFbD9KHzVHYZ1AQygdn9ZvCbm8m2pxXvmC4uHSMrmvB/FAXVaX4myTFsvQi+OiWukCfOxpflb7D31gaAwEftW5pnvoPi6msfXGRLlJL4BcE+PqZ9fkHyesuOzERAsc9HHdU8xJ0oLPv4SpVybqNH4D7/DO5Vh65SsSwf1D5b5jlkJp6+9+n1qKym8mdnWRqFQKPIbSugpFKnk/E1oNkwEH8iCf/sR+H4UfNgsdRG5iCj4fi9MXJ3oWKSkST54DhvGST1ZenF3knYAHSdopxE62MC6seBsn/prNXpLWjxcvq19vERB6Nok823l00NkFCzYmtALKzoa/r0v0bgF25KfHx4JdhawZSIs/xnOXgePgrB9mtRBlegG9StLFNDBVsxYbjyQ+xYpIClwRy9Jo/FnvtoiL44HXrD5EIzuIami+Y3rnrLY339WnG0bvgXzBkK5oplXp+hkK03J73vpGLOTiHxuJeo16bsRUdkzD3NTSffUF3l3sU/7Na97aou8OP78R76DAzpkTd3u1bvQdGhCT9HAEFi0HU5dha1T5bOiUCgUiuQooadQpIJnvvDp7ASRl5gvFkGTaqnbWX7mC3O26B47cBa8/DIm9ExNoGl1SVX98Q+p2WtSDVrWhmJpjCIUcoFfZ0uN0Xe/Sgpjz5bQpXHuiVY985VWEvMGyvOzs5Y6uiGLZdzQUBozly0q6Z0taoNfMDQbrp0auGwXbJ4ID7bDrccwYrkYt8Tdf9b/oH97idgB3HwI1+7qn9fm3yUimt/Mfm49kgW3j3/CseOXodEQOLtS6skygxIFYeMEaDVSOzptYgwbx6f9s5ydONvJxoqfjnpYE2PZMMgOXOyhdW0R5Emxs5b6v7QQGSUp0fr45ifpm5fZn/nHPvDVtwkiLzHnb0pKvhJ6CoVCoRsl9BSKVPAyUBYUuoiMEnGQGqEXECx1efq49wQqFk/XFOMxNxNhM+VTWRxlJPJWyEXq1Do3lMiAs13uiOTFERUDk3vDtA3SmNnAQGoyJ30qi9l+7UWonr0u0c6aZaHb5OT1X7Gx0HcOXFgNrb5KiIbGxspC+e9b8PuiBKFnbS6pofowNhIx5GANpvmkF1d0tLhIJhZ5cYSGiynN1wMytlGRmBpl4cL3sO0IXLoltbWftBSRl5ud0Qs6wZIh0HNm8rFpfbIvGmlnDcuGwq0R2mnJVhawb27aW1TExGobESUlJCzlut70EhIm2RP6OHRONrcUCoVCkRwl9BSKVPA64xFNKhc4luaZn06VEpklyjJ7XplFYDB8OC1BmGk0EuG7chcOLYB6A7QjQhN6iSOiLsIiJGI14H2JTiTG6yUc/Rs6vQt7z0hN2vsNoG5lEb/PX8KafRIFBBHGAxfCypFQoXimP+0cwdsfDl/QP378srSfyCyhZ2YqGxaTekt6s1keEcxGRtKD8ehSSdG+dk8ilFP6QJ0KrzdMykyKu8s8bj6Ev25ACXdpsVLYJe1pxRZm8FFzadegi/cbZE3drqGhpKGGR+oed8wltcIKhUKRG1FCT6FIBY4p1AyZGEOZVDoAutiLZf/Bc8nHCjrnvibkuZnAEJiyTndLg+cv5TUuW0Rb2EW+xto+NFx/at2RvyVa2KYu+AdJat6cLVK3V9wNvuwiEY+dx8SFcNp6mLMZVo4Ay3zQY8/CLGUR52ibtsbgaSGviLw47Kzh3arwy0wIiRChklPmRQWd5dakWsav1egtMXy6/Vj7uIMNfPlB1pjkuDlKP9Q1OmoDDQygfb3Mf0yFQqHIL+SiJCyFIvdS0BlWj5aUvKTMH5j6dCx7a/h2uAiBxBRwgP1fy057SjzylkbSU9bCjqNi/KGrduV1BARLpGH8d9D/axFFT16k/To5yTNfceDTx+l/kteM2VnpdwY0MJD3pfO7usfdnSRqERwKZ65LbWZcf7L7XtJ0HWDFCPjsa/n/k1chIIV0t7yEgw0M7KB/fFBnaWeRm/F8JpHHAfPldvQS3H+WdY/nYCvf6dziUJtRCheQFObRPeQ52VpB79ZwdpVELbMCG0sY00N3ZHz5cBGCCoVCodCNiugpFKmkbkXpgTV/K5y/IW6NYz4SMZGWdKxibnBgvoi0f+/L32WKvN6k4cYDaPIlePslHLOzhiOLxR0ztQQEy+74V98mHFuzT0TO3rl5I6r49AUcuSgCWZfpBYgpxDPfJAc1sGgQdJuS/PwvOoKpMVy4Bf9ukoVsgfcSxnu2hD1noFYF+GqF7secvVks6+NqAF0ddG8O5FU83KWlSFJH0y6NoUGVnJlTavF8Kp/5n08mHPtuD3RoIJs1HlkkVPIbRQrA1D7wRSdJlXayzZweoClRopAYQ13zFNOqAg7QuZFsvmRWqrBCoVDkRww0mtzU9jjtBAYGYmdnR0BAALa2qWwSplBkgLAISdGzMJPd5uzA2w+aD5coXFIKu8CZlanvYXXdE6r01j02ojvM/Cx3m12AuO39bx581AxGr9R9zsEF0Hk8hCTpKXj7R3Hym7IWLt+RhevI7lC7ApT/WM6xtoCfZ0qjddcOsOALMdlYsRvGfQIthuuf27apYvgCEt1rXSf7nBazg/tekrq697SkwrarBy52uV8obT8CH07VPbZlEnRvmr3zeR3+wZKCHBQqvzPuTmnr16lQ5DbUek2hyH5URE+hSCMWZlm/g50UH3/dIg9EtDz3S73Q23FU/9h3v8KQD16fQprT+PiL8cmADvBBI6mLi8PQEJYOASMD+HEKXPxPmtPHuWTG2cCvGwMR0RKV2PoH9J6VcI3gMOgwHv76Di6vlRqxzYckeutoIwLOyVYMLY5egg0HEhwJTV5F8Hq3FpF5/BJ83DLLX5Jso7gb4Ja2KHJO8/SF9KrUx8pfJCJZKJd87u97wcwNsOk3+dyamsjnaUwPyQBQKBQKhSI1KKGnyPO8DJSF/xMfMT1wdRQLduN89OnW5zgXR3Aa6sB8A1O4TljqHURzkrg+agMXwsReMLyrmKW42Isj5vr9MGixnNO2LuyYBkt3Qs9W0ibj3UHw+0Jwd4ZqfXX3RwwJE1v/dnXBoa0Iwr5txYhizhZJvY3rs7dtCvSZI5EXJzvpKbf/rKQKTuyVTS+KQi9R0Sm3BggKS7ldRnby/CWMXqG9eREZJZswIWGwcBA426f/+qHhsjHk5SsC0tVRotW5qW2KQqFQKDKHfLQUVryJPPaWnfr5WxMWagUcYMtEqFsp+yNvWYWTrX6LcUPD1EfzAN6vD9/+rHusaXWweU162POXMg9jIzFCSKtNe2ZgZQGN35Zo2vQNUL0MtK0H957Bw+ciWA0Nxahm3xkoVxS6NYFx30l0B+DCf9DCTrfIi+Oxj6SxajRQshA0els7/S+uz96NB9I7zcZK5nP/mfQwc7GHOhWz8pVQpAZ3R0mh/fuW7vHWdcDNKXvnpI8XAbDruO6xH/+AsR+nX+j5BsLqPeJWG/e5d3WE7VMldTmrXFMVCoVCkTOoPTxFnuboJTHASLwb7+0H7cdIxCWziIySRf8jb6mdyW7cHGF8T91jAzuIuE0tFT2getnkx02MpeG1vbXu+/kHixFCs2FQohu83VdMObySGp5kAyFhMLiz1FVVLSlCd+5m6DVDepd5FBRre8dXZSDf7RHDnKeJnEWLFgBLs5RFcq1ysPuE/H+/9vD1D7rP83wGGMjrcfiCNKge+500c6/kofs+iuzD1BQ+bqH7e1LAQYx2zHNJC4cXAfr7bMbGphyRfx0nLstmR+LNjecvoeUI2SBRKBQKRf5CCT1FnuWBl4g8XYRHwi8ndY+llUfeMP57qNQTPLqK0caVOylHgjIbczPo3x6+G5UgTFzsYcEgGNczbaYw7k5iNDK+pwghIyNoVRvOrYLyevoBajTw21/QbrQ4hQL4BsDYVTB0maTPZidmJvDRdBGla8ZA4y9h6xGJ5Pn4w/KfxKRl2VA5PyhU7hOHjSWULw5FXaSRtS7eKi0OpB9Nl7893OEfPXWSIC6gJFqgX74tUeXcUvf1plOmCBxdIoLPwkyEXY/m0lC8TJGcnl0Ctq/5LqfXAMrbDyav1T2Wmb+XCoVCocg9ZKnQK168OAYGBsluX3zxBQCNGjVKNvb5559n5ZQU+YjoGKm30sc1z4w/xpMXIm4WbhOxoNFIxKbO53DzYfqv+/QFHPoL+syW/muXbr1eLDnbQ5820rPq9o9wYTUM6Zz6Hn6JKeQCk3qL0ci9rfDDJKhaSiIfunjyAoZ/o3tsx1Hwepn2OWQEZ3to+JaYncz/UXf91Y0H8pqWLgxFXSVSAtKSYvdsWLAVrFpKI+lVX4kABolsdm8q7pmGiYRbSJj0ktOHq2PyVg8R2bgZkNcJDIGYmKx9jHLFYOFg+dxfXgeLhkhab1p54iOuo33nSi/K654JLTUyipOdfqOb2hUkjTs9REZJpFkfF/WktSoUCoUi75KlGfnnz58nJtG/3NeuXaN58+Z06dIl/li/fv2YNm1a/N+WltnkV6/I85gYQ/li+qMsutIT08rVO7rdLiOjYNwqsWW305PqqI8nPtBpAly4mXBs6U5x1BvRPSHdUBcGBlDoNfV44RHw7KVEtsxMJPKnKz3R2Cj10abAYB096RJx5Y7uhsZZhb01LB8Gp67CyOX6zzt8QRbHTatLmuZPM6TW7sA52PK7nLNsF8zuB+9WgdAIifTYWcO3u8CjEFQpCVfvijNnn7YiEJNibAS1ysO09QnHjIzSvyh/UwgLg4c+sOsYnLshUdNP20gPw6yKhDrZZux9efgc2nwlGwlxzNkCi4dAr1YZb4FQ1FVqjDuOh1uPEo5XKA7rx6W/z6WZqYjaK3d0j9epkL7rKhQKhSL3kqVCz8VF+1/qOXPmULJkSRo2bBh/zNLSEje31PtFR0REEBEREf93YGA254wpcg1FXWHyp/DBxORjNpbitphR9JkiAPx+QSJJaRF6MTGw/oC2yItjzhbo1DBlofc6XgTA93vEECTilXFLcTfYMV16wqXXWc/0NX31Uop0ZRUe7hJhtbZIiNYlxcocOjYQoXb0kojV4d0SzGgszaF1bSjzsfSGCw6T40u/hB3HwdsfNk+QtLYf/xAR0rKWRGPjMDOFFcOlbUNi+rVPX7Q1NcTGSlT4ZZCIeWe7vNk4+voD6Q8ZGJJwbPnPsGmCRFrTUnuaHUREivFTYpEXx9Cl0KxG5vS6K1cM9s+TTaH7XlDCXTZrirun/5ou9jCzn2QoJMXKAtrXS/+1FQqFQpE7ybYavcjISDZv3kyfPn0wMDCIP75lyxacnZ2pVKkSY8eOJTQ0ZZ/42bNnY2dnF38rUiQXFVcosp06FcVuPHHdSqlC8NsCWRxllJTc7eysJcKWFp77wYpf9I+v3Ze26yXlt/Mw4fsEkQeyUGzyZcbMFpzsZBGrCysLiazmBMXdpJeePnq3gbUHYOp6OHFFhKGNpbwWb5eGY0shJlbaM6wcCZsnyiJ713FxYgwIlshKQAh895WkZ07qDYcXi3HNsqHw53LwC5brgwjPcZ9IWwXrLEhQ8A+S6GKNfvB2H6jwCbw3Fm7qEB+5mbtPoN/X2iIPRMR+Njd5GmxuwNs/5e/o7lOZ91ge7lC/itQU1qucMZEXR52K8M0w+YzGUdwN/lgsG2cKhUKhyF9km5nyL7/8gr+/P717944/9tFHH1GsWDEKFizI1atXGT16NP/99x8//fST3uuMHTuW4cOHx/8dGBioxN4bjLuTmJS0qZuQquhkmzmLIhCzhnl6nBYHdpCFf1qI1SREjXThGyhiJK0CEsT9ctJq3WNBoXDsMvRO5+viYAPfDoemQ8WcJg4TY0mHTEt7h8zE0BA+bCbC7K8b2mP/e09S3/adlohk53dh1EdSN3fiGxF8gxdL+mccro6wehT88DsYvdoGi46RnmbHLokQbDFc2iy8UxmW7JQoYad3YeN4KFFQ0krdnV4fBU0v527AJzO0j529LoY0Z1dmvKF2cJi8x7+clNTlyiWh47tQyAls05imnBJBoRJp1UVYhPQrLJuO+rmsJDZW5qaP7DYlSisONtILsk0d8AkAU2NwsZN+kpmJXxCYGoGVqsRQKBSKHCXbhN6aNWto3bo1BQsWjD/Wv3//+P+vXLky7u7uNG3alLt371KyZEmd1zEzM8PMLJ80R1NkChbmYrhRunDmX7toAZg7QBoYJ6ZGOUnNM05jDzl7a3G43HFU93iP5ukTeQCR0a9s/vVw8Sb0bp2+a4PUtp1cLsYxJ65I5LR5LSjinLP9twq5iJnMiaviDGphBh81h3tP4YW/mKpoNNIaou4AEXNHFosDYWKRB2I1/+ls2DNXhKOHuzgStq0LQz4Ql9HoGIlgnrkmqXUgQrBlLahYHIyz8LXw9oMxK/WPnbmWMaEXFSXvb5tR0lgbYPtRmLUJ9n8NdStKX8HMIPo1xitxj5+bsLWCBlXh5BXd4+3yQPqjqYl8RjK6IaCLO4/h9HXYeVRqXT9rJ7/LHgVff1+FQqFQZD7Zsjx78OABhw8fTjFSB1C7dm0A7ty5o1foKRTZiZ019GsndVw7jkrErWMDseaPc2lMC9YWMOVTaeKddCFbqQRUK5P+uZoYizDRJ/aqZYI5TZECcnuvfsavlZkUdQVff+mnGBIGI7+ByX1g0CLtHosAHzaF4HDYdkT3tV4ESHT49/PwRSd5XU9ekd6ME3pKrV+P5tBhvJxfvhjM6CdmFlkp8kCikfqiYADHr0D3Zum//v3n8PH05J/NsAj4eAYcXpR5rQhsrSQSnLi3YRyGhvJ9yG042EiqeL0ByT9XdSvlrjYN2c3dJ2IydT2R2/Gu4/J9m/aZRLsVCoVCkb1ki9Bbt24dBQoUoG3btimed/nyZQDc3TMp706RawiLkHSwncckJatlTak7yQt1IXbWcquYSY2vSxWCv76DyWtE8FlZSHRwwPsZcxp0d4KpfaHnjORjNpbQ+O30Xzu3Y2QEXZrA2v0JRhmn/xFhsuIXuPifiIpereDBc/jvQfKFemJu3Jd+gXtPax93dRBzlnX7YVof+VxUKZl9C3xjQ/mMxEUSk5KeVgGJeRkIj/Vc+4lP5tbNlXCHRYOh+5TkDcKHfCDfi9xIxeLSc3LMKumdaG8NgzvDp23BLY2p3PmFsAhYd0Bb5MURZ2KkhJ5CoVBkP1ku9GJjY1m3bh29evXCONF29927d/nhhx9o06YNTk5OXL16lWHDhvHuu+9SpUqVrJ6WIhsJj5SUug8mSY0LwMaDIkyOLRPh8yZh/KotxJoxYvZhYCDugpmR/tiyloi9mRsTGroXdYVdM/KGqM4IRQrAwQXw51XYeEiiX/efSR1S79YSjZ2wWiJImyfKAt1fT++zEgV1t5OwNIf+8yQtFKRWb+f0rHtOSXFzgrEfS6QyKaYmGU8djExB/ELCZyozMDaG2uWlifnUdXD5jnxGv/pQoqPFcunn1cxUek7+OFnqDA0Nwc1BNhveVB57w6aD+sfX7ocGVfT36VQoFApF1pDlQu/w4cM8fPiQPn36aB03NTXl8OHDLF68mJCQEIoUKULnzp2ZMGFCVk9Jkc0884XuUxNEXuLjgxbB1imy6M7rpNVExcZS2y00M3C2gxHdJLXQ20/MaQo45JxZSnZT2AW6NYX368sC/JkvDPtGhF9iNh2Crz6SZtdJebs0PPVNbrphZy1pnXEir5gbfDcqe1tLGBiI8cuVO9JGIw4bSzHFKZLB3nMu9lLjqMtwxMIs89sdFHGV29qx8pjGRlILmhewt869v1sBIfL9f+wNdlayQZCVvwEaZGNFH+GRUpOpdN7r8X/Vs/TweXEEbl4TCjqBg+rJqVAo0oGBRpM0aSZvERgYiJ2dHQEBAdjaql/C3MgvJ6Czjl53IAvX/7bkncVdUrz9xIBgzX6JdvRsBZU9ZGGlyHk0GknB7D5F/guSEjitr9Rabv5N+qIFhogwfP8dmNALmgyVaGti1o6RtMmz16FWBUnhy6qm3q/DP0is/m88AFtLKFFIXDEzWiP4wl+iL2NXJR+b0Q/6toMC9hl7DIVuoqIgNAIszTJmeOP1EiaulvTiuH/dC7vAr3MkzTi9Zk8p8TIIRn0rj6mLHydD1yaZ/7j5Dd8AWLQdZm/WPj6gg/SMdbHPiVllHmq9plBkP0roKbKcDQegzxz949c3Su+y7MAvSBaz4VGyG1/QKf0pV95+8NW3IhYS0+htaficnh10jUYin+mZk0YjaYmBIa+aaNtnTvNmbz9ZgIRFiplMUVdx1MtLPH8p0bjwSIl6xrU/CI+Ah97ymlmZg4uDtFW4fBumrJN60vLFYGofqFxConr5Hc9nUtM4cyP89wjKFIbxPaFGWeWemBWERchrvvxnuHJbxNgXnSR92CKNBtPRMTB3C0xak3zMwQYursm6lNibD6DBoOQtJt4uLVkbpbLAFTk9BIZKKxoff/nbxR6cbcHRLidnJZy4Ao2H6B7bM0faCOVl1HpNoch+ctAUXfGmUKOc/jEP9+xbPHs+hQELxU0RwNEWZvWDTg2lIXhauXo3ucgD6be2/6xYi6cWv0BZ7H23RxYgXRuLWU2RAqm7v38QHDwHI7+VtB8DA2kJsHiIvMbp5e4TacC+6wTExMhrNvoj6NI4a+zZswpXR909D83NdBupNK4Gb5WC0EgRgLk1RS8r8HCX29ulJXXM2ChvGWk8fSHpb0GhstHhZJu5Kacv/MWw5o+LUrPZtLpsHKQnDTsmRhb37cfI/wOcuQ6r98HuWdCiZto2fZ75wsJtusf8gkRIZpXQK1UITi2XiNTe0/La9G4N3Zvmns/Po+dw9l8YsCDBWMjWCpZ+CQ3fytk65tBw/e8dwNc/QL1KYJ+NqeIKhSLvo4SeIstxd5Km1j8eTj62bGj62hSklSc+0GJEQn0VyM7z5wvA2lLmlxbCI+CbXfrHv9kldWKpSbXxD5Ld/MlrE479clLSWX9flLqF2fEr0CORKYhGI4utGw/E7CI9KYb3nsJH0+DCzYRjLwNh9EoRkl90Sn1kLyZG6t6evpAFTTE3eW0yu0YxM3GwhUwuSctTZGU6dWAwePnJZ0yjESHg6phxQX3vqdRdxm1MmJrAp62lHjMjGx5xPH8JXy5N3gdz0WBJ207r/J/6iktunMiLIyYGes2Ci6tTv9kDEBGp32AI5Pcgq1qjGBtLg/vZ/WF4NzA0kD6kucmAxdtfftMS14sHhkDvWdIjNCeFXkSUfL704RPwerMkhUKhSIphTk9Akf9xtIX5X8iuaWEX2aGuUxGOL4P62WSweuOBtshLzNhVunt5pUR0DASH6R8PCZdoSGp47KMt8uK4+0TSsMIjU77/M1+pj9HF3Sdw/X7q5qHruolFXmLmbIGHz1N3nahoiVLU+Ez6jzUbBuU+libccelTirxNXJTr+cvkpktJ8faDrUfg7T7QdhS0Gw1v9RHXxpQWuq/jvhd8sVAavMcJp8goWPUrzN6k20U1rew/m1zkAQxbJg6vacXHT1KKdeEbIK9VWjA3TTl6+VbptF0vPTjYSpS8VOHcJfJeBMCSHfo/n/N/zJzPSHqxtYTWdfSPN6v+ZqSOKxSKzEUJPUW24OYIAzvC2ZVwdyv8OltEXnZFdP66oX/skbdul8GUsLaED5vrH+/4LjilMsVm13H9YxsOyCI6JcIi4M4T/eN//pO6eSQlpcbcLwNTFrqJeeQNLUdoL2hjYiQV6cDZ9M3tTSI0QtKOfzoOmw/BzYeZ288uI7zwF7OlFiOgam/oNhl+Ow//PYTg0OTnx8aKuD/yt5jfxBEZBUOXyf3SS2CIPLYuNhzM+Gv2/KUY9+hj1a/JI3OvI/Y1FfKvE81JKegMk3rpHivkknm9QPMigSFSc6qPW48gJJW/aVmBkRF80lJ3VNjKAgZ1ltprhUKhSAtK6CmyDQMDcHeWVKT01MRlhJIp1IjYWkmKV1ppUUN37YmTnTQ/T61zXpCOBXEcEVGvXwyaGKdsulIinSlrKaWMGRul3ihi3xn9Uclp63N2Fz0tREWLwA0Jz77HDA6Fn49D+U+gyyRJ56v4iaQnpjXakxVz++YncdS9ckdSBk9elSjdsUvSFy/qleV+bKwspL/+QaJfZiawZSL87z3ta87fmtzMI7Xoa/QOEoH3z6DQi45JOQL99EXqo/hxFHDQH6WxtdJdV5oShobwQWMxD0r8/axWBv5YJBkVbyp2VlCuqP7xckVlAy8nKe4Gp76FFrUS3FEbvi21jx55qCZaoVDkHpTQU7wR1K4ou6K6GNxZIo5ppYgr/LEYRnYXJ0c7azFgObMCiqdBXHVooH+sRU1ZoKSEmyMM6qR7zMwU3q2a+rkkpkwR/T3iujSS55wart7RP3bfSxbQuZmYGGmhMXE1tBoJH00VIZNeQZIWHjwXcReVpDZn1a9w+ELWP35KPPeDWZt1j01ZJz3cHjyXaN2tR3DdU6LA1zzFxKjjeKmJ6to44X6ez1IfKU6Ky2s+jzYZdKC1tRLDDn20fyftG0YFnWHlCN1jy4elr37ZxV6azl/bCOe/l/8emAeldZgOvUk42cGXXbQjyXEYGEgdZ3r+HchMDAzE5ffHSXD7R7ntmi5OrBltnaJQKN5MlNBTvBEUdobfFiQXLh0aSI8ik3T+I1rUFWZ8Bn+vhavrYckQMbFIS6+qUoWh8dvJj5ubwtzPX1+XYWIsabFJrbetLGD/1+nv9ebhBnvmSo1lYmpXgGmfpb6nU73K+scqFM/96UhX70L1z2Dej9J2YO9paDoUlu6SdLCsQqOBNfsSeqElZfbmnI3q3XmiP1XR208+l8/9YOJ3UPt/8MFEifh99xW0rCXnTVwjJiZxVC2VfkMWR1v5POmieQ2pgcoINpYwubfu3wo3R3mMtGJsJHVZZ1eKUCxVCNrVgzOv/k7v75KZqUSHqpUR4eBsn77r5DfcHGHbVO2MEgcb2DgeCmVhQ/m0Ym8j5kElCurfbFMoFIrUoProKd4YYmLgyQu4+xReBkD54uDqkP1ppLp45ismEkt3gF+wLIQn9ZaFX2oXey/8xcXvyh15ThWLS8QgvYtFkNQ7Ty+4/UhS46qUksVSWhwM73tB9b663QB3z5aFbW7Fxw86jYfT13WPX12fdXVPUdHQZSLsOa173N4arqzPuXS8Ixeh+XD94z/NkCha668gOlFE0tgIdk6H/vNEEC74QkTzYx/4a1XGDEP+vQ+dJ0gEMY4a5SRNNDP6uEVEwpW7MHixGBUZGsJ778DcAfJdzQhBoZIWbGWeu91o8zohIfDkJfgGyiZKXF9N9ZpnPWq9plBkPyoZQPHGYGQkEbictNDWh7sTDOksaWwxsbKIt9aTaqoPZ3u5VSmZefMyMZEUTl295lJLMVc4tlRszf+9L8dsrSRa+U6lTJlmluHtr1/kAZy6mnVCz8RYanX0Cb06FcEmjZ+RzCLOwdbaQneqZYXi4sra8C1tkQeSqrtwG/RpC3M2Sx1q0QLw7bD015Mmftw9c0RAPvKRDQlnu8zr42ZmCrXKS6Q8IERaCDjZZY5IsLHMebHxMlA2ZAwNJEKaUu1vXsXKCsrkw+elUCgUulBCT5EnCAqFgGDZQXd1SFsT4byCgUH29BTMbgwMoHJJOLxYoo4RUQm76BmJNmYHr3M9jIjK2sdvU1fq3XyTWPAbGsK0vjlnt/7wOUzfAEu+lMhc4hROG0tYPATuPhYjHl2cuCLpxgCtakOXxpknxkoVzpzoXUo42eWOTIDMIioart2DIUvg9DX5fLWtC18PyNgmj0KhUChylly+zFK86URFw+1XRhiH/pId5oEd4dM2uaumAqSNwPkbcPAvqW/r1FCcKy3Nc3pmuQNXB7nFERouqaYxMVI/lRvriCzMoGY5OK+nn+A7KdQfZgbF3eDEMvh8AZy8IsdKFYIVI6X2Kid47gcbD4pYs7eWVikHzsGDZyLoG1SR76atJdT5XPc1bCxFJPd/Tz4TbvlwgyMvcecJvPOFpKaCbHDs+RPOXodzq6CYcnxUKBSKPImq0VPkaq55Qu3+ye35a5aHn2fmngjYvadi0JG4ibihIWydDG3qgIUSe1o88IKp6+GH30XMVysDS7+EqqXB8jVtG/yCJDXvwXMxcinkDEVcwCyV7R7Sgl8QXLoF741N3mtxYEcY2kXMd7Kal4FSUxQdAw7WOSeMIiKlJ92Za7DxkBwzMoImb0srgLtP5Dt74XuIioFKPXVf54uO0OldibwVTqGNh+L1BIVK6wiDV2mkqW17EkdoGAxYJD0adbF4iLj6psVgSqHQhVqvKRTZj4roKTJEYEhCUbudVeamMwWGwLjvdPdgO39D6r0yQ+hFx8gOdnp66YHMc+RybZEHcs2PpsHNzeCRSWlp+YHHPtBiuHaT979vwbuD4fQKiaDp48kLWLsPZm5MaDlgbw3rx0GjtzO/xsnBRoTc/nmw6SCcuyERqF6t4e3SUluWHTjaJnc/zQleBMCcLTCrf4LQi4mB3xO1eujTRl43ExNYPlzerz5tJV03JEyiRMO6pc3QR5Gc2FjJdhj/Pfz6p5jcfNwcxn2StvYu/iFw9G/943tPQ9+2KjNBoVAo8iJK6CnSzZ3HMPJbqcOJjRXb/aVfihlIekVTYgJC4OA5/eM7jkLT6um//gt/+O8RrPhFdsV7NJdWAGl1MXwRoN8wIzpGxMGbIPS8Xkpd1m/nJQ2zVS1wd05uKnPplrbIiyM2FkatgJ+mg4MeUXP+X5iyVvuYf7BY919cDZVKZMpT0aKYm2xkDO8m77WluYjL4m75s1Y0JTTIa+DlC61rS8pmYlwdpR9Z3IZPhwYSoZ28VjZCirnBqA9fH7VVvB7PZ9K2IihU/o6JkXYch/6Ck8tTbzplYiwi/ImehvNueaCWVqFQKBS6UT/finTxwAsaDNLu43XuXzl2cbX+flZpwcBArMb19SrLSH+hFwGy+Fy5O+HY3tNQtigcWiC1daklKjpl0w7/oPTPM6/wxAe6TpZoTRwGBrB6NHzQEKwTRdp+PaX/OqeuQnC4bqH3xEd/g+7oGEkpnPu57obIGaW4uxiimBiDiREUe0OjUU628EEjGLMKlg0Vs5htR0RsvPeOmKpYmYsQ9A+G3ackKl+ykERdTYxl7J978r3Rlbbp9VJSRJ3tpBekIjnhkbBoe4LIS8xjHzhwFv73fuquFddg/ePpuscHdVRCT6FQKPIqqmG6Il3sP6u7WXNkFMzYIClaGcXVHvq31z/+YbP0X/veU22RF8d/D+G7XxPSAlODnRWUTsHlr24ubyGQUaKiYeWv2iIPJAr22VxJt0xMSjVZTrb6hVp4pEQx9PHfQ91pvhklKFhS5A6ekwX0L6fgxGUx33nTsDCD8Z+IKdLn88WG/4uO0L4enLkOVT+F8p/Akb9FsM3aJCJv6Zci+HpMgxHLoeUIicImTnd+7A27jkO3ydBmFHz1Ldy4L70cFdr4BclvsD52Hkvbb3CTatCjRfLjM/tlvYOpQqFQKLIOJfQUaSYsQhzZ9HH8sqRdZhQTExjUWXefsimfpi3qlpQ1e/WPfb9Ht4jVh5sTLBum26zgvfq5zx00s/H2g+U/6R7TaODnE9rHujbRf60hH4Cbg+4xS/OUI8XVymR+HVFIGNx8DJPWwIJt8Oc1KFdMLOjPXof7KQjP/ErJQuLE+PVAMDaGD6fCjI1w+IK83yFh0GuWpOyGR4ow/N88eJpE8J+/CV8ulYj9Ux9pI9F1kkR1bz6AVb9C7c/hH8+ceZ65GWMjcTXVh4OtnJNaXB1h0SD4e41ExZd8Cf9uEsOhjGROKLKWoFApofj5BOw7DZ5Pk5tGKRSKNxuVkKFIMybGUDAF8eJsn7ZFRkoUKQAH5sGl25Ii5mwHvVpJrU96FyAaDYSm8I9heKTUIqWFuhXg+DKpMTv3LxRwkJquj5vnzrYBmUlMrPQ41MdTX+2/C7vAmtHw2dfyXsTR+G3o3Vp/3Zu7E0z+FJoPSz5maQ7dm6Z97ikREwN/XITOExNSc6/ckWjJN8OktvOPIhL1yE891VKDh7t8ttuM0j0eGwvb/pAeeZbmkk6oiz1/SlP6wBBYtz/5eEiYGB1tmZR7HHZzAy72MKwr9Jmje3xwJ2nunhbiegNWLZXh6SmyAd8AWLYLZm5K+H0yMYbvvoKO72a+MZVCocibKKGnSDPGRjCgg+6FGYjZQgE9UZn0UMhFbu3qZc71DAzEeOWH33WPd2gAjmkUkdaW0lPt1znSH87IENwcs6ZeLLdhbQH1KkmUSxdt62r/bWMJHzSG+lXg9/PwMgia1ZA6ONfXfG4qecC6sZL+9zJQjpUsJMcy28Xxqa+I0aT1lxqNpCGuGgndp8Dn7795Qi8ySqIJD7z0n3PrsXwnXgToP0ejke/LgRTSEI9flo0EJfS0aVFLWrckTeEc1BnKF8+RKSmykfM3YfoG7WNR0fDpbBHrSrArFApQQk+RTkoWktStUd9qH/+wmSzacztVS0GdisnryuysYXzP9KcAOtnK7U3C0RYWDIJ3BiYXRRWK63bCtLaQ2p+01v8UcIBuTcQd1TdANh2cbNNmJ59avP3kMXQRECxiHqSu7K3Smf/4uZVH3rBom3xHqpQUIaaLKiWh0VspCz1Lc6n3M0phQ8TAQPVw04W7E6weA/eewPajYG4qadFFC7x5Gw9vGn6BUguvj29+gm+HKxMdhUKhhJ4indhbQ792YsLwxwUIixSBV8g5bywy3J1g+zTYcQSW/wwh4eIaOLI7lMgnrRC8XopQiY4RMVTQOesijJVLwIllMHQZXLgpi85erWHsx5lfo2hmCqUKyS03EBWT0zPIPp6+gA5j4fIdEd3Lh+kWejaW0tfww6mwdQq8+5YY2CRlRHf5LraqI/3gdNG8hqoT04erg9xyu+FTdDQ88wULc0m/V2SM8Cj96dAgZmMRkUroKRQKJfQUGcDWSm5liuT0TNJHIWf4sovUdsVowMkGzPNBf6+YGFmIfzIDqpaEbk3FrbKInzxnS3OwMBWzm8zCwkwWm/vmQlCYRGgK2Oft17OAg2xa6Irq2VlD7Kv6ws4Ns3deOcl1T/lsgUQ89/wJq76CyWtkYwEkgjv3c3HkfOQDTYdJne2q3VJnGx0jEd2RH8L/3gMzExErQ7vA4h3aj2dvDXMHZG4quCJ7uf0Ydp+U9jW2VpLqXK5Y/tlQywlsLKFmef3Ovw3fkt9khUKhMNBoNGn1nchVBAYGYmdnR0BAALa2b1jOnEKhg6c+UqDf8C04+68ssOPaDrxbFWb2h19OSpqtSvPST0wM7DujbcYCkkb4zTDYcVQipcuHiznGm8CXS+GbXdrHapYTd0ZrC2mdceqqpI79NEN66mkQwWZlDs/9pCbPxhIKOmlvNjx5Af96yvV9AsTyv2cridy+CbWu+ZFbj8Q8KWn06ZOWMKm3EnsZ4codqNlffqcSY2UBl9ZIeUVuQ63XFIrsRwk9hSKf8PSFRJ9W75WdcxNjmLou+XllikiK6v/mw/qx8H59sLHK/vnmBR54wbV7sPl36dNXprCkpJ79V6JQVUqKqcybwowNMHmt7jEbS0nl7DlT/r64On21i/5BsjHhaAummRh1VmQvL/xh9EpYf0D3+MlvpNZWkT7CIqTGvP88SdUEqT1fMwaqlNDvXpyTqPWaQpH9qNRNhSIf4BcIp/+BD6dJ9GnTBBi8WPe5tx7Jrq+NpYi9muWhbC4WejEx4oAZFiG1f+6OmZt2mhL2NrBmnwjndvVEfPxzV1wnl+yAXTMy/hh3n7xqM2GQe+oO9dGpoX6h16OFtJ4AiXCmtxbLXtXj5Qv8giVVVx8/HFZCLyNYmEHjanDiG3EgNjYSt2gXleasUCgSoYSeQpEP8PaHvnMTUgzNTMA/hd52d5+ICcZ/D+HGA8BAolW5wd0wNFyMG67dkx6EJkYS4fENFEt/D3dp8OzulPW9ouysJNW13gDp9ZaYLzrqN5oJCZNUxIhIWZB5uCffYfd8BmeuSZrt7cfy+o/vCXUqgEcuTWkr4iJRuy8WaR9/qzS0rg2dJsjfK0ek3GtT8QagkR6b+oiOzr6p5GfcnVTrEYVCoR8l9BSKfMADLwgOS/hbgwiMMD2N4auXhSU75f/DIqDPbPhhkjSiz0lCwqR+cMMhcXX9ZIY8t3b1pJn6ou1w9a7UbLWvB/MGZn0tStkikoa4Zh8cPCd1eSM/hGqlpS7tuR/cfiRRuSKucp/F2+X80HCJbo3pAR80kho2gOe+sOU37ejYjQfw8XSY1hf6tc+dBiQ2VvBRM0lX3XkM/IKgZS1xARyzElrWhEmfQvliqq7uTcfaQpyM46K8SenaJFuno1AoFG8kSugpFPmAiCjtv386Dh+3gO/3JD+3gAMUdYXShWShXtFDaj2OXhIxlVOERUiT7b5zYfcseH+cNAB2tBXh02lCgvFAbCzsPiVNg//8Vp5PVmFoKKYRUz6FYV3B1FhE9SNvWHNeHEabVJcI5NFLcOkW/Ppnwv19/KXBe0g4DO8q7Rj8gmHW5oRzrCygbkUwQMxIPmiUO4UegK01VLKGckXlORkbyXOqu1Ceh20uTgMGCI8QN9DIKGnVUdwVjNW/hJmOuzNM7g2HLyTPLmhZK2t6XyoUCoVCG/XPm0KRx3kZJLVdxkZiXQ+w8zhsniApkHtPJ5xb1FUa6a7eC2vHwtr98Ne/Mnb8cs4KvUfeUme4e7ZY82+bIimN4VGwdGdydzkQA5qjl6BXq6yfn4mx1J098obp6yViF4elOXw3QiIYugxwAOb9CF0ay3indyWt09BQ3AcrecDhi6CJhb7t8kZvPmNjaTMRh721/nNzCw+8YOVuuQWGSArw2B7Q8d2EaKsi8yhdWDZivv0FDp2TTYD/vS+OqspxU6FQKLIeJfQUijyO90txXRvdA2ZulGMxMeJ+OKI7TOwFD56LeHoZCEOWgJsjDO4MzapDq5Fyn0oeOfccAoLh3/syx4+nyzxBGrGv+kqid/rYfwbefyf7TDz+upEg8lwd4avu0KCqmEuERem/X1Co1OVt/QO6NpZjcz+XBvNTEqVwrvpVhMfXA9RiWBf+QZIue+WOpMV6uIsId7RNuXeYly+MWQXbExmEPH8JQ5dJhHVEN4lIKjIPExPpmTetLwzuJJtRubX+VKFQKPIjSugpFHmcwFB4byyc/x7eLg1zt8B9L7HYblVLFrh950hqZKxGTDNGdBMx6OYkDYzX7of3G+TccwiNkJS6QYu1j/9zD9qOgi2ToM1Xuu/rYi9GLdkh9J75itummSnMHyg9CPf+CZduSx2h3WuiWhGv+hn6BkqdpKOtbmfCn0+I2MuNQs/rpdQeWpmL0M1OvP0kIrrqVxHC/sEw/nsRbA3fgnGfSDR03xlJr21RQz7j7o7wIkBb5CVm/lbo3lRajygyH3vrvBHxTS/PX0qEWIOkXOfn56pQKPIWSugpFHkcW0uJaNTsJ7Vd3wyTNgRWFtBrJvz5j5xnagJbJsjfHcbLwqRMEZjRD77sAkVdcu45REXDvK26x/yCxOykcgkRfklpVRuueWZPg+CISKm5WzVS+oMdu5QwtuV32DtXxM/zl8nv26Sa9N8DWLBNUmvHfaf/sVb8DPUr57xBThxeL6UOcdYmadFRtqi4hFYsnn2C77e/JO1yeDe47qndo+09a9hwUOYXx/T1Ytoz6VN4+Fz/dUPC5HOWViKj5Lq+gVK76WCjas9yithYSeV+ESAp0c52We/8GhUl6eUzNsLeM/IZ+LAZfPkBlCqctY+tUCgUqUH5oikUeRw3R+jRTP5/5zGo/T+o+ik89ZH6r9KvFhyTe8PqPVLvFtcq4NYj6DoJzv2bsw12DQ10i7g4zt9M7tJnaCipjz8dz9wFnUYjr09ouPx994k8/qFzYj6ycJA0g04s8uIY+S3smCYL/sSULgzLhsGq3fL3zQciGAND9c8jIEQEcG4gNFyijC1HSC3nM195/s2HwZ4/9bu7ZibPX4qBjbERNH5bW+RZmkOjt7RFXhx7TsPv56HIa2rwLExTN4/AUPneHPoLNh6EugOk/UaNftB2tKT23n8GvgGpfmqKDBIcJlHcmv2h+mfwdh94ZyCcvAKRkVn3uHeeQv1BEpWP2yz49mdoMwruPM66x1UoFIrUoiJ6CkUex94GJn4q6Y87jr1qvg18tQJ2TpcoU1CY9K0a/73ua4z/Xlwfc2oX2tgYiruJqNJF+WLQpRHUKg8nrkjaYJWSstC+fEd63WUG971EuOw8Bh3rQ/Na0HWyCLM4Vo+Sejxd3HwAmw/BTzOlR2FgiLiaerhLb8NqZeHIRTl33xlJrT17Xfe1WtaCAvaZ87wyymMfGL1S99hXK6Dh2wkbCllFVAw88ZEo9N+3tMda1tR2Ok3K+gPQ/h3pN/bMN/l4nYqShvs6/INh00FYuB1m9YfPF0CLmpL2aWUOd55Av69hdn+J8qwYIRFP5eqZtdx6BB3HJ/z2gURaW4yAy2sl+pzZvAyQNioBOvqV3n0CR/5WUT2FQpHzqIieQpEPKO4GS76Eq+tFZOyeDW3rSmSvbA+pK/vrhv77P/ERMZhTUQg3R5jQU/eYqQlUKwP/eMK3P4kQ23AQ2o2G6/dFzGZGw+B7T6HxEBi6FE5dhTb1oMM4bZEH0gg9NIUI1vX7Ev1aslNMWnaflCjqqX9gzWh4p7Kc981PUoenK+3RwUZaStjmklofbz+JWOgiMESibbEpNMfODKzMoXo5acJtnCT6bGMpKXv68A2UPoU7piWvnyrqKuI9IlIcVXW5uwaHidj18pWI5qetYeUv8ONkqFAchi2DfvPk3HVj5fPYozl0nihGSIqsIzgUpm/QFnlxREZJi5noLHCxfREofTX18fMJ8PHL/MdVKBSKtKD2GRWKfEIBB7lZmEH/eQmRIxtLMWBJqYG1oaFYzw9eBEuHigOnqUm2TDue1rWlT92SnQmiwd5aoiKr90qj8pn9xSHR86kYn8TGikjMKBFR0ow9ro6rZCGJ/Nx7mvzcs9eheY3kAjCOFjUlWjfmI7hwQ8Rcl0lgZyW9DX+aIa6R3v4iXo4shpmbJIqo0cD79SXl1iOX1ObB69N6DQzktcrKCIaDDczqBw0GQdVS8phxi/uoGGheU7uVSGIaVIHD5yVd9sgScXi99UgMcTzc5fty+prUdU3pI9FjZ3sRfbefiCvqr39KyujID+W97NxIUmtnbhKxvmiQfHbHfy/zql8FlgyGA2elpYCJ+tc2SwgOh3/u6h8/f1NSjzO7v6OhAVhb6h+3tsj+39DXEbeZsfsU/PsAGlYVE6PcUgesUCgyH/VPj0KRz/Bwh+1TpY4sLEIEUUEn8PSSWqa42rPEtK4t/ejOXJfalourJVKRnRgZSxSkaXUx/rA0E6H3MggaV4MTlyWSFx0jNVD934O3Sqcu5e51PPeFH35P+Lt2eRG+ujh0HoZ8IHU53kl27Iu5SRSvSTUZ/7SNtIsIDoPaFeQcZ3u5VUx0v/kDYFIvwEDEX1abSKQVF3sRQbqiZm6Okpb6z72sT1Wr5AG/zoY//oYxPWD2q6bzAcFQtSQUcpHodGJMTaB/e0nBDQ6Dn0/Ke/FRMxF+749NOPdFAAxaJAJuYEcRr7X7y/1GfgiuDtB9csLr0Kw6bJ0s1+k8UTsifuoqXPwP9n0trTUcbbPylXlzsTSDEoWkdYkuyhdLff1lWihVGPq1gxHLdY/3e+/1LrzZSXQ0nLwqmRBxtb/r98vv57Gl2f97r1Aosgcl9BSKfIiDTXJDkIJOIgA7TZCUpjhKFoJBnWQhDDI2a5P0r7Myz745vwyAHw/D1btw7obMIzyJkcLhRSJeq5aSRX1mEROrnd514goM6KD73NhYWdz9vggWbpXdcSMj6N4EerWWlK3qZcWso6irpAy6OUp9nj5cneSWWylWQFISO47Xfp1MjGH1aHERreQh70loBJQtkjnptEmxtoTWdeT9DwmDNnUlnRcDcVz8dQ7M2ijvSXSMRPKm9JGWDMGJUk8fPod334L6X+h+nKnroFNDaVXi5ij9KKuWkrorBxsRel99KLV5oeHiZKsr7TksQuoDFw/J/NdCIdhaySbJHxeSjxkYyG+bSRZF1t6rLxsHp65qH+/ZCkplgwtwWnjyAj6YmNzgyTcAes+C/fNkM0ehUOQvlNBTKN4QrC2hXiW4tEbqjG49gkolZLHea5ZEHeI4+rdESbJT6AGsPwgbx0uqY1KR16aOmCq4OmS+Q6ijraRMbnkV1XvsI1G3KiVFeCalSTWwNpcI6byBIhQPnpMav7VjYc4W6NFC0jGrl5Xn9DrXx9yMiYl8Vs6ugg0HRLy+XVqEztY/pD9di9Hw1bcw7mPZNNgwTp5zVqQsxkU8SxeB6mUgMlrqBAcvhsmfyrxAjHpOXpX2IcVcJV22fhV4uwxcvKm/7tA/WGq/ShaUmsplu+C/R1CmsAi8UoXk+/PuYOjdGq7e0T/Xk1cgLFzSPRVZQyUPWD4chn+T0KvSxlK+i1nZi7JEQVg7Rj4LW/+QtjYft4RCTrmvB6bnM+3f+MRc/E82L5TQUyjyHwYaja4S5rxDYGAgdnZ2BAQEYGurcmMUitQQHQMLtopJiJeOnm8VPeCPReDikH1z8vaDT2fLDvP0z2DTITh2WSIon7SAtvUkDSuruHEfGg5JiMw0qQbfDof/zRdhDK9EcStJG/QoKIunM9elbq9IAZnf3C1gbgILBomwKFNEInt5nagoWP6zPO/CLvLcDQwkorVmr7SPCAwR0RsSJsKoSTVZhKdUH5qZ3HwgxkNt60mfPc9n4tRar6K0xlj1q4i/W49g+TDoOVP3dQwN4fYPsPk3mLw2+fjcz+V9/+Uk9Gwp0cKfTui+Vs1yEi1RqZtZS1iEiP1H3rIRVMgF3B1zX51cTrH3tHaaclIur4XKJbN2Dmq9plBkPyqip1C8gRgbQdMa+ht2j/owe0UeiJHMrP5itvH+OOjaGEZ0kwX6Y29pAJ+VFHcXo47vf5W0S/9guHhLnDKDwmQxb28tpjBxTpke7nKsVjnY+6c09J70KThYy2LzrdL5Z5fcxATebwCT1mjXM7o7iZvl6BUSFZjxmYij7k3lvXvqK8IwOyhXDGb9T+pTyxUFC3OYulaiaWamsGZfwrmuDvrrDtvVkxS3OVt0P86UdbBlogi9X/+ElSP1C73RPZTIyw4szOQ7rBrW66ZsUW0Do8S42CdP9VcoFPkDFdFTKNJIZJREwULCZCF730sWjYVccl+6Tkr4B8F3e2DsKu3j3ZrAosHatv+RUWI4YWgovd2yqrl6VJS4HC7eDn9clMXHF50kMpQdznAajUQF/IJkUeRgIwLUwCDrHzu3Ex0DMzaIlX0c1hZS46lB6qQ+mCjid0Iv6DtH0ii7NYayWRiJfR13Houpyq3HEnm8elc+v78vlAjkp7Pl/Y6jUgmpRwyLgHcH6b/u9qkJda1jPpZU48Xbtc/5tK04hRbI5k0ThSIpAcEwYbU0dE/KpgmyMZPVkXe1XlMosh8V0VMo0sDLQNh1HAo5w9wftIvwi7nBL7OkrisvYG8Dn78vtWm/nZeFbYuaEn1xtpdz/IIklXHZLmnGbmIkTpLt6kldVvNakpqXWcYbJibi/rZgkERlTIyhcCbVtj3zlUbGp6/Jc6xbSd7HxKldBgbg5iQ3hTbPfOVzABJdnd1fNgMu35aIQFHXhJo9MxNxHPz6B+jcMHvnGR4pn1kDA5lXqcISubt8R1Iuhy4Tg5U9f8LhCxKNCwwRs4qyRSSS22smrBmT8uMk3uyYs1nMe/bMkccxMYZWtaSWMDNcYd8EXgTI+xYRJRssBZ2ybkPpTcTOGib2grdKidnWQ2/5t2ru55JenF3p1QqFInvJUqE3ZcoUpk6dqnWsbNmy3Lx5E4Dw8HBGjBjB1q1biYiIoGXLlnz77be4uuaDghZFvuTsdbhyBw6dS+609sBLaiD+WCR233kBWyu5lS2qffzpC/j9vKRBdXtlHx/H9A0i+rZPhbtP4dJtCI+Q2q3MwsZSbpnFI29pfn75dsIxM1NZmDeooup4UkNklIggYyPYPEHSGs/9mzBuZirGFD7+Uhvn6iC1cMF6DE+yAs+nMH+bbEIYG4lRyoAOCSJ05W7p1VjJA1btlpYQ3SZLxM3RVlozBIXKfW0sdLdrADmeOAoIsOIXSQ29vDb590mRMv89lMhq3OfJyQ6+HiCbUCqlMPMo4AB924lbbXSMmMe42Of0rBQKRVaS5Xs4FStW5NmzZ/G3U6dOxY8NGzaMPXv2sGPHDo4fP87Tp0/p1KlTVk9JoUgXPv7SDLl5Ddj9p+5zHj6HRzoWhnmJZy+kX52tldQgJRZ5cdx8IAYlk9dA+9HQcqQ0Cdfn6paThIZLw+vEIg/Ene+9MSJqFa/H3FQitx3fFWOHxCIP5PX8dDZ8+YEIq7jPTXY5t3o+g7oDYOUvEnn39pOIYtOhshkRFiFzixP2LWon3NfbTz7TcZ/fOhVBEyvC1cJM+3EszGD9WHC11669c3WUWkVVj5c2Hj6HRkO0P0++AZL6e/pazs0rP+PuJOZRSuQpFPmfLE/dNDY2xs0teXFNQEAAa9as4YcffqBJkyYArFu3jvLly3P27Fnq1Kmj83oRERFERETE/x0YGJg1E1cokhARBTcfQlSM9FLTh64IQF4hIlLMMy7dAnsr+PWU/nN3n4K6FaXm6e4TEU2HFkCzGtk339Tg7ZfQNiEp4ZFw/qYycEgNBZ2lJ52NBfSdq/ucyCi4+QjKFJKIV4Xi2VOfFhUN3+/RvSlx76lE4Hcdh/lfwMJtIlS3TZXF7iNv7fMNDGBCTzA0gkXbYed0ERy3HkHpwtJuYfJaGPoB/PmtpBwaGohJTzFXME1Lc+6IEAjxAgzBpiCYmL32LvmNc//Kd1QXo1dAjbLa9cIKhUKhSD1ZLvRu375NwYIFMTc3p27dusyePZuiRYty8eJFoqKiaNasWfy55cqVo2jRopw5c0av0Js9e3aydFCFIjswMZL+WQZI/7TQcN3nlSqcrdPKVC7fgYaDZeFcrUzyaEZizE2lf1lihn8jTc1z0nwiJgae+EJQiLgtRsfA/q8lFTQwVCI+P59McJ975ptzc81LGBhAh/pw+7FEx/QRHCr9EAs4wK+zJaXz5gNpt+DmKNEEAwMRRwXsM6eZ9ctA+Om4/vFDf0GXxvDXDRF5Hu6wbr80e1+6UwyVPn9fhF9hF9nUMTGW2tWD56B2BRk78rfUN4GIvmLu0OAL6NwIFg9Og8iLjQXfW3ByLtzcDcYW8HYvqPoxmDuA7Zuz83Dyqv6xGw/kvVAoFApF+shSoVe7dm3Wr19P2bJlefbsGVOnTqVBgwZcu3YNLy8vTE1Nsbe317qPq6srXl5eeq85duxYhg8fHv93YGAgRYoUyaqnoFDE4+oIU/vAtiPwWTtZICaldgVZzOZFfPxgwAIReSC28V2bwNR1us/v9G7y9gzXPV81oc4hoffCX96fKeugXV1oVE3SNh8+l/FGb8PMfvC/96U2yz9Y3jNF6nC2F3FfurAIPl1ULyumPrbW8OtpidZUL5NgkjLhe+mPaG0B/dvD4M5pM9wJCIbnfiIWPdzA2BiMDGXzRR9W5rJJc+46nFwO/96XmloQgXbnCQxaLJFpkNTNFSOgXzuoVvgFjct6YxITSLiRIzvPF2D6Nnta1YZvfhKH0T5tXzVxjwqDsJeAAVi56ncT8b0F39WB8LjeDn5wYjb8tweaTIGCNcA+B61Ks5FyKdQzujtJvaRCoVAo0keWCr3WrVvH/3+VKlWoXbs2xYoVY/v27VhYpK8plpmZGWZmb156iyJ38O5bEplwsYMhH0i6WFiEOJa1fwfmD8y7zbH9g8VoJo5z/4pxRY1ycOGm9rnv15fzkzZbt7GUhtlZSWys1NUFh8n/m5pKmqmDjTg+frlUoi+t68CHSYL/xy5JC4DvR8HqUaB5FVUKCgEbq6ydd36hoDMsHATtdbhSVikJlUvIJsHQpQnHHW1h2xRoO1rSO0GcLudvlajZTzPEtTYl57+YGBGXi3dIVM7GEqb2hbdLS+R21EfQY5ru+3ZrKkLP3AyaDxPR+dtCSVW+80TmlTgd++x1aPIl/LUikuL72mO462z82MiynWk9dyk2rgWpVka+76ZGseB7T8Sa3z0o3xEKVATHkmBoDFYFwPhVuC8qDE5+nUjkJeL5NQh6DqfmQfM5YGat/wXJJ7SqLVHfiMjkY2M+zjxHX4VCoXgTydb2Cvb29pQpU4Y7d+7QvHlzIiMj8ff314rqPX/+XGdNn0KRG3C2E0OH535Qu6JE9gwNJQ3N3FQERl5F1yL7s7mw5EuJ8h08J+lsn7aGfx/AqBXJz+/ZSnqqZRURkXD6H0nNfOQNq/eI2KxZTiJ1V+7KeX3aSi2WLp75gpcvVH1lMz5jg7gwDu8OJd1F8Hk+k8iksZE0RFftFrR5p7K0Ehn+jdTAmRhDj+Yw7hNJg0ws8gB6tZJ2JJE60vCu3oUTV6BKsAhFfUGwO0/g6N+yyfBBI3lv1u4TQ6CCzjCim4j3z77Wvt/79aW/pY+/RHHDI2HvXKnZMzeFG/d119z6BcG+E2EMNtAeNP1vF1XNLTGs9K0Isbg0zDUNodU8cCoF51dAmB8UbwQNvgLP41CiMdgWhJAXErnTx93fwdQGQrzfCKFX2AUOzIOO4yVaG8dn7aFLo8zpYRkVLbXTF/6T/9auIHW5eTX7QqFQKFJLtgq94OBg7t69yyeffEL16tUxMTHhjz/+oHPnzgD8999/PHz4kLp162bntBSKNGFpLjU+ICmBm3+DjQdFKPVpI9GDOMHn5SupbhqNRKD+uStCokxhSVdLqQYuu3G0ldTGY5cSjgWHifudh7u0U1i4XRw5m9d8JQxjEs5tUEUam2el0rvvBUcvSVR157GE4yevQsMhsHG8RCLLFdVu7J2Uk1cl6vTrn2KV/+5bkrZ366G8L7cfw/BlEBQGbevA7P9BuTcjky5V2FlLBLtGOanJMzGW3nnHLkFRN9g6RT7bd5+I82WDKrB0l/7rHb8M+87C15/rNsbxC5Tv0eU7Ul85tItEFOOE461H8tijPoJzK2HBNhGM7eqJeHjsI8LN3hpOLgMzM9h9Uhq6b/5N/7wOX7Ojf/WqmD3+S+u44T8/QO0vRIzFRsONX6DBaLi8Ce4eTjjx2jb471f46BcRe06lwMoFTFLoHWJiCTHhEKMjxJUPMTWBdypJWwrPZxLpLVdUHCHtM6G1QlQ0/PkPtButXVtas5wY7WRWn06FQqHIjWSp0Bs5ciTt27enWLFiPH36lMmTJ2NkZMSHH36InZ0dffv2Zfjw4Tg6OmJra8vgwYOpW7euXiMWhSI38chbrNvvPU04NnolrN0P+76G8zdgwmpJf/zrhojBOKwsYMtEcZSLjgVT45x3lnOwgQVfQLNhyXuE9WoNS3bCj6/WsC8DYec0EUSxGqhdHv66Cev2wYYJWTO/mBhYdwAaVIaZm5KPazRSmzesK7wMkpQvfQ6obo4SISroLFGgLxZpv49vl4Ytk6D7FBGDf9+Cw4ulNk2RgLsT8CraeeO+iLWtf0jku1RhqeM8vFgW2/MHSk1bXB1cYlzs4dEtOH5Ft9C7/RiaDJWF+tzPpc2JrujgvB/hk5aweSI8fwl7zogoPf0PlCoiRkHXPaVv2/TPoKKHNOb21ZFFCVDCJQyTMB0147ExEOEPt/aDayV4+CeUbast8uKICoNT88GjEQQ/k42Q6p/BkUm6H7Tce3BsBpi9OX0ajI0lBTYr0t6f+EDbURLJTcz5m7IZtHhI7tpwUygUiswkS/voPX78mA8//JCyZcvStWtXnJycOHv2LC4uLgAsWrSIdu3a0blzZ959913c3Nz46aefsnJKCkWmEBsLO45qi4M4/nsoNUTzfhTxFBSqLfJA0gI/mAjX70OJbuJ0ue0PsWrPSRysZZE8qz80rQ4fNYPjy8RQI3Hk4/cL8N5YWbg3rApT14vr4aIhEjXJbELD5bVuWVOiM/q4+0Rq7jYfggHv6z7HyAgaVBXL/HGfwNBlyd/HS7cl9XNgR/n7sY9EBRS6CY+UZuQnrkhUdd5AaFNHWg7cfACfzJBm4tP7StplUjo1hNPX4fq95GNPfKTuMi4aU6KgpHvqQqMRUefjL06b6/fL40dFQ+O3oMVw6DJJNmD6fQ1ffQsju+u+loEB9G3kheHdQ8kHDY2k7u7iaom8FaoJ90/of4HuHQan0mBXBA6NgMrdwf3t5Oe99Qn43hZDFtuC+q+nSDUXbiYXeXFs+k1/aweFQqHID2RpRG/r1q0pjpubm7N8+XKWL1+eldNQKDKdl4EifMxMxT3QP1giTnFs+0PSIIu6wpIduq8RHQN/XIQ6FUR0fDQNpvWViJSlORD4FHxuwP1jYFcUSjQBm0JgknUdqB1spUl69bJiN1/QWeqYvv1Z9/mPvMHCHBYMgntP4OJ/8rxcHcUgIzN45itpmhO+FxE56qOUz7exhDPXpcane1OJMMVhZipCZNVu+buQswhzXfxxURwh4/j9PPRurfvcNx0vX/ncrB4F/5uf4HIKstmxYRx8tQJ6TBdTlrPXEwT7uE/EQj86GsoUke9W4qbj/sESEY/jdTVbxsZSQ7pit3wen7yArZOh16zkmwR//iPvaf/34LtfE46bGMOqkTEU9/5Bdwplpe4QGfoqbXM3VOkOL27rn5ShCRiZQsCrD9vhsdB9F3hdhiubJV2zXHsI8gLHElC0fspPUpFqHr/QPxYRqTsyrFAoFPmFbK3RUyjyC0aGMP4T+f8XAVLndd1TUgpDwmShGBP7KiXNW/91Hnsn9JxbPgzqVpJFrYWZBhczC4qfnI/h3VfhQENj6LEbSjQF46zJNbK1khYSPx6Wudf/Ar76ENrXgz2nk5/ft604YL43NsE1z8BABNKIblL/4hsgi3eNRuoT9bnoRUXBA2/wD5JUKjtrMWr4+1aCuUdwGBR3k9c3rg1EYhq/CpL8NFMe94tOMv/zN0TkFXeDgi7Qe5YIWP/g5NdITOIeXoWcUz73TSY0XIT11PXaIg8kDfh/82FGP6n3XLBVGpef+xc6vitCPDAEnOxkoyE0XFvoJRV2/97X7QQLUjfq6gBdJsKqr2ST5fQ1OX5Zjw7rP08an7/3jvRtK+wijd7X7jPio87vwaP98PB0wmQqfgAVO0HoqwaM949DvWHg4AGnF+p+kIqdwcAQ/l4rfwc9A0tHqNARSreBiACICgVjc7BRZmSZSe3y+seKuUkavUKhUORXsjR1U6HIDm4/gp9OwJzNsO803HkM1+5J/7dvdsnizS8wcx/zsY9EKLpOhoEL4f2xcOAs/DBJBETnRvL3ncfwVmn916laSuqPji6Bu0+hVn+p+6s3wIDGox34q/oeoit/LCfHRsMPHSFIR75oJuLqCIM6S8P0g/PgwDmpe+rZUowTQBZHkz8VQddmlLY1ukYjPQYPnJNUyn7zoGIvKP8J9Jwuwi2plbqPP8zfBtX7Qu3/QZXe0Ge2vH7T12ufu3I3LBqcXAC4OsLSoWLMMWMDnLkGdpbw51Wpx9PEing0N4YlQyQV0NlOhO33o6BtEg8oE2OpnYzjoxbpf02zkjuPxZxGX51ZdmBpIXWNZ6/rHn/mC7aW4pR57oZEZr39RYQVKSApn+vGSHpn3GcsDgcbqF8l4e+Vu2FSL90L9LEfSx9F/2AR82N6yPGnKUR1NBoZP3YJ2taTSO7szbKp8DzYCppMh89OiaHKp0eg5gCJtls6w8d7oOU8ODweDE3FkCUpdkWg7lBpu/Dsshyr1C2hBs/EDKwLgENxJfKyAI+CsjGgi68HvOp/qFAoFPkUFdFT5Gkee0u052AiU7yirmKffvRvcVc0MoI1o2Uh75gJ/ga3H0sEK2nk4uRVic5N7SNmH7ceycJ1Vn/4eHry6zjbSapatTJwzTN5O4DHPtBqlDF/ffsdZf7ZLAdjIuHRWYkeZCHGRgnmCIdKQkCIGMd83kF61kXFivmGpxf8tQpW/iJGKYVdIDRC6l6W/yTRzd0nE6575BK8OwjOrRIjDJCU1x8OS2pmYv64KKLwv0fax/eflUX+njniwPnYG1rWlmheUVdx7OvaRISgsx1ULCFRIo1GRLiREbxXX5w2IyKlHu/if2I48/UA+Hy+vJc9W4oRi6EhfDMMXO2z7OVOF/eewr4zknIYFAotaknar4crmGdddq9OCjrBXT0N1OMIDJVIrZGhCL9CzlClhCy0956BPnNEqMdFuONwdxLDjMZD5Hk+fSGRw53T4PAFEYvuTjCgA/j4wcyNcr+wCEnhLF9MPs+mJrrT9AwNxVX2ym3ZYIiOlvN3zwazYE/4o5c4ZdYeDM7lwP8B/LUcfF6FFN2qQLOZIvbKtodev0k6ZoiPpGMWrQ9/r4EzS+R8uyJQ/v3M6RugeC1ujrBrOkzbAJsOyWegqKvUkTarntOzUygUiqzFQKPRZGXbqywnMDAQOzs7AgICsLV9c1zK3mQiIuHBczhxGW4+FAFSrjh8uRhOvTLMqF4WvvtKhELtCrK4NDfV7eiXVo5fEgdAXRgZwZW14qQZHCq9w9wdoWppiUzFNRivVV4iYsOWwZox8OEU/SYjy4fF8HlIR7j5qvdW68VQ78uMP5E0cuO+uFluPgTf7xXhBFITt3miLNz/uCiW6C52sHqvCKrP5ye/Vq9WYtxiZyWprdU/0x2RmtIHfj0l72NSjIxEgD33hR4txKQjtfgGSKPunjO1e6iVKgR75ko6YbMasvhv9LakFSYVIDnJfS9Jg0zcCgMk9fbkcukLmN3ceQxv9xVRrYu9c8Xi/ssuksr7RUd5/Wf1l/rUr7rDwE66e5tFR0vEe+NBOPK3vBc9mkFIhKRM+wXBscuwYxrU7Jdwv4EdJbpf1FVeG121ph+30D12Znk0tX4rA36ecsDYHHr/BuuaQkwSxWhiAX2OS0qm+9tg6w6RIRD6Eo5Nh+s7xMCl6ifwzgiJ3imylbAI6X8aGSV11SqSl/2o9ZpCkf2oiJ4iTxEVJbbYbUZJtCgOdydpadBzpizsHnnL4u32ExizSlK5GlaBmf+TxXxGInspuT7GxEjvtbqfQ/MaMO0zMDESYXF0qaSDmRiL8OwwTlIbLc0SrmlkJH3bPmgkNWU3H8BjH0MoVjFB6BXNmT6TxkZw9Q58l6TXc1CoOIieWwljvxPhZGEGa8foX/QfuyyviV3ME0L9LPAN0N1bYsMBmPO5NLrWNZ+iBWDgAkkFHPxBwlicyYKNHkMYH39J7UvaKPvOE2nAvXiIpILWq6T7/jnFAy946C1CKanIA6l1m75eUluzeyFbxBXGfSyOlkn5oJFEX9+pDF0by3vfaYI0WXeyFYHm4aa/gbWxMZQtKinRUTHSG++LxfI6JCbp561KSdkoOHEFNoyXz8vXP8r97KylxrSihzhwJsbaApwNnyaIPJA6u/Orkos8kBYK17ZD81lg9Cr31NxObu2XQ9NpEsGzdM6y+lpFyliYSY1uZvHcDx48k+i/iz3Uryz/DllkUzQ9JFS+F2am2fN4CoUib6KEniLP4OUrEaUPJmqLPJBUsP/Ng3kDoPVX8PNM+GQ6nP034Zwjl6DBFyK4MrKAL5VCLzVLc6lF2jBexOWE72V917+9LB7LFJHzYmPhtwXSpkCjkQWITwBsGg9//C193YJCpbZkZj8I8XfGCqDYu2BfPP2TzyALt+s+HhUNu09Bv3aw6lfZPe85E37T403hZAvWRsHwQ0fMaizD3LS2Tgt0z2dQxEXe14lrEmzSCzhInd28H+XvIgUk6rflN1nst6gl/f1eBkDj6iLuE3P8iriD6uKnExJtzem+hkl54CXpjVbmsrDUx57TMOOzbJtWPGYm0K+9GKpMWy997GytJKWyfT0R363rSP3kyavidFncXTZtFg6SlhevIyRMzFzicHeCoe38qFQklIe+plhZuMSPFXaRKLO7k6Qc21pCoXISWXwZCLWKeEHIc0KCwriywIVVR1xZvtcajQZGdg6hyN/DtR/cuSxc/UH/5B6cgMhgsEgS+jWxADvVgDE/8fQFfDRVPsdxGBvB1inQqnbW9uW781hakfx8XP5N6dNW/v3wUN04FAqFDpTQU+QJfPykFq/fexKN0cX5mxKpK11YdvwTi7w4omNg7CrYNCH9zXld7CX1MrHlexwDOoC1pZjAnE/kCnj4ghhK/DhZIi2GhrLI7ddexif0EnE0Z4v2dS/chFYjDTg6swcNmkfAW73FuCEHMDRMXpeYmNtPtFMGo6Lh5BWpQUyaejm4MxQIOAFPzuNm/y39WlVi2a/Jw2+OtrJj/UEjqODxKiJqJPVec38QJ8UpfeDqPTH3eLeqvMfGRlJ7V7owtBwOhxZoC/SUjEuiY3Q7eqaG5y8hMlpET2amesbGSouJY5dkIWmSwi+3qTGQQ+VfzvayqdGqlrwfj57L5saUdRKta1ZDIq8z+kFIuLyf/2yQsdQsjt2dJHrrHwxfvhfIyEaXcft7PIZ//QP2xYkMm8y3nzfgx9POTOkj4njFCHHWnPA9nF4hdZf/q3Mdpx0dwfe29Hs3NGbmW0NoMmY0l546878y+zE5tEv7wUNeSHsTn5u6pgb2xSS9U5GviYqG5T9rizyQ341uU+DfjSlvBmaEu08kE+TGg4RjPxyWyPTYj5XYUygUyVGum4o8wQNv6Y0WEJLyeRGR0mftgZekteji1FX9DXRTQ4mCsGmiRCni/BQszGB4N2nSvfWwtshL/LjHL0v6qddLbcHapJoYQugSjxoNfLnWDZ9Ko3O0ibKZibiE6qNuRSiRpAbSy1eid4np1BCavh0Nf0q4z/zGD4xqfJl2tbXfFDdH2DldonVF3eS97T5FUv56zxKR52Aj9unVy8DcLTLWdbLcAkNEbDnbw9c/SM1kHA3f0v88yhVLu+W6b4A0jG82DMp8JI25fz4hC7MIHZl+aeXhc4mUgiwwW9TUf273pslf83iCvODxebi2Q/4b9Czjk0tC3CbG26WhZnnQIHV471SRqO/Z62BuBm+Vgpa15HOf2ghIkQKwfhw0qhrD2NoHKPhLQwwfnoLwAPC6gumOTvRx/oYRnYLpOlncM6NjEzYath+BgY0fUnRfY2lMHkdsNNZ/L6SN1RZGdw6ggJkfOJbUfvBr26Dap/onV2+ERO8U+ZrnL/X3FY2JEbfhrCA4VBxnE4u8ONbsS7lfoEKheHNRET1FnuD3v6SOrYS7iCtdFkK2VuBoB4E3ZbF5biVcvAX9k9TfWJhl3PCuVCFYNhRm9IfQMDEkiYmFdXvht4v67/ftzxKNGbtK0jyHdRHHyOgYaQegjyt3ICjcCBf9p2Q5hQtIQ/e2o5KPOdlBgyrw5zURSjdfLUbqVJQo564TUjPXrp70HCxkFyF9xQBioym4pynrmn2NV/d23H1uhpO9IQWLOOHgYBrfeL1meWlfMXaVmJEYGUkk1NxUdtIDE20CREbBou0iDAZ2kFTYj1vA+oPQpZHUezV+W+rGkjJvQNqMXcIi4Ps9MD6Ra+g/9yTFeGofETINquqOIMfGSq1PrAYcrSV999YjcS2t6CHRXxd7+WzF9fwLCYOrd8UVdOMh7esVd5P+hU+8tOtQvXzBKeYeJlvbakekXMrBx/ukSXc68fGXpuSbD0lKW4uaUL+qfEfinFtBXvOPmqX7YQCJ7jasCo1LPsV63SCd55icmkGpDj3xDbCmRU0RyY3elmjozuMwq+FlccTUed9ZmDgUhssb4J2RgAb2DYbYGAh+DhZO0HQGHJkk/TpATFZaLwKXshl7coo8QXSs9m9NUh6n0Dc1IzzzFddQfWw4IL/BCoVCkRgl9BR5AmtL+e9jH+nptvFg8nPGfQxfLdfeUR3fE3bNgM4TEo71aEG8eMgIRVzhVckdNx5Atc9g1If6a79Axs7fFGv8AR1EnH6xCEoXkkbe+jAzlXTEnOat0mKyMnplQkSyWhlYORLGfS+R1F6tRIwVKSDup6UKwcReSa9kBbUGwN3f5c/oCBxPfomjwTAqWDhCo0lQ8AutnIOCztI2oVoZqcMzNYEC9pK6pG/htXiHpOlGRksUtW4FaZIcESUNtXefglmbxLWxelmJPKXVsdLrpdj96+LrH2HDOPjzHxFrMTEidC3M4ImPzH3lLxJhfr++mI18uTRBKDetLhEsB1toWg22H5XjMzbC9M/E7fSn45LK2rGBnB8SLmmTvpdEgHs+BYMwH9rf6Zo87dDnJmzvBp/slxYCaeRlIPxyAj5fkHBs2xF57w8tEHGX2dhaA8EvIVRPCCM2BtuIuzjalmBABxi0GKb1gSIuGu4+NSDy8T/oDSDGXfPhablV/AA6rIV7h6W9glMpKPYOVO4Gzy7JZoX7W2DtBqaZ8KOiyPVYmcvv4OXbuseb1siax9WQciZKaIT8vhjlgn8nFApF7kEJPUWeIC5V7Z97MLK71EAs3QEvAiSKMam3GHckTZuZuVEMQYq5iQgpV0zuH6LHDTK9FHSCLRPhm58kanVJzyKg/TsiLjq9K2YRXSbBe++IO6D7q9q9pE6QAJ+0EFGT07g5SrRs71wRTybGEmnq/zVcviOCtKAzNK8J0/tK9ElfCi1F6kDxhnD/eMIxTawIjgod5MXQQdL6l1uPdJ4GSDQnKho61hcht/kQNBoiqZYVPUTY/fWdCHBT4/S133j+Und/NpDIc9mi0hKg8wQRqO3fESOS7lO0F4urfoUdxyRq2X6MzPuPi1K3+fUA2bTYc1oiiBqN1Jw52Ulkb3Bn6Se3Yrd8riashg+bSquLxdvh1hJvOKEn1PzkgkS4XiP0XgSIIDYwAEcbiRh6+8HARcnPfeQtDqzffyVz1EdQqHyO7K1es0CNCpOIWkwkmFqDYcr/dBmbmbNxgojQ8R9HU9E9mIYNduFX4iPMA6rAaT13tHKRtghxXN8pkb0qHya4aQKY2YjoU7xxuNjDgi+g6dDkY+WKJfQHzWwcrKBNHdlI0UW3JkrkKRSK5Cihp8gTuDvD4sHiurn8J0nX2ztX2hRYmIsT37r9uu/77c/SUy8gWATVrE2wYCDcfgS+gRIpc7CBkoV03z812FlDy5py/bAI+PGwWPUnpmxRad48cTVM6gWdJ0rK52ftJKq3fSos/RIGL9ZOTa3o8SpFMZe4sgeHQe3/6R4rX0yMaq7ehVYj4eAC3ecBYOMOXX6Ah3/CuW8gNhqq9YVSLdLkUlg9hYy5oq7Sf21Gfxj+DexNtMC/7gnvj5WIX9fGKQjS12Bqon9s0WBp/5DYuOGXk2ISoysi8DJQevh1bij/BVizV9IxSxeCU8th3HfSA9DURDYJPm0jBg1eL+XxekyT+33QCN4bK/9vEhOc8pOI1D8eHS1mNwMWiDkQSJuEHyeLgNW1MQHyWr8I0C30vP2kSf3CbVJ3264efNhMek7GRe/jCXgMx6bBpQ0i9OyKENNtF0Yu5XQbo5jZEmNbjEHjJMUXjGlezZJ1vSpSzCEYrKuCVQEI0ZFjV2sgXN6ofezaNmmUHvQEIgLBzFbub6Uasb2pVC8rEeu46LuJsdTGTusrTq9ZgYujbPYcOJc8g6FGOahYPGseV6FQ5G2U0FPkCWwtoWcrqX94GSRRmSU7ZWz/PDE60cfzlxKJWv6TpH1+1R32noGR3ya4L5YqBOvGioFEevsg2Vq/SisDDi+Whfr6A2KA+GkbaFIdOoyVRb6VBcz/QqJ0a/ZJauPHM+Tx986V5/MyUJq9F3KR6ElklAjAnO6b1Lia2HoHhyUfm/Kp1IOt2i3P0f11LQpsC0KlLlCqJaCRvmNppOFbkgKrK31z1EdQtYSM7dUTxRmzSur/SqfTKa+Ag3y+vF5qHy/kIlHCpO589SrBwSSR56bVYcgH0lPxoTcYGiQIvfBISTU1M5OUsfXjJDUzKkquXW+gGDV82UVEIYCznUTV4kRYmKGj/uJWAwM05g56jTrvPZW2JInTxv78R4Ry0uecmJgY7TTmgOAEV9Ird2TD5eZDGbv4n3w/d82QKGSZQmBqikTxtn4AjxO9YAGPMNrRjZhOmzDa1EpbpBoa87z5VnosLvhK5Am//23Kxc41aWf1KuTR5yj82Ale/Cd/G5lA9X4S0fM8muT1MYSzS+DoVHCrCrUHgW0h2aiwdgfrnKycVeQENpbiIHtksUSljY3lt9wyi01XSxeCP78Vc6mD5ySNtE9b2SRJS12xQqF4c1BCT5FnsLOW2wMv6NVais9BdlTfqQS3H+u+X4Oq0l+tkocslP2C5B/FY0vh/jNJk7vzBFqOlDS+8sUyPtciBSQK06EBvPAXI4hdx2QX2MsX9p0B/yBoVUfq+z5qLg6Nd5/AruNQo6wsJnafkqjj2VUwa6Ms3Hu0kOfhkY40w4zi4y/ulpsnSoTs3lM5bmMp9t6h4aInnO0llTXVTbvNxTnE20/qzULCpI6tgIPY6adEUVc4ukTMTzxfmUiamkiK7juVxZSlTgX993/iI4u19FLIGXZMh+bDtMVQ0+ryPicl6lX7BZDs1COLRdzN2CDGLO9UglE9JIXzo2nSUsAq0QKygAMc+kucR0GEf8+WYjJTt6Kc//t57UjjljOujCv3EeY3tiSbT3j5HgTHuqLrrQqPhMU7ddcGhUVKvaQ+qpSU7ytIZO2n47LxERouEbyNE0SgztkiEcoXAbB0p4jU/u/JZxz/B9oiLw4/T4yOzyCy30XCru7B7sUpIsp25YFjB+77mDH4A0N6Ng+ngvNzDA01HL5mz+bf7WlS49VivEAF6HNMUlajQiRS+Pda2KvD4KV8Bzj0FVTqKhsSf0yEwFc/Nm5VofMGKFBZb6qxIv/i6pi9/TZNTaFCcZg/UH5vDQ2gmOurTRGFQqHQgRJ6ijxHMTeJgHVvAt/9Ckf/hun9YOuR5AtSO2vo0VwiEPUqSYrbdU8ZMzGGQR3h2gao1EsWoNuPSLPszODuE2g7Wv4L0uOtVnl53FiNLJRtLaFCMXFUi0OjSd6e4c5jEYAAP58Ud7X149JXU5YRIqPg8EWxqx/RXSJ2UTEStVy7X+rEvv4cDi8UsZuWte/D5/Ja7T8rNzMT6NsOWteS9gr6zGgMDUUUnPwGvPzkfXSwkUjphZtgbJhynZiBQYLwSg8GBlCrHFzdIDVhf9+SNN3OjaRGNCnOdiJ0th+VdN31B+RmaiKfhx3H4KeTcHiRGNs0qJpcML9bVa5jbw3fDIMNB6HFCJlLxwYiogyQFOfwSJi705Zm0+ZR09QGi2trRdgYmRJWqQ9/uU4i4r4tLXS0ZwwMlpYguoiIFIHaqnbyCKWhodQVFnYRJ86eM+Q7GMeyXZLevHmibHIYGIh43X1Kjo1aKa01bB//pf+Fv3OQ+1XAq8AICpQdxtY/DFm0XSLNFmbwv7YGtCrkifuvzalWrBG+Hy6E2PLE/7Nn4yY3AN87cOtA8seo3A0enIIGYwCNRAETR0W9rsDqd+GLy+CQRcVZCkUSnO3lplAoFK9DCT1FnsTDXRbwreuIcDr9jyyMh3+T0Ivu3aqwcJA4bDapJumeiVPNoqJh0Q4o4AhLh8KQxbJIv/VIFpyVS0h9XJF09Cf39YfJaxNEHkh9xZ0nMGhRwlrxxBWY87mk7OnD3FR2bhNz8ir8fiGh4Xp2YW0h0cbfzsMXC5OPT+8Lbs5pdzV97ifRwd6zxFk1jiGLRRzPHSA1lCnVv7g7yw0kbdDOUj4PG8dD6SKy+A+LSH6/FjUlIpkevHxFWBgbi+gd0V1Eu+dTCPAPZ/4nfjQoaczKwy7891BScSt4iHHNxy1ECP12Xpp6u9hLRNPdSeoKJ3wP348SMZe0HUgxNzi2TFKPP5io3ZNx829w+ILU0H09QOqIomOg+SR3+rRYyOdtv6KEcwgP/az45jd31nxrwdrRup+fmSm4OiS4gCbml5OSrja3XySr+nsRHBjGy1ALDt1wp0YFE0q9qnm9fFtb5MXxIkDEXnQMDOokQi9OQh25CEEhYJtS30gjEwIjTNl8EizNDFmWqL95WAQs/smM5y/r8E3NSdifm0SBx7VhwN9gWU4ihSE+UnNn7QqmNtB5o6Rteh4FMzuo3B3C/SWa12k93NqvO/U1IhCu/wT1R+ifq0KhUCgUOYASeoo8i7uTpId9MFHEQfWyMKOfLEyNjcQZMG7h/9MJ/fVEC7bCkSXy/6UKSUronFcZbm6O8MdicVNLCz6BCRG4OFzsod3ohLVivUqSglqyoLiAVikpJiZJ6d1a5p+U7/eIC1uhbCwRsrOW1/j3C8nXvPbW0KVJ+lpXBIfIc0ws8uL464YIjaU7JXrllopUKSMjqVtZvU+aqB+cDz9OgS4TReDHUdRVNgN09bhLiaBQES9Dl0rKsImxRKamfApFXWJw5x78uQDuHqF79fE0HNOJJwGW2FgZcem21JeuGysbC2tGw5Al2qnHNctJZDkiSk80MiKIMnZBzPjdBR//5OFIr5dw6DxYvjIt2vOnbDJY21rgFVuC/nMSjFVAv1OgnbXUOeqK6j30imHzoPsYXFqHwblvpGm5mS216wwn0ONzrFxciY1N3usvMXtOi/PpP/ckZbpcURF5FmavRJ97NTCxhKjkubXh5Xuw7kQB2r8j7rW62HrcnMmdumN/bpI4d17fAeU7wrYuCUYuBgZQ+UMo21aayBd7Vx7vj4kQ9Co3OeCh1Avqw/MI1BkExrnEMUmhUCgUCpTQU+RhjI3FROPMSomERERJ/ZK7Y3KHyn90CKg4XgRIBMjYCD5uCfUGJIx5vZRF5OFFaavFSGpEUdRV5hAVLevKb4ZJNGbKWokAjf8Etv6fvbMOk7J+u/hnu7sXlu7u7m4kpFHEAMUO7O4uFEQpUUAEg1AE6S7p7mZh2e58/zg7zszOzNIqv/c51zUXu0/XLN/znPs+5xV44CP184GO544uCh0f+Y7tPjKylM32T6NKKRng3P8BfxteNK4mZ1OTinO1SMkQGXGEBet0bw+dujKiBzJomfKslKe734GvnoRtk+Rad/wctKilHrMQP5XGpmfJxTXYXy8RisPGvdbB8Tm5ekFw4CSsfOkArl83hrxszvReyZhZ9Zm/wUzGapaDyU/D8q3QvRmM+sC2v3Tzfvj0Rxj3WAEcWyXjD59w8AqE9HjYPJ6ETH9+WfeQw2P8c4tcXHcfVa9oXj58MFM9i5YkvUtjXVtHaFBFSuWHs8zT/LxhycvHcV79Dmz9xjwjKxmXla8QmBGLU6d3KXD1K7Ys1s1VxxWXJOV8VG+50d7dXS9GcC6pjL/pXUXUCpEXWZ8DFV9jzSJvBnayJu+WKCiAc0meVHR2latrxa4wvRsknbJeaOeMQjfNUFj7ge2GwqvDkT8dn0hIZXAxGqUMGDBgwMB/CwbRM3DLIzr08qYfxWUbBfuLNP7wCvy62jYTbe9xlcZdDdHz9rRW6DzdIbHQFXJUL/jrgHrITHhzOoz7GWa9rP7DuCQpk0lp0Od5+xb2fVpdgavlTYCPl8od13wBCakqoQ0OUM/YtcLLw7Y81RIuziLPv29Qz1pxyMmBC0lAgYjE2TgRlX0nVarboyn0bSNznmVbwMsLnvtK9xlk1PP1WBm42Iu0uJCgklB7aF8jGeclz0B2Kqn1Huf5+XWtSJ63p/r3Vu+CRtXVG2ivLBKkmmbnFMDkNppQcxB0+wQu7IU/X8C18ev4ejm+Dn5eKo38fC68O1oq4cD2cPC0DGh8vODubvDogOJV4dAAeG44jOwmN1hnZ+jRMBXPtNOwbarddZy2TIRmjxOLHwPbqZzUHm5vC7+tV8RI18bw0KeFRkaDTH2TrhDTjPwH95J0cCu5CafJCGvE1gtleenTSN5/QC8JikOAd55Inl8JBaJbkjxLbJ8GfafB7tnW04PKicTVGAjHVtg5WWeod5dtfa0BAwYMGDDwL8OwCTPwv4Pks3Bhjz7JZ61m1SrvmIg80l/lcYs2wevT7C9jr7erOJSNUnyCyYzk2Dmz2tW9KUyx4/uQlCr18FISDHxZPYWlIxQIXxTRoYqKcLsOE5HrRVSoHOAqlbo+kgfq9RrY3vH83i1lAlOcqQrI0OWFb6DeSKg1AmYsgRdHKGT4szkqly0bBWUjYeYSWfkPfsVM8kC9gp2esM1BNCEt02zoUxTd6iTifEgZB7Gl72TGCjNTfKCPMvs83WHrfu3Hy6P4WIesBIust12z4OhyWC15N/DQNB7tet7Bmrqev65R+WWrOjK0GdlNDqU7p8LWr+HN+9TvdzkE+qp8+Z6esnMP90jEKe2iCJQ95OdBehxHzura9mttu0iFEtClEZyL00uUab/DO6Ng8YdF+mJd3XAOLsOx4H50+vERar/UlM8WRTLzZZnulAqXomwPlWIgPKMwKD60EsQfdXySORlSTT38zNPKtIHbvxfZK9MaWjxpTehcPeG2yRBYyvF2DRgwYMCAgX8JhqJn4NZHbg7E7oTfHoaThWFpMU2h+2eyPXfzoFKMwrsHvmw2SHFx0cB3aCdIS5drpD24uV6eYNhDrfIaVD//tdwodxyWA2h8iuOQ6dQMKBkOr98jFTE1A35/X/14M5dK1erfRuYV15r79l9EkL9UnV9Wq/zREh0biGifjZNbpSOcugDtHjFHLICu28+rYN14OHAKXpui/rjKMTKO+X2jfRKfl6c+zYlPgncR1czVxXGOYH6BEzi7Ql4OaTme5BWW797RWWS43wvmZRdvhvcCZBYz9HXFfljCzRUCnIqEeiceMytS8YdpHrSB25p14Zd11gFefVtJBXV3haUfF1CrTDYurq7g7EL5ayyvtYKTE7gVHxpW4ObDhF9Fst8dDQPawXd/iCh3aqTe1MWbYfbrIt+OyJoJ5aL0cmP9bil+/V4QGQ8JUJTHgx9bk/OSYfDzU8eIWvyoJgSVhbAqjnfg7gu5mXDbN1LpXNzhzBbwCgYXTymr1frAsAWQcBzcvMA7FCJrXlP+4z+K7AxIOQ1OruDuDRnxkJulc/OLBhdjKGDAgAED/4twKiiwZyN26yA5OZmAgACSkpLw9/f/tw/HwL+Bi/tgQkPILpKY7e4DozZDeNW/Jx0+rXLDtAypCP7eKltLTYfnvlZoc1E8PgDuv03llIF+EBYgYnKlOBmr/kGT3f2BU9DpccfL75ompcwSWTkqtwP1qN3sYN5/C8fPwdKtMP0POT72b6MWqkc+g08flsGKI4fMuSuUwWfK3buULBWvbJQcWMeOt17+4f4K6rbnCAly+Vw1zrYnMDtHquGHs6B2BRjSQcrS3hPgVpDOm5EP4LJjGkf7bKPaU3XIzZMhiqURjyU6NYDq5dQ7Z4n7u6fzXvmn8d5uUSdaazC4einzDcDZlRNDjrD9Qgy/bXTCGejWVCTU072AOuXyiD49FY8DcyC4PDQcLcLjYT+cMC5RfZc/LFXv3MD2IlhhRXv48nLg6DL440mI3W27obAqZAxdTt+3I1m8WZMig6UGtqilMt20TPVIXo0RTkq6CH/T+6WAmxAZrJcjMeGw+5jKnmuXz6d63EQZqlTpCYFl5KL5bVeIt9O02/QRuXHu+8V6+iMHpAYmnoA178O2aSJ2FbpAy7EQXOG/laGXlyvzmIML4dx2KNkYImrA5q+hzlBY/AycLVQ5PQOh87tQrT94/wt14Ab+X8EYrxkw8M/DIHoGbm3kZGjgsuEz+/MbPwid39Pb98sgNkF5Zu/PkLoSEgBjB6tn6/Ev5GB44JScLsc/KcUgM0umK75XYc9/6gI0HgWxdlxAa5aDxR8Vb47x/wGnL+r6/LxaqtTtbXW9HZG8S0lSAl/8BlZs17TSkSoFDPGH255Xvp4lhnRQnuGspfa32bYuzH3DHPptiTMXpSwdP6+ety6NwdNNhCPCN5kSv7YhPawxY499yPLd3gzrpLgEe3By0j3v/ISUXnc3GN0tnadbbSBy5Ui5PeYWHrx3KIxcBuMbKAvPO4TVzbcRmxfDpv3q91uzy0yC2tfNYdrAP4n6rZt5h32/hRr9bb4TFxLg2a/0HbBE/zbw9iiVSLpaCj/JZ+Rc+dMIc4A4gF8UqQOX8PGK6vh4wlNf2j/vQe1lShTkZ3++PeTkwNRFMNqOXwpA3Urw5WPKr1w9zo5bbmospF2An++GM4UM1NkV6t6pKoBf77Vm4/4lYNRG/QtSwdIuAgXgGQwe12AxezORnw+n1sPUDuZnBkRM716t6SEVocG9cjN1cYPjq6BcO6jc4987bgP/L2CM1wwY+OdhED0DtzaSTsH3vfTm2h4ia8Ow+RAQc0Wby8uDs5cUBu3iAjsPK5T8+DkFnFctLRXI012K4LifZA7SsibsOAJuLtCsphQFfwdjwPx8uSp2fFzKogmhAbD8M1s1z4BjxMbrun/5s+5Zl8a6Lw9+LLLu5gpLPlK/Y1H4eMH05xW/YA9LPoJ29e3POxMnA5cyUSrl/HCW1CZQePu0Z3KJjp1NdkAVJmyoCc5uDvs/QREeyWmQnQtBfgVUjM7j9LFznLzgQoWobEpmbSZyzSipTs2fUlD3r/eATzifeS4gx9nHRrE0YfZT5+l3qCXEH9YEFzepVEUCvhdttHYStcT3L6lftHwJZT7+/WIj+RyknodLhyiIP0JBRC3OOlejzUtlOXYOtk+GLk/aRpt4usOGCVCzvP39XUrS983ZSd+XxFQR4DU7VQY9xUGZNcBfk1Sy+8pddkKlCwrg0CKRO+8QyE7Vv7tmwco3bSXX/t9BrSG3jtFK0mkYX09ktHQLaDhKCnBwOYjdA+e3i7SuekeE18kJKnSGFmOl+vn8g1ktBv7fwRivGTDwz8MozDdwa8PNWwYKjuATDq5XLre5uJiNII6dVQlc8wfMfVzOzjD3dViwHiYtgNfu1nJPfWHehpMTvHEP3NdLjp5F4ewM9SvBjinKJ9t9VP1JjapemTGGASE2Xvlzc1aYpy3eLIfVyc/IrTQnV2Wv9pCWAb9tgC8eVx6eyaLfxQVeGwl1Kjne98UEZb81rAqPfGo9b/sh6PikK1OfHcKypalUrwRVyjg2+qlfGTbsUS+n4ESv5q6UiYrhszmaUqdCKX56riWlI5zVY1WqKdy1DHLSqXzQk5cmOz7WcYsj6dhxEP6b3tCEvBw4v9OK6KWmwyezbdetU1GE6fh5RUrUq6TvR3oG1K4IJcKiwD8KImtyKdmFZg84/d0DC7o/iz6AV6YoMy8vD1rWgvfHQIUiPab5+XDqoiI0XpmsUPlSEXB/b5nJtH9UkQv92zg+17JR+v6NHWKH5IFmxjSV6uXsor47jwC4fQZU66uyzfw88I2Ejm8pjuFWIXkAKedE8ho9oH7E3x+Hav0go57mBZeH+Q+YlzcR30uH4Y7fDaJnwIABA/9jMIiegVsb3iHQ9FE47MC/vdlj4HOZUDQ7OHpWpX5eHjB2KKz4S2YquYX5eJMWqLcvJhxemmS9bkGBBu0Nq8pZMCzQtqfO1bXQ/THqqg/NQCH2HLMmeZbT1+9R6eXybSIxkcG2qhKI6D3UD1Z8ppLa/AKZ6MSEU2x0wdrdynor2ldnwoUEOHIW5q735YOfFE8wsJ2MSSzh5qp5j31uPX3+Ovj5Tf4metsPO3P/hAhmvOxEoGkhXzW3lSthGwliiawcyHMq8gDmWtex5uQqysMSlUvBqyNh+BtSG00IKTSQGfORSHKJMMDZlU37sCJ5AKt2SNF7exS8eS/gBAHecmy1RF6euez0gY/M0w+chEc/h0dvh3t7wqtTZKLj42Wthpvw9FA5bXoWF2nnFQhl28K+n/VlzUyEWf2g9nAYOFtELzsVSjW7/r61lFgoyAMnF9g9C9IvSUELqfD3/buhyM1QL2JME5h7h5TLyj3gz+cUzfHTSPvrxR+GS4d0XAYMGDBg4H8GBtEzcOsjshY0ewLWfWg9vdnjEFHzqjZ1/pLMHJ74AqJDRAICfaBNXRmyuLko3HrSMyrjfH6i4219PgciQ0T4bm/juJTTwNUjJxfG/+p4/o/LYUxfEb0Ne2HmKyIcWdnmZTzc4eOHVOaZkiGyFJcEXz6ue1scAn1EJiwdPovi0GkR+WPn5OD52SN6jsb/IiLYvKbI4oc/yLDHEgUFtuTtj01OxMabzWZMiAqWymXKbCyKO1vFEXTa4mI5OUFUPatlAnyVy7hpn3naU4NF5pKLEMBLSfp+jOoFizfBXd013cVF/3q6KxMvNFDkbfVOuOvtQpMhe9c1I4FTcV7sOOLJK1Psn8Nnc+WcWj4a3puhktsxH8O5S5rv5ioy2LXxZUieCemXRIJMyMmALRP1MeHhvbbrJZ6AUxvh1DqFqJdvD/6lbF0r44/IAXjbVEVQ1B4KFbvAzP6w4nUo1QIG/gD+0VdwsFcB/xLQ4D5Y97F+j6oLJ9dKwfUIgMTjjtc9uQ4qdb2xx2PAgAEDBv5VGETPwK0P/xLKt6p7p5wAyYdyHcAnFPyuTjI7eha6PgUd6stx8Pmv1Ru0/4TKOOtVginPQq9n4a5ucM6OSmRCbIIy5u57D+pWgHqVr+80DZiRX2BN2ooiO1fxAgAD2qoXbOcUGa9sPQAVY6BdPXj3exERSzgyfDHh6FmZ5Zy6oH5Ae6Y6AJVKigyt2gGZ2epx23dSmXKBftC4KrR/zL4y5eKi564o7IWD+3ortmPSQjhRJFavQgnoVuUY/LTZPLHZ4+BrXe7s7CzF8ZMfzecT7CdTHHvYf0L5jm98C71aSOWrHCNXzX6tFWlx4jx0aCBV8LM5MsWxQWosrP2QLdmP4e4XxYUE+/vLz1dJ7IJ1MKiDXE/fuBeCfAEnqFJKyrm9Umm7MFVjegUraqAoSjQA7yJljBf3waTWhWYshXDzgjv+kPrnXMh044/A3BFwco15ueOr9NJp8Fz4tLLmbZkIrV+49miDjASV4XoFySQmNRbyMqFMK1ha2Hjq4iaFEmSe4+EHWSn2t2dkARowYMDA/xz+Q57QBgxcB/wilWfV7BGVa0bWvGqSd6IwbDs/XyHbEUHK/mpXTz1fH4yBPcdVrte0Ouw7rsG6IzSsCnsLg7U/+VGDfQM3Bh5uIhWO0KOpyjenPidS5+aqnrAX7oTJz6ost8fTImEm1K+s5UP8FfLtiHTsPgoTflX54Khe9pfx8YL2DeT6eF8vGNJR5b5jv4SXJ6uvb/k2uazaQ79WsGiT9TRPdymJ9lAmSuWnL94pAlYuGl64o4A/3s2gxJHPVSYYXU9Eo+UzdnPfSkfCmi+U+efpAZnFlIOCyHRuHpjsS4L8oEk1Gbp8s0D9ki9PluPp83eKFNtg3y9wfCWHznvg6lL8/rw9dM38vaW83v2OjHRcnFVmesUkD9S7m3Qaen9l68jrGwG9v9GLIhPSLsKPQ61JHkgJnNnHWik7tdGa5JkQuwv2z4e2r+r3DZ9DWqztcpdDaizsmQPTu8GUtuo3XPQ4fFoJPq8B+TkQUEjazu+AyoVflK3fQD0HpZtuXupdNPD/BufilDtpiv8xYMDA/yYMRc+AgUJkZ8vR75H+Gujf/6F1sHnrOupNGvEWTHpag9ivnlLfVVES5+slstH9af1+9KyWuaKyMgNXhEZVRc62HrCeHhEMD/YTMYgMsb3mQX4qyZ27Ur17D/VTdIOPl+7TiLdF5qqWhm9fgNrlzWWJIFOSX1brHj8xUKrXlN/Mho1hgTDndShrYawTGqB+tuFd4NMflSHn5QHTnof7P4Blf2k5Z2eFnfdrA8Netz7uMX2hZDG+Q6UiRGRH9ZZgFRbohIuLF4SPk4rj4mFNXoogKxty8uDRAfDI7Zrm4sLfoe+W8PJQGfOIrmal7lKyyimLIjlN36Wf3ijs5zMh5RysehtyMqjfMJ0dp4OpXUG9sEXh66V9pmXAH5ugWQ3dg57NoMG1KOUublC9Hyx6Un15sbsg5TxU7iYjFpylgPlFq9Q17SKc22Z/W+mXIP6ojE5SYkWoHGH7NOgzGZa/DJkJ1n9grgRpF2HhQ7D7R/1evZ9+3mKR3bHoCWjyoM4tO02umxW7woEFMGCmlEnLnmYPPxg0Fy7slfOmgf9pJKQoq3TseKnu3p5wX094YhBEO/7zYMCAgVsUBtEzYMACkSHQoxl0esLWaX3ldql0zWpAtZgslo1eiFdyMis+GsiYz73+JhxNq8tg4/mvzeO4lrWLN/e41ZGbK0U0NUNqm7cnLNsq1ad1HREqe3l014PoUBmWzF0phS0rWwrsqF5SuIpD5VKw6Ss5Z97/oblEsVSEsvemLRKhaPOwIgLKWbRSmX7+bjHMXg7vj5aadjJWSliNssqcO5+gPjsvDx1rZAjc1lImMXn56rUrKNDLgrNxBSSlOREWkE94YAFvfgsgdunjBY/2z2dEVzhwLBd/b4gIccbb2/bPt6sLRBX1HvLw1+cyOH5ehHXFNimQ3ZvCw/3sG8483B/+3CKjIpMp5fZDZufSotiyH+JTihC9/DyFmeflUN3vMK/OLcmb94rgJlqEobu6wOePwqeFxjTubgqYv/82KaJ2lcIrQWAp6PohHPkTUi9AneGw4g04MB8K8s3Om2XbqjSyOKSc1TZyMrSuIxRYsObSLa8+hy/hmJnkAdQYAD/dZb3M2b+g7l1Q7y71CCafgRq3Q9k2sPItnWeLsQpV9wqC0Cqw+h1o/sTVHUtRpMaKvCedgoCSIsk3w3DGwDWjoAB+3yCDJRPSM1VxsvMIzHhZL6oMGDDwvwMjR8+AgUJkZ2vgvusofDDL/jKhAfDZo9DafS6Rf/TXRP+SxDV8k4sxA4hL9WTZXzBxntnl0csDtk9Rv9StjLw8KV5ZOSqFLBGq/rCzcbBwvSzxz8drYN6vNbxwB3R7Gk7Fivg+OsBBn9Z1oqBAZZb5BRDqD252etvsYecR5UYXVaxcXWDe29DnBZHH1++BZ4eZCc3e4wq8LxrA7uMFj92uktKJ8+GLn5StFxMu18nOjRyXF+ZfOkbBseW47J0DHr6kN3iS8/mlSU9IwCOiHL+uc+HZiS7k5+va3901hxfuyCcq3OOqrpUJl5LhUqKy6oL8dA2bjLYtV13wrkxl3psh45NSEfD4QEVYVCxpjiIB+H4J3PEGDrF+glTYv5F+Cb7rAac2gF80R7qu4I155RjZ04VNe2UMUyoC2tfXtfxtg1Zb+6VUPNcb+Zoy8aTCxC8dsp3X6yso3wnG14HMJNv5Tk7q04usrTLK+CNS1eyhw1vg7gO/Pwb3bYCSDa/uOBc9BWst0uIHzoYfBtg/pkZjoM4wwElZo35RUGMguPtKvYs7IHfRpg9LKax3l92S3ssi/RLkpMMv91grheU7Qq/xIr+5GeAdKvJctFTWwD+G0xehySiziVFRbP1GkSo3C8Z4zYCBfx4G0TNgwALn4+WkOfV3+/OdnGDb19nU/L02XNxvPTOsKhf6LqfF2Ii/bearlVFPWN0KN3hg+g/jZCz8th7enC5i5+etcp8nBykK4L73bdepUxHGPQYtCmO7ln4i18n/Ao6fh3e/g+AAqFc4sFmxHab/IXJ2R2cR2h+WQaeG8NObIuwAv64FPy+4/UVr5alXc/jgQXj8c5mGFMWEJ2FkN+syUEC9YtM6w8UiLo81biez8TP0G1ebRZttG9ju7prNRw/k4ut/5TmRIOI28m2VKYOU1meH6bylJFpj6ScqO65S2Pbl7yM10rlIh/fh01BlmK0SDnrJMecNOz2Jx1fDpFb62SuYhJafcDHqNjy8PXn/Bzf2HpdZjkkZv6MLvHf/TVAdjiyDqe3tzwsqCz3GqTxz4UO28+uOkOpXY6BiDEo2VEnq+SIuP0Hl4M5F8OMQ6PYZRNW5etKz+BlY/a7594E/SNHLSbe//IAfYNs0Eb6f7pR5iwnOriKKEbWUn+d5Bf9/ZqfKBMbJWSrn0aWw6wdw9VAOYU6G+gUDy0C3T/Wz6e+kizu0egYaP2jk9f1L2HcCatzheP43Y80uujcDxnjNgIF/Hrfw0NOAgRuPyGCVbjoies1qFBCWvM6W5AFc3Ee42wVWfR5BfIpIYYi/HBpvZaRnwA9L4ZmvzNNS0hULMLiDehXtYfshBc1Hh4ocvj9TSozv1fGSG45zcbB2J/RtDW9Nh3e+E2np2hhmvwoPfSLl8olBKmH0cNPxR4aAjyeUDFU5458fy3U1Lgmql5aid/i0fZIHKuXt3Egq1d/Iy4Otk2xJHsDuH3Gp/yCbDth3KZm62J2nhxTgexXjpdMXFDx+xsJTJCkVnpkAnzwsV9m/DlqvM2eFsgW7NLaenp8vM4dVO7ROnQqw6nN4bJxKNU1wdobX7nGg5kbVgaHzYMEYSDpFUEQoQTOjwcOPpzvN448DpYEw/LzyeKRvHjUqut+c0rJTax3PSzgmIlW+A/SeCGvel/LnFwWN7leJYqmmUJALYVVh3mi47RupZnvmqFyzSm8o0xqcXGH478X2ShaLGgOsid6eOSKam760XTawNJSoD+lxUhrvXCzzm/M7FUnTcBQElgU3T9t1i6KgQOe89CXYO1c9fUueUb+fCQd/Uy/gvevA3U9KX0gl89/KvGxY/hr4ldB55OeAV4jtGwMDNw0ebo77buHW/7/KgAEDtjCIngEDRdCwKpQvYRv+7OQE74/KIfL3IY5XzskkMkL/YeYW/meakWVWg24FXEiAi4mQmAJ+PiI3436yv2xOruMyIJBRSqNq8MsqqaVZOXCDW/WuGucT1GfX8XHdGxBpWbhe5YJTnpVi+dpUmRaAyjnv7g4vjdDLgIQUlX2WDFM55mMDYfzPMMiBKATKnyuaSUdaLGz92u7yAC7bJtKhfgtmL7cdDOflQWKKgxGbA+w4bE3yLPHxbGXnFSV6BQXQsYHt8tsPqZc1wcKt38cL5r8DX/4Ma3eJOI7qrb7B8ECLlfPzIfWsVKGoOjB6i4xDds6UapSdSszchtwTXY+BbTvilpeK57FLUOsr4CYoAYFlHc9z9xVJyUmHSt1F7PKyRGQSjkOp5lLrCvIhpCK4esKs26FkI6lczi5wZCn4l5Sz5ZUoZw6PszTUv9f8zOyZC32nqqR010xzf2BEDZGx4PIioxkJOo5SLVVG6ep5dbEOCUdhYhNtp1w7uYpakjyA6rdDh9dh12w4uEBkr9H96nOc0FBqH8DyV1QiuvJNqHMH1Bxgdgk1cFMRFgh9WurlTVH4eEENBy7ABgwYuHVhED0DBoqgZBgs+QhenCQlKzdPJWefPwo1oxMg7YL9FV09yHQLZfseuReaVI06FdTPVaeiBrupmXKE9PgPOnAeP68IgJ9WmUvwWtWWYcjQ16xLFUHlqO5utuHeJpQIU48eqNfqKqsMbRAbr/6y5DSRseAAiAwy989dCXJzZd5iInmWuJgox839J80kD/QMfDVP5/rccPXhNash05YLicpz23+yeIt/Jyd7rqsFxRp9OOem4+6aj6MkHD+vqzhxrAPRi+LEefslkX1b257X8fMw7A1rkgdyxRz2Ovzxgcx53F2hXAl9p/4uXU67KIKy/FVIPa8suxZjZRJSVFk7+xd+ZwstSX3CIDvl+oiSI5RuLvKTm2k7r+6dsO9X6NRMAefeIeaYBc9A8DC9unCR+UjfabDkWTi9SR8PP2UXxjS5/mP3DoGOb4ocrfsIMhJlAtPxLWj3isinu4/iI0xZiU5O4G3hWONyla9aks7AhnEieSCyu3Gcfq5/jzIHM5Kgai+Y3FaGLCYcXSr17t618GU9TUs5p9LP2F3wx1NSI0euMHL8/gH4eav0ec8xlXGa4OmuFzQlDNdNAwb+52AQPQMG7KB0JEx4Al67W8qJn3dhWUuWDzR+CNZ/YrNOesOxPPR1JFOXyDBjeCdoVQfueBNmvKQyt3e+gy0HpCg90EdlfJaGFv84CgqkBji7cinTlxcmysXSEqt2iBQ9N1yW3JbYuFcq1reLbDft6wXVSkvVM2XOXalRij0cOwtPfKGewPx8bf+BPgqur1jyysmenzes2el4/qJNcsa0h6/myXFy415YtV3Oj5FBIojJaYVZd762hBjU62dDpLxDZJG/+SvbFYC8OiOJ3Wr/z3THBnmEBTiwuXSAysWMpYP9bQ1mbm+rmImijqmXkuDASfvbORunYPeuTezMzMmEzRNUAmhCRrzKABOPQ62hKgG0h4BSImM3A34l4Y7f4LueUhZNKNdObpXxx8y5nK4ecpW0B/8SELsHag6Cti9LCQSR+cDSN+ZYfcJURhrTVD13Hv7m8seQCjdmHyYknZLL5xELkxVnFyjTDoY8osiGAwuUDbjqXWuSZ8Lu2dDoAQitCnH7RELzcmVek3RKpbE7pivf0RQ6b+CmoXSkXmQePA0b9ih3s3E1vZS7lfvIDRgwYB+GGYsBA1eL1Auw83sZLqRdBN9Ikhu/xLyE/tz5ibXJwL09RZKS02T5/9kc60199gj0agkx/4Y3QeJJ2D9P5+Lqxb62S6h9t4vD/o1V49Tj5eoiZWvLAVi4Fn54TXbdGy3azHy9ZGDy3R9w5KxMWaqXsWNEcoU4Fwd9nofNdlojnx6q3LzoorECDnDmorZVNH/P10uRAi1qyaCl+Rj762+bpD7DBveqv83dDea9nU+XJ52pV0mE+M63pG6ZUC4aFn+YT9loO8pc/BGY0EiExxIlG8HgnzmSGErvF9yt3sA3rpLHrJeyKVXi6sw8jp+HWiOsj82E1+9RWeqncyDABx4fAE1rQoSdvp31u6GFg+sDMnBpXsMOsU84Dp9Vta+cOTnDgzthXC37EQVDf4UqDhLqbwTyckU2z23TvyGV9B3xClTv2ZX21eVkQuo59abl5UB4dalrHn7XfmxpcSq5dHYDv8jLL38jkHIOjiyBC3tkmnNqvaZ3eg/Kt4MpHSAzUdMe2gsTGjg2hWk4SiWuq99RGP2lgxB/WNeYAtg8EQbPNeIY/sdhjNcMGPjnYby/MWDgauEbDk0eVjZVbhbJ2Z70ejOK1TttB/Hf/gHfvwgDXoYfXrElek9PkNFFqP8/3MeXeBImtdaAthBJDfLIy7PPxJ4brlLUV6eK3AA0rwlTn1dm3KxXZN391wGZr9QoB17uCvAO8iu+pNEe0jLg1AVYtFH/3tbSPskD9YMNaHvlRK9EmJS4eyw8LR7qp7y/n1bCr2sUaD7vbXjySzh4yryci4vUybJRsH68DFZ+XQPertk0qOzOlgPOvD8TvnsBjp2DM3HQtFo+DSOPUTIwCLAT+hZUDkZvgg2fy1zDzVu9TTUGgH805f3hz/czOHvJifMXcykZ4UxkUD7h4VeZwYaMZJZ8BD2fkSpnwh2d1YMYEgA9m0uRDnRQ4RefLHLr7WmrAIJeBAA88LFU3NKRFkpmxiX7JA9E7tIuwqDZMGe4uafLyRlaPw8xza76fK8KLq5SxILKqTw7J0MOmn7Rl1/XEm6ecuoMKqbv70qRmQxnt8LisXBuOwTEQOsXoHIPc2nmzUDSKZnOpMep/LTZY2aiV6UXzB1uJnkmFJsfmA+eQdDjC0VqWL7UCCoLt03CUXmyAQMGDBi4dhhEz4CBa4Gzi8wVgJVrZQFvD1nZKjPMz7dvO5+RJZWsTCTE/FMvs/Ny1BdjQfIA/H3ycXY2W9mbUK+SylYf/cx6+tpd0ONphZZfSpZqNbr39Zf/ZGTB6h3KscvOUWlriWIUz5R0fa4UsfFQKQb6tlIv4oiuKufs/6J5mT+3KDPx9w/g09nw3RJNH9hWAd1OTiqDnPKs+tQC3HL58YlYHpxUgt82udLneahSGu7vnk5z71WEb5sEZafZPyAnJ5lmdHpXvWpOzlI2LGpRIyO8iLwBz4erKzSsorysU7EqMS1fQudkInbFuVompujabD0ATwyE1+2c0qjeiqmY+jvMXwvfPg8NqhSS/cuVXnr4qyTxob1yeczLUsnf9SpiNidyUmWVrh4iT5Zwdv7nVLPikJ8Ph/+wzslLOAa/3A2Nx0CHN9QjeDP2u+sHuYaGV5Pi7BMBXT6Ug2heJpzZbL1OWqycRl099Pdl/6+w9ydznEPNQXLbnNreVrlOOAZLX4Qhv9z4czFgwICB/+cwiJ4BA9eJyGKUJGdnqSP1K6snwh7yCqCYd+E3HmkXla1VBOEJK+jbqjNzVlg3u93dQ4HZ9nDqglwaX5kiR82f34RGVa6sFy8/Xyrg/pNy7qxZFkqGq8x1wCtmg5fEVJUUOoKri20PWXE4Hy9yVqciDOskEmuvDDEuSZmKd/eABlXhj43wzmiVeJrg560P+BKQuovpraZxYXB/0rLcCHBLJerw53jOnwr3rgf3yzjRuHrI7OMmw9lZ5PlaekPPxStoPj1LJi2RwYrZOHpW23t0ADStrufinh5QAExaAJ/PVQZes6oVKVG6BZxYY7vxgBgRXFcPCCqjz41AZjKkxsLp9XroImvDvp+lWIVWVi9dySbgH3Vj9nejkHLWfm4f6EVNk0dE9FJjIfGElD+/aJ2ff8mrc9W0RHoc/DVZRLvtK1ChE5z9C/JztV3LLD7Q/KxU2DRBbpxuXsoUHPKLlNlSzUTy4vZD8hl7e4STa6X2XmvshAEDBgwYsAuD6BkwcJ0oGaZA6MN2xjC3tYA/t8ILd8DDn9rO93CX9bzfVeYmXx8K7JZZhS4ayDsjz5CR5cPC9WayVzpCjoyOsOe4FMl1u6H7WLXbVIxxvDwUxscdhK5PWhuXNK8J459QbIMJKelSQyODRdKKok8rlb4Wh8NnYM0OWL8HBrSDD2dJeXpvJvRu4Xi9JVvgvl4qJZ3+ospQHSKsKgHBGwn4pbYGxaBQ6u7jILRK8Qd4i2DdLigflkrlJj60fNCJ6mVkTtOqNpy/BMnp6n+MLbxPzWvC88NhzMcw6BWoWc6NBW/8QcnvK1gbd3gGKk/Pv8SNPeD0eDlELn/FLKk7OckFs/njsPItmNkXunwADUZZOGj+B5CZIBJnQoun5QCamQD5eVLXks7D7H5w0iK80d0Hhv+mUtdrJXumqAgPP5jRWyrckJ8V9n7/VgWiJx6XmVCTh2BGH/Mzn5MB26bC6Q3K7nPzhmPL9W9xyLLjYGTAgAEDBq4LBtEzYOA6ERUCC96D3s9aOxG2q6fer4JCxe5MnO26L9whAnO1PWzXBe8wqDXE1jk0K5my38Xw1UPHuHRfIPHJ4O+jnrQgP1srfRNiwmFh4TgzJR027rs80Tt1Abo8ae73M2HtLpGwQe3U32jC69Ng0jNw73tydTShZW148z6ILqa0c8dhZeaZetK6N9Ux5uXDG/c47v0D3buCAhHCIR3tEL3UC5CTpoG3q6dK1Kr1USi1kxOEVZNK5X71/XT/RbSsGEdw0kZG/9CVvDwndh5RSe9v7ylmYsRb1suv3QV3vQPjHoXbX4JdR534blEOT/WbiUvmJQXFh1eH6Ho3J0stdicse9l6WkEBrP0Qbv8evEOlYC19CSr3BI9KN/4YrhXOFlkc3cdBSHmY3MYc7+LmDR3egp7j4Yva5mWz0+DbrvDQnmtTRb1DRCjDa8DCB0XyXD0UcN70ERnqdPsEZvaBeiNh7UdmkmdCs8eh9lC5jRbky7nUUW+m6Vzc/tG3XQYMGDDw/wIG0TNg4AagYklY9okUp4uJIn/+PuDmopYrH08pXe/NgO2HpYCNvg0qlZSxxz8KV3cN2HbPVnmYJaLrEeWfSZQFocnOkXnJW9NtN+XjZatmFg2at0ROrtS8o+dsSZ4JM5fKwMaS6B06LULxwRhlEe45DuWjZf1fppjrd+I83P2OtfHIjD/h4X6KSth2WIre8r9g2V/mkHsTGlZRaWlSKqRaOlVmJMKpDbD4KYjdLev9hqNF7AJLq5zN9R9018lKkfoTuwtc3CCsuvrMihk85+TA2UsQn6JYiLAACA0sfjflCrZwISOd9XusjTM83OGDWfbXiY3XSw7TczJxcQB3lj9L1Jan4e7VEHSZ2IHcLKl/WckiBL7h6uUrDqkXdU1Wv+d4me3ToXp/xT3kpItAhf6HiJ53KJRoCOd3QNlWML6+ddlkTjr8/qjUu9rDFVFgOe/s1msjes4uImlpl1Ri618COr4NHoFQviNMaa9+0pErtZ91H1mv3/973asp7c2GLaGVlS/Y+X1l5xVF4zFy+AytJBXcgAEDBgzcENxUm6u3336bhg0b4ufnR3h4OLfddhsHDlh7mrdp0wYnJyerz+jRo2/mYRkwcFMQGaK+r44N5TpZKgKiQqXY+Xlr3sSnYOF7+rdNbRl2/CvB6UFl4L510P51iKihAWW/6dB/uo0Rhbub+q36t7HeRLC/jDaKEsCGdqoU4xKVXXfHm9DvRTh8Wk6d9ow/snMUX1AUh07LqGXuSnh7ughl6ct4ZlxKhm2HzL+HBMgVtH8b2DQRvN3hpUkq51z3JUx40twP6O4Gzw6Dr37Vz3+7oubnw8GFML2rSB6IiCx7Gfb9BHtmQ9zB4g/sRiLhhOzqd8yAX+9TFtzCB2WmcXqT3BqTz1i5AV1KUmh87bugwT1Q4w7oNtZxNh4AGYm4rH0H96xYoor0paZmKGjeEXYc1ssQkEFRgbOnnB23fl38uaVegJVvwufVpVp9Whl+GqHoggt7zcHllkg8Cctfhm1TIKWYtw6p54sEif8bX8Ri4BMictT7G9j2rW1vnAkr34BWz9hOT3bQFHwlCCglRdonXI6YS1+CXbPkDAsqy/TwlYmQpSFMqeaaPv9+a1fOuAMwrZPC1hs/CO6FJbI+YSJ/vpFwaJEiLgwYMGDAwA3DTX11tnLlSsaMGUPDhg3Jzc3lueeeo1OnTuzduxcfH3Mp07333strr7329+/e3pep5Tdg4BaFr7d9EvOvILA0tHpWGVdOLtaD3iIoHQmfPKRS00OnZa2fkAKvTdUg3oSyUSKvlohLgpcmizCZsGijFJ7Jz8BtzytH8PGBUK+yFD83V9g+RUra6p1a/pH+MgEZ/wtUK6PIhcuFpFvmxQ3pIII3/hfo9ax6Dx/sC88MlVnIRz+IBH72CGRkS+F6b6YMY+7uYWEIk3IWfn/M/g53zoThC2H5q9B3yo11iiyKhONyZVz3kYhmiUaKJog7BFlJMKWtVC2QicbAHyC6Ibi6sWQLPPq59ea2HoB2j8D6CXpJYYO8LJxSzxG673Oe6zeI298xG2ecuyQV+9wl+4daMgx2FRLBfs3TCDkzV79c2K3Bvb1estxs2DweVrxunlaQD3t/hqTTUGsw7PgOBv4IweU0Pydb2ZCbxkO1voWKmANL3BINRRZBRjDe/0EjkPCq+l7ucuCGBDJNwc4XoUTD69u3ZyC0exWWPKt+PP9oqYStnoPSLdWX12M81L9X+Xig6IelL9jfXlayXpAEl4PeE6U8Z6fJqGVWX7l6ul3GldWAAQMGDFwVbirRW7RokdXvU6dOJTw8nK1bt9KqVau/p3t7exMZeWV21llZWWRlZf39e3Jy8o05WAMG/j/C2UVv1a8AUaH61CyvPrkfllqbtLStC188rpgFSxw9a03yTDh8BhZuENkL8JFQNuhlESuQYvjqSClAXzwGC9bp8/VY6NRQDp2XQ7C/PuWioW09qYkmYSs2Xgrjk4PVr7f3uD5/boGxgyE1E1Zs075evstC0ctMsK8kmZBwTAQmK/nmEb2E47Kk3/GdedrRpXDpAPT6CqaPsl4++bRK6R7cxdmCCjw/0f5mz8fDtoMOiJ5HAJRuRf6Zv6heyYuR3WDyb5o1/Q+Z1rw6xXY1N1doVFV9liEB8Gjns3jM+UEzy7R2bBiSclbOmPZwZjO0fk6K6ve9YMSfymm7dBBWva1l9s+DYQtg5wxzJt/fB+UN1fop083NW+WGJrL4X4NXKETUlOJlDyGVsPHtjaqrPMDrQVAZiK6vAHmA+KMQ3UAEemIT9eXN6gUPHYBjK6Ty+YQpYN0RzmyGko1k6mJChzfkFFqh8/UdrwEDBgwYsME/mlCalKRGmeBga+Xg+++/JzQ0lBo1avDss8+Snu44FOvtt98mICDg709MzGVcHwwYMHDDER0KD/SBDV/Bxq9g51S5Ula246cx9TfH25m9TGpeeBAMetVM8kDB3A99okD5Qa/AwPaw4F0Y2f3KSB4oC++FO+CB2+DFb+xnGX48Gwa2s572/iztx3ReJSzFnsuV+Hn4yXzlZvUa5eWIuFmSPBPq3GmtgFkiNxN2zcTJCY4X46K6ca+DGW6e0PwJTjafSpOHfPD31f14exT0aw2D2sPwImN1Xy+Y9hxMXwwP90pjw5sHKbe0u0iChx9Uuc3xgWSnSvFxhMQTUuEu7BEpTDquElVT32l+rtw2B8wSYTGhRAOprsdXSrG6f6vU0P8qXFxkjuLouWvzAqwfV7ism/r1hv56Y7IALd159/4kk5UNn5vNV3JzVSrcbxrcWdhUW1xQfFgVEUZLhFRW2XjgTTDjMWDAgIH/5/jHup7z8/N59NFHad68OTVq1Ph7+pAhQyhdujTR0dHs3LmTp59+mgMHDvDTTz/Z3c6zzz7L448//vfvycnJBtkzYOBfgIe7ue+qOKQVY7aXlSMDkG8WmHPziuKreep73HFIwduHTivKISRA/YAlQh2Xw0YEQ6/mMh2xF80AKhWNTVAWn8kgpqAA9hyFYfZEBu9QKNUUTq63nefhB65e0Oh+uW3eSKRdVMh3Aeq7s4fA0uqHcoQzm/GonkRYYAAXE+0vUrVMMccQVJ5Vm5V1+MlslbyWjYScPBg7Aea+Do8NUNZeoK9Kef08s2hZ5gIh29/CY843Ignh1aD/dzpeR3DzluKcn2d/vm+ESlRB5Z8F+SpzrNhVZjj+JSAzSf1t1fpIAfQvKaXLJxRKt1Ko4K0A73CR07l3mGMp3H1lihJSCUo2gAo/QlhVCCx7+czGK4VPmF5Y5OfqRUH6RTi/3XqZi3vVO1m+I3T+UP2Cc++03ZaLO1TtAxMsSLdvhEpML2fIY8CAAQMGrgn/GNEbM2YMu3fvZs0a66Dc++677++fa9asSVRUFO3bt+fIkSOUL1/eZjseHh54ePyDbnYGblnk56skz81VA/fUDHB3/ZfMT/6fIjFVSs93i+3Pv60FnIqFPcccb2PfCejWRKrffe/DH5vM89zd5NDZoT74O4hAKxtdxDHTDtxdbR03HXIA7xDoMwUmtbbOOXNxV9nkub8UZn0tyM2VMlWQL6Li7iOCd2w5rHhDilV0ffVW1hgg51RLJJ+G4AoqkbOH0KoEbn6Np/u+wJOTg2xm+3hBy1rFHJ+rG39Z9GTm5Vk7rvZ+Fma/KpU0PRNeHnCRnhkv4FuhIbR/DprfL+LgHXJ5IuwbDtUHwK6ZtvP8S8iNMycdun4s448pbaXQ1R4mJe/SIe2j4WiZiswbDfeuM4dy32iSl5urKAJ3H/DwUelu6gXFN7j56Bj8rpH8+4aBR2sYuQLSLylDzzsMnN3g48L/J0Mrw8jlN47kga5fowdgw2f6Pf6IMvTO77Bd9sgSWPaiSjFbjFXvqEn58wpSeez26frDDDJ8Gf6bQfIMGDBg4CbiHyF6Dz74IAsWLGDVqlWULFm8BNC4cWMADh8+bJfoGTBQHPLyIClN6s0ns+FCggK1q5WBd78HV1dZ65eKkBNmwH8oH/lmIzZeJiMhfuD3D8S6JaTAuLlyI21aXWHllgjwhbFD4bUpMnBZutX+dspHy/xl0SZrkgdSAQe9Cjsm694mpynPDVS2GRUiw5bwIJWV2nOV9PbUx9K4xdlZfWV2kXZR5ZND56ts8PRGCKmgfjM3bykbJjJxNYg/AnvmwvZvlVlWta9yyg7Oh9+fELkJLq/+v6ntRTbj9lubjfw1VVb4c4babt/FHcq2wfm7Hgzp2pqDXdrz9R8+f5ezhgXCr28rF7E41Czmz3KZSCgbnsHbI3KoVDKfqLzDeB70Ujlppa4QWYRFmtQ6Zxfbjbn7Quf3VIp5fKV5un9JuO1r2DRBRMEzCCa3hlItRJAtzz01VsY4tYfD3at0n240cnIg8Sjs+RGOr9J9avSAlK95o83lj2FVFToeWvna9uPmpviBxBMws5+MUUwIKqfn0e8GZ7W4+0gJ9Q5W9uDyV1Wmud9O0y1As0dhenepevdvhaST+k74RYsclmun3ETfCP17LfEPBgwYMGDgiuFUUGCva+XGoKCggIceeoiff/6ZFStWULFixcuus3btWlq0aMGOHTuoVau4V8tCcnIyAQEBJCUl4e//T6ZOG/gvISFFph8TfhHJa15T5O7FSVCjrMr7ereAjk/I3OPR26FEmJZpUPny+WE3GhcT4ESs3CR9vKBrE4guzN670TgZq1K6j2fLFbFhFXhiEFSIBu9rzCguKFA22oV4yMwRoYoIUjvR+UuQmSWHzAb3ikRNelp5dDP/lLrWpTGM6Ao+HtDkflg9DpqPEVEviu9eBBdneOAjx6Htr46UetiwijL6gvwgxB+OnZO7ZrOaIrptH5HSZIKzM3z5GMxerhw9E94ZVcDozsn4uaWpfM3FTTMSTyg6IStJF+Hg75AWK9WobJtrN1+5dBhm9bdVSvxLwl3LIHYHpMVBwlGV6nn4wcZxIjDzLIxXfMKUTXd4kdwSTSYkPuHQawJs/EKmLU7OJNV/jgtlhnPsojf+/m6ULBVMdLjbZYWudbug5zO63kXx7ZOJDK2zD5a9AocXi2VX6KLcxoiacm4EKV3n/oKtk+T42nCUyjntqXypFyH1rK6Rq4eI9tbJ0HIsLHsJag1VNtvtM2D+A9a2/iY4OcGDu0QubjTObYfJbW332/EtzbNUXQNi4L71IoPXg9RYSD4Licf0jASUFJm6WcjLEeHOyQBXT7lnLnpCqirovnT+QM/lTyPM63kGwm1TYOe3ckt1cpIiOPx3CLtGwmvgloUxXjNg4J/HTVX0xowZw4wZM/j111/x8/Pj/Hk5AAQEBODl5cWRI0eYMWMG3bp1IyQkhJ07d/LYY4/RqlWrKyJ5BgwkpopYnLskJS8rB37fCL9tkGHIgnel7O09roiAzRNhy36Fcbevr1Kz0b1l7R8T/s+07JyPh/s/hHkWVcxPfgHvjlZeXeANNGo8GQu/rBZBal9fWXbfLxGxWfwhtKx99dvMzYXN+6H/i+a+NzdXeG441K8s45TGVZUlCCJWg1+FxtVkcOLpLmfHE+e1TH4B7D4GU56Bhz81EwhPd21z3wm4va1jkgdw5iIcO68S0Xt7gqszjLHIcfZ0h2WfwrbJMGsprN0pFXFkd/Byh4OnITldMQBP3J5LVae1+E0eKjWm1lARlawkuQWaFDQPf5ENv0g5Pz60R2TlWnByjf1yOBc3Ecl5o1WyZ4JvJPSdqsH9iKUq7XNykXoSVEa9b5W6S3EsyAevQKl9R5dq/YJ8Ara8QcCWN6jo7isDjerLIKNAg3rvUHC1X+N85KzI96Ofmcs2Pd3hhWE5dK6dApPbqZ8LRIYP/Q5nt8B9G0SST61X7ENwOZGGHd/B7h/UR9fzS52bJXzD9ImsbS6HLNkYfhys8zX1rLm42Sd5puO4uP/aiF5+vgh24gmFqodVFaH2LyH30wUP2t/v0hdhyK/WRC/plEpKr5fo+UboE133+rZzpXBxs+6nrD0MyneQCl2AlFJXL7188AxQb2RkLanLoZXhYj2z2l22TfG9mQYMGDBg4Ibhpip6Tg5CrqZMmcKIESM4deoUw4YNY/fu3aSlpRETE0OfPn144YUXrvhtj/GG6P8vTsbC6A/hj4363cMd7uoG9SrCqA80tuvTUiVpE+drmbJRsvM/eEqleWM+kUKx8D0N+JtWB/dievjOXJQi5eIsBetaSiC/nqfjtoct30DdywvfV4xDp2HuChG7zGwpaZ0aSh3z94Z5b0OpqzTnO3oGat2l8PKi+OwRmafEhEuhNNnvF4Wzs3rr/H1EPJduFXm4mAhBvlIGg/1E3mPjRcpGvCVlsiicnGBR4f0+cha8PaBOBeXErdxuXs7THfZ8q7LdzGzwcNN+AHJyISUdPPMS8J7ZQWqTJYbNh5/uUr9VUfSaoB6mKr2l4lwJ8nJF4OKPadAbu1NE8ugy6ziAXhNg9buKbCiKiJoweK4Ixd6fRNDKtlO5Y3gNSDiioHFQ7lmZlrDSzvG5uKsEMjMRNn8lw5fq/aFiF5UEFnn7cfg0dH9auYYlQmXE4uYCtUomUHbzGPs9de1elYPmmvfM05ycofXzctdc97GmDVsAlbtf/vpd3AefVRMh7fqhzD+G/KxsN0cYsUTk5GqQmwvnNsP3va0jNSp1gx5f6NjH1XS8ftePYP1nyqEzofdESd3/i8jJUp9oQZ5UPoPQGbCAMV4zYOCfx01V9C7HIWNiYli5cmWxyxgwYA+x8dDvBfjroHlaVrZKNx/sp2DsH5fDvHUw4yURvYol4a1RCvDef1IK0WePwHNfyVJ+/jqY/gJUtTM2SUqF7Ydh7Hgpgp7uMLgDPDsMyl/Fy/nz8fDhD47nT5ynzLgboSyeiIWRb8uh0oQDJxVpMOlp6PksJKbB1ZqaL1hvTfLc3RRh0KG+2og6N4I73pAJiyOi16WR1L9AX5G4vDyYvFAkdMxHcOKCiHeDKsq0e+pLePO+Ano+bfvy6OuxUi0n/GqOT/DxgglPgI+n1F0Qudu8H8pEqZzUEm6uEOxXAJtm2pK8kIoqG7RH8kC9S40ecGyAUhTJZyH+sHqswqop+23xMxB/CCr3hCG/wG+PSIHyjbRP8gBid0kh22XxQB1bBt+0gNGbRPxMOLEaWj6t7aUWyVbo8YWMMw5a3KzjK6VcDf1V52+BkmHw4Ri4/SWzU2pUCPz5Wqb2UxT+JTTgtyzpAymNK16HQT/KKTS0itS+sq3Vn1ccTH1v6XFS3EIrK1OvREP798Er6NpIR9Ix+LarFCpLHPxN16z+3cWvn5tlLvs14Vp79P5tZKXq5YSLJ+SkyWjF2RX8Y8C9sAbczQNCjN56AwYMGPiv4B9z3TRg4Ebi9EVrkmeJSQtg6nMienl5Guz/+g6UDoeBr1gbcrh+A5Oe0VjR2Qm+mQ9PD5V5hyX2HIMOj5kN4zKzYcpvMhhZ8I6cHa8EeXlwKVk/OxeqgpnZ5rLEc3FyCr0RRG/nYWuSZ8K5SzBvLfRoqnO+Wmw7ZP65ammY/ZoIas9nRbZ7NINvnoGUNKmmm/ZZr+/pDm+PNhPkkAD47FFzCe7s12Wqkpymde98S0rfZ4/A7FcLeHqCE8fO6RqN6aPrNf4X632kZcBdb8tc5PeNZgJ41gFXAzSY3zHddnpQ2eJDoE2leFdihJF4QuqQZZmmX5Sy3vKyISNB//afAdO7mksgHSHHTuZobqaUu07vSe40nfzCh1TuuW2qFMCCfKh/r0oAD9ph5Bf3ySWxxVjwMBMvTw/o2ABOz0rDLTMWb6cUXNzcNfD3CZOiY4m6dyl0u0QDkduiLwB3/QDNn4J9P6vfLPkMBJYD1yIEyRJewSJuiSfgjycV1bBrFnR8ExY/q/tlunaunjBwDgSUKf5aFkV2hshNtp2a4Sq9oGxbyMmUGnpxr1TJ5DPWy0XUVNmnCYFl5Ip6qyH1Iqz7UD2hJ9fDspd1Xl7B0ORBqDMCgovJzzNgwIABA/8KDKJn4JbEsbOO52VkSWUCWcVHh8LybeDpBkM6wBvfqlQPZKl/73vq3XtsAEQGw4a90L6eVCEQOXjmKzPJs8T+E7DjyJUTvQAfaFdP5YPt6qnHyc9bytYns6F1XQWFRwRf+bWwh+wcEVFHmLcW3hmt/V4N8vKgtsUL++9ehD7PWVvsz1oqcrX2C3h2uEpjv18i4ta5Ebwy0jZ/LzRABi6Pf17A0r9s2WelGAjwymbPcTeeHOxE1dLqx8zJhcc+t3+suXm67y1qwurCtrrqZeHIGQgPtFN26+wiUlAUKeegTCvHF8UvWqWW5do6XgYgIxHm3W/bi5dyDuYMU3njzyM1rWRjGDRHqpyTs3VwtQku7o5DtI8th7xMqDFQBAikDM64DWoOVClqSCUN1OcMc3zMO2cqrNvD+kHxyDiFx/Jn1H+Wn6vtNH8CunykmAOQMUfnD0RkDy+BCp11jtu/tVYhk07BgflmC393H7hjEcQ0c/zGwy8Ken8N33ZR7+IfT0HXT0QimzwsEpiboR66Us3AxaN44mhCdoYMTnbOUDlteE0Y/RdsmwLrP9Uy7V/TfZk73BzoHlETbvsGFj4s4g8i0ceWmZ1Fo+rIMMb/Cv9Y/JdwYB5EN9RztfAh8/SMeFj+GlzYq3ttRCUYMGDAwH8KBtEzcEsiMsTxPFcXhTh7uMOTg+H0Bfhwlghbtybq0Rv+hnn57BwRgo9nqyT07VFSkExELz3TvjJmwu/r4baWV3bcvt7wxj3w2lTo8bR5uo8XjH9crpHn4q6f6Dk5qRzREVycRdhKXsZKvyjOFfbL+XmLqG7eb03yTEhK1fUc2U0Eb/UXui8BPlrXHkqGwxePw6BXC9h+yEz2ykbBnNcLiNr6PB5ObzDmI09CA6TapqTDqQuOj/f0hQJ+eOwEWQkXyPUI4UxmJFWG+fDBA3Bn1yJE18NPpivHVlhvJHaXTCXcvMy9c5Zo9phs4wMukx6fGitjEntIOqX9u7hL0Tu9EX65G4YvUvj6xi9s12nyoCz97cErWBlrXT9Urtq2b0XI8nMBJ/Xw+UdLkcp3kFQPWr5oBX5qLMzsD2cssi4y4kXWImtBv2/h13uksi1/Fc5alMI6OUG3TyG0Gmz4VOuVaCj10ITsNDmQ3rOm+DiE0i1k4b9pAlTvBz/daa2oRdaBnl/Awkdg4CzH2/n7HJLh3BaY3s3sJrl/vpSsIb9C0mmpWB7+8Nuj1uvG7lKY+W2TlOFX7245bALENNV99QqGkFuwbDP5nO7jnYth3n32l9kzB9q8+M8elwEDBgwYuCz+AY9BAwZuPMIC5aJpD/3byGTjlzdF8N7+Tu6KoH6tvcehdR3rdXJy4asnoVdzeHycdYmfs7MIiiNcDSkrKIAlW2DGn9bT0zJg5DtwOo4b8q10c4X7ejmef2cXW1UNgNxsKU+52XbXy8mFF75WL+PA9uqNc4TfN0KAn6IcykSqt8sRyTOhov8ZfnwxnbVfFjDtuQKWf1rAonezqL6mJ6z/mD4tcnB2Vp/ly5NlXFO7mJagdlUTiPi9N6V+aUy5H6tQ79SLzB57gcfHSdmzQckm9s1A9s+TUYi3RT6ek7PIVq0hlyd5mUnWvXGegVLtfMLN20ovDNs2Ie6gTDzavAgd3xFRAJVHtntN+93xvf39NXoAPAIkQ3d8Fx7ZDw9s0789xplVJTdPqDvC8XFX72c+RhOSTlmTvKg6MHyhjE62fK1eufs2qhfRkuSBvgC/PQLl2+k4ek1QGeThP6yXS42V0plyXiYocYcK+yQtnEfdvLTv1s/Br/falk2e366Q+f7fXj6cPeUcJJ+EOcPNJM+E3Cz1F7YcC/XvMRvHFEXaRZXSDv5Jqu2M2+TGOm+0lMXAMv+Mre+NRn6O7nlWsoi5I1wo5m2YAQMGDBj4V2AoegZuOcTGSzGa8ASM+Vj5eSa0rw8D2sKZCzDibS3r6gKPD1J0QY+mkJsPnRrB8XNSnXYekWo09HUY2E5GJR/NhtoVpLSVCBNpem+G/eO5/TIVe5Y4d8nxdnLzYNnWK1cHL4caZaFXC+sYB4AKJeDuHlI8/0ZOpkr7Nn6ufqrw6lK3gspZkQ9Pd8UfPPGF4hnmrnC8f18vuTFejVkN3sGUWzaGcvvm0SSyDmzfayZILu7EBKYz+1U/Br8KWw/IZfPZYdD3BdtNhQRA+4qnYGdh3WZ+Lj5/fUzbZpF0bvAEX/zkwldPFVE+/SKh9zfq8do8Qe6Bde+Srf7iZ6HbxyrvzEqVqUZwucuTCJANfXqcSvx6TVDpX/xhRSH4lZBa5BWoXrU175rNP+L2qyS0+ZNQe4jIxPmd6rPLSYWmj8L6T6z3VbGLPknHdV/dfaQWhlcT0Uo5p942N2+VQMY0g9YvyBrfMibAv6Ty7TyL5H3E7jL/HFAK2r8OsweLCAAwTypY768VIm8Zdg6F+YO/KerBxVPh2vZKU7OSRJj+fN4cDl6qGfScoHMxhaynntf52MPhRYpyuBwu7pfqluKgJjz1vO6ZT5jjfYH612oOhPZv6PuTmykFMLC0rSnLrQIXNwgur/iE4uBVTJmFAQMGDBj4V2AQPQO3HPaekAX//R/B00NknBKfrP66rQdF2FaPE8lrWAWev0Njy7qVACeZsbw2Tdv49BFYtR2On4dLSfDlz3B3d5mMpGeK6Hm4wajesHqHzFdMcHKCcY/KcfBKkZcvIxlHOH1R53IjEBEM45+Ae3vA53Nl+jK8M3RsqPiDv5GfL7fE6d0KS/uAUxvgrylSJyp1Bxf9qYgKgYlPKYj84Gnl3G09oOtXFHd3l5J3VXDzllp19i/1N5ng4gZDf8UrIIiujWHfd3I/9feG6X+o5PO1qbrnIEfPqQ+coPTKQTa7CNz2LmN7DuateTFk59opcfWL1Kds68KyxXwRtRNrYOnL6slr/ZzKCn3CLn9Oudmy2Hf3gQE/wOwBUr3+PqAyigb45V6d5+0zlRGXmWQ27nBxUSlg4kn4+S5NO74Smjykfrvjq0Qqqt8u8rbtW5GtnHQRomr9ZVSybZpcQn0joftn6sE7+id4h8PA2TquLROg2u1Qb4T90kl/C/WyyUMKZs8q8tDm56mXq9+3tkQPpAy5+ypO4mQL9UAeX2We7+QsE5zxDawNaU6ug2+aS50MLpRyU4up3S0okMFNZootYTUh/RKs+QBaPuV4OyAyGl5dxD411v4yEYU5iqbsv/8F+EVBhzf1N6B0S/vOqp6Bul8GDBgwYOA/BYPoGbjlMH2RSi9b11bwuKuL7PJT0jWu69IYzsRBk+rw+AD146VYmBO2qwfTn4fBr8Edb8K6L6HFGPP8b/+QWuVrUWZYJhK+e0kmMIs2Si3q3lRkKjTgyo/dy13lho4cQ2tXuIrA9Kxklcftn6eBc6XuEFrRKnA6Mhi6NdX1ystXbh25WZBwTqYTeTkiGnvmmEmeCQX56nsasxMCFcJwPl7H/uEPcCFB5/Lhg7BgnbX5S7Pq0Lc1uF7LX5iAGJlxXDoIx9fI0bJMK/3r6o6nqxTYslFSSJdvg11H4Z1Rclj18YIaXtspuaibOUzbEhnxBHll0qkhpBdmInra8zRxtjj4sKrQ40vITi7stwqys4ID5GWpBLPFkzB/tDXJA82bPUj9Xd+0UORAi7FSFAPLWC/rHaJSyrRCcrPhc5VvtnkBSrVQOWPiCZlnmBw58/MUSJ56Xkqfk7OCyefeYd4OwO5ZyrUbvkhkzpF5SWhlnX9Ggohg0fMxITtNH3df5c1ZolQz2Puzft72raIfLIle/Xsg+bx919GsFL2EaPuKyEdgjP39g9TXgnzIiLMlemkXILOQoIZVFllx9zEbrFjCzVsEL7ActHgKFj1pu4y7L5Rp4/hYbmWU7wBH/pQa/W0XlXKa4OalPEf/Yu6DAQMGDBj4V2AQPQO3HNxcFTi+frzcNactkuGHiwv0aw2v3Q1NRsGUZ6XupRcZKy77Sy6OvZrBz6th5lIpf6sKzRBzClUeLw/r9cpE6tO23rUfe2ggvDsaOj5uOy88CKqUUv+hJdLSITVTfYKepmPKTFYUwIIHzQuufldv3AfMMvdg5WRCehw+FIBnEGQDB36Dn0eYjUWcXTXQbvUMrHrHeueZSeQln8c5oBTxyfDIpzBnhXn2tkPKM/zxNTmJHjqt8teqpaHc9ZgL+kXpU6b135POXZKjqqe7lEUnJ5WHTnhSzp93va3lIoNh89hz9kkegFcwKTme1KkIde9WqezD/SAtS0S+fAltv2jEBu5e5rywq4GbjwbKvlHWZMYScQfUv+XsrCy5dq9AlYUi7pZIPCmVdXpXER6/KOgzRY6Vi54UqQksrb6+k+vgr8nmdY+vlDNmnTtEItPsKGEr31Twu18xN8+/pIw5pnUyO0o6Qm6mbcliRE0FxqfHQVRdESxT+atvBDR7Aip3g5m3O97u0aUqZ/UKBI9AKNde04qiwX3Kfjv3l0opAbLTdb0XPyM109UT6gwHJxeVXP7+mO122r+ma+LqKtX00mHYMtFccuobKbIT+D+qanmHQNXbZFhz11I4t12qf0hFKNsG/Epe23fDgAEDBgzcVBhEz8AthxFd4ZsF0PR++OQhGN1bZM7LQ8rd0TPw3v2QnG5L8kyYvlgliD+vhsOnZRRiiStW1a4BDarAzJcVC3C+sNSwaXV4/R6FeZctjGO7mKCSyM/mqFSybiUY1QvKRYF3yilrkmfCidUa3Dcfqx6thKMiha6eGtyWbw8/DrLOMsvP1QC/37ciDkUIUnxSPnO2QtMa1iTPEk9+KbKXlAZVS0FUqP3lrgVn4tSH+epkRV+EBykK4/a2IvivToZZryhzb98JEUyvmBoOS+xSG4zFKziaUe+IPI7/BWb+qW3MW5HBE93PQ/JxcuOdcQ0pB77h4Ophs50rhrOzjFOK5ssVRXo8uPlKqXXxECEqiuBysOxV6DtNqkpUHZh7p1RBExJPwC+FrpfHVljnuCWfhgod5WrpCPt/UelqgAOFxtkZoupJ6c1OdVzK6OQMJRup/PTMZqlitYaIMBxcqJLTUxukMPtFyygmIwm2T4Wtk1X6GLfPdrsg0my6J/4loONbIru7Z0uldvdVf2FIRfWWnd9pXvfSQfi6mVktzEmHzV8pOmDgjwqJX/mWvi8hFUWaoxuYIyYCC/sSmzwMSSfV/+gTodLFW9Fs5Urh6gF+YUCYrkuNYoi4AQMGDBj4T8AgegZuOVQoCUM7wfeL4YGPzNNLRagnbfQHIgG+xbxgTsuQUQjIfXKDRe9dy1oKMr8ZSM8UGW1WA5Z9WngcFuqhX+Exp6TDgvVwz7vmddfvgUkL4ff3oXX6Ysc72fCZyjintDOba7h6Kix7wxe2gdUmbP0Gag2FtR+Yp7n74B4cxTcLIT3L/moAJ86LjA58GTZNlPKWkqG8vswslY+WCocYB74l+Q5C4i8kwJZ90P8lc47hifPw6Gewcju8ches2aWoioZVRJTX7IS5K2P445lllFnWVwN2AGcX8ho+yInou+j6jAuXksz7SUyF5EuJjGszA9/fnpT649NCpCewjHqzAkr93at41QgsI0Lj4iYiYg9+0eZeN88AmeP4Rqo0DiAnSyrSzu/0KdVc5MOS5FlizXvQ4F710JngEyYVqjglLi9bn4v7RIK8gq2PA3Szks8orLzdq3KWLIpGD8ChRVIgc9KVtbbzeziwQORsuoW76Zr3oHwn9QVuGq/57V93rIC2eNJ8PC6uekERWQeq9S08twLY8xNE19Pz3PwJLZsWp6gAeyWhcQelgh5ZInMa33CRuIAytmqVT6g+4VUdX0cDBgwYMGDgX4ZB9AzccggLhA8eUInghF9Eijo2lMvkve8pGqFSjJk02UOpCFn0e7pDm7rwQWHMVvWyymcL9r+xx5yTK4fI92fCks06h1G9oHFV9bvNXg5Z2VCvEnzysOY/aMfFPStb5G/Vc62IcrSzjHgN/i0dFHMzpfYlHHF8kAnHoXJPq0lxrb7k84VR3NbctqTUEk5O6pUE9UtOXQRvfmue/873yjAc95g5FiMzC07EimSXi5apS3K6+gnLRGq5Mxfhpcn2w+p/XgWvjdRyJ84r02/zfvP81q9WY/2HK8hJuohTTgbOviH8uT+Sex70seG6oQHQNHw3vj+PUSnkwQXWZawefspSK93ccUh5cXB2liJS726VTRZF5Z6QXNj3VLYN7C9UlRrcJ+MXvyhIOS0yDvq99jApW21eUJ9b0knrbZ7faZ1tFlBK6m7CUSjbVgqWPVS9TYYvxwtNN1w9oNnjcvj0DZd5Sfol9W/GHZAz66AfZTgTu1Oloy2e1vmc2ybDFreSetlwbLkUxe962u73yGIo1wbKtpMRT8pZkcVNX5qXcXJSeWVoFet1A2Kgcg+pdZcOiZzWHCjjGVOJKOg7Ya/E04Sjy6DzezLC8QoyDEYMGDBgwMAtDYPoGbglER6kUsL0TFi7S8rRS5M0r09LcHeFAF8RvoOnbNd/YpDWmfe2jBW/GSujktoVpArdSKSkw8kLsHU/DOsID9ymks2IIPh1LcxdKQIHMjrpPlZlhJn2o+w4ehbi3Co5JnplWlurLwBOziSUG4q38zw87LkgAgVR9ch38cElpCK5QZU5X+sFPl1ZlTxXd4a3AZwUyZBl57g6NpCSViIMEpKtSZ4Jv22QSjmmj4jv8m0w+TeZ47R71JrMNakG01+E1AzYfdR2WybsOKx4hdEf2M7zdIcM10h6fRDJ/hN6Lny87Aua93ZKJmLnmyJZ8Ydhz1zrBbJSZELx8D6VT14tUmOVq9Znsu7N5gnqkXRxl4ra/DGY2AwqdILGD8p1My9bkQfZqQoZx0lEpdH9MqfZME7xC8EVoMPrioRY/Z55n17BioEA9dUNm68+zgb3qg9vcmvbAPgaA+D0ZjPJAymRq95Wj2e9EQpyr3uXWSnd/q1y8OqOUP9fWqzC2te8D3cuUckmqOSxy/vwx9OOr9Om8TD4ZxkFBZRSSWSTh+DkWpWzlmwkddHTzpuYwDIyUtnxvUpWs1N0nC2flkIIuoYeAY4jF7yCzG6eBgwYMGDAwC0Og+gZuGUR7AcdGqj00stDZKN1HRG3o2dh+V/w2aPw2Y+waJOIRHgQvDpS9vs1ysIjn6nkLzQAujYuEjtwA3AxEd6fAR//CC/eqX6zj2crysHFRbl+s1+FYa+rfDAyWG6ejnoLTchz8pT7oWmwbYKzKzR7zKY8MLHhizzzS22e7hlGuc2f2JauOTmR2fwl3ltciRKRfTkU68OkF315Z7TiJ1o9pJD0b5+HIa9BnkXlX8kw9cwNehVmvARfz3d83F/+rPNzAga/KkLb8xlbxW7DXvhkNjxyu+7ZhQT728vI1jPw/gPw7vdSaZ2c9Cx8+nA+5f1jWfJhBHuP57NxLzSu5sx3i21rRMuGZeBy7gi0fAaWPGN/Z3nZcHgxNLJTpng5pMcpf25iYwWY37NGBMrdV/EHaXEwcgUcmK9MutLNIbq+SN6+X5Un5+QsVc2/pJb5e9uX4PRGGbhUvQ32/aLpTR4WwblrmUhWcHmVWX7dDKr2gbtXKYPv+GqZbdQdITfMiU3sn8Pqt6FkA9g/3zZkPTVWJNKE3hNFakOKmMk4uznOqjOdy4XdKmGt2AVcvaVURtYRgcxJF4GzR/TcPKFEfeg5Xss4Ocuh1LK/MiBGRHfZy/b3X2+k42MzYMCAAQMGbjEYRM/ALY0gPyk3t7WESQs00B/2unn+V/Pgrm4w93WIDFGG3jcL1Bf32lQpS48NAD9viA65xjiAYrBwvUozW9bScT77lXleXh78uka9be+Mguxc9RXOXyvi6eaq4yuKkmGw67gbbq0XU+no27jtmiriVqqZbPk3fC4jCgtcLDWMSR96U61CGYbfvoLgxcNV4gbgF01s66+ZurwSzh4+jBqvgPTmNWVW8v0S+OFVlZ2G+MOvb8G63ZrXohbUqyjSNqYPVC+je+AI8cmQmyuC9vObsOWA/bJMUMxFp4ZyKTU5alrC2Rla1SkMu+8AnRrmk5QKfp65BBWcJOanHpB6lui+04hO3EyHnDVczH6Iuzt3Z9If3lbbupDmS15kXVw8/BRK7giXDjieVxxMPXH5+fCHnby2vtPUO7drFgyeA4f+UH+bZyC0eUmGJ2s/Fsmc1Mr+Pla9I8fVfb+IJNW9w7r0MCUWtnyjAO9Di2TC02gMVOqh6IXMZGUFOurfy0gwv0BIjdW2E47ZLufsCqVbiVha9jQmnxWBa/m0VLltU2yVtdItoUTDwigNL5Vi/jhEJaAmlGou4yBHyqp3sD724Oouh81Di+RuaonWz0lFvNnIzxd5Pb5S7pXR9XXegaX0lsKAAQMGDBi4QTCInoFbHl4e0KiqygZTM+DLx+GZr+TImJoBv2+A9vXV87btkIhdTi482Bf6tzH3jN1onI2DN6bp57u66ZjsYecRqFRKfXquLiodXbheQe+vTLZe1tkZ3rxPquDe46UY1Ppj3ho6lsiCgzidXAvz75fic9GiWc0zgKMXPSkogPIlXWnxdmNeHbCK2i0vQUEexxJDeOGbaP466MR8i7a0O7rAy5NEUnccNhvW/LZB1zvYT+c35TmpkjuOwNMToHMjLWMPrWtDVg60ewRql4fqxVRBpqRr2VrlFVhfIlSq54/L4dQF+OpJiCocz0eEQETCUlj6gGIDspKllJVtC7t/hMb3w5r3CTu5ljdbf8UdrTrz5dISpKQ7M6RjAdEhPpx3fZYSScshrIr19bNEaQck63LwCnbsTunsAiUbwrTOytKbPUh9liYcWy5yElQWUs7YhpObkJupXsLRm8E7DIJKm+cln1WZZ/l24B2kfrngCrDxCxm6BMSAV4D67RzB3VcKmbOrSko7vKksvqL5ix3fhoASZpKXmayeu4WPiOA4OcssaMgv8ONQkUzQdju9A+GFoePxR2HOMGuSByrjnDdawfI+IY6P1xGCysLt38t8Zd/PIr41B6nf0f8G123bw7ltMKWtNcn1DISRy5XXmHIWzv4ldbNkI32ffW6gja0BAwYMGPh/A4PoGfifgJOTOSKhfDR0baKySTdXhWifiIVnhqoHL8BHZZMBPjfXDT09S/EIIKXOUfkhiOy1qg1fz1NvXpfGKkmsUkpK5bFzIjx3dZPz5vZCMe7bPz3546+ybHrqACVXvK7BeO+JUl42T5AFf24mAT5SCjKzpWoO+iASsGW4eflSPs9fksJ5Ph6eHgqf/GhepqAANu41/z71N/hwDDS5XyWnzw4T6T5TRBjzcIfnhitDMD4ZWtZW1MS4Iu1wJtSrBAdOyTinoEDKYnggvHs/1K2gCAcfUytiejwsfUH9dQDV+0O9u6SMpZyFM1uU/TZ/NGEr7iXMK5gm7V8izyMEj3JNSPGqQHpKJXJ8UnBrEQg/2ynh8y8BJRo4vonFwS9ageuz+tnOa/W8suBajJXNvyXJM2H7dBjy8+Vz63BSbp8lyQM5ZO74XsQGJ+3DRKxid8GfL0gF7PaJY0Ja7y7FIZTvCId+1zENnQfbpsL57eqRa/UcRNbSc2jCqfUwo4/594J8lahe2A29v4bve0JME+j2mbXJStpFOLvV/mkeWSKCeC1ED0T2gspCxc7Xtv61IvkMzOxjq2RmJkqJr9IbZg9QWa8JlbrDbV/LgMeAAQMGDBi4ChhEz8D/HNxcRQ5KWVj5ly/hePmbhfhkuXjuPqq+QXc3yHbgrB/oC49b5Oqt36Mg+PFPQLv6MiyZOE8lkqlF/DNi4yHLpyy0fl6D8cAyUonu2wDpFyE/jxKEEBao8tHi4O0Jb94rYlouGiqXMucTOkJiqsxvfn9fRjKjPoDf3pMhy0+rIDdPvZPv3g+7jul4Pd2hdwsR3GplYO9x6206OcEzw5SRV7mUzh1EUlfvlCr7/B0WK+RmyjUURFjKtZezoynQes8cRQv0+1YqVNpFXDd+jGvjByE/Fz9v8PP2hoIWkFgK+k6RaYgpVLxsGxFoR9lyIAUm5ZzCuT2DlIPnF61yQWdnuU3euw7+fF49d4GloO3LUKqFFJsKneD3Rx1v/9gKqNZPx5Bkx2HIO0Rk4PveMGKx3C9B2XQp59S/V6qZrolftExUFj0pk5ZdsxQp4eqtMtL595vLMp2cRJxLNtZypnDzQ7+r/LDG7dD4IW0/oKT1MaVeUASDPSQcg4I8eOK4iKF3EdKWHuf4WoD68G41pF6wf+8AqveD73vZkvmDC5WN2eIZvaEyYMCAAQMGrhAG0TNg4Cbh9AV44Q4Y9AqcPA/DO0mNKwp/H6mO54sIOUfPqoQzI0tEyd66oH4+j8hyUONV64Ggf7Q+QIl8OYwuWK++t8WbbbdTr5KUwrHj9fsfH8ITA1Wy2b6+SibtoU9L8PaSU+bOqbDriNxD37gXXr1by5iiLjbuhUnPSHWdvBBm/CmTl1lL4ccVcvSsWQ5evktk8/Z2UgyL4uPZcHcP9WgC4O4jJenIn7Lkn9XfTPJMSLuoYPgG9+nfgBiRGEuCkZ0KJ9corqDLB3LIdHaXc6R3mP0LAJByHhY+DHsspE9XT2XIlW0roxAPPyjVFAbPhex0mYSYSvLy80QUi4OTi8oke02Amf2sDXVc3KD7Z7DxS/XAHfxd/XzJZyEzQb1ufz5n7rFzdtWLgWaPw/4F0O51cwTBtmnmPrrsFJWdHlmqOIV2r6m8c+9PKiH1LyEXy8o9bEkeaJnY3Y7P6ehyqNrb/jzfYmqqnZxV7nirIcfBG5Po+jLUcaTYrv1I7qxBZW7aoRkwYMCAgf89GETPgIGbhPIl1B/48UNQMQbKl1Qp4pqd5mUCfWHGy/DcRPvb+GklTHlW6mT5EtChPoQFweHT8PNqEaNnh0NUqBsU87Lf2VlELiIYbm8DmdkFrNphNn6oWxHeGS3F0IQzF9ULV7M8VC0j0lnUDbRSDDSurp9dXdXvaNnzmJ4JaZkKp99/En5ZJQOWb1+QmpeQAn1fgP6tYeqz4OKsMtXP5ypPEBz3+63aDlVNFYqeASIhsbtUHpfnIJvixBqRG4D690B0Ayl9JsQfUV9YxS4ieQUFQD7EH1IvV0wj223m58OO6WaS5+QEtYZIfctOVTmpf0nwCtR8ryB9LJGVrF68St1h/zz7x165u5wnvUNh6C9weIlCzYMrQKWusO5juYLetVTRBlX7wE93QZvnbA1g8nMVHD5gllw9691lJp2Nx8A3LXQeLu7mMkJ3H2XTBZSSMpiTBifXqww0NVbkK7ComYmTzjXDQd2yXyRkJOr8XT2V02eCdyiU7yDyXhQ1Bvz9EuO6kJcLWUk6Tw+/yy9/PUg+o3N0drXta/QK0ssCR8iI13EaMGDAgAEDVwGD6BkwcJPg6wWfzoGnh8BXv8DSv+DlEfD4ADh8RgHkJcNhwTpzz11R5BeI5OXkwtdj4YOZcrysU1GulYdPw+1tHVd0HT0L+06ofLRqaZVJVoqBH1/K4MLZS8TGOxHmn0t4+hZSPetRLqoclwrHk+N+gtfvkXpWqxysHgevTxPh8/KA4Z3hoX5yD91zTHwn2E+9c+mZOsd3Z6gss3oZGNJRUQkp6XDoFFQoqTLM7BwpezMsxvPt64O3h60ZjSVci55zRA2Fncc5MFIxoSAPWr9Q6HRYxjw9N1txA82fEMn4eaS5lyqoHPT8EjJTISdVA3UPf9n8p54TsQKRo14TVb7542AzSarcE3p8bi6nLAoXNzi7RWrkidW2xKjmIP17epPKUr/vCWXaiFhd3CdzFJOCGX9E55V2QWRowzjH1+KvKSJ2liQnshYMmqPyTZMDaWgl6P+9tpubCcdXwc8jrBWoil2hxzhrN0zPABFq0/WxhLMrlGsHO2fCggd0/7p/LmXR1VN9hj0nwKLH1dNXUKCS5BqDoOObuv7XioIClY7+NRkO/iZVt8VT2rdPMcpt0W1cqUtm8hn1KYZVVQ7ihs+t51/cr8y/LQ7e+ETWUgyGh1/xhjkGbFFQYM6sdDGGPAYMGPj/BeOvngEDNwmRIeqtc3GBrQdFfp6eIFOSqGBISlPJ5pv3Ot7G26OUOXcyFhJTlP+35QBM/0Pljr+/L/JkD3uOQdenrE1RSoQpHqFajAuhpz6g2paJf5cAhvuEsaD/ayRGdcYjIARvLxc8fXwoEQrfLYFLifDUYB1TfoGcOJuMgl/eUtSCk5MiIupXErEc9Ko5nHz3UbmKTngSTl+EN76FxR+qD9FevMJTg+G39XL8XL3Tdj7IzMUKHn5QobP9EkITAstAZG0tV1TByc1Q4HbZtvDTCOt5CUdVDnr3SvhhgEhUqRYiHN6hZkJUrZ9UxU2F9a+1BkPNwSJyaRdF/HzCbBU9d19oeD/89gjcPkOll8dXqjyx9lCIqif1yy9aamVBgRRAe/AMkEK341spZEeLKZ1MOqltZsSbzT48/KQGlmoBuenal5u39g+QeAJ+usM2ef7Q7+r7a/ygWR30CYXaw9STeHixeVlXD+j1lUpJU89C/Xvltpl4QiQoN0vh6xE1oOM70OGtwvy8APCNlkPo9SDuAExsKhMUE478qbiJ9q85jmcAKW8X9ioewtkF6t2tTEtLNbIoLh3Svo4tV09kUHlY96H69QLLQJsXlTkYWAYSj9uu32IsLH1JSqqD77uBIsjP0/O0ayYcW6m4j0b3y4TnZqu3BgwYMPAfwU30HDRg4P83fDzhhTtVnljCwh09K1tunAkpIj2hgcqjK4qvntI2OjwOrR9SieOfW1TiWClGKt/oD6TqFcXZOPUGFnW+PHMR7ngTTsd7SLmyLLXLTiU02I0KOauJWXY7IQv64HPkRyoGnCYuUSTu2a+g2nCoPhyGvCpDlIuJcP+H2t8db6gk874PbHlAQYHWf6CPoi9WbFcAu59FpJ2nu0pd45Lgre/k+OnvY3t+L49QuLwNnJ1VJln/Htt5Tk5S5UIq2h/oufmIXKz/1M6GdX3Y/6t61rJSRGwmNNRgsmJXLVNjAGz9Wj+3e0UKXnqcLPVnD4YJDWD2ENnn5xRx1YmqI9OX6d3UU1e5hxSmiwfUT+hfQtEPftEiqvbgF6WYgJAK4OIpghFd3/6yACUaiXw4Wbzzy8uD5FMQuxNWvAE7v1dpZU5h3e7OWbY314QtX8sAyOqYolUuO+RX6PAG9PhCiqF/tPoGV7wBjR9QBMNPI9T/d3AhzB4Ic4bCxb0wuY3IX3D56yd5mckqZbUkeSZs+kLqmyOknFOv4tT2sOM79TNOagULHoLkc9bL5uVIXd2/AA4sgIajYfhCmN5d17TVszBwNrR4ErZPUylsrwkq33Uq/K85sAz0nQpHl+plg/N/wIwlN0vPfPwRZTM6ehYskZmkZ/H8Tq1r6hW9XqReVBbhX1P1ciT+mAxvMpOl7H/bWfsLq6rv4Be1lTNZ9LtnwIABA/+jMBQ9AwZuIiqUUFZfqQjY/I79ZYL9FAq+84jC3DOzlfFXsaTy5iyxfo+I2jdPw23PqTwyOR3iEkUYTYhNsHWyNGHvcc0v7+8qpSQ1VoN9k0nJ8ZXmhY8swbNEQ8bdOZO+H5ZnUNM43huSSka2C7tjw2hWx5Mmo62D3d1cISnV/r7jk8HDTT8/MwEe6gvrqb/woAABAABJREFUxksRzM/XdZqzAh4rrGx7/muY9TL8sVlGLuFBcG9PhbRbEcDsDEg5LUMTVw+VZlboLCKRclYh3B3flkIEGgimXywswQyQWuXiKmXm4j77Bw+aF1gazhS62eTnwYIHod80ET8nJw0iQyqKcKWeEznc96t5G4cXwdElMHIFlG5hnu4TBu1fV9j93l9UYlr3DvCPsc5R8wkVIZjezfpYvUOlFgVXVElpjQEwoT4MW6gIBEvLflDpZO0hUqh8wzRgTzwBO2coUNwnTD1557bB59W17XIdIOmE4+uTdsG2/8wnVAQ1drfUVCcXyLgkg5Fz22S6knAc9s+33d657YpuCK0M0zrBQ3tEYq8HGfEiko5wcAFE1rQ/78hSa2XShD2zofZgSC+nEkE3bz1fM/pKNQVl4mWniUgmnzE/QybsnKmXCUFlYdCPKsUNqazMwFPrdO08i1EabwTy81TSemG3jHyi6up5N/VDJhyH9R+rj7T5k7ovJxPVtxkQYz8CIvEEzLtfz31BgdTr1s/pZYyrp/7+ZMTrmvmEF6+MWiL5jEj3kaXmae6++i4eW6nsye5fQF4mOLvJ9McvWt+rhGMi1t5h+p66eVzvlTNgwICB/yQMomfAwE2Em6v64gJ84Kkh6rEzvQB3d4MvHlMJ5vx1Uqi6N1W5Z9koGPq6/W3GJakss3YFlU9eSIB73hVp6twYokMhI9P+uiakZaBB56z+Ukmq9NTgx5LkmXBmM17HFrDgoca4/DYGFv4F7j606PAWb6x5kJzcay8M+Go+9GwO6/fKECYzCz76wTx/x2Ho/jR0bADNakCDyioNjbAc7yaekiKy6i3zm/rg8jDwR7h3jXrv3H3M5ZLxR1UeePYvuLhHUQg9v1BZnIe/1r2wx/4BB1ewvUbJZ8DdD0Zt0u+eAVD3Ttj6DbR5AZa9Yrud/DyY/wCM+LOIAUmIPpFF61KLIKiMTFcSjolABZVRBp3JSRQgMEYlgaveUt7dggelqoD6vDq+pV67xmM07dJBmNjMOsdv70/Q7DFocC/Muh0e2S/1cvu39o8rpgm42Bk05+fCdz1UwpqfZ+2IWrGzyiAdYdcPIgUn1+rnUs2kJsU01sDd0jU15ZwIrYubBvDXEpTpSKFKvwQbHKi9IMfTkAoq241pqpcoLhZ5JiUaSZkrivIdVWrr5i2SF38EfntUQfa9vxbJ8/DTz4HFxHtcL/Jyta/veljn/JVoBAN/kMo4qbWU0AGzFBNiGWYfWhmGLTAT8exUSDoDlw5Aw/tEFo+tFIk+ukK9plsn6Xtieh4iasKguRBasfhjzc2CNR9YkzzTPucMh/v/gj1zIbQC/P4EJBeWPXgFqw/Uw08l1ivfgA5vSskvGu9hwIABA/8DMIieAQP/AEqEwXPD4J7uih5wdhb5+3MLtK4L/drIcTIqRP17py5qOUfYdggqx6jvLyRA8Qv3vKfQ9RkvK3LBxUVVeEXh4qL+QVw8RIDij2hwu3OG4x3umI5L+kWRIxBJPLWRXUcftlk0J1duool2VL2QACmWID4y+Rk4eFr9eC9PgueHS7F7f6Z5nYICxUEs2QLbJxchedmpcGQxLH3RekfxR2BKW7h/GwSXNU9PPCEyEFpZhCG4HCSfh3mjZDZSqplKLmfdbnvwrh4ycFn1tnla00c0qF/wICQckQJy52LZ6O+f7zjwGzTQzEq6cgWjKPyi9CnVzP58z0D1y1XuqWPp961UvOxUkV+fMJWK+kaotO63x+yHta/7WCWHm79Sb1tMUyk4JqXKBCcnaPmM1KCMeKl4pggEz0Dl8J3eaLt9ZzdbtdESuVlmA5Lz21VSunu2fq8xALp9KmJ3dBksfkYljr4Rio+oMdD2+noFi6wetJPbASqZtYf8PD33jpCTZia5p9Yr+Lz3RHNYfG6GlFZLtH1J5z//AXMpabkOMPw3qV2r31bWYq3BEFje8b5vBBKO2ZI8gDOb9LKizYs6xiYPwZr3rEke6NmYcZteQOTnwZJnVaKanyfVtv93clHdP0/3Jf0SlGmlntqtk9WbGLtLyu29a1Sq7Aip5x0b1zi7iNiVqKdMSUsH3ox4lQMP/00vHyr3gN8fV4lstT5XfckMGDBg4L8Oo0fPgIF/CP4+cpoc0E7lnHUqyLWyeQ1oXhOaVFc0gbu7HCUt+/qKIjoUktJl5HLHGypp7NkMVu1QCWiJMJFKe7irK4T4o8FXowc00ckF8ovpm8nPUe9QxS5/T3JOOELTarbrfPGzohqKGhI6O8O4x5Sz99Rg2DZZJZ6uhdELAG9/LzfPZtWt13VykpFLVNGX7innrImXJTKTrA1Lks8qbuCbFnKU/GEATG4H+dnQ7ztY/a4Gn2HVVFpmqcb4hEO/6VrGhGp9VS45e5DKNuMOSnGa2FSEoHRLqTSO4OQs4nUz4RWk3r+2L4polWggclexE0TXNYefZ8SrtM4RTm+U2pKdKjfMu/6EKr3NvWTh1TR49o+BuSN0DXZ8r7xAkFrS7RPra2qCq7sMWxyhUjezwU54NWuzkgMLRFB2zND9TDiq6amxyjVc/orKdC3h6a+MRE87vX4NR6vH0x68ghUc7wgVOovgmZB2US8cwqrq9/3zobrFC4SSjaUgL33Rul/w6J8wozdQAF0+gjYv6cWE601+VmJ32JI8E3bNgOxk9QuWbAzHVthf7sIefScXPijVtyBfiuXQ+SLWv94HJZuoR2/R4/DL3eqZ6/IBNCl8aZR4XNetOOTlOM4kLN1KfZ375zmOWdnwua55raH6/c/n9cwYMGDAwP8YDEXPgIF/CWHFuOeVjoRHB8CYj2znOTsrUsHTTbl8fVrB1N/hvdEqAZ20UHl7z98BEUHw6VwRqgBfGN0bRnSV4oaru8ry4g6KENW4HU6us39AlXsqd610C4iuByvfgtMb6XFXLq9960aKxZhrzU6R1NVfwJc/wd4TCkF/YqCyAPu1MsdBODvBS5NgwhMqcy0ogPMJytk7eQGWbBYp7dxYpa3BRR31czOLHxSe2QL1R0oVWvW2rVNlVjLMHa4yzwqdRQa/aijXyUFzzCqNh7/6zyzLNuuOUOlrVB0pTqnnNdAvyFdf1fCFUhacnG3D20G5eF7/YLlYcVEABQXFm2rk54qUhlYtjDlwh87vK1g95Zz69pY8L8fS7p/CL/fA748p38+9UI3ziYCRy2Dtx4qQ8AnViwa/aBGZiBq24eo+4eqtOr8LAkqLZCx/TfMia0Ond3WPlr5g/7g3T9AzXlRJC6ms8r6t36hfzzsUmj8FJeqbHTczk+SKuXOm+u0qdpED6uav9CxYIqCUnoNlL1tPP7dN0RQX92md5DMitTu+g/p32y/rBT3TcQevvx/xapB81vG8vBzd9zObHSvIJqRfggMLFQnR6V2VB//xhF4sjfgT9v0sd1kTzv6l71Hvr+U4+/tjKjEu08rxPty87avKoD+QHn7F99pe2C110UQE4w44JoVFzy31AqSc0csL3yizG60BAwYM/AdhED0DBv6j6N4ENnWFab+bp3m4Kx4hJxfeni71rnSkSh4jgkWgXJxEllxcFHY+7lH1A2bnqB+wxp0w93X1Azr7RUGfSSIp+Xl6C3+xSA5dUFkNsFe+CYf/gJ7jIbw6XNhD9NHxzH3jMR76xIkDhWOuYH+pkz8ugzfuVZ6gjyd42mndql4WPn0ETpyXU2jFklIrw4OgbLRKUouFk4tjS3rQ4Bt0fn9Nsr9MdppUoTKFZZm5WbBrlj7OLuasuMFzVZZ5YIEG/u4+IoOxuzRwLNNaJjBrP1AZYXaa3Cw7vWsbWO4XJbWmKAH5t+AZCKWbw4m19ueXbCJS7RshMrZ5gkwtNn9lvdy5v2SC0XA0bPpSMQRB5URavmmhHspag1WymJUsAunqCYknZURzeiPsmg15WSqrq9pHZY2tn4de42HZS9qPmxd0fk8Eoc9kbcseTHl5IUV6vpydVbbb7lU5grq4W9+LrBQZwaRf1LpnNmlflbpLzdzwBez+Qc9H9dtFRn++23b/ATEiOib8+ZyyHuuOEHFOKYZcndkMlbs5nn+jYfqu2INvpEqXd86EqrdZfy+KwjtUSnLHt+GHgdb3puXT9jMVQd+Rob9INfS8TIaEf7S+Vz8Otp2XFidVPri8Y+UxuIKuvSnzMaSCfbXZEslnpEAe+sM8rddEKNVULwvSLkGFjtqvZZYk6G9BboZ6eV0N4xcDBgz8czCIngED/1HERMBb98JjA2DrfilyQX5yqBz+hlmAOX0R1u6CV0bCwHbQpRF8Mw/u7aXlMu28qB79AWycCCXDMBuAgIjMrh/MBglVb9Ob9V8swv7WfghNHoTfHsV3wytUuvtBnhjkTqg/5OZBTh5MnAdDO0qN8y2mehF0DCWvMKPaBl4h6pP7/THbee6+UK6tfs7LLt5SPStFpVu179BAbfW7UjEsB7NbJ6kfrNsnujZnt8LMvlJ+THD5UAPVrBQpTeXaSa0q1w62fQvJJ6WOlmuvaIusFKkEBfkqJfy3DCG8g6H7OJVc5hZx8qk1VESw5TOaN2eIDCxm9rO/rR3fy/xl05d6SDOT4Y8nzVmDW762Xn70ZhG8dZ+oL6vxAyJBx1fCd90BJ/UFft8L4g9rnRoDFXaelaIet+LgXkxmmoubtaMpKKz+yJ+w5DntzytYZjR17oCfR+r5qNpbSjFOIgjxR9TbuXGcIgRA51CtP+wsdBfyCoImj6oENumUehjdfVUOaw/B5WVFm5uhZ8TZVcqyh2/x53ut8ApRFIe9vtIWT0F6go4lIx5qDYHt022Xq9xDJLzhKMVmZCVDxW7Q/HE9264ecN96qcA4SWHfPEHfzcxEwBl+HSXltzjkZEgB7v65DFVSY6WcV+6hrLxz23WMf02xr6Y3uE+9p6bez/avm8uY7SErFf4YK5Ln7qNt17tbhHfD5+pFDK0sdS8rWccSUEoxJfFHta+kk1CqOTR9WC/PLkcsDRgwYOAGwCB6Bgz8hxEZok/NclK91u6Gp8fbr7J7Yxos/gi2HYRvFsLgjsq+s4fz8cq/syJYaRdFburdBSGVpITkZarMLCNeg6iSjQrjAyoX5tKNJyYkl04N3Vm/G35do4iEcY9ByfDLk7zrhk+YSuoST8KmceZ8Lv+Ssqg3DeTcvEUiHGWkBcaIaNS9U+rVnYt1PTZ9aVYFfCMgsKzOO/GUBv2WJA9EKOc/INXGzUeRDUGl9YmuJ+JoykK7dAgWPQUH5mswWqqpyFZ4TXAtQl6yUqVAJJ4ACmR57xspcpibrTLc60V4DRizXUT+yFIRoBZPyXXRlLd4Ya8Uvbxs2xgFEwry1T/l4iblN6OwlM8R8guVwY5vySijqKtp5/dE1ix7smKayuwDVKIXVdfWHAQK1aWriCTIz1Mcxk93madlxIv4V70NWo6FjV+o7yw3S8+AiXwGlNI57P5B12/gbJVCtxwrtczNRwH0y19ThEPVvirftJfb6OGnMtL4IyK0pVvo2l/Yo21V7KKS1xupCLt5QecPYPN4ua3m5+qZb/mMvvfpcboGftFSJF29FNuRl61nuuZg6PSOCEzJJjrP7p8r2mT3bDmrZiaK7DR/UnmTTk4w4Af1uZqemaST+j4HF2M+c34nfNNclQYd39H1Ci6vlwiz+uvvwJBf5A76633mHkg3LymBgaWh9wRY/ga0fwPKtiv+2qTF6r6GVNQ5bf1aCjWI9N+3QX26m8areqBUM6nFcQcVAfH3ce9QZcHIFXKoNWDAgIGbDIPoGTBwiyAmHMpHq8TRHnLzCoPGp6vE88gZGNQOZvxpf/m/O7ZyMtQns/BBvQkv1RR6jJfKc3gxRNWDVs+rLG/1O1IVwqrCI4f0Btvdm5hwiGkno5l/FM7OGnw1exTqDNObfQ9/kaDgcua+NL9o6PA2/HSH7TbCqymfrHIP9ZaZSs08/DVw9S8hlarRGNXDJp7QYM5RBENmolSXgFK280wkL/EEfN3Cutfr5Hr4uhk8sM1s4AEinAcWyNnTRHZcPVX6WbaV+osO/q5BbO1hGvBeizJoyhHs9pnOwcXd3K9mgolIX06NcPUUafCN0LWyp6qYkHpeA/YtE2XaseM7kbaAUnrpUKIBBJaEe1YpmPzIYimM7j4iYRs+U/nm3Dutr6ebN/T+SqWgrZ7SMV0OKWdFvu3hwHxo9Rz4ldSLkEmtdOwmJJ3UoP6eNVJ7/KN136r01AC/REOYMwwuFRLDvXPVk3bpsHWun1cwDP0Vtn8HZVuLNPw42GyUsn2azEMGzYGIWhBQjDvl1eDsVph7h9SqAbN0z7LTpO47OevZa/GUmYCVaKRSzOwUKZO+EfoXVLJapadUy98fszapObFGvw+cDQsfgexPRIZ3zTKb+1zcZ1bjiyL9Evz+iEj5yXXmvuLmT+plyl+TRD6nd4Paw2Hkcr2QyUrSi5qlz8uoJyBGCn3plraqblFkp+p6dPtU9zC98I+wkzNU6AorXjc7wYL+bh75U/c3uIL5ZQCYXxCMXF68imjAgAEDNwBOBQXFdeD/95GcnExAQABJSUn4+/9H+l0MGLhJ2H0Uat/leP73L8Go9+GOLiKEwztDPzs+FaUiYO2X6ofj9GaY2EQDGf8ScOcSmYhkJUF6PGz6Qm/Q27yosraN47SRqr3Vo3Kt8QAoNy8uWfa/6VkKc8/Jg2qlYdM+RUzUr6zYiFIRxcSipZwTYXVxE8lzsVPOl3hSSsWqt0UI/i71GiPnze972UqlTk5SBi4dFukAWPqyBuCzinFgHP6bVBdHBigbxsHCh+zPqz0Men0F7oVy6KmNuj9F0W+aCGjRAO8G90GHN6R2mpB6QQri9m+BApUhBlcQWXL1NrvjXA6pF2D+aKk3K98wlylaIrQSDPpJz5JXoJ6h73uIyNrDmJ0qa5zZV9EJ1fqKvGckyiCoRKNCtTlLJjBZScrUSzqpvlEQ+ej8nhTbC3sgso5UyBWviyDdtezKntPY3TCuprYXXU9E5+gylTR2+0TunidX68VBrSEy+1n7gfU2qvfTS4KAMgqc3zZFg37vEK2Tly3S6e6jZ9AnXGWZ8YdVPhlQSnED6z6A+7fqOUs4ZnusflGFRKWF/aDyq0FWMnzXy36OJuj8B/xg/fKkOKRe0MujrCSpdfZQoiFU7QXH1+h5dfXU85RwVE6r0fXsr5dwHD4qazs9rIp6ZN19RQbzsqTc7Zkj5dHJWeSyaMnx/Vv14iD+sIyXgsroelq+zEg4ob+DoB7Dko2gdGu5sOZmwOQ29o81vJoyIH9/3HbeQ3shvKrt9P9hGOM1Awb+eRiKngEDtxBCA6FyKf42PrGEt6ey9Qa2k9FKz2fU3+fkZM1f3FyVXxcdiojbH0+J5EXW0sBx7jBzXl5gaWj/mpSJFa/DkJ/1xjwnA/b9Ci3GXjPRO3oW3v0ezsTBHZ3h3vdkKPPxg9B8jJxCTfDzhuWfQt1KRTaSGqvBfdJJDZZPrZcBSqPRtoPf89tF9Dq/p0G3V5AG7nvnShlycVcuW7n2uh6HFskhcOcM6PGllj+/EzZ+LtXTK0jXryicXUR2HA2Is9Nl/e7wwiyDrEQRvawU9fcURWRtSDlvS/JAylitwYpRAA2MFz2p8/x7ma+hSi8Zp5zZAvVGSu0oWjJqQlqcDG92/6ieKydnuW7+co/6zUyIqquSWc8gldNBYf/f5/B1c9u8vDrDpXx5h0jNSzymFw/+0Rrou/vBjumKIPAvIdVm7nApi4N/Mpdsxh/RAD6onHq0CvJgemG+SIXOUjuvBK5eUmEy4kV6/EuI6HsGKCzcsnx0/zzFcNS9E7ZNM08/v1NmNCUbi6BbRiccXiynUe9QWFHoHuodCl0/1vIzblM0AEhpykq2T/JALzdc3DT/eolefn7xrpN5WSKvV0Ly8nL13AaUhK3FRHZ4BuhZSolVP2RUHb14ObJEfW8txopwFy1LdnbR/Szacxt3UGrod91F3JxdzX2hIEJ8Zov1Om1fEhFc8765FNndpzDzr5O+g8ln4dJBEdP98xQKf2aTVMdT68wqpD1c2Gtf2YfiVW4DBgwYuEEwiJ4BA7cQIoNh2vPQ9mHIsBgzOznBe/fDcxPhxTth1AcKYA8JgD8+lHPn0bNQqzyM6QsVTdVe2amyuge55H3f29olL/EE/DQCBv+svqN9v2rgvO8Xzd/x3eXt1u3gbJyUx5U74Nc3od9LkJUN7w6ERz+3JnkAKenQ9wULFRIg6bRKsPb/Iibr5KQg7IajYMEYqY2mkqzcbJmpnFitj1ewFJpNX8rRMeWcDES2TVOJpJOzlJmh82Hdh+ZBmSlke8tEqQeLnrA9uWaPa1DsCC7uxQ/MfUKlXIHujykbzhLV+uraO8KGz0QcEo/LSdOS5Jmwf57u5e4fYf0ncNdyEdiiSL2oaI1NX2iQPXSegrX9Y/TMFOTBpSNSMNPjlFGYkSDHzJqDoSBXpHn4byKYJ1ZLbWwxViY1pjJTvwh9TL1LeTka8JuucZcPdV9N5aM/3akXE/l5yp5z94eKnVUmuXis+fhbPWMmnZeDE4pIuHTIPK1kI7ll2sttW/WOBv6WRC+wtAjiyjetSZ4Jm77UNXRx07mkx6mkeORKPXMr9kox7Pi2esOKQ162iO41fAet4BWovjvLEsvgCjIO8S+p70telvl7Vhzi9sFXjfU8OfoeRNXVy4WJTcz388gSPYf9Z8Cqt+DL2uplK3puPuFad+MX1tML8vWct3tNLwYs4RmgMlPLfrnA0nLs/Xmk9bLZaXpp8OAuPTc7Z+q7UrGr4jVm9dcyoBdipixSe3By0nc9IMb6hUhY1eJzSw0YMGDgBsEgegYM3GKoWwFWfg7fLVYpZ6kI6NtKvXiLN2uZDg0KA9gjlGlXrbRKIkP8wcdS3HBykaIQUkG9LvZs6gsKNKiqcwckHNHbchMu53hYBHFJcPoCrNguQvqWB1xKVtzDH5sgOkSE1B5OxspARkpkokofTYTTdJwHf9PAsWRD9VuZiJ6Ts8qyTMiI18AwuLwGYC2flppi6r0BOfYdXiKFx93HtBP9c2yFzEv6TZOJy4XdctJr8rCu6Zxh0PZlmZEUDeZ2cYXGhYHS9tBirPm4PQKk3p3ZbL2Mm5fjcGsKr0/6JTkjnnQQmQBwYhX0GCcSkxEv9S+ojOblZosAX9wDUbWVC3h+l1SpggL1IWanqc+oSk89I9ummrd9ZosG7v2mK3eRArllNn8CwqorzuHv62oHKWcVeG6CV7DIa4XOGkAfWSJF0b+Epjd/EiY2MhvkODlLjY6s5XgflshOl+mKJckDWfWbFO6iKMiXshNYutAoB5EQn/DiA+hPrVN5qem+FhSInLd9SdfTL9rCQMTbPsl0cZcCGVjmys7vcqjUVUp03MFCw5QnYPHT5uvhFw23fa0YEUf3LTNJPY45GVLCq/VViW/Rkuhmj8Jvj5pJngl5OeoV7vy++gV/uce2l83VQ9/XYyts+2RLNpUqWL6DlPDkM4o8qNRdhM5S4aszXI6flvAK0t+5sGoq1044LvJYoZO2O+M2M8kDKclhVRzHTZTroL+rHd+CUxv0HXH1kMvn70/A7d8bOXwGDBi4qTCIngEDtxjyC+SwmZEFlWIgNh5uf1mKGMDWg3D/bdCgiso5Afwdjad9I6DpoypNsudaaMK5bVCtjwYlO2eap9ceesXHHRsP782AMxcV3H7PezKMAY3bB7cv5jgLkZmFyEfaRWuSZ4kjS6REnN9uHuS7uErp2/OjebnFT0PfaTKH2D/PmuSZkHxahKVUc/1esZvKzKCwV/EBbSM3U0rV5q+UqwciRP2+hZqDbHsGQyrILXDJM9bTaw/VINUEd29o8pAIlKXL5emNUL69VEp7qDmosOSvQKpal4+0voubSkOXPq8eo5pDFH1wobBcsGRj6PEFhFaBo0vgx6FmkuHsAs2ekKNiuV0qT/zjKd2L/t9ZkzwT0i7KzKPmILlHmpZxdoGHD0BIobFHQYGIXU66CLlflIiOicyaVJHg8iqzK8hXj+jwhYr+2DNHxzN6i57VggKVfvpGXLmal3LWvkpaXGkeFKq9Trq2bV4sNCW5zINsTxm7uA9yMuV6mnAMWj2rkPjWz8t8pSiaPiKFve2LtvOuBQExCjTf8b36Ir/rbh21kXJWSu7oLY775zKTZJYD5vve5QORGkt4BtuGzpuQGmvuL724Tz2eRU1LAmLkjBu7SyY5flEilf4ldb/9IvS9zMtSz17CUXNJrAk+EWZyDnpZ0eA+9c9u/1a9vo3HQN27pCSXaGQ/r3PrJOj0nq267xupWInZg/Usd/tE3/moOuoTPr5SL9YMomfAgIGbiMv8D2bAhJwcOHgaNu6FjXvg4CnIzLz8egYM3Gi4uigkfckWmPAr/LzaTPJAqli9ShYljsXB2UU9Rn7RGiQ5QkBJKR6hlVUaByr1CrJjimAHeXnK/ysdCRVj4Nh5eO1uc7xDQYEUSU93OYbag7sbhPtnwTctRUyLQ04GeBcJ54uoocGgCamxMooo3VKDRUfY86MGiXm5ug717tb0Rg/oul06CFPba6BnInkmLBhTmBlWBF5B6iN8eD90/0wDxQe2QddPbAe1QeVUHhgQY552erPUQ0t11YSAUiqjPLMZ6o4UWZ3SVmVy37TQ4HbUJpG2H/qbSR6IQE5pp57HWf2tlaT8PFjznn5u+5JUy8QTIodHlzq+fvt/VUmlJfLz4ELhtUq/pIH1V43hk0rweXVY+pL680wEued4kYwNn+t8Us7Kyv6Xe6HXBKmmrh5SJWvcDjUHiExfKckDlaDay1pMveBYFXRyEuHu+SXcvQp8IhXNsPvH4i37SzWXw60lQioABeaevFVv67mr0EkmImFVRTpNFv++EXqG/GOKbv3aERCj5+LIEts8RdAXdfnrihcp2m8Juh4mE5OcdPi2CwRVEDls/byI1JBf9PwXBycLcyBHpaL+0XqueozTtsOqWt9vN089F84uukZDfrEOK48/ItdSUJlq7WFS7A7/odLji/tUxn1suRREe9cD1Pd7fjuM2qiXZtX6KsKh13hFrZiU2WWvQOVueql0fKV6CO2ZRhkwYMDADYSh6F0Bzscrm+y+983W9uFBMO5RaFxNeWEGDPxTcHaGe3rAuJ/s5+k9O+wqn0n/aKkDyaeVD2Vvo40fUjnk0pdFIpo9ptIznzDbZYsgPx+2HIBOj0OqxTg6Jhy+HqtQ97jCarvsHHi0P7w7w3Y7YwcXELH7HQ3QLmeV7+YtxztL+EZoQN7gXhGGnAyR3NBKxSswHn7qLWv6iFwHWz8PZVqAd7hUj0FzHJdRmoLYTTl0lnDxKCz3dOC++ff+fTWgHblCmXQFaKBcUCAb/o1fiEw5u+l8mj+p/VXtA+s/kkJhQk6GlMjUWAWTFy2dA6kMO75Tid5RO8HVa9+Hls+ZzTuKuv0UhSPTCSdnvQHY9YMIsQnZqYrxiNuvXMG/JkNmgqIunJw1QE46pdK8hGNSUntP1Ln4XMcfYxcPKNtWA3tL/Pm8nptpHW3JTbPH5ZTpG6VoDBNJ+2uyyvLObLJ9NuoMVy9cUfOTBqPgaJF9b/hMuXY1Bons5+cUlqY6SQnyK1GMFe01ICNRz5hlr15RnPtL5Yz5uVJ3d/8IEdVESH0iFGmw9Rstm5UMM3orQ7BSd+jyvox6zmzSd86yDNIEd18zIYusret7vXDzlLnKw/tUfpyZqN7LzET1dzZ+QETMXvnl7tkwbL5ZHbQXcL/rB92jKj31t2LHd7YvfTITVRYbVkXGMAEx+htiwIABAzcRBtG7AlyIh9ueU07Z39MSYOArsH68QfQM/PMoEwXfPg8j34Eci4q+B/pAWwdVVcXCN1wDr9tnyrDANKB1ctJgtnwHDUz6TtFA+3KlaRY4Ewe9n7UmeQCnLsDr01Rm+vo0uYnuOAJ+PvDhGPh8Lhw/LxXwwb5QvgQ4ny20Gz37l9wx7SlJpZrrWP1K2M7zjRBRLdNKDNSjMPer8cP2M/ZATpzLXhbJa/qIiLFvpCzw4fKlfc4u1r8nnVbf3Ml1yiiMqi0VrmhmXVEElwPKmX9PPCFyU+dOkU83L23HNEjOy4TNE+1va+8creMIJ9dI7bAkemFVdM3dfKxdLE9vktPlpi/tb6tyTxn5WMLZVQpryhn7ZYmg0tx2r6gsL/6wMtdMPaShlWTEsuwlBVWXay9lMKqO43O6HPyitL9p66wJ3YXdUjpHbVI/5pmNUnIb3a/7ZyLx7V+XyglSFhc/o0y9zRNUHuwVrPLhoHIwzULhdPeVAhRSSXl5RZGXI/XTw++KXqxcM1LOy8QmJ0M9h44QWFq9b2s/UMlujf5SzvbNk3FK21ekCFqWReakQVhlmbN4+ulc2r4Mf4y13X7n9/Tyws0LbvsGfG/QObu668WKZRVCVqrcW0EKniOc2y6Vu/XzsORZ2/ktnpSCXqa18gAdwdlF7sU9xysf0uPK/44aMGDAwLXAIHqXQUKKlJNcOy/6CgrUc/T5Y3JDNPDPITVDPV+JqbLeDw+EwKuo0rrV4esFfVpB0xpSmzOy1JMXEXQd18HdB6r01lvvi/s14IuoKRJoMhQpaixyBThVaKJiD+t2w9gh+rlJNfhzCyxYB3UqwuMD9b26kAiTF8KZOCc2P9aDEvu+1yCpdEu9ZT+xxrzBUs3VmxNQSn15RZFdaDoC1kpB6RZQoYutgUa1vnqDn3zGbJzh6iESlFRIOnPSNAC3NHowwSfcWmVKOg0/DoKmj8lwZePnml5rMFTrZzZCuRwuHlBZnGXPkG8k3PG7mexkJDi2zC8oUNi3I4XCP0bKDmhQ3vNLEal9v2paeHUZ0cx/QOsnnlIpb9E+Pa8gEaKi2WXdPpX6c+mwfWdKE5LPaXBcNIcs7iDMGSqjnBWvi8BH1Lh8SWBxcPUQ2bpzsfoAjy1XaWzdO9Wfasrqy0xSeaJPiJRjEyp2hg5vKTYhN1Nllxf369mpepuUvT/Gqgz0zkVmMukbUfgsOun5NTm7muDkLGXzekle0mmRr6QTImsFqEQyqLTKnLd8LfMeV09FZOyYrufE2dW6P7TR/YrrAKlgjceo37XtyzpHf+Du1SpP3P2Dnv+Go3X9vAK1XnB55VoOmKkS3LiDIu/Nn9K1TTgGY3Yo8uNmwtVDJdnFEVvQfT6yFNq2UMTMitdFDIMrqKwzrKoqDfyjRehNf2MsEVJR9yDtogx0LrdPAwYMGLgBMIjeZZCUBrvsuJubsOc4JKcZRO+fxLlL8NIkmLZIlV8AXRrD+CfkQGmJ2AQpsslpUopOxUJyuhwpS4YpU+5WhZcHlI3S54bBzdP2rfd1ItEOj7BEdmH1YGa2CCzA9kPw8KfWy5WLBpe8dPXSbJ8OBxfKobLlM1J6PPwh7oDe3NvLg7t0WDEBu2dr8FxzkNb1i5Iq0/ldqD9S/XpOLnIhTDhmNlko2di8LZ8wqYKnN8L6T5WD9tMI84DYv4R66Mq108CuoEDlfdumiOQte8m6N+7sVtj2rSIIAuwokZZIjVWWXFFjiNTzIlQjFhfmj10mO84z0D7JA7mCzuyjn3tPhDUf6BhNOLZc12PwTyIsqbFyN2z8oO7L7tkyS6l9h4hRn0mKP3BxlZOoqZzxcmWH/tHWlviWyEqRstvmJZnHFM1buxb4RUpJ6vaZCLyzi0iQyQXVJ9T8c1F4h6qkudYg3XNXTxGJOUOscxOTT4vMufvBg7shyKKs97ZvZHa07iOZA5VqoZLV8OrXd14X9kpFTD5tnlaiAbR7Fb57UGWm6z7S9NxM2D1Hxiy5WQo9d/MRkcnP0/Xo/pmMeOIP61nPy5YyO3S+lPLAGKgzTGq4s4utqu0doiqB9DgpgC7uelHhFajvZrm2/0z/Wso5+OVu9TraK9sFHXtYFT0PvhEi7h3e1LWI3am/KSZn0jYvQf/vYUYv67Jod99CU5rCFxZXmutowIABA9eJW3iY+8/A1wsqlIBNDqo6KpQwD04N3HykZcDLk6XwWGLRRhj2Osx9A8ICNe3gKej/IuwpbJtxcjKHidcaAfPfgeY1RTCS0lQC6eMphdDLAwM3COWL4S3+PnIRdXdTCXSH+jDLga/HmD75ROTsgUrd4IeBIlWmvCxL1SGiprVxCYiwTWwiVcqEC7s1UMuIQz1PJUTwspLVV/brfWarfvfCHiMTXNzU67dxnFw5d3yvPp59v8g5sf5I+O0RKR0gVaPbp+DmK6XHkuSZELtTRhD1R9rOs0RqrG3cwt/nebTQzdCpsA+pschoUQSX12C74f3qATPB2UUD75NrpFyseV8qkCXJMyGsqq7rwoct+vWcoe2rcMciqSALH4HaQ9QnaMprjK6na3Fijc65XDv7vYBewdqGvWtlwsW9Mvi4keHTngHXpFwDti9KslLVM7n6XdtlO74B/kXe0vhFydCj5iCdk7vP9amUIGLybRdrkgd6bjd+KRUx4ZhZWXVxh6q9YM2HcMhCXSzfQS80DixQrEHP8SpjtHTPXPWWzFE8/ETaiiPfXoH6hFS4vvO7HqTH6fu+5RuR3Qu7bZX5Tu9p2oAf9DInvJocUSe1su1NXfGa1O8HtsFf0yDxqKIaYprIYCj+iBRd7ytxyjJgwICB64fhunkZhAbAI7c7Nv56cvAVuhsauCGITVD4d+8WypLbNFEVRx+OgW2HVM4J6gvr8qSZ5IH+T561FNbuFtl7YxrsOwF3vQXVhsOYj2Dheq1z6LRZLTRwfQgPgqGd7M976U6V3f7wiu7dpn1wZxfb5ZpUhwHtnHFq8qCUO8tSMrD+PeWM9by8XJlDWJK8il00oJ7/AHzdAr5uDp9XU59cqZZw5E8zyQuIgbuW2ZZaBZaV02JETfWJfddT01uOVfC8pati2gX1X4VWgpMb7F8MkBlORoLj+ZmJjlU4EzISRBKWPCc1Lri89Xy/aJU8nlgnEnbfBuj8AfSZYg7y9o0Q2enyEeyxE7Zera8I1rzR1uWhBfmw7EURsKwkqDNU520ieSAlLvGEyMfKN6HFU7bH6O6r8kF338LeRAcIrwE/3wU7vzffr/8SPHyVR3fbJJUTg0r4Bs2BWsPsq1bOzlIyA0peP8kDGddYhnVb4tBvItpJp6TMAdS7S+YiJpLn5KSS1ZqDRep3ztB30M2r0Cxninl7Ccf0fF4u6P2/AlO2ZkY8LHhIKmaHN6BKL5nj3L1S12X/fMhO0d+WQ4tU9urIgGj+A/pbU7W3tn94MUzvrpclnoHQ7zuVwxswYMDAPwBD0bsCRAbDtOdgzMeQUug27u0JHzygQGoD/xyS0+TU6O0Jd78Dh89IfRvWCTZOkElObDwcOgUnztvfxrTfYfoLWq/paGhaXURj0z5Yu0tZbY2rKwKggkmNSr+kMp+T6zT4jGmsUjx3b/s7+R/CyVh9VmzTi4/WdVX26mfn1M/GQXwy4ASXEiUQlY2C9+6HSiXh49kq5SwZBi/cqe9Tu0fN6zs5wQt3wOxXFR+RngnDOkPNchAVAhAtYuGoDwY0+LdEZoK5twyk/jV9RMTMkiDmpMPktnDXUr29z8uSAhdSwb7q4OKqnq7eX+nZKChQyPj+eY77zla8LtdFS6XECk6FHztIuyjL/dpDpbrY679zclJMhmeQylHnDBepy0hUmZ1flErQZg8yO0Q2fVRh0DtnanCaeFIELDsVeoy3JdU1B8pZcdMXDs4Brd/3W/U1FSVgDUdJ+QHN+2mEiARIKQqvWVgql65SytYvmE1OLOHqIXVw6YsafIdXl3LyX4NPmFTaSl1VzufqYRuhcTORWgzpKiiQk+fWScoAnDcaKnaFWRY9lS2f1n3ZNs08LXaXnCVHrjA/R6CXHinn9PyHVr7RZ3Lj4RMqZfriPn0/Lh1UXEJ4dZG6qR3N37PMBJnrLH0ZclKlXjtSkrNS5Ozb7FGZFQWVUWlohc5Gb54BAwb+UfwniN4XX3zB+++/z/nz56lduzaff/45jRo1+rcP62+UDIdOjWHTV+oPyyuAEqEQ6AsRRm/eP4bcXAjxV9bawJfN0zOy4Ov56uua/iIMfgU6FfP4ZGTp3r0/E2pXgHt7Qt8XzL1iU36TCjXndYgMAt/8WJkobP/WvBFnF7htskwariar62YgP0+5Ymlx4gjeYVJtboDt+vHzMOJNWL1T12TGSyLbCw+LeEUE83/sXXV4FNfbPStxdyckWHB3d3d3h6ItVJHSUgoUSguFFnd3d3d3d0sCMeJu+/1xdjqzu7NBar/2m/M8eUp2Z2Zn7sym99zzvufAwQaws6GRyqe/AmHRgEYDtKoGDGgJtBsHbJhIR9DmVYHUDCqubo6MXJBCp6MDp70NsPBzoHN9mZNyDKDxw96PTd/zq2hatqnWUoEQULARyZgxgRFwbCJLHk//yN99ytLkRG5ynhgOPDoIHPuWv5foCLNEDWAGofdP5t+vMFA0rDDGyzOMFLD1ACoNA87NNN2meEeSYDs3OgQuqMwf3wpAnfFUv4wVw3OzgAINORE98rWYkwgA15fTMv71Nf6u1pLkPdpvXiUCSBZ1OfJlo075DMsxkyOBLb1ZzlasLRW85Ej+nhAGBFRl79v5OeI9s3VjsLtwjwCSy47rRCfV/zU4/JnNtO+BvAx+hF6xqDt8zht8z78nQsyAxhIIqAasaWW6b0YiVeOyfcT+vtrjgB2DgWY//5lX8NfB3gvotB5YUpvkVGPFvs9XV023fXqU79fXm+0U7wTclnHYDKxJxdrBh89wza/+nP5RBQoUKPgA/ONEb8OGDRg9ejTmz5+PypUrY9asWWjcuDEePHgAT8//nfIGDyf+FJaJw1Lw1+PZa7oxNqoAjDXjGH/pPvA6BkhMY/yAOdjZAE72wOErJC4Dp4skT0BUHPD5XBIU25d7oJaSPIAToa29Ab/yf9wo4Q8g+k0mkhNToYmPgvuTZbC9u5QmD+2WA0F1/lDTf0YWMH87SZ6zPXBkJvDRDJa+CvDzABZ9DjwIJa8M07e35OQwyD3AC5j9Mc1zHoYCIfmAbg1ZrvkmgfchQaYSMTmNvXuy0GiAUt0A6Oj6lx5P4l28A9D4R1NCZuMCVB8NrO/I3x396fJnDm8eGQarv75GIm18XJ2Or7sVkpx4JOCXxyqDcz4qPF4lTXO2fMqyXDIh1JSspr4hkQGAw2MZzmztRJKWHs9ervIDgCofs+QPYFD1gNPsE/QuxW3NlYVenMteMinJA4DQ81R03ApxXILr00gk9glzFJ+flD+ef0WWwXqXYe6aNC9Nl8Pn0jicvEhzbr+quaiI2nkC7VfyO9b/JPvMVGpOtE9PN5yQv3lEtfJ/lej92cjJ0pMTSz4LuTnsOdPpOMb23nw+416QfEjLZwVUGMwyzTrjqTwVa8/7orHg8b1Lc4HBHJ4cACr0B254AE1nscct4QXdKP8t8CrJnrqnevW5QAOWbhvDI4QLDGoNsLUvUGEAFb27m0Vlr0BDxmw8P05FOitNIXkKFCj4R/GPE72ff/4ZAwcORN++fQEA8+fPx549e7B06VJ89dVXJttnZGQgI0PMOEpMTPzbzlXBP4PYRGDlfuC75awwevba/LZnbwP1y9NgJdgXePrKdJt+zYC4ZJKNjEwqVHK4cBewyYqA+vQP5j/wylKgaR4KzV+EzExmzn021wKnbzrDQlsenWsXx7dthyNoX31gTUtg6HVazn8gwqKAtYeBQS2pzE1cbkjyACA8Ghj4IzB5IHsbW1UHdurnhTVKASWCgBrDxHaWy/d5zLUTGAfRvxnw80bTz7azASoVzePk7NypahVty94ZrTXt+s1N8vPVIHm7u5WxCB4h8hl8AEvOjNWq+JckYlLockg8NBYkj4lhNBip+RVJlZxiWONL2s63nEdSdWM1yy2LtaMKu7UP0HoRyyOlyMkAEl+xl63hFO4bUJUKYnY6w9LtvQx7f6xsuRDRbjknnYKLphxSokx7GwXsGEQ3yOgHQGo0CdWTQyxLu7KYx5ZCreEYRN1n1EPgEpayHfmazqD3trPf6+pScR8bF0Z7rGtneKyUKGB1C2DIVdrw52ZxP7mSOe/SXOT4LyLpNZCeyHJhWw/eh0sL2Rtq40LF08IWODWdiwnFOwIO0Xye3jxijIGDN5//3BwuDFQYBOSvw+cm9jGf3+Qokseyfdj8/C5wL8Jy59gnwPlfgOZzWNb+b4FKRdWzfH8g6h578tLiDA2IXAsCnTaKiyhtl5IAF2sDVB+l/ztgBYSeBZbX58KGWyHT3lMFChQo+JvxjxK9zMxMXLlyBWPGiAGkarUaDRo0wLlz52T3mTp1KiZOnPh3naKC/wFExwMz9BUyFhpGImSZqbrzcgVuPgHWHASWjaH6d1Uv3mg0QM9GJBjPwoG+TRm1kBd0OdmcnJpD/DNOnIztw/9i3HsJ1BoBZGaxTDArG1h9xBonb4fg5JdbEbC9Ckv7WvxGEvQBUKlYPrloF6BRU6GTQ3g0YKklGZ81UiR6w9oCQ34y9SzIzQVGzAIWfAaUK2JIDgHAxYFK6lujLzRaMaz6bXDwJrmqNooOmSW7ApcXGlqgC6g0FNg93PA1wahCiqw09i29eUQidHQCVZHzc2i+sXuYaJyiUpGYWjuRrCytQ/e+Ao0A6Jg/F6ln0Q/3mxI9K0cgpAWJ7dY+hn1Xdp5A9x3mc9ac/IGMFJrMmHOwDK4vlusZIyWaPXKfPGbp5q31JGtHv2X/3+FxLP0D6DbZcj4VwitLxGO4FWLu3qbuJBv9jgMRN4FXl/l+ya7miUVuNu9V3QlUqK4tNyV6KhWdEP/JntmkCH32oIrlsw7ef/yYGckkFLuG0lHVxgXoug1Y29qw9/H5SWYx5qsKHP+eY9R+FUsHI24AGzoBZXoDnTdTTbX3pjFIzD0+i9np4rECqgKt5tM99u5m9u6ZQ4FGNGMJrMn72n4lMwGt/6WE28EbeHyI5cl1xrM0296bZNhJ8rfG0ZeLLOkJXMR4dlzsawVocNNmMbdToECBgn8Q/yjRi4mJQU5ODry8DEuivLy8cP/+fdl9xowZg9GjxcaexMREBAQEyG6r4L+BuCSacgAkFZ3qAmsOmW5nZUl3xgF6J/Oe3zN0e0Ifmoi4OnIbtYqE8EUETUbMwcMZiM90gJt/NaifHJDfqHAzA5KXkwOkZwHWFiSWfwWSUoGJy0zLTQFez6nQ/OjmUZSuj5kpH0z0XsUArccA2TnAp13ydiGNiOX1StsCtRrzGXrR8SzN7DOFgekDWrAf0MWBpFKlkr++PwRrV07ayvRkllv3XXrSpCfyVo5AvW+p9Ekt4z1C5IlebjbVrMQw5tpVGcEepZxMwMqFmXgZiVRIvEqRBCytS8Lp4EsFy7MYiVSyxNJdUA2ksLRn/t66tqbmGilRLCPuvoukT67Hz8oOqDqSIdjGCpyVA0PB84ooqDiEJENjwWfe1o39d3s/AaoMB1yCub9HCFUl41LnN49ICDuuIbl+sAuo8RmP+fggTSp2Djb/+a+vkWR6FAN6HQC29uIkHOA1t15kWEIrh6w03uuYB1x9cC/C5+GPksPsTMZdbO8nlgS7FyHZ96/I0soPRcQNupMKKNObhjxyDqM31wHdtvP7npPJRYj6k5i3GPuEZPmypO794/t0hzU29Qk9x9iQfNVIZmzdGIp+wch8x9qJqu6mbixDrjDo32HAkhdsXIDyfalsRl4HnAL5HbXzlK8WEKI4qo0m0U6PZ36lncef45iqQIECBX8Q/3jp5vvCysoKVlZKyNn/J0gz7XpNBk7/xhD7m0/E1y0t6Jx5WBIvFh0PjFlA58wTcwBvN/G9xBTg3C2gVjmgf3NgiVEuHwBMHQQcv+cEx4qT4fX0kOlE2N6LPRlgKeXzSGD5XuDKQ6BMQaBfc/YKWukd1HNzRYLj5shz/hDEJgHHr5t/f8tlL3QuVQ4atYpBxx+AqDi6zGbryZ2NJcspU9Lkt8/vzXJYi/cgtzodjz9lFUmiuxOPn5xG182SebjqfxBi7gCLa4ph3d6lgYZTuepu5cQJ7bUVwKUF4j7epRgKLmekYe0MlOhMwpMSzZwsKWp8ThIVehF43JumD5b2dMDsuYcliOd/pVLQdTMJyI6BDJmWQ04GEC2/AIaYh3QOPDIBaDZT/nxdClBJ2/sxJ/MAlZhms9jPl53KIOw9Iw33C6hKkpgaq8+Jy8/ev52DqSTt/4xEr9U8QKU1JXkCwi/zO7S2tageFmsPNJzM83crYujgKIVnCV6f2oIRFf1PsQQ3PZ4xDtdXcpUhXw15opuewF60PcNFFVdjwRDrom1ZdvculvdJr0kCMpN4bxNfUwVaVtdQHY55ACyrx15K5/w8p5xM7p8UwdJJrTXLf7XWLHU07uVKfQMc+MzwtcDqLI80hxenSKADqtI85NJCqth2nsC+USI59ikLvDgj79wKUPUu3IwmLJb2NLkp1BQ4P1sMci/cjOeXFkd11qvk28fv3wArB/64vUfZpdZS76apOGoqUKDgfwv/KNFzd3eHRqNBZKThCnVkZCS8vf+EshcF/wk42rHc8vJ9EqV240nqwqKB07fogFqrNAlVj0mG+zrZAxu/MyR5AI9jbQUMmwEMaAWEBNL6/1UMUDwI+K4/cOU+MGU1cKxWMfzU5ih8zgzhZFOlYslS89mAcyB0OuDcXaDxp2JJ6eHLwKxNwJ7pQN2yVLw2HQPmbWf/YPs6wIh2QNAHVPZkZgGuDvImJgDg45QOTVYSUG8iJ+bvgZR0KqgJycDtp+Lr+y8CI9sDU1eb7lOpKPsmW1Rhj+TvUDGCISnVdB9XRyBLohDm5IgZiGo1TY+E4Ps/BclRwIEvRZIHUC3Zxt5gDDrPCIXqo4HSPdgDZe3ECbI5K3yVCijeno6DxmHU9t50sVzdXKxdvbeDqlz+GsCCShIzkjPArXXsbep/kvvKIStd/nUBOZnA7Q2AaxBDz7VGC2IWVlSYumymVTxUVB0EUqh1pGIUXB+4s5nktXQPlvodHENy6OQP1BpLF8+u26hS5mSTyDj40LwlL2QmG5aI3t1C84vQC0CdccDj/ab7qDWMfVjegNeYrzrL4jZ2BZJfGx6r/Soa9QjSckoMCVNqjKlimJPFQHd7X+Dcz0C5ASQv5kouI28Ba9tSHQOoMFYYxH3kSoBzMlnGW6Y34FseeLgH2DEAqPEFSebZmVRnLe2omFYfbUjQs1JZCmwCFRjkJgONJQ1tVrcQn7vry7mY0GYJsL4D70HZ3uzLM4esVD6HnTeyHPfZCT4PboUYafH6OrDqV3HxyyU/Iz0UKFCgQMH/FP5RomdpaYny5cvjyJEjaNOmDQAgNzcXR44cwfDhw/PeWcH/GwT5AEu/App+ztLNO8+AEr1p9rFmAuDlDFhYkCzcWAacuM7w9Aoh3MY46/BJOHvHjuh77Q9cYpbe9CHc58oD4PpjkjwA2HDSBlef1sY3HY+heJV45PfRwtHd7XflIDwG6P6dad9gdg6J58lfgZ6TgMsPxPd+2cQ+wvPz35/s3XgMDGkDfDFP/v0BdaOgs+kD1dtK2aTnmg08eQX8tJ4qZONKVNWsLUnyvl0KHJ/NbWdvofKmVgMtqjKeYuYm4MtujGAo4A842QLFAoHfRlGFlUKlAmaOACLemJ4HQIXVz116chlUwTQWdHL8EKTHA08Oir+7FwbK9eMEOCGU+YgBlUl8bFwAyJSgJYZTqXl1jaTQpwyjHgaeAs7+wrJIXS5QtA2Vvp0fcbKtteLvJTrRnGF9e1PHSQDYPxoYdhOwN9NrZ+dBciFn8iJESHRYxc+8tICKpUdRU6XK0dd875C1I2BdDPDUq5MvTgPzaoifGfuY/Uh1v2EfU1YqoLWlIgpQFVWp5MOk1RoxoFoKey8g4hr7yVrOZZSJ0Otk4wo0+Qm4vEBUn16eYf9j81/YeybF/k/pNuukd1bdMQioPxE4N1v+egEqq95lgO39mSfYZonpmMW/BJbWI2EUkJvNXkQ7T/ZkPT1qeuzX13jP7TyATV1YopqbTWMaAZkpwJkZHNs2izmGAKDScGySJGT2+UmgUBM6n8ohpDXNQIzHP+ElyzHL9ALCLtEZNu6J/DEAmo+EXWRsSMf1wOExLAtd3VK+xLfOBMBBCZVVoECBgv81/OOlm6NHj0bv3r1RoUIFVKpUCbNmzUJKSsrvLpwKFABU2Y7MIsm7+pA2/eWLAB6OJHkAy//y+/Cnd1Pzx7r+SCR5As7d4c+kAUC7mqYk6lEY0GOmFwAvtKpOsxBLsBwzKQX4ZSTVsNUHDY8dHc/sRSnJExCTQNVv+hD2Dr4LklIB6ICSBeguanwd0wdnw8/fASqPFiRG74hH4UCTT2m+MnU18PVivq5WAx3rACvHAXVGUuk8N49ZhBZaHZJSdbDVZuO3YRlYcwjYdckB3/QF7j4Hun0HTB3MUtvpazmGRfIB/VuwxNPFHvhhcC5mrFcjJoERDp92zkX/FoCro5rKT9xT4Ows4PEBTvprfsFyw/cNnNZY4nclpPY4Erzzs0nc3AsD9ScDcc9plKJSAw4BgIXkpsQ+ZXhynETmtHYC+hyhwtFoGkvkom6z/HNNS6o87oWp1F1bwZDyvkfMG6LkZHF/jxD59+29GPR+RsbltVx/EoTtA6iyNZoGpESSELjkZ4mxg+/79aMlRfJ4csTy+HcsD1zVlEpO1Y/p1GjnCZTqTjdRY5TqTlVLCiFgu8kM4OBXdAkddI4qnMaCeWTnZ5sqhU+PAo2mm35GSpQYzbC0Lh1xX19nn5o5JLwE/PWRGA92MzT7zWMSF8HJ9fU1Q5InxYVfGeshR/ScAliOmhBK8lW2D8mnHO5tZ46dQPTsvan+7RslbnNtBVW20HOmURll+/DapVEWUjzcSyfe6qOBueWApjMZWyEY6UhR80saunTbBpyawWfzzhaWcG7vJ36GWsu+1v/FoHoFChQoUPDPE73OnTsjOjoaEyZMQEREBMqUKYP9+/ebGLQoUFDInz/NqgKpacx5e992zZgEBqKbw6oDQPvaNBIxB8FkJToe2HgM+H4Fe9rcnBhF0LGuodukub42ANh0HPiyO+Drbn4bKSy0QEIK0HMyIw0Gt2Lkga0VUL0kYGulRabGBXiPXrnkVCp2ozsD4xeLLqUAieyGoyyL7dWYLqb1ygFxERGonvgz7B5vohNibjbGhXREq49mICrXHxl68cXTBfhsLlAqmA6boZFAt4kkrKvGAwNqh6FrNVukJ8bDKi0UvjG7oYlpCKAQCcbmHuztAgA8YRZe6R6cpNrlMWhJESzru7uNqlORFsBHl0ga1VrDMj7/ysxfW9uavUY2LiylK9ePboRWjlR7pCQPYN/XqmYst9RasewuJxMo3Z0mFjodX1vbViQJeRmeACyDNAdLO6DyCKpDp38kGbJ1o0tooSbM9kp6BXTZBJyeIfbhASSvHdYw/NzyHfs20+NIhOWg0wEx9wEHP5atHv2GpX31JwGNp/O8Li3g+FnYABU/opq1ujn311gA9b8HCjflOGalAR5FSMifHSd5qv8djT7MITNJ/nULW95He08SxfBLVDflQrABvpcYztgKr1Is97RyILHJSKbhSORN8+eRGmN+TMv0JLETchnVGhr0mEPMQzGXU60GSnahgnlnM1/LSAQOfM5ey7tbSUxt3WkEZC6gXoAul8+pTqc/zmcs4728GLizid8350CSTQc/XrfWlusjDadSHb65jmTPwg7QZVP5s/d692dKgQIFChT8rfjHiR4ADB8+XCnVVPBWZGQydPvbZcDJG8CKMUCwH50d7awBZwcg4C1+Crk5osGIHLJzWHnWrhZ79uTwUWuey+zNNBIR8CaBali/ZiR8C3bSwMTZAejbjPOlY9cMcwCtLPh574q0dGDpXvbpfT6XPXClCvD36euAxhWpNr4PUtKA0CiSaCnJk2LdEeDgz8DQdoCbTSqK3/0ettcNXfgs721A6bQ3eFZzPXbGuaFGSRLm83f4Y4wFO4DOhULhsqwOJ5kNpwCugcCeESxjcy8MVP2EPVDHvhN3vLGaqoQ5opf4mirQKUn+4ZmfaCbRfDYwt4z4uncp9nxt7iG+lhYHnJxC6/8an5MwPjtuZvCigMgbwMlpQMtfGcsgEIriHanoCCRPpaKxhUuwKWkESMa8S8t/DkBVcVUzZvY1+YmEBqAzYGoU1cDCzdhPJSV5ACf5m7sBI+9zXN8Jb3kwVRqSCwGX5tOd0SMEaPQDUHk4iWJWKgn3w31Atx0kznaejJPY8zHw7Bj3L9SUZZZL67F0My8jIZVKvgw0qA6fi5tXOBa3N5Gkdd9JgxFj8xG1lmQMAI5PAg6NFd/zr0y16smhvO+LnSfVUmlZrVrLOIjnJwHfiqKzq/otKrut0TPt4M2og7oTqGpaO7M/0sEHqP01CZ7GiqpjRhLP4+g38sf2CGGJrfCcRdxgOH2H1bxvyRFcPLixVk/avwOur+DCx6313B5gH+jIe+aVZwUKFChQ8D+D/wmip0DBu+DGY6DmcBqvPF4HxCcBC3YB09bw/TplgXmjaeRhDp6uQLdGwKHL8u93qMuQ9Tplgd1nWW4oRctqLCN9HiFm+xljxQFg+2RgxX5g73T2okXFUR37vCvLNEfMYmTEwJYMbn9XZObQLEVAUipw5pb4e1wSSZ/tO3iwhEfT0OZFBPDjUPbjOdvLRyJkZQOOtkCZQkBmZAQsby003QiA1j0IBRxfYWLpbbAom43cfLXxTVdvTFxnatTQvFwc1McnUgEr1w94csRwoh3zkPlhdcZTUXDy50T55VngyWHTAPPfB+GJIckT8GgfS0D7HgOgI5nISjPNzBPw+CBNTaSGH3JIiwPqfUPlThp94FNadKC0dqbTZug5ukxu7mGaW1d7nPksvORo9qPFPOCPNOzdrwLQYAr/XbKzqWumAJ0OuL+TroxyyEylCU30fSo/zoEiITCGWkuTDmn/WG62SGq11uxjjLgp9tE55wcKN6F6dG8772WJDiz73NaX9ycrBaj1FXB4PBB2HijYiPdBCq0VSxqj71AZFIxQHP0Zs2DlCLiHkODlZvP9U9MZ7XBwjGhC4hLMPr/EV+yvfHnW8HPCLpD8FesAhLQioZPGbgio+SUVwcEX2dem0p/L9RU0mWmjzwdUqRmoba6fz9adZbYmr7vxR87VUijzBKhCWrsAfQ5TjdXpWOr5cA+JcdOZYh9dy7nAklpUXNd3AIq1Bcr2ZTxCJX2UxuYeVESNoVLx/v9VyM4EoDM1E1KgQIECBe8Nhegp+FcgJh74dA5wYzkQFgV89BOQngF0qAPcXwP0+wE4fg1oPRbYPQ0oIBN7JqBaCaBsIRq2SBHgSTWuRG/A2Q6Y9ylz6bafIgka0R4oH6JXFsPM57zl5JAYnfqNqtvxa+J7+y7Q+GXBZ8C0tSyHfJ+8PRd7oFkV4MFL+fdb16RL6dvwKIwZedLjVAihuU2Xb02dMjUaqocAoM1OMHQZzF+bpYPepYCEUKjnloanxAxiVJlR8Bs2BoN+MyQx9UokQ+U4ggpBeoI8OQOoxvXaT/UhO40lgKW6ssxRY/QnLCcbuDjf/IVfnAtUt2XEgIMvFbsan9N2X85AJPQc4FWCk+gMM6WCzvlJFozz7bLTqeAB7NPLSmXJaKGmVJiuLmPvl1MAyy8DqppXKVOjgFdX5N8Lv0xzFbWGKp9cxpqAhJckNI5+NJJRq9k/9uoar9XBmwTv0Bieb5slwIpGptl79b4lkTGGoDIKCKxO18kbqxi/sLWvqG4BJGCexUg8NnalAlbjC7535idGUmitWKKo0gCdNvDcHx8i+R10nmOvy6azpZM+U9WnDHBlMUtVI25QNUwKJ6l09AOgI7E6P5u9beYU25dnGcSutQH6HGSfpRBxobEAKgxm2aKVA0sqa35Jd86He4BCzahqbuzKHsC2Sxlm3mIOzV2krpfWTkCvfSyZ/FBE3QO29RGdOi3tqXyHtCLpDr8MBNZin6ZPWRLTQ2OBl6d5/4t2IGHdNQTovsPwPklRoKH5BYk/guRIqrwX5/K7U64fe//kMiwVKFCgQME7QSF6Cv4VSEgBFo0Bpq6i4YmAnWeYt7ble6BYLxKY+GSqZ9LwbikK+rG8ccdpYOV+IDObfXm9mgCnrgP5vVhumZoBNKgINK7MOAMvveHjoctvz4sL8KICKSV5As7doVnMgZ8A7/c0kbS0oOPmkj3MApTCw5lh8nLXnZoORMaRnFpogYlLTcni5ft03RzWDvjByEujSz3u++AlUMhGT15s3Th5DT1H50JdLieV3XcxD06v9jhcn4mmzRrC36MpwiS54EV8s4G9U6ichMgENwvISqOSIjgxPtzLifmQK6blY1JVyb0IS9Ic/QCo2FN2ZwsJW0YSkPGAZiOluwPVPqXzoTHs3IGH+1lCenyS6fshLWn08UbGqv7edqokqbEkK6HnSCaF8y/ZGSg/gGVy+0YBA07JXz/AXrG8oFOxDy76HuBXkX1pcgiqS2dKOw8qPLpcYEltQ2XOyoHlfIfGAPtGAx9dZrns8xOAcz6gZFfg0X6WRUrhXoSqlxT2XkCzX4C6X5PctPyNRh4XfhP7yaLu8vM9i/Hf6XEcr6w0EquKQ1jy6VEUODbR0Ojl8Fig+mckWFKSrLVhWaNKTdfL2CdUiPeM4PseIXxO9TmYeULoR7uynGPsnJ/PqtaKvXM7PyIZzMkkKfYuze+GWyHg4Jfsm7y3nSSq7gTA2hXosYu/R9zg+QkOrub+aL0NCaHAioZiTh7A78ux74CW8/gMhl3g82hpy75J33JA5w38Lqg1NH8RSOK52UCL37gwIVWeHf34urXTh52nOSRHUll/dpyGSx5Fef+j7/GPuXPAn/t5ChQoUPD/BArRU/CvgI0l8OKlIckTcOspsHwfcHAGkJYJ7DlHQlgxhKWYgV6A1uhJD/QieWlSGYCO0QJl+gFjewC7fmDEQlwys++2n6JKtu4bwN8DSEgCQqNZwnnnGcla2UL87DP6XD+tGojNw3NhyW6Syw9BkA+dL8cuBHadBdQqHmtsL2DjUSZstapBgxdHW/bffb0YWH+ESqOvO/BZF8DPE5ixTjyuWk3lsn1tumpuPcF9m1UBRnVizJilFjjygwfKF2oGVfm+nMhKQ7zPzqRJROuFtGLXw/fuDxjYsBq+WcsJYv1y2bDNiRTdFN/mEGrc25SVSuLVeqGhEYSFNY1XVGpmhR2dwAk+QBWj8Y9UjaS4sYZlledmGk5qhUyyLb2BBpM5YT42kUqHpT2VoOLtaVghpwZG3qZTaLm+JF7Sa8xKpaJnfE0RN1h66BJk+J6tq/nYApUa0FoAdb5mf179iuzlM97WvQiVv4ZTSHjP/MTMvJpfAQe/YIwFwIn/jkF07tzaB7iyhKWzWUks78xMAc7NMjy2vRdNYJz8DV9PjuI4bO8nlgHaeXI8XYNp7gGQ/AbWItGzdhbPJSuNOYW5uTQQkXPzPDODpi7B9cTXtFY0GSnZmc6Rd7cDt9YCUFEpCqxBF1UbFxIXc2ML8L482A3c20JCJYfQ81R+X5ziPXT0B5o3odqty+Uxzv7CcR15jyWaHiFAgfryx3tfvL5uSPKkODEZaPIjENIGsDKS+62dDEmbc34qo0+PkAx238mIjaRXQFA99kA651Eb/6GIuMHvZYfV/F4/P8nvy8tzVLpbzFGUPQUKFCj4AChET8G/Aq4ONCGRg5crUFg/v2w3Hr87Pm47BUxaCRz6GahawnAfrZb7ZefS4CUlDbgwnz1q91/SyfLIFZq89G4CuDuRPM4YBpQIBkb9CiwbwyD0nBzg1E3A3gb4tDPg7gy0/5qmLa1rcA5ZrjCQnAZsPs4ewMxszl0/BGo1A96Xj6V6mZVNQlptiOjwOWYBMOcToFV1oP14ElcBr2KA0b8Cs0Yy7PziPaBYfmDWCOB1LN9vWIHuoXbWwPGrLDnNzOLPV8udcXDMj1A92mtI8gTEv6BTYFAdsSQuORJdGqfAwToT1YqkIkh1E5oXEoeWtDhO5OQmqy5BnGga49E+2skbO/4VakrDkVXNDaMBXl8D1rYBum4xndhH36eiItjwqzWcdF7Xu+08PkBb+yItSDhiHlAleXQAOD2NipOlHUlQ4WYkgYJhSEBVkiW/SqbXIMCvIg1LjnxNhafpTMNSTjtPBoHfWGO6b6nujAGwdqSievZnoONaTvAjb5OwFu/AMr5Li5hJJ+DiPBKkNouBzT3F14Ugb7UWyMkA4p/SyfPRPhKxqh/zHB/sAzyLsn/M1YicpkSTGK1qaqjWpkQBOwcxcP3hXpaaaqwYbeFbTgwkF2BpD1QeCmztbX78zs1mmZ9QOmrnwXNcVo/3MqgeS0J9K9AN9MDn3C7+ORcmCjcnmROgtSZJLNGFRid2HixpNUf07L1Jgi3tWapa7ROS0gu/0uDEzoOEut63hqHomclAWixXZ+zcTUtf3xXmynoBuqK6FQYsHd5+fAcvEuMDXwJ3NrIEtWBjqqMBVfUZk38i0hOBxFCWa9b9hqp7tVE07snJBFovIGkOuwQEaPiMf+gYKVCgQMH/QyhET8G/AjoVVSZjBPsylDslnbltGZmG76dlsOfs3HzTCAONBsjnxR8BN5/wOG8kbU7XHgF1ywLt6zATT6WiWYtOB8zeBFyROFXO2QKM68XA8Q1HgMVfAvO2A2sPs79uQh8qgWkZQK4ZAeFd4WhHIjZ1NfDNUtP3xy5kWauU5Enx4zqez/2XwPxPgdRMYPtJYPc5QKOm8+jQdoxt6CYxvYxOAHQ5mcD9HeZP7sFukguB6AVUQ0GfXHwcuAA4vZDlcPUl9qCnfwRa/EoDCGkOmJUDS//2jTb9DMFB0BgO3sDhcfL5b5nJLDsMrk9DFwGO/lS6nh0n4SzegWrTmRnM7Wu71DC7T62ly+WOH0iUVGqgxx4aiGSnM45B6OnzLc9et2dHaXpxd5vhOWksgNpjgd36ssLYJ4x66HuUZBmg6tL4R6p9V5ZwEqyxBCoMpImLtSO3s7CmocmhcUAlfZkhdMDT4ywvlZI8AU+PcjLfaBrLJ7PTSXSsnGmfX7obMK+8eF8Sw6lMFW6uHxejcs2sNLqKPjkCvHkkX5Kr0wGXF5G8XpzH+IE7m4AmP5NY1puod14tQvdSFZgPaA6p0fwcKQnwq8C+t70f0zmzykga61w0dIvFhTkkxmoL4P52wDmI/YTXVgDr2uhLktvwOdzUTT5yonx/kqC6E/gsnPie90lASjRLZmt+RTOc2MfAna28poCqzDyMuAXUGmtKmN8FHkXNv2fjyr7B0z9SvXQK4PMkNXKRwimABjINvtfHizjoXUXfo5n4XZCbw4WDJ4e56uVXgYRv7yfiNjdWkcDXGc8xe3IMKN2VPYcKFChQoOCtUIiegn8FbKzYf7bdqI3ph8FA36nA3NFU1+QQFg2ExzA6wdfdfEZeWgYwc4MhyRNw7BqDvjOy6Py5/hvg2FVDkidg8koawrSsDtQeadhLd+4OCVTpgnTeXPAZnSwtPvCbGBFHcimHQG/g7G3z+4ZHU8Hs3YSCQpdvRMfNLJCcHr9ORVRKSkc2jYYmKyVvq3i1hVgGqbUGqo5kWV+Nz1jKCNDQxdqJik70PeDkVJpvvL5OsuNbAchfg+WDUuMKAVVGUskyRkYSCZc5vLrKMjuB6GksmeG2qgXL6WIeACU6s6yueAeadjgZlY1ZuwA315NkWdoBW3oBBRqQMG3vb/R5V4CVTdgPZWnPOIeryzj5D6wJVBhAU5JEicWrTsceuS5bWG4JUAlq/BPNYzKTeSw7b8DShj1uUfdoOhLShsc78IV4vNLdgbtmHhSNBcfj6grg0Fei0hlUh06VR76RD+F+uIeETkr0cnNIHNe2psFMXvlzUXeAoNpUIX3LkvSsa0dlr/737CfLSCRht3ZhaWeMzBcO4LhnZQDR50nMHHwBWy+SnParSMxtXBkTYIzsDBK4ih8xUFylBpY3MDTXubOJRL37TmBxDXGMVCqSswe7aTxj7613u1wuf56X5jPO4d52Knm3NgDnfmGJZ6WP6IQ58Mz7l0f6ljNvGFRxMNXFqDu8roFnOI6uQYBrIfm+QEs7ltb+lUh6BeweRsLZcBrV+WsyBj+h56noPTvGsV5SBxh4yrS82RySo/j348oSxoGU6Q14FBMdSBUoUKDgPwyF6Cn416B8EZKi63q3zPzeNBiJiM07Gw+g0nf3OfPcLLQsVfRwBlwdxW3eJAJbT5o5AICDlwAne+C3TwAfN2DhLvPbxicDaw+ZGqYA/IxuDem6WXskcG0JUOQ953UZWZzPpqbT1CU2CTh5neTO2pLlnHGJQLFgElu58bGy5H/b1wLWHJSPVXgVA+w4BWyZBBy9CnwxH6gSFEtTi+qfiRloxijREbi3E4n15yIqsBeSk6zhqAO8Xa1hK/Ta5OYAvQ7QwCIjkUYQq1tS5Wk2i0TwyhIgXw2SPykCa7G0Tm6SqrWiKidnDQ/wvVS9OqRSAa0WsGctMYw/AVVYrudRh9ukJ/JY2el6FVHFkk4rR5LAfaO4Xf7awPHvZD8SyREM4vYuQ1JQezzJVeg5hsBnygx++CVTt0tLG8DSaIIb9xxY05qkSmNBYth1K8lnerx+P3sg7pn8uZXrD1xfzVI9KZ4dZ/D8IzM10wDNSAKqiL/Hv+Dn5uZwIu8SZNoTKcAliCWVhZoC88rxfls5kuyf+YlKHMDxLtkZqDUeuLXOlHTauAIlOgG/FBKJTsu5tOk/PZ3n4Zyfhin+leXPJTuDZZbF2pOoGjuoAnxm7u0Eht+he6mlPZ+1pFdUnANrsATY1tU0OgOgM23Vj4ETU4Dwi/o8xB+5yHFiCkmvUwDjJCoMMD/mxshIosNoh9XA9oGGERClutHoSHC0zc3mgoqdB5/DdiuA/LX+nCiDrHQgK5lqvYXN27dPjeGYuhdhaekJGbMjATfWABUHkbAG1SYhrP312y2LkyN5b26uFV+7toILA+2WGZbR5mb/tbERChQoUPAPQPmrpuBfg4L+wMaJwJpDwIp9QLkionOkVkOCky5TJWZnA7g4APU/EQmPVgNMGwJ0rS+6aapgXu0T3l+4gwYo2ybLkzgBPq7A/ovm3z9xHahQhMHvszYBM0fw/POCTge8iAQOXABqliY5m7+DsQcrxrKkcvYWVkG1rUlnzzM3gT3TWcZpXMLZsxFQvjBJ4zEZd1ABey8AZQpTHfyun/5EXl9jqVxQXVOy51cJKN4BYQU/wafzrbH1lAq5uRzbfs1ZLurjBpaC+VUAht9kL1lCKA1TXAI5Uc5K5UQ14gbNNh4dINkq0Zklhg7e8ids40IitaqZ/PsVBlNZqfYJ+9uenzB01Kw7UTR+iH3Kz7+8iGTNrxJQcSDgmI9OiVv16mRwfVromyOXAJW94u0A/4qiLezNdfIkD6A6pHrLRDYzheQy8iYnqR3WULVKes2gbZWak26XYEYSGGfSARzbde3MHD9R36dnxhHVuF8qKZxKFUAi0WULswTljE7qTgD8ylNxKdCICmGtr9hbKM200+monjoFMQPx0FckYyo1SWKjH4C9I0WSV34A79klSZlq/HM6SDaYwly8u5tNzyekFZ/BvIjtoz0knUfGM64AYNlk059J+FLjTA1pACrFZftwIUMoKX7zSK9SfUWV79pKEsE7m6jAvgtZAkhmTs8APPaQOGpt9OHp3lStUyLBv176exB+iYs0lxfxOzL81h8LP89MZXbl6Rkcd4+i7Id0K0iV0RxU+umHRzFApeNij9nPSOJ1hV+k+nfqBzrlxkeKim9mIv8+aCwBe1/A2oF/pwSS51+FuYnCM5uRRLIe/4KuwXHPWI5coCH/BilQoEDBfwAK0VPwr0IBP2BMd6BrAypzh/Uu8isPAF90A75bbrrPV92BV28MVa3sHODTX6kSCkTP3Rno0Qj4dav8ZzetAgzWO/CfuAHUKwscvCy/rb0thQhz0GjEcsjTN0ka30b07r8Eag0n2R01Bzis/+yV44Bek2EQXbDyAInm8jFAh6+B9d8CvScDMfqy1CrFga/78N8xCXln7znZAZGxwJYTNGiJynBFcc/izNtqPpuZdne3sSwqpBVQsDHeWBTEwKlUQVUqmru0rcUS3IMXmX9oZwOSPedA/gh485ilmy/0dbrB9Th5q/WVnvzkMbAC/CqR7J2cLJIMtZYGIu6FgTZLgdRIGrZE6U1hrJ2BxtNpjw8wDuDyQuDUNPG4r6+xb6j3AZacJYaxtzA5Uq/muIvxDsbwLCb+W1AiS3XhpFUn48xTZaThuMgh8ZU4kS3TC3iwi+YiANVCjQXJYrH2NAI5N9OUjOZkyytQAE0xSnYRg9+NUbyD+O/kqN+5BACqZNdX0K10/2ciodVaAY2mU91MjuJ4NZ3JqArn/Mx2k8PpaeyFa7OUypFKTYX1wm8ksQKKtqbpjjECqvK5ajydY5WbQROYsPPs26w4lOYwVo6m+wqwcmQJbLjkix99j6HjPXYDSecBp3wk1nFPxW0qDzffN3r6R5r53N9JhcnOI++yaGNkJPL5ibpDh1iNJcdYIL5eJUluhPG39xbJeG42++Ka/PR251s55OYCz4+TwArPcMQNZmN2WAP4VaY6rtOxNFdQbe09aT7jWpCLRSemAgUbcfzlULAR75OdFxXLjmv4bJ36gUZCsUeoiia9IrmsMJBjLpSCVvuMvab7RnFhB6DC6xLMKBgB97bT+GjAKf6dUKBAgYJ/OT4wtEeBgn8OFhZAIX+WbtYqTfKw/RSdLBd/yagDexuSuFXjgdIFgJ/WyR9r5kYgXj8fCosC2tQ0NGcR0L423TIT9HOlFfuAkR2Za2eMksEs8Wxb0/w11C4NXNIbVvq6v53kxSYCQ/Qk08pCJHnVSwIX7xuSPAFRcSSi1UoAM9YzO3D2x8D5+cDW7xkV4e0KPH8NjJARdDQauoZOGsCS2TUTgKsPgJIlPYHWizix2zGICoyjHyfpOh1g58nPvsT7sHkSUKogSfiwmcC2k8CTcCAmXuZC419SGVjZhMc9MRlYVp8TtpdnqB7IISGMit+paYwYSI9lOd/QG5xwdtkCfHyf1voO3oClNUlUj93AkMsM3v7oElC6t9i7kxbH0j9jZKVywqiyoHoUfZ+KoC6bKqEchN48Yzj6s4fMeJId0tp8aaoUORliFEGRFqY9aDlZVDluruHY9TvOXjQLG5LsYm05oZUztQGA2xuZUecoo1JVG20Y8J2VQtIhJUq3N/Gc2i1jj2KfQ8Cwm8zqSHgJLK8PzCkO/FKYk2wDpmgEXS6QEU+1xbM4lSNLO0NFWaPvDZUSV58yjM8oUJ+mLZfmARoty2/XtAJenqcZy75RVNNKdjF/DhUGyvf5CWXG5fuxx7PFHEOzE3tvUzdRAbk5JN9F27BnteYYnt+7wtrJ0CglJ9OwV8/WnfdGQPkBYqwFQKVZ+v77IOkVe2iNFyp0OiqoEVd5j988oCHMg51A5A2WBastgY7r+N24uYYkV45cWTkCpXvwWSrbh/f8wlxGp5TrS2K5e7jozJuRBJz5Gdg7iuq8xhKo0A9YWkckeQBLbXd9ZPp5KVEsTU+XadZWoECBgn8ZFEVPwb8agd4sTezwNUO+g3yAPk2BCiGAmyOnjRo1MLEfMKEvjVL2XxD3D41k7EFGNqMZYhN5vCOXge2nAUcboH1dksEv5ov7xSXRtfLYL3S8PHqVpKZPU6B/c8ZBfNGNgekxRvOFPk2BC/dEh9Avu+WtqAE8r1M3SbzOSVIJKhcDDpnJxgaonnWsC0xcBsweCVzPAsoWFktUtRqgRmkev2U1lqUCLHVdMZbh8HU/ZmxDo4rAt/10cFDH0yCh5x5OlsMvcaJa8ytOqq0dEaFvgft5ODBllWHZ6K6zPO7u6UBIPn0Zp4DIW/LOkFcWkyilRptmgcU8oo1+YhhL3iztgdUtqGCoVAyubj6X20bcYBmYSsNeIpdAumLKIfSs+Wy18MtUlcr24WcXbMSyPwdfTkpvrhH3tfMEum9n/xVAopgaS3KQEkkFYug1msSkxbHnTWtlnnxJobFi2V30faozOVnmt417QmLXbKbe0CWFpODOJpIMQQmUwr0IJ74t5lC5enoMsHGmQhj7GMhIAOz0NzAjmdEODSaLweQAJ/XPjrOHLKAGSXbccxqPSCfTQu6gOahUjAiQwsKW9y/0HH8v3cuQaDrlA+pPYvC6lPyc/Zm9mekJNFnZ0EVP4tZRASvVnfdQiqJt+MyYI2zhl0i6dw3lGLWaz77M2CeGvWByUGtZvrmmDTML3Yu8O9mz82KJsxAFAtAh1q8iHURjH4vPYrl+fP6k5kaexZkF+b7IzeV3LkVmlQkQxzvqDvtwu+8EHu7ngpCtO8/BMQB4ozfY2T0caLec6uz1lVygKNyM9+XA5zT30doAfuV4jz1CeK8ib5FIJ0cYfv79HVSxWy9hpqJQGupemGQ6KcK8kv3kEJXmPzsYXoECBQr+ZihET8G/GlaWQLXiDBAPjQaSUoBgP77+LBz46Cfghf7//wX8gHmfAoUDgNn6Fp3yRWjI8iQcuP2U+XSX71NlK1sI6NkYaD2GsQrGuHgPSEwFShUgucvIourn4sB51XfLgRXj2I938gbJX6d6NDgZt4jz1q9704HzbRDKTqMTDA1k0jNJMM3B3obbqFRU/WqUpoGLlFj6uJHwzRgGjO4MbDrO0sqRv3BMBOw9Dxy9qsK5uQ4odWYGS7GKtWfppqM/4FOaRhQA3JyoFmo18vEO6ZlUWT9qDTSsyND35OQMWL9+BBtz7oE3VgP5qhm+lhIDbO7GCaelHVW8Na3F93U6OgtmJQGLqosmGzaujFN4tJ8mD4KzpRRvI1o5mXSIzMmksrDzI5535eFUCpP1JC4rjWWhag0n/ccm0Qnx0kIg+g4noBa2LE3NV50KREYiyVBWOpVHrRnJ19YdqPstiYxaS0XLmOz5V6bhhmDBr7Wmo2L0fWBhZaoxndbzPB/tE/fzq8CyuLVt2b/kW46kKjOF15oez0m7nae+PC+bvXPOgTSDubKY7o7uRWguYu8NQP8gP9pvSPJUalr6h1/m50pLIwWEtDYtaUyLo4qWvxbHzc6TipqDLxWeqh8DB78yfZ5yc2jj3245VZ7IG0BAZcCrFO+LX0Xe0zubeG7F2vGZOf2T+efBwRdALglHcgRNdhz9+Wy5FmDpbtRd0/00FiT3u4dzceLIeJZAv6vzppU90PAHluA+2MmICgtrRmqoNexNG36bpdVRdw1VLJUaqDzC/POVFxJesBf0XZCdAdzaSOK1uYdoGONakKXPAAnjmlbsk+u0ngsjsU+BiJvsrQw9B3gUBrb1M+zh9AgB2q9g2aox2Yu+z79L52fy92LtWG58YzVLec1Bp5Mvs1WgQIGCfxkUoqfgXw8LCxq1FJRUl119CLT4imHmAp6EAy2+JClcuJM9csPbAbbWdK0EqGot2QOM6wnM3U6jk3KFgT3nTD/3084keR5OVO38PYHmVUnEouL4ec2/YOZe1eJA0UDAz4PbzhwONKpEkvU2NQ8AnB1Yrnr2Fl0/LS0YXr77LDC+F8Pd5dC1AQ1bGlag4Ur1kixlzckB0jJZBmqhpQOphzPHsEwhll1KSZ6A9Ezg2+UaLGy9EO67Whi62Q25+nu5mqMty11PXDd/TYcuA+N7c5zLFwZuPLbChTvDMKppexQKnQXH6z8b7pD2xjTLKzVaJAXF2nMCJ4XGkmHPq5sbrt6nxbLHUAjtlnM5DKxhGqwuwLc8EP2Ayg1AkiUQl/Oz+WNpz9LKnCyWqFk70z20wiBuX6gR4F6QE9vI2wypjn9OM5kKAwHPEsD8CjQtKdtHPvfM1oUErONaKkqluol9SfZeVJUibvAaQ8/zWG6FqIwkRwK2Hiyh3NiVZaeVh7GMzyWYpC3+hejW+eoqf6SIuEETGqtCJEJWDoyOuLedJZD5qlPp3NYP6LKZ5MutEPu6pCjcjOYtN9eSJB4cYxiRUbARideVRUD1TzkW0feBDZ2o6AAksNVG89xbziWhcAkSezCNkZkMZKfxHOuMB+7vZnmwox/gVoD3r/wA4P4ukggrB+bQ3Vorf7wan5EsS58Zwck1JZqGLZu6cRspGs+gy6jQk5qeQAL7PhELjr6816mTeK4vz4jvnZtFNczGlT2mndYDR7/h+LVfQRL6IXh6jATRzkNe1ROMWISxCL/IsZW6gsY+5nfRzpOv5+awVzGkNV1Xc7L4nX/ziPf90DhDkgfwOvaNYhblnpGG79m6AzZuPL6dJ1XTde34/asoU7YpwKMov68KFChQ8C+HQvQU/OcQnwz8tN6Q5AnIzAIW7AR+Gk7iFayvqPLWV4xZWlDxWr4PmDwQmLCEfX4+bsDqgyQ6zvY0eOndDPB0FveVws0R6NYA+HoJyzePS1wtA72pnr1PpIK3KzDvM6DRaGDdYRqwdJ8EvIzkObWqDuw8Y7hPwwokqhGxwKIvgDmbSepC8gGrDpI0FvIHhrRlyaugDDraAVtPmJ6DgEOXVYgfUBvuxm882A34lkV4NDD4R2DyIGDVAfPHsbUGHoYCn/3G37s3BCoWs0ClzwOwaMRYdC0cBpuHEsv//HVMS+Ckk2ZHP+Cx0QeGtGRvj1yJlk5Htz3vUiQ90kB0gM59tcYx/FoKCxsSiVPTgXxVub9GRhGRumnauTML7MRkTrTfPKaSVqQVVbSDX+oHxY2qA8C+wyrDaWRi782yVDm4FdKXoRbg5DonG7i9jiHte0bSFMTSnupc6Hnazedk8nO6bycR2T0COKm34FepqHr4lOMEXq4sToBHUbpbNpxKRaveRB4/LY5B6ALK9mVpaFBdnq9XKWbICSjQgKYkaXFAfChV4jrjqB5a2pP0bexCZahsb5YfLq1jGIOQnQ6cnMJzeXmahh15GasAVLRqjTGNuLixmn2ojw8wQgIAksBraDiVqpvwTKlUQKVhJJTPTtBB1Pg5jHsGnJ8DDDwHXFtGwmXvBZTsym0Fs5t81UjqtVZUy95W8imFpT3Ng16eMX3v4lygyybg/C/saRx0jk6V9t6A9gNMWAAusLy+QmOd7f1N+/QaTjV8Bhx85Y2Kjn/H78TGznzebFx4/dH3DLcLrMFnRA5Rd6kkS0m2rTvHz9aVxkbPTwBnZ/H9nCwg7AKfc+H+ClCpgVbzTP8eKFCgQMG/EArRU/CfQ3wScP2x+fevPQS+6AoESar1PJzpqnnuNpW2GetYgrlxIo1egnyAgz+RnLg6UpnLK4pBowF6NAYW7SYZk8LeBqhU9P2vq2ox4OIC9gQ62tMdff8F4FEYMK4XMKwdSWCujspkajpw4wnD3Xec4jXWLAWU6cdweIC9hQt3AWsnsP9PyNZzycMV3dEW0Glkcrc0FtDpaLZy+ArwcAJJsjkX024Nua2ANYeAaiWBYF9g+AI31P1xHIIEomflwEBpYzt/G1cSr6w0qmEeRQ1VJ6dA9tqZQ/Q9Zrnlyrhe2rqw9C+oDnBmBtWowJpUvVwLAfUnApu6A42m8TOD6rAXzeQ4bixDO/mDvnStOw0w7LyoojkGUGGo8RkdP2+sIRHwq0gCkfiKjo3BdfXlgTJw9BXLTysP48+D3aLzY8vfOEl+JZF+T04lwWi7jP1qW3pRVdHpqDDWnsBrrv4pe6SM4RTACfnr6ySOlnYkOc1nA2dnktzYe1E5cfChgpq/Nvct0RE49q1YZqrTiaWyljbA1l78t5yiGvecnyeXdQdQTa33HUt4O2/kOchtq1ID7iFUG+UiLnYPpbooJQIX59IkZ8g1IPouiaedO1W/w+NJLDtvoAIldd3UWvE50VpRvSzaBoCa9+Dxfl5n8zkkuke/Iclzzg80+J6Zb3YmyyqmSIlkFqA53N/J6IC7W/kstln04SQP4PN5aR7LUwedJYmKvstyzLJ9eD7VRvH+a615H7b0Nj1O9H2ed5fNVJB1uVSBjSGYDplDaiyV6qxU/r3oupVunvW+5verYGOqmwJOTqUK6lcRuLqEPXsBVdhj6ln8w8dFgQIFCv6HoBA9Bf85aNRAfi/g/gv25U0ZBBT0A3Jy6VZ56ylw4S6g1QIBntzH1RFY8Bnw5XygThmGnS/eDaw9DDSrwr66OVuA6UPlXTnlkM8LODGHDp2rDvK8BrQAOtej4+W7IDwauPeCfW4F/ICKIcDq8UByOue/nepR0dOqGb+QnEYyeu4257G3n9JZ9LdRLNMct4j9d872DJA/epXH6fcDcHslnUwBoFdjlnzKoV9zwEabyT6grHTxjSItER1PxRQgwd16EvikEzBro+ExiuUHmlcB2oyjwjmqExDoRZPJFeOAKSuBRzGuCLJ2gs6vElRNfya5Moa9D1BrLHDka0Y8dN1CV0RBbUkKZxhz6HnTfQFOSm3d5csiAU6wC+gz8rIzOJEX+pk8i3Ny+voae8RCWpJcSIPJrRyAAWe4b6Emhv2DyRHsHyvamurTqyssoRQQfplErM8RIOI6A8Dfhqx0OoAWaCCaibgWoFGKlOQJSAxnJINKRfXwyAS+XnUUsLETiVjnDeyjOjZRLNHzr0z1bnt//UReLwdrLIAnR/SOnN5AWjyv4cUpluB5leS90doC3XYCm7qwVDHsElVSjRVL7Xrtp0X/teWm52zjTIdVc0h6LZponPmJPWubZdTQysP52RE35I+Tk0VVVSgrFHBrA9WwBlMYtbC6hUhGMxLpQtlEb5Eb/QBwyU+Ce28bCbtAbi3tqbqW70uyLOQ1Coh/zvLTxj+y/Phtoea6XPneVgEZSSTjAFXklCjAMijvY0qREMZn6NF+lpUWbaePm9hKAyKNBftFc7JInJ+doLmN8F30qwA0m8XxMVaI1RZ0Lb2/k4s1pXuafr7GkoTNXO+cTxn2xlo5AJaOVM9vrQFqjKYZzKALXFxJeCmO145BzO4sP5BxH28e8plNjuR9U6BAgYJ/ORSip+A/hxM3SC7y+wB9mgETFlNhsrMGejUBvu0LDJ8FnLkNzBgqqlh+HsD8T4E3icDhmSQ66w7TSKVnY+DL7u9O8gTk8wLG9gQGtmJksYfz2x3zBTx9xVLNZxK/Awdb4MgsHmfgdDFmAQBaVCOR7PKtYXB8SCD3KxnMktMNR3nMiiHAp10YAn/3BYlxoBfn/K5OvN5pRsaDFUJYkjpljQ1GtL6H4CvDYPVsL10cHX2RmwZkSeZhv2wiids2mWYuiSlAy+oU0HpNZvns1EHA5/P4+cI1ftENcPb1QfqAa9CodbBwcJcfOAsrGpvYuJKIXJrPKIWdgzlZu7eDK/s3Vstn1VUYSBXN2IwiI5GkSa1l6ZeVg2n4c1YaJ5+BNQFrR6qNgy6w3DDqNsmjtSPd/5Ij+TntlgP7PwVSJe4+93eKhirGyExhr1Kj6e+Wc6ZS0a1RpRKvN6gO1T1zuL+TpW2uBdiX1H4lyW/j6VRrUmNYGtppPXPrUqKB8AskIdnpLLNUq1kyqtayVyohlH16t9aLE/P6k3jc25uA3cPofthqAQmPSzAQ/4w9W/FHALciJA/B9fk5AixsGOkgzSQ0hq07j91uORWyrFQS8vOzaezhHEjjG5eCeWcyuhVi+HlAFZJhnY7bOwdRzRTGOH9t4PlJ/tvSniWGSRE0d3l+mqWUGkvgwBeGx89MBjZ1BXrvp4nQPDPur8e+ZYnh24iHtQvVQuM+VQHB9Vg+CpCg5eXQaoy454w5kaqUtzcCvfYCm3pwLK6v4k/z2TQdMj6P8MsMtq//HQmWFDU+IylPj6fpSo3P+X2TEtcHu1m+LPSgGlxbfZLXQ2O5whXSkv2Vj/aKwfP7PgYqDQEOjTHc9/U1LqR038XvWqd1wLq2QM/9YtSKAgUKFPxLodLpzPmH/zuQmJgIJycnJCQkwNHxLf0YCv7zyM0l0enTlH111YeJMQYCiuUHNk2i/8bdVebJW2YWEB3Pf3s60/RFithEvp+QAjjbAR4ueZc8vg9ik4Bu3wGT+jGwPDOb/YP3ngEvooAdpw37/gS0qs7S05G/ALZW7Hvr2oB9dwcvAV/NN9ze0Q7YM43mNVVK8DrzeQHPXgFPXrHMdMNRErQ2NQEvF6DtOPb9WWiBw1PiUMP/MSfqtm6ITaR6N3mV4efYWAF1ywLD2gKRcVQQAWDHVAa5x8tUzm2YCBRwiUFZzTHobFygci1ofrKbm8syw5wMhnC/eajvz9Jx8p0UwUmmYJhiaUfyVLAxHSiFCX9SBMvHri5l6Vn+2pxEOvr/7igKgNscn8SJrUoNDLvBSfDlxTQzqTSU57KhsyHB9AihwrSuHUkSQIJVbTTJjzkMvU417F1WCR7uYymcawFO7Mv1JVm7v0t+e9cCJMuBtXiNh8ez3LX1YhJmacC6RwjQdBZNRZzzsezTqySNcq4sZYB1egLVp9I92Qd4cT5QZRjgUZxkbrFRwGS3HSSxm7pxoi/AKQDorO8ru7mO96jzZsC/ItWlVc0MtxdQZzwNO4Lrk/jMr0DyV7YPrzUlimQh+TVLMFc0NiQwzoFU5BLDSQztPKjYvnlCk5bEV4BfeRKXJ0dYMlugAZ8da0cuLqTHk2A7B7I08dE+UxMRAZWG8FzXdzB/TwedJ3F8G2IekDBmGuXiuRemAisoxrXHAuX689l/GzJTgO0D+AyV789oEo0lTXAeHwDaraQilxTGxQ8bF2BRNVPTGQGdN1LVy0oVe0cLN+f3Ifk1x9U5P5+h1S1I1gEqwt138jm+uoREVaVmGWzZ3ry2rFTxcwKqMvLFvzIwtwxVxParqKxKo0TUGgbGh12gS2yxdlReh16l2qfgT4MyX1Og4O+Hougp+E9BraYTpoMd8O0yU5IHsGTx1hP25AmxBXKwtKDKl5PDGAVbsPwRAEKjgAHTTBW130a/e1lmXoiJB+aNYv/c/B0kWn4edNhsXAkYNUd+v11nge/6A7un8TxiEoCXUUCpYGCMTDxdYgrLVeuVB6oMBib1Bz5qAxy/zutztAPOzmUJ5oQlwE1JhFhWNtDvFxecmFMRPrYcp4ehQNvawIr9hiHuaRk8j4QURlq4OPB67j4nySseRFJ5/6UYSj9xGXDwsxfA9v5QZSRRxWnyMydw1kaTBLWa6gtA98mtfQzfD6xB9cjKgVlslrbA81MsPxVIXlo8yx33fybud28HTV66bePE09KOJGNZfTFPbeQ94OhEQzfGysM58TRWEaPvs5SxZBdJWWIeqpIAlfrdpWDfspyMF2pKte7xQU7yzRG94h1oxV+yG81Mbm9kv9i+TwxJnnD+xycx+NzaicQpKwO48Btw7Dtxu+wMxiskRwAt5vLepMdzAi2FjSuJ0prWpqQtIZTkvOU8ErUKg/mZ69sDPuWBbtuBLT3Ffi6VmhN+p3yA7QM6ar55xNLB5Ejg1DTTa89KI9FY0ZDb2bjwOdnWTwzgBtij2W4lyWyFASSHUqfJc78A7VYwmuHJIb72YDcJS9ct7O0zhzeP9T17eSAlWh9VUTjv7VwKAIMvAUe/5r23sOWzFtJK7I8LqAL4VxWVLmPkZHOxQmvNZz4lmgssPmWAnUPE++RXCWg9n4sq538F0uPYR1q8I01epCXMUmSlUmXXWPD5cfAhcbSyZ6m0V0lul5vDBY43j0nOHbxJlnOzgE4bGBfhEkzlcENnceFEQOg5wMmPRL39Ci4MbOsL9DpA59uw8/xb4F6Ebq73d5GE7hvN/RNCFaKnQIGCfz0UoqfgP4fO9YCsHPORAwANVoa1ZZmggPQMKlVZ2czEi44DPF1pGHLqJonTkDaAjzvQdypw7Cr7yzrWpep2+ykJ2KIv2AP3R2CpBT7XEywB4dHAkJ9YbtqksmHwuwCdjuYsuTrgQSgwYiZQND/78sxp92dvMz9PpwPGLwZqlwWW7eV7ahUD2icskd/3STiVTR83ErvftnKsVozT4eBFHTYdV8NCy56/ckWYnbfwc/YubjrG3sLd02ieE5cEfNyBauaX80kCszMzJMHLd4GVTYAeu4AiLQAAkbEkmA5WGXCwziYR85AxUnhxmj82bkCL2TRRsXVnyZyApFeGJE9AYjj7fZr9wuOHXxRJXr5q7AOUkjz3InRgNNdLdHcL4xAEopcUDuSvKb8twCgH47LRvGDvDbReyPLRdit43VobGnEIJESARwivwdGPBidXl/J153wkdXJ4eYZjIvSMJb8274b4YDdLNp0DOMGPvG34fnA9lslKSZUUYRepuDSdyf++vk6VRrC+b72IBC8rje8/2E0VstsOKmRdNuU9ViqQ+Ay5wnxDnzK8FuPzyc0BtvcD+p9k6a1xnIAuF9gxgAREOsbxz9l751nSfOacZ3GWCTv4yG/jVQJ484BksdN600UOKTRawLMo0HY5Fbi0WI7N7Q0sZwyuB2Sk6EtgjRw9s7N4voJzp2sBmqnYedDUaNcQw+0LNiTBE54ZgPtdXkxitbaNvKpnoTdMsfaj4mkOag2fQ+d8QHoisKYlS2QB9vMBvL9nZ5o/RvxLfn8Ca5I0npvJxYbG0xgtcnUZ8PoqIza6bqVSKPTwOfqbP64CBQoU/EugED0F/znk8wJeRFKNEtwljeHqwN41D2f+Hh4DTF1J18edZ4Azt2jOUn0okCSpBlq+D5j7KVC3DDPzHGxpthIdz9y4DnX4b43akES+LxJTDEmeFJNWspdQjugBVCIHTAN2/kBjFq0ayH5L9q+UBP66hdmBZ2693zknpTJsfdf4CJSM2YIa7tcxcnA96Gw9oHXLj4gcf4zuYo1SfYEKRYBlY4FTN4DWYw2jMCqGAGu+JtHVJoeZftDeT5DhUR47rvtAkx6NKu53YPtoNpCZiNwSXaAuUI+29bfWme5bfRRVGYBlaIKNvY0b8PSw+YsTCAtgWPbV+CdTtcbSnuqGOUh7o9Qa9pKptED1z6gcSaG1BlrMeX9jCAdv/sS/YK9cbhYJUsku7JvLyQSKt6f6lZ3F/L2kCKoiGgt5F0opstOpgAJUeMyV6QHsgbJxJUl2CSL5AKjiVB6R91gBVAfVGt6ni/NIkHMy2Q9YvAP7C499K5ZGqrU8/5xMqkrmgso9i7H3MDMFgBqo+QXH+8jX5s8j7hn7xELPmUZ2ZGdQwTQ2bzk8noY2Tw6aHtPCBijUmOSx5Tz2I0rH3tad5bGXF9KdM+1N3kRPgJU9fyztSI6yM0gmH+zhc+YhY/v7+iojK6wcubDw+irVsoFn2D9nfN5+FYC1bU2PkxwBXF3OZ+3qMsP3XIK5cLNnBDBUpvbcHLTWVCufG/1RVFuQ6Mv13wIimbWwIWFu8Rvvt4UtCaBLMJChN+TZMUi8b57FzDvcKlCgQMG/CArRU/Cfg5UlEOAB9G8OTFklv03PJoCDvnIpJh7oP5WRCLY2VJomD2Tpp5TkCfj4F1alzVgHrDzAyr+fh7Oyrv804PUbBqR/0xcoEgBYv8UsTw73Xpp/LyGZxjJyaFIZOH2TZDMrmyrbyyhg6mDzxytTCHgcLv7+KgZoUIH/jk9mX56F1tBkBWAQ/KhOwJsEBsp7uQDbJiSg1tNBsHrKMkFvLObGai2c+p5Bv0WV0KsJy0+TUoE+U02TDS7dJ4n9bWgCfG78YHrCsU8QF5OEmNcW6K0ZD7tzC39/S/30CMvl+h6mnfvlBSQhDj5UJ7JSgadH6LZZqiuwoglQpDlQtC2dKc0hN0dkww5+4usaLZBjVDL25iFQ80vzx/IIAdSWNAQpro8ZeLiXjoH5a7EMMFlv9V71E8D5HfqoZM85lwHkUkt550CWdGosgOAGdLAUJsMZSWJURV5h0RoLEmShZ9E48sIYVg5ASgyVmXoT2XcFkGheXcIIC3OwsKXykpFMR9AriyXXl03S6l2GBikC0dPlisY1p6YDbZfSHTRR8pA7+LLXcEktoPcBZttdnEcjmrwQ/5zkucEUMftQisxkkhIpkl/zXrReSNInkAnXAnTUPP49iWjYRWDASSD8CpVLjyJUWrf3Zw9bs9ksq3xymITToyiJiqMMIclMoSr5+CCf2yoj9GPpJjqSSpEUyXiETuvY45oWy+NH32PZa6xRXo1/ZeDpUfPjdHcz0HMvSbnwvfEuxevd2pfPWNglqt/vAq0lUO1j4Ppyw1WpJ4epVN6TsQh2yscfg+NYG94f71IkndLFG5+yNO9x8H63c1OgQIGC/2EoRE/BfxI21kDfZsChSyQOUozrBfi4AnZ6ovf6DXDoMrDle5Kord/TPKR0QRKY+TsM5xZZ2YxouPuC6lOneszmWylxfN9xGth9ju6dtUq///m7y8zFpAj0BmqXAU5cF19rWIGlpV2+5e/pmSy9zMxi79vQtsDcbYbHsbQAvu4NjJbEbzWsyGNbW/IYK/YDE/oAX0vm2J3qkuh1/46RDgC3/2mIHdJdSsEKRv1gag1U97Zh3shiiEm1h4s9y2fl4usAhtN/2iKNapAx1FpEJlqhechT2G1faPp+/HOakNSfzJy6zBQStVvraA/fbjkn+quasRzz1noqae3NrAoAVC+E8O0yPYDT0/nvc7OBEl3oJCkgI4nqU75q8gYcjWdwmxdnWGaZ9Jrnt7Ipg8RrjaFqo7UlIbUww+rfhsQwltYZjM0LOpMKqP+9+G8HH/YWnv6ReYBF21ANNEaZ3iQm+arzdxsX+bJQgIYq6YmiSUZAFaDhD+wh869MIuZWkA6bcm6RNcdwJSUlmuWHcjj+HdD3CMtndToSvdwcktWkV8DOj5hhl5tN0xXXQux129YX6Lqd1yiU/6XFkQwb9yYK8CxBxa/dCqqUgjopwKMoS3GlKNCQRN7GlaWf6XH6rLgw4NBX7L3zCGH5bmYKyxItbGjgIpjERNxkFMPu4YbKoFsh9py5SmISMpJpOLK1t+Efrnw1qCzKEb3MRKBYa72iKDFyCa5PxdHe2zASQaU2VTSlyM1hVMaAMyS2KjX7Jbf0EjMN456Y318OLgWADmtJfIXn6cYqoM9hIDnaMC/TKR/Qa588CZbC0Zfj2nAqnXCtHbmwYO/5fuemQIECBf+jUFw3Ffyn8fQVbft3nAKc7IHO9VmuKXXa3HwMmLgcWPwl0HUi8EI/n1GrgZ6NgBqlGGUgxfKxJHknrgMlgoFaw+U/v2gg4xC8XOXfN4eHoUDNYTRTMUbNUsCSr2gk8/QVg9FtrNhLN2sTf7fQMpKrdF9xvyOz2E83axN7ESsVZe/ctLWig6eTPUUTX1fg1jOWT568AYxoTwK4ZDcVvx8+AhqMku/7OzklDNVPlmWPEICUkF54Xmwi5h3ywr1XNihfmH2N6w4Dv2w2PwaPf76MoO0VTV7PKdkVSy2WomfuZ7C+/pv8zlaOwMi7VEQEZGcCumwg6h6dGCsP4yRUIGkNp9Cg5dE+w2OptUDfozSB0WhFZ87EMJaSVRnOCXLYRXEfCxv2a708w9LOjCTGKzSezrKwO9toFKFSU4E8+q3ewl9v0V9tFLO9nAPMD9DbEPccmB1iPmi6ZBeg5XzARjLxT4qgwnh9BcnM44MkYNkZLAMs158Okz5lSOISwhg8XWkIsLGzYYmkvRfVtL2f0LreQ6/eZKbS0TQ9kVl9sU/Ys/j6BnDxN7p22nux1NQpgL12hZoBlT5iBIXUWVGlFo12ou8DW/REJaAK7+/WvmKvpK07S2DrfstSyRqfk2Se/41ZiRor3lNHf5JAYxRrS6J3fBJLXXOzDAl+6R4kRGdmkGQG1qB6VHs8n7uT04B7W0mC7DyAOl+TXAvE6vyvdEg1577qHAjU+ML0/fw1ga7bxCzI6AfAnKLyX846XwN1JvA5liL6HjC3rPyzUvUTLlpskPSzWjnw3q7vKH+uRVqwTLdIS2BlY/lz6X0AKNhIfn9zyM7gwkj8C6qnuhwu1PiUZV5mYjhLNF0Lvp3kKfjboczXFCj4+6Eoegr+0wj25U+zqua38XABJvYDWnxJIiQgN5dqlo871bJDeodNlYpksdYI4OdhDDM3h3sv9OWP70n0AtyBrZOB5l8Ylo8GegPzP2PQ+ctIKn+jfzXd/9POVNh2TKU5i4sDSywPXGS5pbcrDWQG/UiCCNCEZc7HgIs9kJXLgPbxvZippwLNXQr4sg9xzUHz5i7fb/XBhtqD4XhpMjIDG+KQ2wx0HO3xu3p3/Bqw4Rj7DM0RvdIFAY2Dp2lAsnthZNSeisNzrdG7ZLr8zgAn4cYnqLUEYMlyQYCTTGmP0ZEJdGAMrM7eotQYRg7U+5a5bjodFcY9I6jGqdQkIBnJJCp3tvDYmSmc4LoVAoIaMM9Ll0tlTiglK9GBn3F2JolLnfEsa8zNIkl1CjDviviusHHh+cspbQAD3K2MXIMcvBktUONzqlW1xpJcZKawp87Slll6tq5UZtZ3oC29xpIW9RmJJG6OfnT+3PsJIyykk25LWwZ163RAlY9JXDZ2AQo2YTC71pok0MlfjAN4tJeT+qofk1gCLEGtMoIlhEe/YZzBkKtU5VIiAXsfxhLc2cQogICqvOa9H3PM1RYkf45+3D8zhQYjhZtRJTo0Bnh1mcepMJDEZXt/fnZOJuBRjOfq6EcyFFCVZcEt55F0PdrPbZMjWL55f7uogqVEA3tGMnPu0X4qfqV6UPUyh/gXJIjGeH6KxxOI3r2t5r+c5+cwSkO6AAIAL8+ZXxC4uoREvvwA/lun48JFQhijCKRljwCf3yojOL7QyZ+LSxBNaN4XWiuSdZf8vF+xTxmO/nAvEJgElO3L744xkVWgQIGC/6dQ/hoq+H+PQv7Ag5eGJE+KhTsZmyAQvcGtgV1nSJwmLGVZowAPZ6BIPpaA3tJXXWne0RVfChsboEwwcGEBcOEue+gqhFAhnLOZ5DO/N51AN34HfL+CpDLYFxjTA6hbDth7Dhgxi6QuJZ2ulgCwZA//+3AtsH0KiahKxfPcdBzYfBxwc6ID5rWHwLhFhuf2cUeSPnN48lqDVNsCcATwutxk9B7rYVKiGaaPWigZLI6TFF92A3476IWJQ+7C+sEmruIXaAj4lUdsuh9uPAaimveA/w0zdqDF2rNUTg5Cj05OpqGJQ242J/IlOrGUy6MYFTWtDSe2KZFA7DOSkxpfMMbhwm/AikbAR5eAqqM58c3NobIjKGVWBU3PwcGHfXxle3N7C1tay5tDdgYn87lZXIG4t42GKIWbkTzK7WvtRJXy2VHTMjuXICpOao3pfpb2gKs9gALmzwcg8QjTOwKd/4VKZWIYcH838/J0OqD6p0C5fvKuoSoVy0PvbASenaCSKqipZXtTlZGWRj4+QPUU4LmX6gqsaSUuBNzeSCWt61Za5Mc+4fUVbKJXUovTiOflWe5r70n31Ygb4mfc3UYC0XI+yS50QGosSwSlZbiFm7HvsPVCEpsXp7gAMOIO1dk7EqXv6lISzBa/mQaFn5gCtFlEolKoMZBq5OYphYOvmClnDKnKKe1FNEZ6vHzJpeA0KYeMJC5qNPmRYxL7mNfsHAiU7AyU6EwVMy2O41JhIHs/7byBzCSg3TKGxadE854XbMyxMCab7wtLO8C7JM2KstP5HZJ7nhUoUKDg/zEUoqfg/zUSU1gCGRlrfpvYRCpZIzswbD02ERirbw17EUHC5eEC/DCYPXFXHwKeLjRAOXqNitiHwM4OKGJH4ijgxHXgN32fXX5voFtDql+LviBRs7cBCumr/coU5LWFycwdvV2ZCejuzJ8HL4HKg0UyCAAHLtDQ5vOuwI8SA8vnr0nQzLlylgrOgX3SbUBjibBU7997+Iwx7GfGLMxYD2w8xszD4kEkqrvOAuUKWSIt9B6sb2/gBN63HODoB29bOp9eigiBZ2ADWL4wcsu0dgbqTqByJHuC3amkaaw48RQUhyojmTcWcYNmF45+QEyG6Ar5/ARw9mex1C6wJtBxHTP77m2n2uQmQ+rMQa0xP9nNSqcbYEYSfy7NI5HR5ZIcle7B3rMjX9MFsslPLHc0hmcJ9oXt/YTEVGMBFO8E1PuGZiB/BK+uiv/W6UhiCjWhs6nGinlorgXzVlccfYGO64Hou8D11VQxg+vxHhydYLq9QFKqfsysO+MIi/R4hsV33iT2t6W+AW5uBMr2YNh6uxUkkClRhiQPoDlHhYEM2O6yiSHuqW8Mt/GvxPtw8Av+3ucQoywKN2NguZTkCXi0n++7FTJU7ZIjADsvKotW9uwRs3IQI0WkqPWVJHtRAq011VsBhZtzAUIO+aqSIJm8Xl1+e4D30NKe3ytrZ9Msv5KdWPqamw1Yu+iVcz1sXIDSPWn8kx7Pc7XzkO8T/FBoLETzHQUKFChQYACF6Cn4f4vEFGDlfuCHNcDkQea383Kl6tS6BvDFXODKQ8P3NxwF9v8I9JhEVU2AVgNs+g6w+wDXTXMI8mEfXUIy8DzC0FW0cjEddv0ghm8HerOP0NiMBuD1+upFoMQU4It5hiRPwJI9wM6pLLHM1KcC7DnH6IYle0ydOFUq4LMuKqRo+0KjViFbbd6RMT4ZeBymL5EdS5Ic5Av0mQK0rJqLTiXvwWV9a3GHRmyU1GqBGiWAl57eeFVoJVxf74HjzV+AjCToiraBqspI5n7lZrP00xgu+YFKQ4Fnx9hLdH8XyyZTY4DlDQy3rTCIJYKJoezNkuLFKWDXUKDRDwxBrzCAE+I/gpRoZvDFvQAib5L07BhkmOt2fRV759ouA1Y3B26sAUJaAyVk+qUsrNlf1XMPFReVmsTC+h1y+XJz8w5plyOpj/bzR2MBfPzg3UroHLypWFrZkRQsq2doCGLwmb5A95180OTIUKEmHId1bUVDFef8QPNfmJF4fydJVZvF7O0yRvVPaXiSkUiFrsMaliY+PkASWrIrjVO29eP2IS1ZFlp1FGMVDnxm/jpvrmOf3ylJw6/WiqSzbB8+rycm8zN3DRGVObWGz2G+GuwtNDnn0SwvFeBdiudonIOoUgNNfhZLPKXwLEZCZ+yuCVDJe5sDpdwxBag1LMN1UnLpFChQoODvxgcUlSlQ8N9AeAww6lc6SFYowtBvOQxvByzfy/LIuuVN3/dzB37aYEjyAKppnb6hecmfBV83YNtkRkhI4ekCLPskHm65L35XPbxcgc2TgF5NaM4ivLbkS6BlNXEOHx1P8uZqpjf+0n2qg9LruvUE2D8DCJCY03m6AKvGAy6OagSNKIFOZ2dAbecKSzOL7Z4uQHI6sOYQnUI7fQOERuqw68tnGO82HP7rS4gb+1XihD03B8hIgqU6EwX9gfyFfOBYawDQ5ygw6BxUtcaSsO0aTPOIO5vZSySFrRuJXbF2zBQr0QlwDWb/kjEuLyS5MCZ5AuKecgLtWpCRCX8EKTHsE1zfgarIq8t0EpQLE0+OZG9acH3+fnq6qfIkhZ0HlRi3gm8neQmhJGsPdgFPj9NgRe7Y3qXME9uS3eQVRjmkxTFs/PyvLGH0MzXgAcDS3XvbuW1ShOn7Wiuqspt7Grpmxj/nmFYawl7C1Bj2mlnJPPCWDqIrZMxDEunUaKDGlywJtfcGzvxMx9BWC1iGeOALkvH0+LzzBzOTWAYsRYnOVGq99M967BPgwOd8PrttY9xBt+00EtJYAhWHiL2b1k50Ta04xNCZ1dGPTpwVBomh9r7lqOx6lZI/N0c/KpNF2/J5Blgq2nEdkL+O+WtSoECBAgX/01AUPQX/b3HqOnB1MXDsGjDyF2D9t/zvDf2itrUl4wpsrIBTN0mW+jU3PU7TKsD3ZuK3srKB83epVGXnkPQlpAA2liQ6jjJVVHlBqwWqlQAers5BXGQ0klJyoFNZIsDyGfLt6cpJ6YDTnIQD8PcEfvuEfYQZmSzt9HU3FWrOzgOi4ljSqVIBhy8D1x4xAkGrEUmgsz0wujPQszFJo7Bfdg4NX/w9gBM3+Fl7zwM2ViqM7Ql8u9Tw81Qq4PsBpnEP+TxzEZhxHni2ky9oLBlnUO97ICsZOD6PSpxzEMv3XAuw3M3eg2Tk5FTDcOe726hu9D5IkwYBdu6AXQ0qSW6FRYVGDmmxVNrMIeYBUPEjw5K1D4EQfVC+P/PvAqpQuTOHxwdYxvnkMK9dGsT+oYh7TttV50Dg5A8kslprlorW+ZpZeAIc/IBe+4GVTQwJjl9FoMGkt+frCUiJ5jUAvHed9Erbs+PiNgUaAVVHABs6sx/N0dc0KLtYO+DmGtNyToBjIyhqaXFAUD1+Ry5L4jlUKtN9c3P4DN3bzmy16yvYH5idQfVN6G1LeMkvVeFmhu6rUhRoxKB1AfmqMUvwwBcMjre0ZT7fnhHA9gHcRq3hOVT/jPc4JYrxICo1e0zvbKXq6+Br+KV2zgc0mwXUHsdrsnKQN3KRwiU/0H4570d2Bomkgy/H5X2QnSG6tCo9cwoUKFDwj0Ihegr+36JGaeC75QxIB4BftwDf9WfFWmY2YKFhWebMjXzf3Ym5cgKsLGkakpJuWsIIkCh+1pXlllcfkCx+t1w0P2lWBZjzCUss3wcWaa/gH7oX/hd/0zsF6kO/VWqWs+0cBHTf/btBh60NEGTGwPFRKNDze8PyzqrFgUkDgNAolm36uAF9mgHpGbxmHzeSP4CkUSgBFeAmEUq2nADy+1DpW7SL5aYlgoCBLTnuFyRu/EUDAR8PDeDShcHhgtOjnTeQ8AKIuE7lw6cs3S9XNgYaTGbPnaUt1RApyRMQfZ9qUYPvTXt5tFZ8LVlGIRKQk0nlypxa41EUSM+jyfNdcWst/2vlBETeZp9eXqWglvY0oQCoLNk4/7HPz0qjcYhTPkPTkOx0kr+IW0D3HYCDXqnTaKlsjbjNXrfEcMCnHAmDnJqn05Go6HRUVYV7kSUp08xMpgNn9dEso8xKYyh4RhKwpoVoOnJ/JxUraSaga0HgvkxwtoDImzRPubmOfXwVP6KxzvlfxPPTWPKZMHGgVJFwvTwrn40IMMw8qC7gsNBUhbXzAMr1YUh4UD0Ghcc/o6too+m892dn8ro7rKZCG3WXCxmVhwEB1RjunpVqWnIa+5iqn0t+w9ctbAyJ+bvAylFe6XwXpMWz//DcTKrowfWBMj2pxOdVAmwOWelcuNLl8pykfYgKFChQoOCdoBA9Bf8vkZVF10yB5AHAtlMsc2w9Tn6f/s3Z83b6NyAnV094tIwe+KIb8/r2X2Qvm6UFsGYCsGAH4wSaVwXGLBCPpdOxXPLpK+DQz3TRfCckRTCz7ankxN88Am6v5wRxdUsg9AJVqLxcHEEjmT5TTXv4zt2hQlmjFNB6LHDwJ6Dke/h2uDvTIEZQRn9aT6WweyPgo9ZAxaLsddx2StynRDCD6r1dAUBl2P+VEAY83EMFRXBhDKgKtF/Jfqrg+pwIXl1m/qSuLAKqjpTvK7NyJFGSC2cHWMpYvj9w7hfT92xcqBTeXCuWUX4oBHIReYtE9/YmGnBIlS0pSnUDzs+mclZtlOgm+qFIieb4CPEFxgi/QHLiICFxGi3VP+fAvI+dGM74iUvzOIEv0ZGllC5BNPCwsCGpU6kA3/Lc/tVVqpYDzwEpEYZ9e5cWAE1/pmp1cR7VUK01ld7o+0CZXlTXcrN5zNsbuYJza5MYjn7gc4bTd9/JktH0BPbZ1Z3IIHMpdLk8V1kSCD5Ddh4szey5j0Ty9nruV6ILUO1jIDGCSqStKxVGpwDGMviWA/bo3URPTSdhrTyU0R0PdwMvTvM1qbOmFBE3aNyj05FgJkdyLB18SLjlzFeModPHIHwIIQMYMXJ9JaMrBLw4BZz9iaHp3iXf73jxL/gcXlvBhYagurzfnsVIxhUoUKBAwTtBIXoK/l8iLokllVJk5zBa4IePSMqk8U/1ypEEujvRDAXgvPHJK2DtYfas+XkAm78D1h8BbK15rIOXGG4uuHQa494LHuOdiV7UbUOSJyAlmqYcxdtTsTCXoyVBXBJw/o78e8evAaM7kbQOngHs+/HdlcdAL2D9N0DHb4DbeuPDjCygXpEo1C8SCYvUSCwYWhKT+rngdawa7s4aeLmqzGcNhp43NaEIPcdyy2a/cKLrUzbv/qisVPY5yUFjQSOVi7+ZGnxY2tMpMaAqEP+SsQYC7L1pjb97GMmBHHQ65r/JmcIYo2QXuiX6V2IZ4uVFJArF2gN3txhuW7gF1U2XIPaOuQS//fhvgy6XSlv8c/PbhJ5jSen7IDGceYXhl8TXTv/ISfyg8yQ/1T9jtEK971iaG3GT5LHXAZLpzFReo+CkCTBCwasEc/8s7ICw83TMLNubzpcbOpHoWdiSqFcYBCyuaXhuJ6eSCHXbTqKuUrGX0aMocPRrLqK4h7Ck0jk/0GAqsH+06TXW+ZrPaOg5oNqnzOMr3oGLLTlZwIO9jMY4PokKMcBnq90yEiQpYh/z2jKSeYxS3YCXZ/IeY5UWCL9ME5rfTVy0jAGp9on5ss3kKCDmPnBlCc+rXF+6pTr4yG9vDskRwL5Rpq9nJLFftvuuvA1bpEgIY9lwcH2gQANex6P9VDQHnuH5JUVw0UelAmzcGJWhQIECBQpMoBA9Bf8TSEplDMCGI/xvy2pA+SLsMfsroNECdjICyIr9QNcGwK4fmF2XnArUr8AoA0+jyqE7z4HaI+iAKWDJHmDWSKB4fqCJ3oDPwSbv+IZrj6ievRU6Xd6q1f2dQOMfqQi9Q5mTSkXV0c4GSErh9a7Yx/JKAEjTz0cfvCQpfJ8S08L5WPYZFUfltHbQc1hv7QjVMYYRugFw86+Eom2XsQfqQRT7zTxCOMnMzWXfU0oUcHis/IckvaaxhmMA/x1cD7ixWn7bQk1INGxc5EscnYOAgWcZYv1MT6Tz12JgeHo8yWbNz0kYkl7RZj4rlapQZipt+6VIjWUp6eUF7K0q1Y1kMS/nQbdCJAnWTsDW3gxh1+mAsr0YsP5wHwAdryVZHw3QYc1bldt3hpUjCZPGUiQjxnDwlX89L4RfNiR5AlKiqEg2msYeteB6wOoWhsrdlcVApw281lbz2M8mRCKo1DQXcStMQpG/Dp+dnR9RCRSQlao32lGzxPnGGsPzyEwBjk1kb6G1EwlJ0VaMIshIArLT2EMYfZfxGx4hjH5485iEsMoIlnMKfYbHvwOazgScLYB55bkI0eB7YJVRg29mMnsOu+9kyazxmD/YybJNW1fAo7hhFIgUDj5crFhYz3CxIzcbODmF5Z/lJT2oydFAZiKJ/eNDdArN0meg3FrP4PmOa+TvtU5HUpebw+fFWl/mGXbRsF9SipfnSMreleilRJF8b+vLe+NbAag/ESjTm99zrTXV7sP60gvP4nSg9SmrBKUrUKBAgRGUv4oK/hIkJAPJaYCTHRCTQGXr8n2St/rl+bqzPWBhwe02HwcGTBP3X7YXKOgHHPz5/XvYzCEylkHdd5/TYKV2GaBdLWDrScPt1h0GouLpWOloxk8iJh7o/4MhyQM4D/piHnDqVyqEAJCr4+elyVR8AUDQ+1xfXnlRai0AHdBqYZ4r3DHxwOlbLN10sgdmrAMehgEh+YBv+jJKYuZGGsb8EQR66+9dSgywthtdJKUIu0gb+aA6nPCfn82er27bGby9rB7Qdqlh7pgxIm4CRVpyIpmbzf2FEG8BlnZ0JlzfAfjosjzRU6upDnXdQpKWk8mf19fYw/X6Ok1XijQHLs6nspqbzXiGpjMNjV5SY9ljdUr/QDv40PjDwoakwcFPPuPP3ovljCsaUlkBAJdA4NdSJCCBNTnZ3zOS5NHKgaTvfYlediZL/TSWhnlmtq5UCEt0NCVDAMsW/Su9/2ddXWr+/dsbaKqTnUZl1DhWQZdL0jv4Ah1UW81neWRmMiMQYp+QvAvZblF3DUmeFJfn0+hF7trUFqLbpIDcbJYGCyHuAFW7NouBbjtYInl3C8m+cUj5mRnsHwWo7pkrh9XlUiUu3BS4J+kv1FpxcSA1ht8FC1uSmW39TAlVu+Us7zSnaB/7lse3dgZeXeE1Rdzg34tibYGu2zjGgtvos+PAowPiMwhQlUwM4zmem8Xzyl8baDgFcCtCtTIvmCOBxshKB26tE3tti7WlE+iOQeIYuwQDLX/jfdg+gHEkS2oBw24BNk6sbkiPF8tp39X9VYECBQr+g1CInoI/FVFxwJNwYNYm4NlrEru2NYGtJ4BDl6l42dsA674F7j4D2tfm3HXgdNNjPQ4HJi4Hfv2EpZB/BK/fsBctLhG4/pi9YDbWQN9m/PwtJ8RtPV2AX0aYJ3kAieCVB/LvZWSSN1hb0rxl6wmge0Ng8W7TbZ3s36P/TaUCyg9gyZscSnZhuZOjqWoUl8QYBSEgPjyaJHX0r+I2Vx4AfacCkwfSpfP4db5eJB9J+QcjJYqr+nJ4fpJlewLCLgBvHgL7Pwea/wq4FwU8ilFNkYNHCCewKhVwdztLKW+u42Q+M4mW/OX6cfU/M5l9Qx5FzJ+rjYuohqbEsD/IpyxVkZJdSHSC6pEoaW1ZlpkeD7y6RsLl4EslUiB5wfVIZE5OBY59x8l1ic50pXQJMv383Gyg+Rzg1A/A2VmcxENHM44SHRlEXqgZ4wHCLpJUvitycxgEf+E34MlBwNYDqPkl4FdBLO1zCQbqfsPJ8+vr4r5aK6DHbvMB7+agUvOczUFtQZIX/4IkTQ5ZqZzkv75J5U2tIbmvNZb9fNKyxLzKTrMz5B05AapyVpLYCZ2OqpGU5AnYPoAlp6kx7K97ecaU6CWGi66j9j50MzWHuGdUJQVY2DDW4NZ6ksjcHI5/xY+AIVeALT15PO8yQMPJHINDY8wfPyGU1x15C1hSWyRdudm8xvArXKzY1E3c5/xsjrGdO0spU2OAg18ZkuiHe+kKO/AMnUjNwask+zDfBckRYti7pT1Qrj+wppUhUYx7Cqxtw94/z2J8bnS5NG45PJbkW5fLvwmFmvH75CrzXVOgQIGC/wdQiJ6CPw2JyTTYGCoxPrzygOrcynHMrbv7nAre0J+Ar3sDlQYDB34CrCwMHS0FrD0EfNPnj6l6WdksB/1yHvAwVHzd0oKZcpMGMBYgPAaoVx5oUB4o8Jb5rArA7mliOeebRGDCYtHYJD4JGNwa+GUTFcN135D4HrkiHsPNCdgz3TCL7q1wK0zCYey85xJEl0Jj5z0ALyPZZ3dQ7/qu0QA9GwGNK9M9U1AeBUxdDZz6DajyEcdo3qd0zvxgpCfk/b7gHAkwosDeG2j6E8swnx3jZDbpNdUUocQMYAlXoaaAlT1/Wsxhf9PLMxwLCxv2TK1rK+6nUgGpcUDaG7G/x5xbpZ07f/wrceIoWMVnZZAIRN5keVnSa74uBHELhjHWTiSxa1uTADb+kYRRlws8O8HzN+6FUmtJEl+c5vtWjjTZCb8M7BpGFcvRn+6MhZq+nwFL9F1gYTVD5ef5CaDycOa22bpy/N0KsZww7hlLVp0C2Jfn6Pf+RhgaLVBxEHvm5FCiE5CRknd/JcDFgoBKwP1tJD73tvPeDjhlqF6/LbDeysn0tQL1TfsOkyOAayuBRj9woSEng4T14R72Tl5dAiS+Ap4fZ5+ojQtLkAXYuIrmKXFPSUgSw+TPyacMEClplq35pZ6MHxJfy86gGVBmKtByPk1j7Nz4OQBzJgE+o/5VOA6RN/lsugQDOpA0yilrcU+5WOGcXyTKmSlcxEgIo7lNZqK8Uiqonp3WUeXc9ZH4fQBY2tpxHa895j6/B/ae5p09MxLF72rJzhxnuXPOzmBZb51vgI2dgUpDqaLe3Spuo9PxfmWnAx1WfljZsQIFChT8y6EQPQV/CI/DgMRUEgYrC2CUTOZ0VjbNTb7oBgz9ma+FRtHYJDYR+GUj0KU+sFxm8Twrmw6XfwSvYoApKw1JHkCjkUE/Asd+AaZ+BEBnGkQuh4wMICWDzpSCmUn5IsDMEQz/XriTuXPD2gIpaez76/E9ML4XxyAiltdeLD8J5nsZ3dl70mmwXF/9xC+ZJV6FmspaqUfHA90m0klTQE4Oxzo3F+jdhCqrFMlp7JnsVh8Y3h5wfku+9ltha85lBSRbQgA0QKXk9I+cxAm4tpxli22X0o4eoIrXbZuhCYlrMIlSTrah+58UfpUYyyD0jAXX54q/R4j5vDCVClDpSV7CK+DNA06oV7cwVIhSY0gqex+iOlS6J90XfcoBtccCh8dTVQF43vaeesdJCVnLSqHqCHCCaudJu3ppWV9iGM06Gk55ezaagLQ4lnzKESohakB6n5wC+JO/1rsd3xjpiSRnqW+oHHZcx3y41BhxG4+iQP6ajKbISCLplZIEAWoN+7tsXFi6LOQFJkfSTbPKSFGNy0olmY59YnqcAg041i1+ZT+rSkN3S9/ypoRbpwMaTaX75utrVHFL9+AiS5leXISwciAh2jEI6LELuL9LfB6qjBTz9G6s5rP75JBpj53WGig/kATHqwTPKaQ1cPRb+XG9vhwo0gzY0BEYdE4keoE1aDYT0oqll+nxJNEqNUuXVeDigTmEnufnC0SvREce+/lJkqW8SsbDL3GMzswEumzh9/XJYX5+8XbAqmZi3qBKDVQcTNVYrqTSwlbsRXQtAFw5YbqNgIgbQCn934MC9an8yeHpESDljUL0FChQ8P8SCtFT8EGIimMG2iezad7h6QIs+oJli3IQtpEiS68kbT1F1UiO6JUrnHcJ5bsgNR3YbaZyMC0DuP+Slv/viqcRQP2PSYgEXHkANBrNAHFrC5anBnoBH3cEWtfg51haAKdv0mCmUgjgKiMuvBPsvYCCjUh+crPyzL16FWNI8qRYdwTYONGU6AHMECyan5l/j8NoRvPBsPPkBPT+TtP3QlqLLqI+ZUkMpCRPwItTdCDssZtlkyoNt/Msbkh2nPPRtGNRdVNSU3cCc9ekxiBPjwCLqgFDrnJcNZbmDR3SE4Bry4CIa4Clg3wZoE5Hu/+SXajU3FjNvrB17Qzt8eOecmI65Orv4fYASMgEqNQkM1KSJ8WpacwQfBekxZuPaQBYgudV/N2O9TYkvWaZ341VIrHxLQf0Ochog6QI9ow5+AJb+3J8Xt8Ems+mU6YxGar2KQmdRzH2N0rLM58c5hgIRC8pgkRu50csBxXgUwaoNpqGKHZeVImLtDRcZJAiN5v9owmhNMV5fY2mJalv+Jw2nAI8PcptdbnAg90sE368n6YhBfQOnne3ktC/OAu0WkCynxLF/VyC2HMY9xJw9qc6Ze1AgxRzyMniuSW95rGrfsLPsXXjGK9uIW57ZTHJW4fV7De1dRc/2xhSt1U7D6BsH5JvR3/+OzmCJdFyqqRay5+g2rwfNT4Hao1jKeWKhobPtC6X3w+nQKrdGo34XkYS+y+LtOTfiuRIVijEPpY/Z5cg9uMBXBTJy2k4PZ6kPDudfy/zIq4KFChQ8B+CQvQUfBAehwNtx4n/b61aguQgL0j/P2xlKfZ9aTWAo0zUk1oNzP6YuWx/BJnZVK/MwdhQxRwiYgGVDliy25DkCUjPBH7dSiXPzYkZe8Xy8zqj4qgg9mkKeLnSnOUPw8IGgJmJKkjQ7j43v3tWNsfGGAGe7B0M8OT7rh+Yn/w7bFyAlnOpXiRHspRPY8XSRmsX9hwBtLB/dY39QrlZnOxJVYiLc+nAuLizaNpRa6ypquVZHBh6jRPdp0dIKKqNAhLC2SdnjPR44PoKTjQzEul06BIsOgoKSAwDjoxnWWhe6kjULaD6FzxeSCv2MslloOXmACemAG2XiFlnNhJVzcbVfG8iQOKZHgfgXUKx3xK3YU7NzAtpcSQAUXd5H90KshT2xBTTyIBXVxmE3lSvTl5ZzP2cAnh/yvRgeWSvAyzBe32d8QoVP+L9zUzmPTceRxtXQ8KdvyaVy65bWVoZ+5jkPzGcPWgZSfxxLWie5AG817FPSOiuLiMRFvD6GrCyKc1RvEow3D7uOc1Xms3igoG1E/DmCZW+p0epSvpVAvodZUxHdjrH7upyEsFzv9CIp97Et5vraK1YXpuRzGfAxplOsDs/Mt028jZw/lfm0FX9RN7BVqXiwtH11SR1pbuzdzLsAk1Rou6QVDX4Hoi+J/afCvu2XcrFnIxEKraxT2mOE37JkORJcXo6ULobiV1GIkupj30PRN9hqH3SaxLL5r+IbqbGqDQU2DGYJNMxQH4bgGp6TiarAZLCqc5WHMxrUr/lf1oKFChQ8C+HQvQUvDdCo4BJy0TiVjEEmDKQvWCWFiQ0xsjnBcRKIso+7iDOLXs2BioVBb4fCMzeTJfOmqWB6R8Bxf6EHnp7G5ZIhkXLv1+5WN77JyQzYmDZXqBRJeDMLfPbnrsNfNnN0LzE150/fyeehAMdvwbmfmp+G7Wa5bZS2FixBPXyfaBQAMtO+zT5E07I0Y8lko8OALtHiH1srgXZj3dtJR0m7+8AHuwiKSzZhQRta19OBjOS+NBInRmzZBi3WkPSUX8Sc8S0Vuw12tbPdFsBz44B3qVJQK4s5mSzVHdDd0xBaUkMZ1mZsbunALfCLKV9fox5eGd/Nv+5YRd4XQLRs3UDghsATw+zR0qmHNcA2jzIihQ2rlScnphRiwo2erfjCEiKYM/kzbX83cKGZN6rNMPp5RDzkIrOrXUkZ2V6kTTvGUHlrNt2IO4FlbuQVlwUOD6JSlOhJszYM1akSnQy7BvU2jJ3cMdgoPF04PoqBrwXbgE0+QkIPcsIibcFvL95yOfGoxhwyEy8x/FJPP/dw1ji6ltWfC85khEMwvgAfHbrTSQBvTSfrxVuxv5SgEpX4WaME3AvzPEyRsEmgFtRqoPXVpC8Fm/HmAmnAI6jMW6uBUJasszx2THDZ0ClZo9hbg5VzqdH+Tw+OQzsGCi5ngj2RNYZz7LO2/qey6az2BO7pZe47eVFNLexzeOPXlosF1hOfEEn2y29xV6841OAGl+SwKrUDEo/+JUYP2FhQ6MmK0eg4fd85nTZQMHGpn2EFQZRBV3eQHzt1VXg0jyayHiXNn+OChQoUPAfgEL0FLwX0jNZCnlF4ni/4HNg0S7A2w2YORwYNtNwH40GmPYRMGUVUMgfGNGeJYGJKSSAn3amC+YXXdkzlpNLcubyR3vD9CjgB0wbAnSXEXMaVgA8nc3v+/QVcPIGsOcsz6dEMMwHe4PvyeXz/d04dxuoXRZ49QYoHgTceWa6TftaLMkc3xu485SkuloJYPJKupz+MpL3dUjrP+mkYu4DW3sZvhb7mJO8QWeBxbUMe7hOTGaZXIs53KZQE8NyPK1V3v1/Ggvx/bgnVFriZAYCAOx9DU1jdg2hY6arxBJVMI25vwPovJGERa5crPZ4wMmXPWE5mXmrDc4BhoYqjr5A6wWcnBdpIeaPpb4x3Teozrv36Nk4U21aVM3UHKfGF+8XkJ2bwz4sgcTYuFJBS4nmOGebyREBqDy1Xw1kJQMP9gCbulK12zMSCL8IHP1Gnqw82k/SL834qzSUpE3o9UqJAfZ9wjJPgMfstJ736cRkqoKFmwNVRwEWbzFtcS1IxUfI7JND3FOOv6UdCVpGklhC+vigIckD+KwcmcDe0usruEhRsjOzAQWcmgZ0382A8VXNDHsN/SoAjaYwruKUJK7h0T4upHRcAxwcw+B44bl09CdRykhi72utMSxhfnaS5Qk+ZalY7hnB7a0c+DzsGCQe360Qew4d/Xjckl1YeulThkQ47Q3H9dE+kazd2UL1FuAiQrl+XIDRWLJP9dZ6Rj3krw0c/pr7NZvDktfoO1zYcS/I+/RgHzMuk17zGK4FqAJb2VN1P/otIyp6HaBqmZVM5ffqci4ESEmegMwUfsffJ8hdQE42n+PsNC60CDmGChQoUPA/iL+E6D1//hyTJk3C0aNHERERAV9fX/To0QPjxo2DpaXl79sEBZnKNefOnUOVKlVMXlfwv4G7z9nX7+fOIOwV46jgpaYDVx/QyfHKYuCn9cCNJ0DJYOCzLoCFloQiLApYuAu4/ZQmKCfmkOwBJIR/lfJVvSRz8cYupCmLgy0wqBUwpA0QaGaO+zgMaPo5yR5ApS4xmaWZu87I7/NJR8BH7hpy9fbfAM0p3suB5f2x7wLQsS5J97KvmO1366n4foMKwLhewIq9QHo2S2mPXyPJA4DO9ZhtWPItxPadkRYnBhwbo2BDlq5JSZ6A19foNOhViurJEok5SI0vaF3/LsjOoLtk6Hn598v1NoytyM2h06WU6BVsTBv7rDT23rWcx0l6RiLft7Sj0uARwsnspm5UErttB27KZLcBJIXGrp+uwZwcL6xKZafNYmBzT8OeQ+f8fF2IgngXuIewJ/Dack7K7byAGp8CniXf7zhpcbwvgjFK4x+ZMXjhV6DetyTg5sietQuwqYuoxHqVBPJVZ36hnRdVuwtzqLoYI/YJUGcC1UC/CvrcxEr8PICGHwLJA+hMuqWHYUzErXUMIu99iBN0GZdaACR51m40/TEHlZrmIR3XAtv7UxnLV41h9tLyRmPc20Hb/3zVAOcgoOFU9k/e3sjvQGYS7/uAUyzzjHsC2LgD0FEplJI8AYnhwMUF7EO0tAWuLKE6J2TNCb11F+eyrLTTBj63xiHuLsHsgRW+i4E1eMyDX4p5lo7+elfWpzQ9So+notlzL1XeqDtASiTHRsgS3DlYXGDwqwC0WcIS3RKdqdi2X0E1dl45Qxfe0r1Yejk7hOWnbZdR+QdYInp3C0ljh9XA5QUs98xOp5pYe3zeLrEvz/FZfheil5FEVTMjCXi4j+desguV51vr+TmFWwAWVlz4EBR6BQoUKPiH8ZcQvfv37yM3NxcLFixAwYIFcfv2bQwcOBApKSmYMWOGwbaHDx9G8eKiCYCb23uurin425CQDHy9mGWQozuTuzx/DfSeLG6z8RiDzleMAw5fBh6FAW+SgM1HAQ8XqnoA4OPGHjCB5P3VCPDkT6kC7DvTqklWbc1UviWm0FXz6SsaxdQsDdx4DFx5CNQqDXzblxl/UkHn4w5A6QIyB0sI5QRECI4u15dOmU55KD1/EL7ujE2IeAP0ngJ81Z3KZkIylcmL94Dzd4HtZxj7YIw+TYH+04BdPwAezn/CCWWlsl9IDvlrA8e/N7/vo31A9+3ApcV6F0d3oPY4oGgbTkhtXN4+sfIswTLJMr0M+8dUKhLG19fZbyUty5VOOAHerxKdOCG/tYHli20WASotJ4vOgaJz5OJanAADNCVpPAM4PEZ0jFSp6TzoW970XBNfUY3KTmcg/PHvgQ6rOOlPCKWS51Pm/TPt1GqSyDoTqHxord5vQhr/kuThwS6qaF23UpXTWgJaR5Lbu9voTnllien+7oWpUAokr2BjoFwfZqIJKp6DDyMN7m03jCsAOGavLrMEU6Wh+ilVUh5IXIUc/UnWpSRPQGYKJ+rOgST/rsGm2zj68d4mhhmqiFIUacnz2DOCSvGhMST1uVnmTU8Avtf8V5b0npjM7Yu0ALrvAJ4eFx1eBZV193Cg6kguLuRVanh3M1CsDbC6JUlnoabssTM2UElPYORHv2N8ri4vplLuUxqoPII9bwDHu/Z43h/pd6HCAOY8Skl15C1mV3bbzr7RnEwAuVQ6j3xtqCKHXwbWtKZSr1JzfH3KAnPL8p5JcWMl4F8B+Dyc52XlyH7IjARue3EeFxcuLTAsSU3Vq7sNJnMc5PIQAby1dzU1lt/n+GeMrMjOYH9uza+4cLeqGY9fZQRw7BtGWrgEUzn1KEpSrUCBAgX/IP4SotekSRM0aSI29gQHB+PBgweYN2+eCdFzc3ODt/cfsfRT8HchKRU4epUK3oj2NPPo94Ppdo/DGTGQkQVsOAp83hVYtBvYNpkh4tk5LPf8I9l4H4q35eMJiI4naV39NX8vP8DQUfTXUcCNZcCJ6yw1rVmKBib5jK8pIRRYVp+r4TYunMQd/IoT4b5H/jKy172hGAwfESsGo1tZitdxfj4VO2Oi93FHOqIen/0ebps6HVWFxDCukrsWoEGDoFZprKiSvL5mum9OlqjKyEFrQ7fFSoOB8n34WXe3cZVfl0s3znrf8TPNmYrYuLCUzrM40GsfCZRay9DpW2tp2lKwseE+/kaVBXbudIYs3IxlcDH36XxYexzgVoTRCBmJ7G8SSB7Ae120tVjeaOXICbu9l2FIt4D0OMP+v1dXgLVtOX52Huw/LNLcdL93hUabd8mrHN48BhbXpKoh4OI89uVlpXPSbeNCxaz9KqqwtzeIpXy+5Viat76d/hwsGSS/ppWhmUrSa/Zkdt/J8kehH1NrzfFSazkGcuMmLYH1r8R7ag6PD5BsnZ9DYin3/GUm8VnusJolplIS4pyf5ikbOlLlAfTqcwpVwMCahpluUhRqCuwbxRJgATfXsX+1/0kYkI+sVJJbrTUJsjERkiIni8RJlwvsHUn1ducg+W2zM0iCLy9kiXGjaVyIWtcW6Hecz5p7ETGHToCFLZ9dufiH9Hi6qroWEPtSLWyAut+SVAtB6ACfo+Qonm+75cDN9eav7exMKqAWNiwXsbRnALqNO8c7qC7/psrh1DSWQssRPf9KeQe5J4RRqZUa8fiWY45hZgqwrC5LWisM5He/eAfg9Q2aSN3fye9G2T55m/4oUKBAwV+Mv7Z+TIKEhAS4uppOLlq1agVPT0/UqFEDO3fK2K8bISMjA4mJiQY/Cv4eqNSiycj+C8D2U+a33XAUaFkdaF8bSNYb5Z29DXzbD7i0iKrYX1y9+IeQm8vpVokgoNdk09iI4TOBI5dZArr3PNDsSxJfA+h0wL2d7HHpuYcTy8Y/Ar32syTq3o68LcH/AJztgSrFgClG8zzhOhpUAC7do3J38leS8W/7AteXMeuvSSWSYqn7uVnk5pCMzK/AcsNVzYBfirCsK0lPDOzcufIuh4d7gbJ9zR+/wkCqRs756Aa4pBZw8TeuqrdbTjfD7QMMbfeNYefOVfbi7YHsLKoCr68xKqFYe6DCYMOJeZWR8jlf9l5A2d5A36OcSLdeAli7As+OMtvu9kbghUxd770dVFoOfsVwbreC8mQlL8Q9YzabsdL4VyM9kQqjlOQJ2DOCk9+ba9mHlZtDc47SPYAeO4Eum0jaSvcEEl6IweTFO3C8ZSMqclleWrwjf1drGUPw+BCJdlY6J+GpsYb7SclvTiZJiTlY2NHl8/YG+f5HgKrQxs5UgLvvImGp+BFLdhtOAbb1FUkeADjlI4G1suezrpZZR7XzZMmmlOQJSIsl8ZI6r6otqLomR5BMhLQyf01BdamWAfy7kpH0lsiBBH3v3gyWvV5eyN9PTWdppXsRLohI4VseeJZHtt2DXUC+quLvWWks+8xfy9ScJeo2zWGC6pjvnQW4gKTL0fdEepFkXVvN8eq1T161FZCRyDE3hoUN76M5h9P0BJJlKckDWFK8czAXsIbfZjTKhk7A8obAuVlUKZvO4rZ7P+F1ZZvJHFKgQIGCvwF/y1T78ePHmDNnDgYPHvz7a/b29vjpp5+wadMm7NmzBzVq1ECbNm3eSvamTp0KJyen338CAv668jcFhvB2AYbrF+QdbYGEFPPbpmeyNHLyQKDxZ3zN0gIY2Z7lkw5/MBvvr4a9LbD2a2D9EfPRDL9sBsoUBA5eBAr6AmpjMSktjmVaxdoxR21zd04OVzVjb5naQnSf/JPwMhKYsxn4bjlVyZtPWHoarM8KdrClGvvrKOCzeUC78cD0NSy3bVENKJqPKuA7ETwBCaHAsnrsH5Li+kqqWTn6lfp81WnRLp0AWzuz7KlIC6ptxijWjmVlia94I25vZMlco2lcpd/al71hRVqwZ0cojRSQlc7JXk4OyyvPzgLWtqLr3o3VwP7POHELrMF9fcsDrRfxv/e2c5IpB3tPlg5mJgJbe9Nu/9pyXrOzv/mxsnUjUXt9g+Wfz45z/KQPmZUTy1nNIbi++ff+CqTGMB9ODrk5JMwJYYBfRaBYB07qVzcHVrUA1nekardvFGM06kwABp3nf/MyOom6Q1LTbBYn1PmqM5Yj9ikQdg7YOYT38dkJElGABh11v+W/nx2j8moOpbry/moszavArgX53we7eT2PD5DMnp7O/kvjcPe6E/hcAHReHXCaJYkAP6NwMyp2Z/JwYX2wy1ANtvcGKg7hc9/oR75nrDwDVPyqf2pYMpublbe7aP7aJJU+ZQ1NX25voDJbeRjgYlyL/g4xHXLk8soSMdxcgGcJRmxcX8Vnxhx8y/FvxuHxgL0HF87K9eYxU9/k3WOnUjHyo/1KKpdeJYHy/VliapFH2XJKFJ8POby+xvM5P4cLTNH3SJCfn+TfQUdfmuzkZHJhJu6J/HEUKFCg4G/Ae5VufvXVV5g2LY8mcwD37t1DSEjI77+Hh4ejSZMm6NixIwYOFO2a3d3dMXr06N9/r1ixIl69eoUff/wRrVqZX7UcM2aMwX6JiYkK2fuboNEAfZsBBy4Ci/dQLZqzRX7bumVZplmmH8PCAaBlNZYO/hvg4wbUKUtDEnN49YZZeQAwtC37EQtK5/jC5G5RVcPJjy4XODmFpXyq92FUeSMsChg5C9h1FriwgGH25+6QWH/SkaYqmVnApmNAXCJLM9MzgQ1HmFVYfxRwfekH9E2GXeREp1g70RlRawVATdXkzQNuZ+3E3rCSXanuaKy4yq/SULGoPZ59Lw/3ARbWPF5yJMvPeh3gNhY2nPht6iZ+fuwT4MDnQLn+7Itx9KUDY9RtErv0OKDJz1T8bm8wPf+EUPYydd8J3F7Pci8hpDmgCtBls/l+uAe7DUsEwy6y907OkERjwbLG7QNJRATYutPFM/QCy8m8SzFyYll9U4fMWmM5cf07kZudtzKUHMkytTWt6Px4fo6Z4+QAF+ezx+v0NJYHSsPrpXAtwM+MvENnx/2jxR5PGxeOQ2IYsLQO0HEdLf9tnLloUKgJDV1SY6jMnp9teGyvEiTL52czgkNO8QH4erm+dKXU6RgvcHIyn9O9I8WyUpWa4d9B9cR9tVZAQGWg9wHeQ5Wa91ljaWiqYwxLey5MJIbzeux9SODinnHh6PR0RgYE1aFzZ1ocSVK5/sDx7wwNjTRW7Gdc38H0c0JaMWqifH8S9B1G0v/lRVwI6bmXMr9w/8Mv83zOzZI//yItxCB5KWKfUHEUYGELFGpM06HwS1xYsfMQA9ClqP894xzqfgPc2QYUagSsaMS/G0G1Sd7M7VuwMZCdSjfXkp3pDnpuFk1oCjSgK6tcH11GovlnXq3me5cXyL+//1O9K+8G/j/g9Awq0YpBiwIFCv4BvBfR+/TTT9GnT588twkOFhvbX716hbp166JatWpYuHDhW49fuXJlHDpkJudJDysrK1hZ5dHPo+Avha87sHEiSY2XC90sjXPlLC2AUZ2All+JJK9XYzNulP/DsLUCapehqieH8oXpNjpjGHD6JtCqhtEGlvbsKTE3YTj9IycqfxIiYoEKIcDAlgygP3cHaF4VGNuTp5CrE3PyLtxlLmB2DtC1IUtUiwcBzyM+gOjFPGDunI0LYxDinnLFu1h7Ts7WtWEmmFMAFZrg+qYGGOlx7INyLwzkq8HV8H2jxclb3FNgw5dU2+SMPgDg2lKg+ij29N1Yw2MWa0tinRpDAmkOtzdQrbm9USR5AF06X54lkTBGcjRJjZ0HJ/BJr/lZp6YD7VYAu4aKiq1KDbSYy/w0KckDeG7r2nEMl9dnjlr3nbSUv7YCeHmapKPSUDp6Or5HFMKfAWsnku6Cjaie2HmyhC4rlSTQ2glIi2cuWUaSfP6bgDcPOJ63N9KtUmroIUXZ3sCOASzN3dDJUOVKiyOxb7ecxhd7hgOB1fl82boCtpW5GJCTRQv8Ut1YlpiZxIxCCxvmvnkUA8r0Nh+abeNMR0yPYiT/qTEsZaw0HBh2g0pzZgoXF+w8afVvDDsP0wiMKiPkSzcBNgOnRPJvg0oD1PicRDotlr1xjv7A1j5U4SoN48LApQXsrZNmSnqX5gKGSgP0OcTyyVdXWXpcYSDLMrf25f3rvJGh52tbs6RZQG4Or6vDaipXWWlUo19dY+/ZteVG4+VK9VGOWHoWE0urbd34fDsFsl/UrSAV7T6HGXnw8iy3c/QnUXUtwBLazhsBSxuOTVYav1M2rlT12iyhsi4NaPcsRqL/8izHwcGXpdMv9aXVjw+S0MkRPa2t2O9oDK9SeavRgrGQ1op/Ex8foOqsED0FChT8A3gvoufh4QEPj3fLbQoPD0fdunVRvnx5LFu2DOp3aMi6fv06fHz+5kmMgveGtxt/ALprrj7AyIT4ZKBOGWBifxIJX3cSiOHtgXKF6db5b4KVJVU9L1cgUqbCctIAICWN/YpnbgGfGVUmIT2eBMUcEl4CGcks4UyOYm6FjZup3f47QqUCDl4CvlkK3FkJfNoFaFwJ6PYd8ELfXuXhzEzDI1eAQ/p2nmPXaMqy+XsGw783CjUmyVnbRnwtN5vkKfIm0GENML8iJ0Dr2rOvppBRCru1MyfcMQ/liYKdJydlu4YwF0zOXMEpH0s1w86ThLgE02r+8SEqIHKTNun5pkQDIa2B6PuG712aTwMNIdhagC6bJaQJofw898L8rPO/ULXpsIrlYUmvWG6mtSIpkUN6PJUfey+ab1z8jWWItcbyujWWDP7+J2Bhy567faOoStX9hiHhgsLm6E/FwtqFRjTuIZzUB9VlULfaAnhxilln3qVJdDNTmLXWfA5w6CtD05WGU6kKOfqztE9K8qQ4O5OK1OFxnOxLjY00FvyxtCWxcC9CFfnCXJ5by7k0THHKo8wW4P2o8rHe4fUNFzBs3RjLII3eeB94lZQnSoE1eeyldYHue4DYR1QshXJka0eg82aS49fX2B9ZoqPeBOQafyxsSWyLtgbOzaGB0akf2R+cGMpn7MZqQ5fbg1/x/rVezBLc2xuosJXry9LiW+v5HVZbMDPP1g3wLkkl8eZavapYmwslm7qYKpYqFVXQ9AT2ajrno7mSWk2Cp1bzb+H+z7kQpLESeyxvrOH3tkxvlngWaSFGV+hy+d1zCWI+Yav5XGhIDOf9zkgENvcAmv9Cw50nh0WSB5B4mSvb1Vix1PSGTCxKgcZ8rvKCWku1+Mpi/u1ScvYUKFDwD+Evcd0MDw9HnTp1EBgYiBkzZiA6WiypEBw2V6xYAUtLS5Qtyx6GrVu3YunSpVi8ePFfcUoK/iIE+dC6v0t9dm/Y25DgFQ9iz5e1BWMV/q0oHAAc+hkYMYsOmwCdKGcMB5LTgDZjOU/Z/B3ga+w1pNZSWZArZQKAkt24Qr73E9GhsGhboM54uji+h1tNdDwwYiZw4R5/v/kU6NmI87zMLMPt+k8Dtn4P7DlHcg4wY2/bCaB/i3f+SBG2blQZZE/sHomOR3EGIQMsbfIpJ/YzAexFKtmVk1BjeJWkepKbQzImZ7Lh4AO0WkBVQtpXZ+fJ/pzsDE5+ry2TP8+QViSIsu6fKtMJYWYKlYLN3Q1LNMv2prX9npFc9S/UguWrh8ayx+xtYeI2rlRwLs6lq6OjH2DzD1u0R9yg4qhS0cBiQyfDyXxiGLC+PXvSnAOA/DX44IWeYz5idgZQuCnQYw/v80K9Icv1lSzHbb9KbzCjIzm/s4WOnkXbsPzWHKJuA656t0U54xMpbJz503w2v2fv6oSYkcxFhV1DRNMW50Dm03mXMW/mkRfsPYHG0/VRH6v4fBRqzGdq+wASKl2WGGIuID0RuLOZ5Hj/aBLA25uo1LVeSFIacZMmN2vbUjVb3569r4/2UNHOTid5lkIIfj88nsS5wyo+hzEP6ToJMLqg0TT2rYWe42sOvlTMLe1pxvRoP1B/MhcBhEgHOw+gwRQuVBRsyNfS4oHXV1kSmxrNckrP4kDkDWB+JdPxcivE8T4/G4COC0KCQ+eJyUDP3VRVN3Tm993WjZ+fkcTrcC0IbOzCvyFSVBhMZVoOuhzm5OVk8nkUFokKNABKtAc01lyUkDNG8qvIoPfYJ8D9XVSuP+Q5UaBAgYI/AX8J0Tt06BAeP36Mx48fw9/fcMVUJyljmzRpEl68eAGtVouQkBBs2LABHTrIlH0o+J+GhQVQyKhN0sqCuXX/BRQPAlaOIynKyqahSVQc8NMGktyejRkVYWncf2jlyEDgi/NExUKASs1epWX1DInJzbUs9Rl4lgrROyIqTiR5AFAphP2TUpInQKdj/EW3hsDcbeLrKw8AbWsCrjIVaHkiJ5OEzhyen2aJqkD0ou5SAZNCcCrMSAbubxdf96vAlfHNPcTXjEOQLWyBpjOBg1+YmqekRHHi2XkT+5wKNAKeGDnp2bjS9fPpUdG1UIpKH5mWXSWEkvAYq4TXVlC1KtiYE1i1mmWCyZFA6e5UxOSC4QGqEMIEOT0hbwXy70LqG5ZJAkBgLb0al0xCXPUTqlBZKbwHcc9YdpubxRLeSIlj49VltJzvfYBloAKhf3yQP4IpSv+TVEQBksC8jGec83NcPUIA27eUCySGUzXPShHLT98lKDvqNu+zFPEvgNUtGGgOFQmkufJPc7Bx5T7psfxbcOAL0cyoWFuSCzlcXsgA8/6nmF2ny2UvoGtBGgtdms/tAmsAz09QqS7bD/AsCqgseM35qvO6DnzBssWAqnSGrDaa3xW/Stzu3jbDz76+Aig/UCR6Sa8MIxPqfUen3XoTOSY6HUtnL/wGXFlEoq+x4DUc/FLc7/YmqqPtljNfzziz8M0jksqCjfkdLdyMBArgM7K2PdBtGxXLF6fFDENbN7qlWtjQ6VRK9LxKMJtQY8ES7JQokjuNBf9Wayy4uNF+NZ1W1RZUlkPPktBa2AFtlwCbexp+T21cqCw+PcSS2lLdSPwUKFCg4B/CX0L0+vTp89Zevt69e6N3795/xccrUPCHEJsEpGdQnXTUz+/9PfkjoKA/ULnYW9wp1RoqGJ02Aoe+FEvdnAOBjhu48i7n6pj6hmYI9SfRlOQdEBVn+LtazRw9c7jzHKhX3vC17BxAZ6aSKU+oLbiqb85kwtEXeHFS/N3GxVSBSQhjVlvR1kC9CVwN11pzzDZ1F3vd7L05qbV14zhV/YQk0srJ1ApeQOwTIDeTcQZNf2IJ141VXPEv0JBq3rHvgPrfAWd+NNw3XzUgoJrpMa8tN0/ELi+kmpIcDYRfFCfwV5cB1T7hxLZQE07wnx6hgYtXCU4kBbv+Ag0Ay/eMX/grkJUmkl+3QlT3NJZUKa4uE8voAE5oO60HHp8yJHkCUt9w0aPKSDoUJkjqhHMygZpfUrF1DyGJCT0P1PnafGB5lRE0vOiwJu+y1qg7VHSE759awzLD2uPydqVMT+RzIYfsDKpxFYcyosO1IMs53xVqDQAV73HxDiQEGksugqRGi+cqh1vr+FlHvwH8KrOc0dLO8DvllI+9s22XUTndPVR8T6Vm71uvfVTtbq0Fri5heW6loSRnAJBs5CoadZfnWLILyzmlx2s8HYi5R2MVcwY7aW9IKKUkT0DsE5ZJluhoWi7pEszrK9AQuLaSFQ+hF0RCl/ACWFIT6LqNBDryJs9TraGRU8xDlkD32A3c2cTYDp8yVMvjnpMgVx3Je/r8BMuvW8xmCbGjP7CyEUu3g+qyP9C/ChBcl4rqR5d4vvHPSKALNKIzrNoS6LGLiwvGi3wKFChQ8DfiLyF6ChT8GxGbCFx+AHy3jCHizasBH3egM2VuLpWuIB+xovKdIgiEHqCGP7DcSJdL9crRhwqHOTzcDVQeDrjkMRGVwNOoPFatYmTC8Wvy2wf5AK+N4sM61PnAPkpHP5pIyDnxqbVAcD32dwmo+gndBAWkxbHE78wM/cnVAUp0orogNbJRa4D2K7hv95101gy/wDK1zmZMPQSkvmF5ac2vODF29CfRCLvEcrj2K7iK3+84e3tyc/m7d2kSVSlyc4E3eRiOJIaLk8aw8+Lrr6+yV8jKkSRBl0uS2XCq2JsF8HMbTfvgXs0/FWoNy2ITQjmxdsrH8r5b6+k4KkX4JZbGvrpGAuVdmuT/xSmxz+zhPk6Um80isX9+nJPz0j34GbuGAi1+pTFPZgodC9uvZOmkYLShUrOs1a8iVVOXIPPnH/ccWNFEVEoBfg8vL2I/bJUR/NzYx3yOnfKJRkGZKSSc5hB1B3h6GDj1A/sDa43lwoCNK4/56goJm09plnk65zPc39GfpYMbOolE1rccHWJt3U0z3AT4lKVS1207+yJTY6hGVRzMqBGA11uiM59T4+Pocvl97LmHix/PTnCR4dpyqnpC+XLh5sA5I8fSPSNIyPscJPGzsKWymvaG19JyHpXAJ4cMv7tWjiRAr66YH887m6jqSYmeWsOe0NgnDHRvNJW5ee1XUl17forqbNWRXCBIT6AZUnKEYW/nsW/pztpyPs1uwi+z9NqtMMvl94zk9g2mslR8z8fsO853idUAZ39mxEj3nbzuwJos2z42Aag6miQw7CKNohr/CFz8FchMBbrvAF6e5zOgQIECBf8AFKKn4P89Xr8BIt6wZ+2bpXytTlmgcUWg9RiSPoCRC7+NBooFApFxgLsTCdZbSx2d/NmrIpTs2XoAWcl5B2ZbOry970gCTxegWgmG0gNAk8+AVeOBpXvlcwAHtgQ+k1Rd5fMCejWhK+d7w8IGqPqxfvJ0WnxdUH5urhNfK9KSrn9Slhz/XCR5AA0gHHyAbjtIKN485ES50lC9Q56OEzStNXvyAE5OzSk/KjUnpCnR7A88+CWVw4JNgIINqNzEvQC29RYVVjtPOhHKOfKp1UBQfeCuvrRNraEqU34A75vWSm8f34S9QzYuNNBoOY/k9dVV8VivrrBks8smTjQLNKA64lH0nYf/L4W9N50f94xkyVrXrSQV69rJb58Sw0l33DOW0TnnZ+TG3W2cqGut6bIY+5SkJjcLiH/J+719AAnK+TlAvxNc7Hh+ipP8gedIxlKi2eN2bzuwqDqVtL5HTEmUgJiHhiRPiotzabgh9AwCJHo9dtNsxMKaJYXm9ncJJtFLDOfPmlYkJSW78NykGZl2nlxE8CzKRYDEV8DN1cDZnwyP+eoqS3177QNO/sBFBylUaqDhNN6Drb1F90c7D/aGtl7IqIQXpxjcvcZ8VBEe7adSVrY3F1oAEpoyPflvzxJUmqXqoi6XKq5fJSpYcU/52p0tJJQWtlRLG89gqWRGAheA8tcicTKOC5EiO4Nul7ZuXPzwLkOymJPO5yn8MlXk4HokV+UHAlU+oTGKQE5vbQBi7ssf/8jX/K6lRPDvhEcI8PQ4x6rB9zz3u9tEsgwAt16y8qLTeip/q5rzmXu4h+MdcZ1lyCo1DXYqDeU5Vv2E47OlF52CFShQoOAfwru7PShQ8B9EaCRw+hajB7ac4Bx+TA9g9sdAaBTNWAQfjtdvgA5fA28Sga4TgVJ9ga/mM6T8rdBaUTFw9AO0llz1rzTU/PaVhgJOZrLbZODhDKyZANSmtxHuvWDp6eqvDcPprSwZr+BsT4JaOIDxCwd/Bgq9xYAwT7jkZ4bagNOcpLVdCgy7ztVx37Kc7Ay7wdcdjJx172w2Pd7NdSy301gyliBfdeYRziwAbO0FQGeoKN3ZzHwxOZTtY6ToZHNiumMglZ0C9RmgLp2Yp0RxkvzmkfwxCzbkhFRjQft5W3dgdUuShiW1SGrePGJERHY60PsgFSkpyRMQ84CT5M9eUT3wKWvGFOYfgErFsS/egZPjG6uoIglmGFJoLNlftmcEsPMjToDPz+a4uBag+Ui5fpzs31xHVUmlAmqP4XMy+Dww6gnQbinHoPbXVERqfEESvK4dj72qOe8bQPJ34VdRMTRG9F351wGSKGMzjYSX7L+Le06CXnu8mXFR81of7jV8/fgkqnlpsYw+aLOYsQGd11O9TI0Bwi4AoWeY8SiHhJckNl02sUdVgGsBPkeWtnTjlFr8p0QzW9IlGOh/gosY6XFieaMcUqJ5nUKou4Dbm/hfR1/m6FUeJprX+Feien5tKVeQHHwZp3BnM8czOYIZoZu7s/9w7yfMGCzRmc95kebmzyd/LRLLLluAu9uB7f2Yh5iVyuqHut9QMX16FFjTgkTS1sXwu/JKpsdWQNwTnmPsMxLlm+u44FZ9NAmflYMhyROQkwUc/ZYVFgCfuWfHuXhj6041umRXqtVJr5nz9+w4HT7/r72zjo7q6qL4nom7C4EYBHcN7u7uLm0pUO/XUoMqbWlLDVpokeLuheLu7h4skCBx1/f9sTPMTGYmBIkQzm+tWZAnM/e9uYG73zlnH2c/0z04BUEQ8gGJ6AkvJfFJwNkQ4OO/gOOXmbL4Tm+gQRVg7n9A5ywzvy6NgLHdgVHfs09dZibwwyLgq5HA8G+Bmf8Cbk7AZ0MAm9yV02kpVh2o1JdNunUp3Y7pi0+InxfdP+9HAbGJdEFtVZPN0+88BDIyeIyjHeDhBKz+GsgE4OcBPJfWlM5+fPk30N/+OFMZ3f5fetsTWV9UYzjrkjSOlRfX0eBBtybw5Dym/DX9lJGaxAi2bAgew1RNO0+mXd05AuyexMhN+ylcfG4Zz4hIr4UUXIf/4HsqmTy22yxDMxYrR0a37p7gwvj8Su2+lDi6AdYZzXtxaj4XxMZEnoYTcyiECkO6pi7JMRSrTT9mlOLWPgpctTkFsy4Ve/JajbXH2Pox+7mlxAFbP+K8rzqQ80VjZGJsQay578dnUWgai9gem8mIsrHzPcqZvjYrR0NjH4BCKzaUDy98atDoZ8uH2vln7cT0ymN/GwpMJZMRyLY/sE5r+4Ss5ueunIvJMexf1/pb/QcL2Qk9CNw6wHYfjT/iNgcfpsReXGO65cTWjyjO+i7jvfZvxDpQY/jWY7pk9tralFjgwSUKPSdf1vM1+oCprDG3+fuREse5un2C8drce2f4e21pRyOlgesp+oNa8d+26zv1jzezBFp+DVz6l83oH73PWToS91zAhvAtv6EQB/h77husn/ngW5dzxRhuZTieU/NY/6nBJYD1faZSZTXX41ef0Tw7d7Z7SE9mSrFuimrtV/mQo9U3rBvu8Ls4bgqCUKCI0BNeOhQF2HUC6PKR9v/oYuVorjJpPhuka9wqf1kGrN0L/PEu0O1jbjt1DfhGJ3j0x2pgSFvA3+sJxZ6zH9DmOyB4NOtSMtNpyuAWlLNJRA64Ohqmkro6AWWNZLaVepYI3vOkQg/2RDNGUGsuzq5t0d9+6Dc++d+nk/q2fixdGtv9BNh6ckFuZc9asC0fcWFdsjnw+gkuWhd20RqlAHTMbD6RqWsn53Fb+CkuZLMLPVs3IM4B8KsHbHzL+NiPzQT6LKH4MRYB0+NpXHDyAUWhuLLzAqYHMxrr5MsIzelsphnlOjOd0BR3jtJRNjKE34Ozf+5biJh6GABwfLqLbV3cylIAGjM9qv0qcO+c8fM0x9u6MkWwTPusNEXw+teNZsqfMTwrATd3AVvf025LimS0Ly4caDwecPCm0D23zHjLDedA4MgMrUir/RqjZZ3/BEJ2GP9cgPP14WXeL8/yFJTTgw2Ng5z8+F0GNDZsWh/QmJ/r6EOhaW7Fa05N4AMU76q8nntnmP5pimtb+V5QUYyN3AMcm80IX0AT/n4kRwEBTWmwYmHPthHZyUjjg4K64xix86nJlGdNLa3uFCrVipE5jamRLo0+4Jh0RR4ANBrPyGO5TqavBaDhVL03+Tu/YghrNHUp2Zyf2+UvRj6dfE336RMEQcgnJHVTeOm4+xAY/RPXhlVK8cH84DbA1/MAO2tg2RfASJ1+ctfDgGOXWQMH0MjkRjiwKausLC4RiElgZPCJcfbjYqjLdNp1l2rx1CLvhcUtiNbp2bGwBVp8xfqw7Av5xEiKj8Bm+ttDtrFGyd6T4mz/FKb8Xd/BRfD+KcDfDVn3Y2yBveNzpmFpFmhupY337TOzYJTQVKsEICsClfXE4NpmpvqZouZIpoEVNmycucCOuMoIRtR1YM1IoNH/aJiju5C1dsq5T2ByDCOu484CJYKfqE/ko7oxY1ToTkFmDNdAYPB/gGcF7Ta1GdtpVBts2Kvu0XlB2r9b2TEqXbotI0hRIRQotm6MCnpXYbSu1iuAa2n2Pdw9yfA9y3bkHLh7DNj0AQVUv1XsF6iLXdbc1aRdepSjCIm5w3lvqh4R4L8dt/cDc1oAM+ozmjRkE8eoufbyXVnLd2YJ6+Bu6DjiBjTm5zr70Rgn7q52n6UdI9S1RvHlVcn474aG4rUZjbdy4Nz5uxFwZBojciHbKbwGbQSafcaHKbf3GUaJNURcoWCPuKqN3FYdxDR4XZz8WAupa9BjYcO6V9fSwN7v9Y9XqflvxY1drItVmZiTfg2y7l0XQG3Fmr2aIxll9ShPAd5lBlC2PVCpJ++fiDxBEAoBEtET8oz0DCAlDbCxfLI1XV4TFQfcecA6tfmf6huuAMDhCzQyGdsdSEzhcamp7Kf3wQDAwQZISgVKFQd8vYCoWMDCHHhlMpurZ3fAfKnISKM9vKJiOqRZLv6JsfcCumf1Wds/hYKgdFugwbtMG7y1z/AczSKq7jj2DDs5lzVwJVsATT4Czi4HynemMUJ2kmNodKFrQqFBUbgQ9yhPd70mH5s2zTEzp3NjTmjqhx5cpDAoXoctF3TxKE+xUlgXhv5NgDAdt8TURNZLdp0JNP4QSIphPZuVPdMBNX3WslOsOmBmBTj5G86LlAQg8T4X+pYOjHjp4lWJffx023TYeQB1xlBwxoVzDDZGfvm8KrGHW1IE+zTauQOWTuztlhxleLxvfdN1VTYurJvrtZAW//aeNKw5s5gipPdCirHslvrFa3GcCzppo7u3D3B+dv2b0brbB1lj1yer9UrFnowSWTnS1GPIVtaVNvmYvyfGRFHt19kqAaDJUdQNpjw2/4IRprRE1qilp1Bg7ZvMtFJrJ0YN3csAS/txTIkRfNm4svbs9kGmjPrVp2OotQt7TG77zHAcnhUAryrAnFZMydz6sX495M09fKnUwGtH6ZRZsafxe/4IFX9Xzi6lc6tvXW300saZosvMgum2I/dxPqWncp6YW/H7yp7yam6tNbw5tYAR/ezXY+3Ef1PUlryHTr7c3uFXoMXn7E+oUnEuGXO+EgRBKEBE6AnPhYfRNCu5cJNulMU9gJU7gR0ngQaVgREdKIZUKu4vSOFnkTXrJ70KTJqnL/LaBQOTX2dN3r4sZ3UHWwq8Ps2AcoNY6wbQmfPf75jaueUIa/4eRL/EQi/qBhs2a1zoqg3hk39jEYjYO1yk3T/HqJlnBabSle/KhbC1C5tbZ2+srqF8Ny6sFnXn0/b6b3PBbe/FJvSV+hja/+tydRPbBGQXegAXpFaOXOyacr+8fwFY0hMIHkeTjMhrhsf41gPCdPpbnFpEgXBrL5spKxlAjRFMC9S04SiMOPkAqbFcFGsW66mJFAQAnQy7zgTmtQc6TaM5R3YR4lefDwDWvgKMOa0/J6Jvsk7y7DKe51aa7Rf8G2lFtkMxoPcium0e/JVunk0+4qJ8x0QeE9gM6PAbv7Ps/8C4BBj2uas5nHPs8DSKBZWaqYrtfjQUmhoSHwKHptFwRJMOaWHDmj3XUkxHLNPO8Lx6b/KhRfYUXiWTbo5Dt3CuOwewL6WzP91I9/4AZKSwTtDChg89Dv7KutH1Y7Qpiio1Ra+tK1MqrRzZogMqoFxXXuf987x/CffZay4jjeYu5bowVfTUAm2POxsXRqTVZnwAs3yg/ndavitdZGsMp1Ol7jwHgNaT2bsvM533Rdc4Jvv13ztNkanpBWhMwLqXpZgvVgNQmTEyunIoI/UA0yqbfsrx2LmzfY2jjumTolCw+tbXf3CUlqiNpJ9eyMhsv5UUk/HhjEpWHQgcng60ylZ7bGHD86OuM4J75yh/jxu+D3hXz3VrHEEQhLxEpSimihteDGJjY+Hk5ISYmBg4Oj7O51543iSnAGGRwJifgE1ZgQovV6B6aZqbfDUXeKMncCYEWL6TDzwHtQH6taQxSEHwMBpo/z9g+ntAvdFAms664txc7rsZbnjeb28BAd5Apw+126qVBpZ8Dgz5Gjh0Htg7FahjZJ1Z5Im8xj5wMbf1t7uUBEbs1D4F1xw7pxUXSBrsPGmT71VJ//zoW6z70jVvKNeJi8xd37JflYbO02mCEnOLaVX2XvzZGCoV3QMX9zLcN2o/F8bFahhPCYy+BfxZW9tXrssMYNVw/TQ39zJA+1/phJgUSWOYUfu0KYRJ0Vzkmko5LGwkxwHnV9AJUfe/DHNrpkbu/JJps0FtGCna9inT4WxcKfj96lEspCUxtS6wCc+PvcN5Y8zddMgWtr/QRVHoFpkUBfxZy9AIxMqBLpcn5zHNzr2s/tzLTmo8Wx2kxFJo2Psw9dIUF9YAC7sablepgNHHgT9qMN34wipto3kA6LcCWNTD9PuO2gd4VtS280hPZv1oRirTIx18+Pvyc2nOG78GFI8ZqYweOpWg6Nj1Ne9l7yU0StHtW+fgw4cX/47TPph45QDF3/FZvK8AW3z41ee19l0O/FLGeA1k2x9p0BMfzh6RJ+cxGlu2A4Wipi9k3+UU/6Zo9xOFVbufmdK59SP9/WaW/F11Lcna28w0uo4ae7jSaRpQ61Xj/wAnRgDhp4E5LfVrFht/yAc3F9fwZ0t7/htj7cKHDqnxdO419jDmyn9MRc0u4Bt9wGwDcdzUQ9ZrgpD/SERPeCoyMoC7EcC568Cq3RR5Pu6MhiWnUtidDgGmvQt8Ow+Yr+Ol8dEM4O/1wH8/UDjlqvH4c8TJni0GoNIXeY2qAJdDjYs8APhmHrA9WwDo5BXgQRQwthvQvDqjgKVL0InzpSEjg9GA7CIPYD3ThdW0Jlep2GdtWX99kQdkLc7M2EPt3hmmugU0o1Dsu4KiKjkrRdDOk6la2SM0tq4UeQAXjkM2mRZ6pduzYXJ2KnSjYQMUfr4xwk9q66dibrGWqe0PXCDGhlJc2HsBB6exbUDpNuyt5qwz3sLmrvk4rB0YRfWuyohSVAjgUwuoMRQ4OFVrGnJ1ExD8Og0zao7kIvnsUvaL04iFFJ1eavfOmG5hseldwG21fr2VSsU5sOc7426PKXEUHFEhfJjgW4+RQFN1r5b2j3eF1ZDwkGmQxrBxo4hQFEaJe8zVF/+Pe56qNtfv2WhubThmO3egTEfg0lpGpW7towg0t6LwHfQvxxA8lpH17M3J4+4y9bPFlxybZwWKu30/MoqmUtNQp/pQOkcO2cSouKmx7/uR89rRh6/S7Smg4sKYNqkhKoQ1guGnDd9Dpebvy+2DrP1s9R0f+Bz8namnJYJZ+xh1HYi5C7iUYuqzMZEHsA1CqVas+014wChgUiTvp50H4FmVDxr+e4dC3NyKqcftfuIDgWN/c15d+pdZAmU78iGNMefMiKs0gDJmtLR3MmtARegJglDAiNATnoiMDODmPWD+ZmDXSeDjwcCGg8C0d4D6lYFuHzEV0tYayMgEPv0bWPApcPUucFDHpCzkLjB7IxDkA7SszfYG+UVYBJuFz/uE0bfDF7i9ayPgrIn1g+Y8jRunLjfDga/nA3M/Br6co2/k8lIQe4vRHlOcWgCU7UzjhLQkIDRbjVrNURRDf9bRLt6P/sWF75DNFHvGbPLLd6btvSbVS6XzxCAllhGRGsMN7datnWh/npllhX/7ANO3agznvk0fAKOPmn4CkX3BGhVC8WrtzBTDQRuZttV+CtPuLOxe3BBvcgwjXhfX8J6W7cjm0maWvN9/1jIU7SlxTGHUbR9gZqE1pnHX+S6vbTX92eGnjTfYTo42dGHV5fZ+urVe3sDv9sTcrBqrZ3yilJHCaK4xMtO0rRoS7gNrX+X3n5bM1ETHEpxbxq7HyoFpx4/9/HTO29AD2uhbWiJfjcczxVLJZF3fot+Mv0fsHUYubVyBzjMofl49lOVqqlB4P7gIjNxNUWXKDRcAEu7pR8bUagBqwNmX37d7WbYvOTSN92JpX0Oznobvafto3jvLByRhJ/nQplg1pqAe+5u9B8NOAG+FcL/JMd3nfDWzAK7vYmRZ8/DHvxFTgovX4u9oahznsJ0nYGENtJ3MuuC0RN4jTc2fKVLiTAtOJZNCW9cESBAEoQB4QVcfQkFx9jrQaAwjeOZmgIs9I3NJycD7WWmLayaxHcHsD4F/PgJmrKMQ/HIkG3ZrWLuX9W+T5tEJM79ITqW4+3UFI5DmWeu/dnUBd2fT5znaAZZGHo0U92Bz9elrgPf6MWL4UpGZQZMNU5hbM43vr0bAzb1Ai2xRkfpvsd4ou+NdcgywbADPjTMSZnX0ZUNtTTPnBxf0G0wv7s76mn4radJSrBoXciP3sl4u5iYXzu1/5tP3U/NYXzhyt370LTsaB8PsJEdzAa4RFOaWXMS/qCIvKZqL7N8qsIZu9yTgrwa0ls9M53XqRts0HP2Lwso1iFbz/VcB3WYz4tR9DhfWGnJKqzQljMysaIJiClsP/fMOT9NPq31aLO1p9GGM5BjWHVrY8pqafML5nJ7MCFNyJNBxmvFzO04zXROoISmKUcyFXZkK2WYy53SVAWxbUH0Yx2flQNGZUwQxLZHvsfl/wC9lGZFOTWAk8uZe4MJK/qlWs91Lpd6sf8z++1ljBCORGUZq6hy8+V2bWzEyt+8noP8aRgu9KlOI91pAoaVrmJSRAuz+mpEw97KsZ314Cag6AHjjIpCelPOcsbQDBetZpnzH6Ajzm3uAue2YeWDnzrnr7EeRB/DfKZcAijNn/5xFHvD432tjPRoFQRDyGYnoCbnmYTRw4jLw65vA+RtAm2Bgxwngv0PAmG5AzXLsBtbzU21KpL0N8NNYIDwCOH4JmP8J0PdzRgbN1EBcEmBtBUTEAJ7OgHk+zEgbK8DFgZG4W/eAXb8B244BO44D3m4UdLEJhue93pWNyHUp588xxycCl26x9cJLh7kNU7juHDG+v3Jf1vG0+prugQ3eASr2YOPz4TsoGmqN4iLVwo4pYRrnxsirXEyGbAeq9td/XwtroGRLYNx5mrpkZtDYZFZTLrwzM2nMUmMEzSyiQpiuNa26NgrYahJdO72qZNn0uxuvm0tNYIQw+gajIX1X0LEwe0+uxuMZ1StspCZS7NzaR0Hq34gLZrscQunRN2kUkp2QbcDpRazPajaB340uN3YBpdsBPecDS3prF9sqNdM5S7fVHhvUhoLRWPpb9aF0sLy4HvAoy3Ya1o58NfwfcG2b8XFXHaA/7uToXPQxzAXWTkx7vLZFX0jZe3OOWzkC3efSfXTd65xvGvwa0Fl25B46TD44T9OYpp8ywvk4URB7V9saYHFPiqaUOKBid2BRT96TBu+xTtW1FAWnKSMj5wDgnzba5vOhh9ikvMG7bE0C8F77N2JarZLBlN2G79FE6OFF1uc9uEhDFCdfoM7rrKHTTT8tVpPGO0f+ZJr0qfmsh7t3jnNkw1vayCTAeWDjSiOl+PvADp0HQiHb+O9C15mcRzYuFL/ZqTaEabRbxhu/9oT7nK+5TdfNCUsn3hdjRjNmFqYfCAmCIOQjIvSEXBObACzYAmw/zgjd4K+AH8YA708D3uoFlPUFxk+nm2VQcaY5WlsytbNiIHDyKo1aujYEVuwChncAbK2An5cCM9YCO34BahnJ0Hve+LgBH/QHFm1jP7yJs4GVXwGv/cC2CXM/ZquE+zrriO6NgZGdgPKDtNuqlAIWfAb0+5w/VwsCPJzzfvyFDjs3wKc6BdPNvfr7SragUNv8AU0eWnzBOprei4AWXwO7vgFOzdUeb+XAnlQWttq6r4xUYP9PTO+0zdbOwNxS66gYdZNuiL0WUoCFnWBkoPZrwOxmNGPIzo6JwLgL7LdmioSHwOGpwM6vtALR2pnGD1ZOrEtTm7E2qurAZ08RfFJS4hjxvL2f4/NrwIiKtTP3p8bTWGPlEH3BU7YTjWRMRZM0Nv3GOPAzxY13FYqLjW9pm5pbO1PMzW6un76pZAJHZzBa0vADpsY6+AI95nFsmtROgP3cAhpTAM3vyNq85l9QUNi60iin/tuGqYV1RlOMa2ooAT4MsHLO6Q7mHs8KwIC1rGGLuwu0/IaGPCfnAquGAR2n0o1UV+QBFNj/vU8XR6cSnMvFqmeldObClOKyjoNs7deATe8xYrrnez4MAfi7s7QvTU2Cxxr2jAMo3izttSJPw8NL/N4sbCnW6o4FptfRF1OHfgO6/cO05IVd9X+fjv1Nx9PqQyl0AcDcgoKqdVY9pbkN5+fB3yn+slNzFKO1gU0YectO7B3gxBxG4nrMBVaP5MMXDeU6AQGNACXNsD5Rl5u72RbiWXEN4Nyf08KwnUb7XxhZFgRBKGBE6Am5IjMTWLWHIs/Sgi0EroQyDRIAHO2BmeuB2eOBD/4EwiOBxGQgLQMY0JLunFWDgHmbgb/eB67eAcr4AtFxwNS3gTFTgCHfANt/phjMS8zMgCHtgIhYjuleJHDpNqCA5iof/8WUTisLNkL3ceO1RsYAK79kVM/BBijhCbz1K9sqmJsBr3bVtm54aYi9y8WWpQNQ/12g7ptMgdRY1acnAf+O5bHXttK+HADcygGX1umLPICiZeUwpvuFbGNaptqc9WGmmilriA+jkDg6gz223MowTSsyxLjIA1gzFBuas9C7uZviVJfkaIqT0ceBlAlMJbTz0i5y84rECIq6sOOMfnhWZFuCLR/oR5kavEfnPzt33oMVgwzT+S6tY5Sl9muG487MZBTWFEmRFG7Wzkx7DWpNEw61OeBQHLh7RF/k6bLvBzZAd/IFrO2AwKZsLxB2kjVtfvW13/u5lTxHUVhv5d+Qx9u5A00/Y4Tw2laOxbMCTTR0+6CZWQItvwBsnXNxc3OBpT1QpgPr2pJjaR6kiR6ZWfBeZxd5Gi6tBWoMA7Z9ot3W/hfeC2P9/3TRFcHFqlMotf6OhjMadnwB9MxKh0xPps3/4T8ostTmjFhX6c/vqdci9jJUW1AUHf6DEVxbd6D2K8CWjwwjZpkZwINzwMl/jP8+bXiTAtaqtP52Mwv962s+kZHk/VM4NisHRoerD+W9MWWcA7AWuMc8YNP7bIJunjVPzK0YNVwxmFFTx+KGtaMaXINMv/+T4l2NfQBP/MMsBCc/oO4Y/mnMwEUQBCGfedmWpcJTEh4J/JpVM+9oq412uTtROIXeA/q0pFD6ehQQ+oDtE7xd2Zzc2goY2g5YvQcoVQKY9SFw8DzTOYNKAJt/An5cTPGV10IPoFCdMIzpqJt+BBZsBvq3pGHMuetsl2BlyYhjdDwweTRr+uZv5vWWKUFRu+0Y32vuJy9h2mZMKBuPH57KhVaTT+jaZ+3EhfnWjw1ro8JOMrVMrTZt9JCRynSy4rWY2ndqHkWjzWMmxs092r/fPqhNq6w5Mufz1Dn8M5jwwFDkPRpnGheezSbk/P7Pi7hwWuNrzCv8GrDG8OAvvN/OAYwmRl2nmApsSqv7M0tM12ztn0JR7FlJ3wlUrQbKd6eINEapVtpIlIW1YZ+6UxdMX0dSlL4ph0MxRpT8GwJbP6WzZVoia6YavAM0/5ytAgDWqfnUpDiwcebLswLrxKKu8cGChS3/DGxGMeT+nA0xVCoKiYQHwJE/tNstHdhnzxSKwvo5XXZMBIJaPV7olelAoQtQ3PSYy/RkJZMGJtWHUMDE3OK8WNCJv4td/+acUJkBVzay75xXZQo5TdTTrwHQcx7nc1IEHx5s/cT4OIrXYq2m0evLZETfrbTx/RrsvZiyWnMEo8AWNox+bfofRahtDgJJ4w764CJrRc2t2BxdyWAU2b0c4BTINNT1Yw3PV6kZiU6O5b9NN/fwe/RvnBXZVtFBVFP3+zgsrGgU1fxzPtiwcgQsbXN3riAIQj4gQk/IFSlpwMMYRq7aBgPBFYClnwOujsCiz1jbZmVB4bd2LzBrA5CQxP0z3md6Z4d6wI9j+R5dPqQY1GBuBvz9Aev28gsbK8DXiy8/L0Ygq5QCTmcZqaWk8lUxEGhZC3hvGtd4besAP44BktPoO+HhzNYSL6rnxlMTfpoiD+DCfdunXCSeWqDvxqeLtRPT/Sys2ZJAbZ7ljDhHP4IQE8qITdgJ9tBrM/nx5gg2bsa3JzzIakB903CflWPOFuiZaWy5UO8tugyenMtFpobwU4x+5fWXn5nBqMG55UyHrf8267zOrQBafct7evsAI41elYGrm4E93wK+waYjGwAX+zG3KY5sdIxGom8xymesGbyZJVNwrXJIOfSuanqfnSdFnN42D2BGPW0DcIBRqV3fMB3SqxINNmJDGfXTNFJ/NCZzmne0/AZo8D4AheN7nMnJs3Bpnf7PKTF0ajSFuZWhoUlSFOe6R/mcP8vJl2nBt/YzHTI5mqJn+E7ej50T+Y+Rsz9FU9sfgf/epROnBtcgoMnHTDHV5dY+1toN3siG4o5G+sVpeFybCE36bk6kxDP6fnMvjw9oDEDN2sf4cKZVHvzV+LlBbfTbopTpQFG/9RM+HLL34u95lf5A9eHACR3HXXMroOdCzr8rm4AVA/Qjpf6NmI69bQKjcjlFFrNjbpm3c00QBOEpEaEn5IrMTPaJG9Ie2HQIaJDVL++3t2ikMuI7IC6R690O9YBtU+ikmZ5Bs5IfxwDN3gR2/w7sPQWM6gRcvAWs3E0xlZ4BjP4ROJFDWVBe4pP1EHnFV8DGg8C8TUzlHNAK6Fif+w7PYM2hi4P2+JeWxAhGkrJzbSst+HUXmBrMLIDAFuwFtuMrRuoyUhgd6rmAkRxNFM6vIdsiqM3p1qgyf7yg8quvb+Ov4cDPQIffgSU99SNJajM6/5lanKfEARHXaPpx7zQXfsFjWY+z+QMe498ofxR+fDijdP6NmP63qJv+dToHsLZxSW+mudYcSWHw4BKjeifnGn9f37rA/bMUhl3/4v1OTeTC+dpmOieeWgCcW8Z7F9AYaPMD4FY25/F6VeZ9NeZ2We9NtthQm2mNa27u0xd5uhz4mbV3G98BAprkXNNm58500vgw1nTF3aWIdPB5/rWT6dnq3DIzKL6N1aoCbN9xzkgbkpwiyhrs3BmdTI5mauq5pfz+bd3pWluqFXBjN4Xjsn5Ao/GM8p34R/setUZxDhkj/h6bhvdbwfnjUIzRtexkZpg2IAEA/wY5X0dyDOfTv2P1RWP1oXx4sLQvHzIEtWHtqy6Wdpw7S/vxZ/cyNN6Z2UT7YCn6JtM/7x5lzWCDt5nmbOVIwyXH4kzlXt7P0KDn5h7gxGwe+++bQKep0gdPEIQXnpctBiE8JTEJwMThwD8bGa1Tq4H5n7JebeJsijyA/3d3achavP5fAL0nAD0+AX5cAuybxqjgmr00QjFTA6u/BppU47lJKayVK0hK+gBjugMrvqboe6Mnt5X0AWqWZXTvpRd5AJ/EG0tTO/kPDTOy2+6r1EC3OYClDTC3DXDsL0ZsFIUiY3EPoNlERpbsvQD/+rR1t3YGZrcEplYBIk001tZg5wl0/8cwapKWxPS+146ybq1kc6DuOGDMGUbHzIwstDMzOa6ZjRnxSIljRGn9WKbH1RzJeq1yXZ7gpj0Dmem83w3fozNidjEbfYP1YoP/Awau52LVwg64vJGpjk5+hu+pUjPF7dhMiqLkWG6PDwPOLubif2FXbus+B+izlCImKoQCPSecStBRtVg17TZza6D+O/xzcQ9g9Si6KwKmHVsBOj86Fud5dd9gZMYUqfFc5J9awDq2Wc2AaTWAK/9RwD4vEh6yGXt2dn7JOVahm3YemlsDdcawwfyZRfrHF69l3OU1O4pC4bV6BHB6gfb7T3yoTbMs2UJ7/L7vea/cswS5tTOjdffPwSQh2/k76eDDKKoxnPwYaTcmTiv35TgfXATuHqegyu78GRXCVirZI4Mn5vABimcFYOtHQOU+QJfpfGDgWIIideC/vNbkaJ7T7HOmhxvLHri0jvfGqxJrSMt3pSuouRVTWE25sB79mw+iLq7RdwQVBEF4QZGInpArHO2A2/fooGltCSz8jGLv+4X6x/VvCRy9CPy5RrstIwNYvpORv8mvA1WC2Jbh4k1g2U6+181wOmBGmXion98UFzGXM7YejM7dPa6/PTWBaWC9F/Hp+s0sY4RKfRl1Or3AeCphWhKd+xp/xEbo278AzmSbXNsmAN3+psAyOiZXRjbGnAIurGZKYsnmdGh0LcljWn7NxayZtemG6AAjQevHMHpRog7Hd3kD63AO/wEM2cQo05Okdz0L5jY0PMlINW2bf2UD654W9wDKd6PLqbkFYG4LDNrARfGldVrjkiafACfnUdDVqsdrvHOMkS+NkEhPoWHLqfnaz2n7I8eQPX0yO+5lgAHrgPvnmdaoNgfOLqGDKgBc/jdrLqgoRo/9bfx9XIMo0kbsBpxzMM1Jjedn7fuRkTW30kCPf4DzK4EFnYExJykcngdKJhBxCajSj60mHo0hAVg1klHo6sM416wcadTzV319gWPnyZRk+1wU98bdBeLuGLbz0LB/CtDhF61TbWYGH0zUHcfPSU8CEh+wFYQpkx2nEhRidh6st+yzlNHUsJNMHa37BnPXj/xJ59Gj04Hbh2hEVGM4jV2u72KkP+o6o+u1X+PvtIM3x3TYiNumhgNTgKYTgaW9gVXDWYdYaxTnop0XTX66zKDQs3bhwwbdNGogq1fmexR0Mbcpsm3dtcYo8Q9yTmVOieU1Anxv3QcVgiAILyAi9IRc4eUCHMv6P3Voe6Y29m4OxMTrH9e9CSN5xthxgumckbF02nz9J6Ztfj4bGN2Vbp01nkN7IyEfsLACao0Ajs0wbGqdlkCBELKDEQvvqowspCXQedAU13dQiN06CFxeZ7j/wiqg7WTTQg/ggs7OnU/yjaE2y2qq/BhS4rjQvX8OOL+KEZEuf9F1cPsEiqJSJppn5wX2nhRY17Zot7mXpV1/ehKjjylxjPwpCsWNlSNrlcwtmVLb8mtGN5DJ9Lhtn9Ga36UkjzsxBzg9nwtzUzWNABe/2aOmpshMZwTXFOdXML203liamahAEakbcWk2ESjTTj/ylRKvFVHmlkBiFO/Nsr5aMXX/PNtKdPydi/79U1iDlb0+8GmwcQOS44DidWj6cmo+05kDGjN6tGoYcO+M9vjRp4DXj1PcPrjEe1iiDgVUTs3fNaTGG4oaXZIi2ZpAFzNzulNq6ub8GgC1XwV2fG54vpkFxxN2inW22z6jIOoxl0Y5sXco8Jp+yibmtw8wbbLJxxReR6YDDy7wAY8mEpaRxiizmQVbqQD8HkwRfx8oUQt4/QQfSCRHs0Z0cS+mWB+YwgdHNUfS4bPfCooyzfft35BidN3r2mwDtRkQPI6mPpYOwH/v8OGPKbyraGuFs7dyEQRBeAERoSfkCgdbICDrwXOb2kDPz4B+LdlOQNMcHWD0LiXV+HsAQFgkzVrK+bFn3tGLND/5dAjQsyldOoUXBOdSwIhd7A8WspULrpLNKRTMrVlLdX4lF9w2LoBracA6hy9Y0/ft+N9A78XAkj5c4Gows9Q+bc9rzMzp6hd9Q7vt3DKg1iu8vrxuo2AMtRmjW3aeQIdfGZkJ2U6x020W8PAyxXStV4CSzXiOSyCjHwFNuHBWq4GdXzMSq1Ix6tduCmujwk/ynP0/AY0+BNaNNhxDiWB+lzk1WtdFpTZeN/nomszp9PjwMjBiB6NQVo5cqO/NasNQug1FXsJDRqUeXmZkKD6M11XvTYqEda8ZNwvZ8hHrD/d8z4jb8xB6ZmZAjSE0kDGzZGsRt1IUPPPa6wtV97KAjQO/C+eArJ5rCoVEbuezSs2UZlOozfTTKS3tOS5dc5Rb+9iwvOog1sfqHttlOiOhzb/gQ5qY23Tt3Pg2a/80nFvOSOXhabxWXVxK8vNSsz39OzSVta0ugUCZ9kydNIZ/Q2YKmNsC0beB8HVskTJ8J41lNK66jj7MErixh7V8YSeYEhzYjGnV3Wby352Tc/k9HPiZZjdBbSjIg1rxO3l4yXAMrSezX6atm2H6uSAIwguICD0h1/h6Av7eFHYZGcCGA0C/FsBcnZp5Swv9h6zZcXMEEpLZIP3tPhR6AF07f3kTcHPK++sQnhPm5ozW9ZinrZsxs2Sa2ZyWjLgAjNQd/RMYsgOoNZJ1fMao/SqgsuCCbp8lUO8Nui5qqD4kf5oQx99j2whdkafh6AymQTqXyvtxZCcljlGifsuBlcO1jbIBLmA7T6cQs/fmgvvKRuDqFqbVXVwHBLVkJKxiT4pVlYr1b7f2aUUewFS9e6eZJrfnO7puWtgw6leuC2D5BL+ktu5ApT76qZ+6+DfiAv/QH/p2+C6BQP/VXOhbWDNKdGkdcO+cNvUToClI6Taca9n7vj26b7EUQZ4VWLf4vHD2B0btp5DZ8y3QeDzr8K7v0BrLlGrFejeNaLCw5utJsXbl3LdxNd6fsFwXrXmJ2gzotZD33qsy54yNK01bitXgvajch2maVo4Uevt/YkTStSQjXwFNGC3O3krh3HLWa6bEMGVVUx/nXZVmMatHGI4tPQVIigZcAJTryIhi9vpetTkjt1b2HO+xv7j93hmgSl/91ikb3+W/OYf/5AOJzDRGLjUGSWYWQI0RQMdp2ocVe77TGsVsfAfoOR84PpuCMDM9q7H797xPYceAQRsBp4DcfDOCIAiFGhF6Qq7xcQfWfQtcu8vWBPO3AEdmANfDgD2necyuk2w/sPGQ4fklfYAH0RSKtx8AHlnrxZplgdIl2KZAeAFx8OLr4RWaXuz/USvyNCgKsLAD8Ppp2t/vm6y/P6AJUKEHMCWrli5kGxemGpz92QA6JyOO50ViJGvJTHF1CyNh+Y2lAxe+cXf1RR7AxtvR14Hp71PYmFkAFXsBlXoBywcBHX9jc+3ar1JcLe3DaEfwGEYFs3P4D6a/NvmY0Y+Y20xhVVsw3TDXY7alm+KNXYZpe43HM0p1+A/g8nrtdrUZo4ZbPgZafwtEXOb371WVaXkaND3RUuKNG+pkp8G7TyeycsIlgCmx9d8BkMl+fpX78EkYMhkZeh62+3ZugHtWzeGKwfqi1qcWv6fd3zBiV20II4cW1sDQrUztVZmxFtAsK/J3+A8+cEmKZOp1yeZsr+BQjKKs9isUfgPWMiX2yJ+MyiqZTEut9SrwygFGle2z+s8t6MSHJNlRm/G89BSOa9Reulpe28x/F7yrAp3+0Pbfu7FLe65jcf0UWIBRu0Xd6NRr58nUYN25lZHG8Tb+UOveGX2dc1el4nUt6g5U7sdUU43RjY0L9792lLWg5rI8EgThxUf+JROeiIqBbC8wphvww2I2Q29XF3i3L3DzHlMvB7elu+YRnZKSAG/g97eAV7LW99VLA5dDAVtrrk1F5BUBLq9n5CJ73zUNqQlA3G0geDQXw2eXcFuFblwArhqlf7xKTUFVuQ8XbE8iMJ6GuHAuVNOTaXpiivTEx/f0e1pi77Au8PYBwKUUoxCOvhQylvZA9cHA4t7651ToxoWurnV+RhpweiGvqcE7fD//hky3qzoQGHtWa+qy7TPjY7l3lpGqFl/SQbHll3RdNH/Ca3cJBEbu5QL+/ArAzhso05bRtcQH+q0fao7k9dw+wKhkUgQjT0t6A6XbMZKzrB8jUT3mMn0vNZ6ixtaNi/jsWDszrdA16MnGnVtUaiA5io6QVzbye6ozmqLa1oN97p6HwHQNoivtkM2MxCbcZ9TN2Z+CqOdC1ivqYqz+z96TkbDqQxiJt7BlKq6NC+fR5ruEjQMAAGFzSURBVPHAxdX83VSpgQrdGSFcNoC/F5kZTN0s24GCqdUk/m5a2gMwIvTKd6XpT4O3OVb3skCfJfyulAx+P7qpwLopqimxxqP46cnAf+8BLb8yXfd3+E/WZ17dBHhUYLZB+e6cg2lJbN9yPKvPXkATunuWqfP8HwYIgiAUICL0hCfGxx14pw8ffu49C5y4BEyYxWbpsYlsm/DZUKZinrgMuDvTtOXVH7RN0v/XD7h6Bzg5C/DPofREeIGIvWvcxl+XjHQu/F0CaXyQmsA0yb3f6R+nUtGIof/q3JmnPAtx4UwlS7jP3mh2HmzEfGG18eMr9cmbcURdZyuJqBDttmLVWa+oEZ8upQyjpZX7GTbB1nB9OyNq6SmAZyX2dzv2N9B1JlNTZzYBmn9OkxBjVOnP2qdKvY3vzy3Ofqy3q9yP1/Hfe0CJ2nTu1Ijqum8wdW9eB+15+37kd9HlL16jQzEKj3Kdgc0fUhQPWMvUvDaTgdUj9e32VSqg69+Ae3kaCOWW1ARGTq9uZm1gUCvOR2N1chGXgT9qar+X9GSKz7ATwLmVjHqV78oU02dxaVWpKOgci9PkKDvZRV5OWFgxGqlL7B0KSL/6QNn2FHl7vmO6JkAHTU0j88r9GAkb/B+FYkwoU1Q3vMEaSg2lWtIAaEkfRpc112/txJcxAhqzVUSTTzgfLGyBFl/RqMerMiOTaYn8vTWWXq0hOVqbAdD8c15v+585Py6u1tYXlGrJVGZNmrAgCEIRQoSe8FR4uQIThwHhkUBaG+CjGcCq3fy/U60G9p0GqpQCyvoBn88B9mT11y3mBvw8DmhQGejckGYuQhGhdBsuFk1ZuJtZaNscAKxjWtaPi+nsVOjO98lLkZccB8SFMh3w+s6sMVqyD2CLL5nSmBKrf05gM9bzPPexxADrxuiLvIo9gGYTgJVDKHBqv0bTkdLt9d1LVaosgw8T3DsN7JoEdJ9FI43kKO0iN/YORWCF7qzpcvBmRPbcCqbSVR2Ye+OV3GBmzleTjykKKvVmJEjJpIHMwm6G51z+l0Jr+E5GAF1KMXVRY5N/7G8KqUvrKfpOL6TRhltpoN5b/POJRF48Bdqqodr7tGMiU157LgCcdSLLKXFsW6Ervmu9wnk0v5N225WstMiReygYCxtxYcDG99g/UYONK0Xynm9ZyzZgDXBxLZ03/RuwGfvZZUzNrDIAqNgdaPwJYO3A9GfPihSOS/vy/uTWeMbamcJrwzhGlVUqIKgt0Oh/bLuQGEHxWKYdkJ6DM6aVA/thtv+FPQQBtpDo+hcQ/yUFvIU1U6Jt3XPnfioIgvCCoVIUU7YZLwaxsbFwcnJCTEwMHB0dC3o4Ly2xCcD9KDZWt7UG7kcCv69kXd7wDvz/NiOTaZ8+7vlnnijkI7F3aV9eqhWwZpShI0/bH4Dao1m3pSEmlP3qLq3j8SoVa/Xa/8zIRV6RkcaIy+oRXExmp9GHNC059BtwbRsdRKsNAcp2ZENpG+fnO56Iq8AvZbT3rEwH3q/ZzVlbFtCExiPmNkx9m9lYm3o5YA0bm5v6p7zPEjqIqs0pNKJCKOwSI4HjM7mgdwkEDvzKfd5V6ZJo5wW4Bjzf69SQmQ4s6UsjDbfSFG2W9vppnLq4l6WpzOYPshb+7ZgCvLQfhVnNEUDZTsD55TTR8K4COJcETs1lRNNU9MgYDy4Bv5U3fj8bfQA0/phiBuD8/TmIYhmg6BmwVj8qqUulPqZ7QaanArGh2nrGgMa8bodc9Nl7FjLSgV1fGW+7YGlHcbuwKzB8BxB+mhGwee0N2294lAd6LQL+qMH7PWo/8Gv5rPexB8adzV1EM/Qwew5mb2pu7wV0/lP7MKB4LUYRF3Qx/mCpyccU3baegKVE6goDsl4ThPxH4inCc8HRji8N5f2B+pUBczMRdS8Njj5Mn7u4Hui/hoYP986wPqrpJzSN0BV5AJ+wd/+HaZMpsVwg2nlRWD0rqQlcAIadpKAoVoNRQmtHRjASI4yLPIACr1JvpqhVHcSFalQIMD0YGH3s+Qu99GStsLDzoJHEnaNA9aFMbZxRj+IIYD+04TvplHhtC6+vdHvj6ZeOxdlsXBNxigxhNCb6FhfqNm4USrNbaM+5dwY4s5jmHHkl9NTmrGHb8CbQ5gfgzmFG4kyRGKEVR4rC5vBp8RRe2z4Fjs3kmMt35T84ZlbAX8FAt9lPJvIA1nCZEs1HplNUaoSeSsVxaYSedzXg1v4c3ns53Sk11xIfDkRco1OnjQt/Vy6sZuQMoCHOwH+Z+ppXxIcBB34xvi81gfPeNYhR16gQ4OxS4z0WH1xgj71Kvfk9JMcAfg25rctfuWsMH38f2DbBUOQBrJ99eIkiPvw0fz/iw+kCun6s1qBIpeZDgbpjs4xiBEEQXl5E6Al5hqRlvoQ4+QI1hjHFrtM0AApTsWxcTJ9j4/z8hVNyDBf+68dw0ehdhSmZ7mUpJM2tKPZMkZpAR8L1r1OUxIRqI2iaVhLPE40hRcID3r97Zxnd8a7K1Dddbu0DZjcFhm6nSY1HBUZ/YkMZ9dNg78UWCf++qd2WFEHBuHokReKANbzG7GSmA6tG0FnRzBJIuEexZetBp0O759BM2qsym14v6MQU0XKdgcsbjB8b0Ej/2gD2d2v4P+3PqQnAqQV0Zz34C+BRkam2T0r8fQrssllRuYSHwNHpFNTJ0UBybNZDhHusE+uzjBHJvd8zPVkj+oyRmeXGCTBtdnFP4PZB7X61GdDhNwrIC2s4D7Z9SlfK7A9JnhcZaTnP6ZjbjGSnpzB9eHFP08eeWUzhdWo+RXGLLwEbJwrF3NQQpsQCoQdM7799kPMmPMvm+dpWir36b9OYJjON89Pek4Y9giAILzmyFBcE4fliYZ33DpmPI/IasPY1/r1yH/YZ2zJeG4kIbMY6IFNoXDV7zAeWD9SKPODJI0S5wcGHfbxWDQO8azBlzr0MsOML48enJgKHfme0z6sS09lafsW6qLvHskxDVMCGt/RbMbiVoXCxcWOEJTnatDCJucVF9JbxFCiZaUDoIaBEXaDnvGf/jq0cgV1fM0rjXpZRLsfiFEC6mFkyBc+YwEiKYI8/TWNwnxpAqRZ87yoDGDF+Uuq8xqbZy/qzdqv+24xIJUcDF9ZyPLsn0ahEE2V1LAF0msptfvWBfSbeO6AxYOXENM39P+uLPID3ef1YYOA6Cj0AOLMIaD4RUNz52botRuLuAYn3ef22Hll1rTZPdr0W1jRRirllfH+x6pwrm96jMVBOjrNqC6Zebp8IlKgDuAU92XegNuPcTY4xvt/Okw80NFg7MYJ6cS3wxgVpci4IgpANdUEPQBAE4bmSnsp6M4CtCWqPBpYP0E83u76D6aKmxEqlPsCpeezX1X22dnuZ9lxsPm/UaqB8F6DvCtYeXf6Xi1hjKXIaom9q01E7/0HhsP1z1tytH0uBGnFFe3yp1mxBsOsbprV1mU7RYQozS20anFvpLAfQJRzf6pGmG5Tnlvgw3mPPCly875jIZvQVe3LBDzBNte9yOrMaM5zxqABUHQJUHcAm2G2nAPfPU9y7PuGiPy2JtZLL+gOnF7Dmr+PvTKWcXof1gHbuFHf7ftCKPIDjXz6QrQYApi5mx9yKxiC2royQHvnD+DiUTIqlYtX5c0Ya61/nd+Jn3NzH6Or984zs/l6FKcW/lmOtXcKDJ7tuBx+g1TfG9zn50Txm+2dMOb24lrWqpqgxnM1VAaBcV773k+ASSPdVU5TtyCgewKinbz0g7DgQPC53qaGCIAgvGRLREwShaJGRzAbJAJ0md3xuvOZq60dMu1s+QL/3X+m2XKgv68dF9t1jjE7YuAKdp+echvos2LgAfvWADW+zx6CzPxf7pizkvatSeGamA4emUhBZWPNah2wBtk/Q9nWrNpiulkv6sI4y4ipw/ywQ1JoCxFhUr+d89lS7+p9224Ff2COuRB2mOD7LvVAUiiufWkzDbP45xxfQmKYeKhUjROeW6zfR1r1+J1+g1ZdMoQw9zB6HFXo8eU1bWjJNd1LjaNLjWoq1Zot7audO4kPe0+s7gJbfAP+9q/8eKXGMToafBsp3Y9T4yJ9MAS7ZHGjyqdZxMzM9Z6fUxId0jQQofsJPae/BueVAw/cAtSXwQKdZaUYqm6Y7+vDhhvoJnuOWbstU6y0fadM4A5pQmCbcp3nPisH8+1tXmZp595j+ewQ0ZRT6xk5+L5V6PdkYNJTtBFzfBZxbpt2mUlNEX1ilbcfR+nvgzBKgwXs0LJLWCIIgCAaI66YgCEWLzAym3oVs4+L174aGqWAe5Wiy4lMbcCrOGquEB6yTCz0I7J2sFT+lWrHvnJV93ok8DffOAVMrU1xYOVKIzmun3xsOAMytgVcPsdXA7cOAqz/r0w7+SpHgUpKpnC4lgahrNNC4tJ73RqWm+2ZyLHB4Kuv8/h2n//7Fa7NWcJ2R+j2ATp4upYDiNZ/+WhMi6M5qZs7I3d3jhq6bFrZMF9z/k7YFBkCR13cZI43Pg8gQCvvAZlk9+b7nWEyZ9fRdzrYX2cVa8Di2GUiJZV1aaiJg78EUUN1WIQkPgH9as+7PGD3+Ya/BhAdscXDwV21dmoYBa4HFPfgwQhd7L2D0UaaTPgkZGUDcHQo9Myv+uagHtwEU3vXfARp9BCRHsqn9yXmMvlYfxj51y/pzPtV/69m+m5hQRj1v7Gb7A99gusSeW87rK9+FDwHMrehKai4i70VA1muCkP9IRE8QhKKF2gyoNhCoPoROgI7F9YVe2x+4kD06g4KuWHXWYd3YDZyYbfh+dh7sL5dTbdLzIvGBNoKUEgsc/ZPmFls/pikGwKhJ15mAW1n2h/MoDVzZREdEjSCMCuGiu9U3jFSFbNN+hpIJ7PgSaPcDxZ9rEF08D/4CRN1gtK7+28Ci7qbHeX4l0Hrys12rnRvQ4nPgn7ZA4/GsBcxOWiIFWM8F7N8WGwpYu9C8xjXo2T5fl9BDTIfUNER3DjAt8gDgzhHAvZxhVMu7ErDzayBkK9MKS7cFKnQzbCtg5wG0+xmY3cww2uxViYLcxoVRq9sHDEUeQDdLn5qGdX7x93I2hDGFmVlWJDQrGpqeAozaCzy8yMirVyWmLVs7AXaurL8r3Y4C0NyG5kZDNjGF8lmNY5xK8OWT7UFCYJNne19BEISXDBF6giAUPZwDKNxiQoFaWTb+ANMOH16myNNwfQfTzbr8DYSfZOqeLnVG54/IAwz7q51fxWhjswkUNy6BWX3vArg/6gZwehFr+uzcaQhy/xwjmgCFbMep+kIPAO4e0UaCDv7CVNXWkxmh8ihL0ZMUbXqcSVGMtj0rbuWAoZspKrJHpjSkJlCQxtxm+qJfA6DH3OfbtyUpkum7bqW1Zidqc/06PF2snfQNegB+P8WqU+gBFGiNxwOHpgEdfjWcQ8VrAkO3sXH8vbP83GpD2BhcpWZrgoVd+LDCGBlpgMrMcLudh75hy9NibsV5pplrxrBz1/7drRA2ghcEQXjJEaEnCELRQ23Gfmhl2rMereYI4PgsmjnM72h4vKKw/qr5RBqNaGg8Pn+d/CztaR9/74x2W9hJjql4LaZyahbeDy+zsXRihPbYC2uAuuP4OvgbBZkxkepQjKlwAFCuG6MwD84z2mdpwxYUpdvynhmjQo/n02LB3IJOofEP2F7h/Erjx5XvxrYSTT9lJEkTeXte+DXgn3t/ALrNYpSsYk+2C8iOSg0ENgV2fqnd5lYaaDcFSEnUd6/MSGHdXkaK4fdgac+6yaFZtYFqC0bMNLVmEVdpZmJK6AU04cOMLn9pTWIAzmX7JzRBEQRBEIokIvQEQSiaOPgAx/6mSYSFLQ1K4sJMN8OODQU8KwEN3qdlf9mOfA/H4vk3ZhsXmqAs7Mb0Sw3uZRjF0oi85Fja3euKPA0HfwMGrmfD+sx0Cojs1H8HODCF6YdNPwIWddUKCnNrCtzG42kKk70OzcmXIvB5Yu8BtPyavf1S4vT3lW7H6FfZ9s/3M3VxLA4EtaXxjEoFdJgKJIQzRVPXqEelohC8uR/otZBRNTMLRo5jburXEarNmCLs35Cpjaaw9wRgxMnV0o7RvdCDht9B+W6AR3kK3/VjtS0HLO2ZmpwS+/x7UwqCIAgvHCL0BEEompTrwmbTagvW693cQyv/nLByABq9x5Q42+cQsXpS7L1Yn9VvJU1Voq6xFs2xOFtFaEiKBC79a/p9bu9nk3gzK8NG4zVHMgIVG0pDk1nN+Fka0pMZ3bTzBF47RnfJKxt4H6v0pwB8UlfL3OBWBhh9nMYrl9bTjKb+24zKPu8IXnbsPIDWk4BiVYDo22x9cH4FMOhfIPwM03vtPBjJiwgBynVi9PHaFpqeVOjOZu9ndZwiK/dlK4C647TtIp4Eh2LA/YucC6cWcP7auNJB1a00o69L+/L70pAaz/6RrkHsJygIgiC81IjrpiAIRZO4+4zQrBrGn33rAS2+AOZ10F8ca/CpAQzepF93VFCkJrKxuVrFfnbZhU7kdWBKSdPnN/ofEH6W7pFQAWFH+Z4l6lBAhZ8EvKqw5m3NK8bfw7E40G8VG3b71gOUDIrL0MPA4I2Aaw6f/yykJzPlVGWWFe3KJyKuUCS1+gaY245Rs8w0pkd6VmIKr29dfh9WDoB3Nf6ZlkBzm6PTGeEzt6Llf2Az9iksVo3OojkRf4+ptCo1HzBo5mBKLBB2ivPY2oXRaDv3LCMahQJdUSj6jvwJhGzneSWCKVIL4mGFIJhA1muCkP9IRE8QhKKJgydQpi0w9gxwdTN7gFnY0cVyWX/9lgXWTkC3OYVD5AF0LbTMIWpm40whcX2H8f3lugLVh9PJ8sIq9qqztKVNf7spQGYmWwpEXDX9GbF3mI64fwqAKfr7Nr4F9JjH+/a8MbdmNCu/sfdmv7vIa4yMlesELO7F9NfqwyjqNrypTZcNasNG9S6BQJvvGH1MS2J6Z+hh1ln61aeIczKR/pueAtw5CqwZqe2JV6w6XVW9KlOUe1ViNDHhAUWlrTujsatHasdi5ch2Gs4BrKvUOGUKgiAILzUi9ARBKLrYefLlUAKIuMg0RDtPRqSubAIir3JxX64zF8kaYu9mLaIzubB28Hm+Lo/Pio0Lm1nPqGvo/lh9GEXcivrabXeP8s9us4ETcxgdqtwn5/pDey/D/oMaLq1nNCkvhF5BkBrPBwGBzfkwoGJvCjw7D6DzdKbKrhyqf87VTcDslsDI3byP9l7AxTVsLJ6ZoT2udDv2czTmXhl5lS0WdB1Hw04AMxsBY06xh9zWj4BjM7nPzBLov4qN3HU/IyUW+PcNoN8KCnvXUhR6CQ8Lz8MLQRAEId8RoScIQuEjI52Nmh9eYkTEqwrg6MOF99Ng48i0xT7LtAYaQa21f3/0uamMxiwfBETf4DaHYoywBDR59v5gzxOP8sDrJxhxu7aVaXqNPsiKIoUzvS8yK2JnYct0wugbdJLssxRY0JmNua2d2Rw7Ow3eA078Y/yzFYX3qiiQFA2cms8IXPkuTGst35U1g/1XAg8usWbRGFEhwP3zFHrRt4DlAw3Nfq5sZPpr9WHsx6ghLRHY/Z3xthKpCcCxWRyPRuQBjDKeXaYv8nQ5+jdQuR8dWv9pzfTa7v+wJ50gCILw0iFCTxCEwkVGOnDnMOukUmK124NaMyLl+AzW8boLbcDQ8j7qBrCwK631PStSAJ1exJYMo4+x3qqwYGZON872UyhWzC1p1gEwujRyD9P90pOB9CSanFxYQ2fGjBTe222f0eVz3evatgBqMyB4LFCqJbDpfeOf7eTL+rOiQOQVIDmKTqvzO2qFmpkF0Po7wLsqEH3T9PmhB4GgVsDZpaYdXQ/8CriUZAS0eB3A1hVIjmOvPVPc2GU4Xx19+bthiojLNH+5sYuiPvoG8O9Yir2iEn0VBEEQco06r944ICAAKpVK7/Xtt9/qHXP69Gk0atQI1tbW8PX1xffff59XwxEE4UUhNpTRCF2RB7DObt9k1jXlBRlpwNUtrD2LDwd2fQ2cWw7Ufo0Nr/dMAlISHv8++Y25NQWBRuRpcPAGvCtTGM/vRJGnOV7TwuDeGWDDW0DTT4D+q4Hei4H+a4AKPZmeGdTG+Ge2/+XZBHdBkplBQX9sJnB8NnBiPuBQHDjwi75Qy0gDNr7DNFkrB9Pv5xrEPzURYGMk3Aeg8OHFqflAWgpNW0zV7gGAsz8Qf19/W+xtRhpN4V6eUcY932m3XVyb9fmCIAjCy0aeCT0A+OKLLxAWFvboNW7cuEf7YmNj0bp1a/j7++PYsWOYPHkyJk6ciBkzZuTlkARBKOzcOWzYN0xtDpRqxShS/H0g5jajVc+T9CTAxZ8pjRfWMGU0/DQNOG7tA7xrsLH1i4bGlVFDUgRFhIbIq3TeXNiVJjUrh9KEZecXbEvR8H2KHYDGIIM3ASVfUOt+RQHuHgd+r0wzk/BTgEcZ9ls0xbVtQM1RxvdZ2NLhEsi5t6BvXeD+Of59y4dAfBgNdRp/ZPqcem+xl54uF9cBlXqZbtdQcxhbiuiiKIa9CQVBEISXgjwVeg4ODvD29n70srPT/qe1YMECpKamYtasWahYsSL69u2LN954Az/99FNeDkkQhMJOVLY0uSr9GG3yrsJ6qHNL6VS4ahhr00wZhjwpqYnA1k9owpGd04tY92RRiGr0coutG++hBkXhfavS3/BYJZMNt/0bs3+bjQtQZzQw6gDw1mU2nS/dGrB+Qa3RY+8wjbLdFKDnPApel5JA3F3T51zZyJq90u30t1s7AQPW0CAFoOBzMuKUqlIBDd5lL7xmE4ChW/l5Dy6w9rTFF/pGP2ozoONUpuWW60IzIA0ZqWyj0G22/nYrR0adL61nawpd1GaStikIgvCSkmd99AICApCcnIy0tDT4+fmhf//+ePvtt2FuzrLAwYMHIzY2FqtXr350zo4dO9C8eXNERkbCxcXF6PumpKQgJUWbuhUbGwtfX1/pyyIIRYHYO3S8TI1nCuf13YB3JWDj2/ppdfbeQPfZwNJ+dEWs1OvZXTEjrgA/55AW1/4XoN4bz/YZBUVkCDCjnjaFT6UGOv9J58yDvwFxYWwm32Yy4Fuf0aaiQHIs54Um9fLBJeDwNOD0Qs6xoFZA2x+Bm/sYPUtNAM4uoaOmZr7Vf5uizLcuUKwG2y84FuccTIzge/vU5D2Nvwdseo+CS8kEPMoBTT9lM/U6rwN7vgcureV7q1RA2c6ssczMYKRRbcb2CvZeHM/dE0DiA+DIdKZgQgHKdgQavM/v0s6Dfzr4AKcXAwd/MbwHNYdz7lra59ttFwRjSB89Qch/8syM5Y033kCNGjXg6uqK/fv3Y/z48QgLC3sUsQsPD0dgYKDeOV5eXo/2mRJ6kyZNwueff55XwxYEoSBITQRu7AHunwHcgoDQQ4C5DVBvHHBomqHJRXw4sO8noMZwplb61X82Z8H4+4bpotlRm9Gx0q/hi+di6FoSePUQcGI2cH4VxUl6CuBRgYYjxWuzxi8vGpSnp1JIpsbT8MTeO+/dS2NCGbU8PoumKsFjKKCW9AbundY/9sEF1uvd3sfU4OpDgVqv0EFTpQYq9wXmtgeu/EeH0uCxFHpz2wKj9tFQZftnPLbuOKDDb7ynDy8BUdeBHZ8D9d4Gdk0CLq/Xfq6isB1DZjojdJV7G16HjQvrVSt0A3ot4LaQHfxscyt+1p7vgI7TKEgjrwKX/+VxajOg2iCg+Zci8gRBEF5Sniii9+GHH+K7777L8ZgLFy6gXLlyBttnzZqFV199FfHx8bCyskLr1q0RGBiI6dOnPzrm/PnzqFixIs6fP4/y5csbfX+J6AlCEeTOUb6ubQHOr+Q2G1cKuAo9GG3b/Y3+OSoV0HcFsKg7m6J7VXq6z054QEMSx+LA3WNAyHbDY1RqYOgWYE5LtjUYvOnFE3sAkJEBRF9npOveKcDOC3ArDbiXzpvPi7/PCNq+Hyik1eZA1YFs7m3rzmiVAgooK3v98zRmPPfPMZrl4ANU6UvnyZxSR2NCKYQ0NXEAUypbfA6sHKazzRdo/zObouvWMAKM3gWPZdqrpRMQdY3CSskAzizheNr9zPM2vgUENKaYVJkxldOjAoXtjLp0PX3tKPBnLe3723sB5btRcN89zoibV0XDa0lLBk7NYw1ldnouAFxK8b45lWB6ZlI0I3ypcRStDt4i8oRCg0T0BCH/eaKI3rvvvouhQ4fmeEzJkiWNbg8ODkZ6ejpu3LiBsmXLwtvbG/fu3dM7RvOzt7e3sbcAAFhZWcHKyupJhi0IQmEmOZYRFY9yFHlmFkCrb9m/7uom4OZuoMoANn7e9L62h5iuyUj2Ngm5IT2NkcGoEOD+WdaxVewFzGvPlEZdWnzF2qdei4C1r9KsJfh1tilIjOAxdp5PN478xMyMEVMAKF4jbz8rPZlOlroCPTOdDdvjwlj7t2IQI4vlOlP8OfoCYcfZ/Lvl10zZfXhJe/6ur4BOfwBVBxh3wszMZGuBWqModO6d5ueVqA1c2aR/bO1XgV3fGIo8ALh9kPV0/73POr7gMcDJf+hS6uQH9F4EPLwC+FQHRh9nc/JtnwHXt/F8S3umxo47xyhwajy3q1S8Lgcfbk+KBPwbAaayji2s2bzdozyw4wu2T/CsBDT7DHDy5z3QjY7aOBedtFtBEAThmXkioefh4QEPj6drWHzy5Emo1Wp4ejI1qF69evj444+RlpYGCwsujrZs2YKyZcuaTNsUBKEIkhoPuJai1T0AdPgduLCKqXIaTswByndnFOXfLPdej3Ks6fNvANg+4b9LqYlAyDY2BPcoTyG3YgjQ8D1g+A5+9rWtjPJV6M50uK0fsada5+m0yC/dhs3KzyzOSpMbAtQdq+9o+TITF87efca4uon3KjWBQuvcct7zVw4CR2cAzScC51boizwN60bT4TIlhhEvMys+FDAzZ/uB6JvA0b8YLfRrAPSYC4QeBeJC9d/HrQwjuKa48h+jZJf/Ba5vZ2/FTn/wYcTVLRzDrm/oEmvvDdQcCVQbCKwZyTm9fCCvp0IPOroCbGgfcQXYouO2GXqY83vUfhqwZMfGCfBvCPRdxibrlvY5t3sQBEEQhCzyxHXzwIED+Pnnn3Hq1CmEhIRgwYIFePvttzFw4MBHIq5///6wtLTEiBEjcO7cOSxZsgS//PIL3nnnnbwYkiAIhRVzK0bDEh4wjTAjVbvIbvkVMHAdI2k1htF5070cUymbfso0uq4z2YD6SYi+znYCdu6sf7pzFOj6NxB2EphahcLDqQTT8NTm2nTO8FNAwkOgyUfAXw2YlpgUybHv+wGY2ZStHwQ2m09PNr0/LoxukRpcApmuqbZk1Pb0AuPntf6WEdU/agM/l+b3tWcSEH0b2PA2sPVj9rRLTWDvxYVd2ei+XBf991EyOfdMYe1EYQUwYndyHh1er21lquaSXmy7kZHG73z7BODiaqDJx9r32P0NXTIzUtkexLee9oGGLokRwJbxObdBsHaioBWRJwiCIOSSPDFjsbKywuLFizFx4kSkpKQgMDAQb7/9tp6Ic3JywubNmzFmzBjUrFkT7u7u+Oyzz/DKK0ZqEQRBKLrYugHuZRm1cAmgI6K1E8Xdrq/Y8kBDYHOaUiRFcaHee6E2ghYXRkfE24cAZz8ajDiWYKRHl4x0por2+AdIjGR9nm89mmqcXcpjQg/xBVD0dfwdWNqXP0deBeLuGG9CHX2Djot1Rj/HG/SCYmGX834bVyAtywDHwpZtHea1o5gq0864SCzfld+9bkPw5GimTUaEAJV6ApX7sJbu0r/87jJS2ROw5VdAg/coyAHg0jqgUm8KuOyoVECJusDOL7XbStQBHl4Ear9GgxVj5e0X1gA1RjCFNyON0TufmkxF7bWAkUZTXFjNtguZXs83/TL+PiOKanNGHk314BMEQRCKHHki9GrUqIGDBw8+9rgqVapgz549eTEEQRBeBFITGV1LeADUe5PRktR4oOH/KPJu7dc//vp2YOunbK2g6xAZfQuY14G1dhosbIHB/1HE6Yq99GSgZHMu4kMPc1ud0ay9M0biQ47J3ov2+R7lgQNTTF/T6YXsUfey9y6z82DvuSsbDfc5+1OgZaTx5yr9mbKp6Yl47wwNUW5n+3+k6kBgxWDjn3fqH6DGUBrmmFkw1XLAGjZGDzvBY8p3Zarv5Y2cBw3eAe4cAR5c1H+vdr8AJ+dqxVxAE6ZdLuvHyG/kNdPXfe80e/M9vMT04phbfGhw6I/HuI0qQNQNYN1YoONvPPdZSI7h/fvvXRrT2LgC9d9hfWPCQ36evRfrBbM/DBEEQRCKBHnaMF0QBMEk6Vkpmr9X4QI6Lpz1cEGtmaKZXeRpuLJBP5qWGs/eZboiD2Da3bz2jL7pYm7DyIlG5AEUBjmlzUXf4KIYoEjJqXG6pR2jJy87Ns5A5z/Y1kAXx+I0Ktn5lXZbYFNG4DQc/YvCyiD6pGjTKbOjKPyezK20qZZrXmE0Vm0GOBRndC8unJG8Sr2AhAigxzxgwFpG6ppN5MMBS3sKor7LmDrcahLw71iKJ5VZzj0bLR34+SoVUH0Y04sBmsyUbGH6vKA2jFJ7VQL+bkjR97QoCnBtm777aFIksO0TYP0Y4OpGYHodYGpVtnxINXFPBUEQhBcaWY0IglAwxN2lscqYM0BmChB+humXtV5hLZwuanNGYyp0A9TZnC1j72pbMmQnNZ7RIV2DlOQo4OR8/ePSEplCqnHQzI5baRq/eFcBoLC32t3jxo+t+wbFnsD7PmgDEBvKNEYnXwq9UwsoyjRkprMeUpOuGXeXTcL7raLhzc3dgLULYF8s58+zctBP+Yy5Ddw/D9R/lzV/pduyt96dI9yvUgGV+gDNPweO/QVAYZRx7SituysAeFZkr7uFXVmXV7IlW4Fkx8yCPQvTEmjac3oh00h7LwYenOdYqgwwrD+0cmREe2k/tny4uJY99uq+kbOoNEXcXfaXNMblDRS1ZhaMqi7qDrx+MmtuC4IgCEUJEXqCIBQMUSHAyD3Af+/RZVODdzWgxxztz5b2rG+6tB5YPYqizKsy0OZ7umCmJugvyrMTe1fn73eYHprdUv/EXKDO6/o1WRqc/WnV3+A9LuKX9mWj6oAmtPLXpWIv1mQJWhy8+Squ00euzmigTHu6l6Ym8HusPhQ4+Kv2mCv/0SSn5nCg41T2zlNbsvZSI9T0PseHrTqyz4WQ7UCXvyjwVwyi2NKgKHRNtXIEGrzL1FyXQGDgem5/eImOsJX7sf6u85+M2FXqzUhZnM7cUqmBrrPYIqLTn3QcvX2AYz/0O+AcwOus3JfXfuSPrPYKjfkAY9P7FF77pwA1RzC9tNYrbDL/pCTHUFyb4v45jjMqhPfg6Eyg6SdAWjyvw9ZN+u8JgiAUAUToCYJQMLiWAY5O1xd5ABB+Eri0gWluIdso6HZ+yUW/hntngLntGC1yK0OTifhw45/jVZl/JjwEVg5l2mfVgYzMaAjZxl5u9d6iS6ImKlS8NuulQrYDZ5dpa73WvAK8epDveWwmI461RtFURrd2UDCOrRtfPjq9/Bq8Q4OUqOvabYkPmVJr50GHVICplnNa6gsZa2eKsE3vG36WjQvfJz1JX+TpcmElTVRiQoGUeNaMpiYAvvWZ+ru4J+dE9SFsMn/3GAVc9A2KTpdAwK8+o4VHZwAtvuAxtu6s1UxPZnrqoh6MTDv50+zFyp5zal57rUC9fxZw+YD3IXv0OreYWzISaMwwRnNPNEY4/g2Bsh2AJT2BG7uZ5lqhB9DqG4pcQRAE4YVFhJ4gCAVDeiJweKrxfbu/BkbuBXZ9zUWprsjTZdP7NNxo9AGba2fHr4FWeMWHM5oHAI39uOAOasP9ikJB4VgCeOUAnTUtHZiyefgPrVMjwAV0vTcBS0dGaAKbcdvTpNgJWpz9gRG7WFumcV6tOw7wqABAYU3lqfmsjxywhkIo9BDgWhooVpWmK4kPGZ1LidW+b8UeNHAJHsOfi1UHynZk6uL1XawlrDaErRDCTnAc9d/hd7tmJKPAtu7ssejoC6x7jfMlZBuFvWcFoFRLYHYLtglp9xNF2/AdjAje2M1o8dastgtxYUwF3fW1ifsQyLla5/WnN0mxzTLCubzBcJ+FjdZYyMIWaPIJsLAzG9cDHPvZpcDNPewD6Oz3dGMQBEEQChwReoIgFAyZ6bTKN0ZqAk0sOs8ADv1m+j3un6ORRKmWbGa9+xvWZVnY0MlRE4EBmKam4eRcisOVw7TbHYoxSnPwV/Y6a/oZ4F4BcCsFDPqXPfbUZhQAdl6AU3GepxZPq+eGky+dMyv3BlTmjEzF3wc2/Q84+Y/2uD3fAZX7A5V7sXVB93+ADr9SWJlbUyQe/I2iLeIqv2MnX6D3IiAyBDi3jMYsNUYyHXdhF230K+YWRU7TT1iX5+TLaODGd4HrO/TH+/ASBVOF7pxz3WcD616nCFWpKBgt7Vg7GBfGc0IPAc0m0DRGI650CR5DIeZa8vH3Ky6cotbcmlFPTZqntRPTi++fYwN5DWYWrB3c/zN/rtyXtYnGxhEXxvTZ2tLySBAE4UVFhJ4gCAWDmSVTw0xZ1Vfuy7qqnGqFzK2AzDRg+0Sg+QQ2q7Z1Y1Qi5hbgUorpcQCjLQDFWt1xwD+t9Re4cWHA4h5A/zWMwlTtD/wcyFYPvg3otmjlQDMRh+L5Z0mfkcqxxYVRjDj60JTE3DJ/Pr8g0HU1DTuhL/I0nFkI+AYDjT+iGc/hadraSwtbiq60JGDVMN43e2+a/+jW91k70oXSWIrj7m+B/sEUURa2NFMxRu1XaS5TbTDTfjWpp4rC2rw+Sw3rBvd+T3G67nXW6QFZ8/ItoFwnPkiwymHep8QBN/eyf2D9t/hg5PYBzs1KfSj0bN0ZFQ87DlzdynkT1ArY9Y22trRUK+ORcA0XVvG6LKxNHyMIgiAUWkToCYJQMLgFAS2+BJb1N9znVJLRiRn1gO5zuAg2ZrhSdSAFmFdF1ssFtgCSHrJnWFAb/cbTTr58eVWhq6GxKIaisOZuyGbg1EIKB++qHKt35ed15bknJZ7pd6tH0EEUYISo059A+S4UnkWZ1Picexbe3Ms0zEO/629PS6SD5cB1nB/Ofqz9zG7iYu3M1ExjZKYDiZEUemmJFGb/jqN7KMA52Wg82zRkpAJlOgBz2+i/R3oKHxoENKGrZfhpbr++k2Kt4++sw7NyZOTYzjN33+mdo3QA7b8K2PgOI4sadn3NdhCKApRuw/l7ZAZway8NjYLHMNrtEsj7a+tqur7V3ptRQEEQBOGFRHKOBEEoOHzrMeXS1l27LbApMPog0ysT7jNS03GaYU8176pA+W7sBxZxlduc/dho272MvsgDGO0YtAEoVg24l63nni73TnMxb24JvHGRQuJpnA+fB5FXgWV9tSIPYPRmxSD9xX1RJSNd20TdGAFN6G5pDCWTvflKtgBKNqO4z47qMf8F2rpSeO3+lu/XdSYwdBsfBIw7B7gEAOvHsn4w8hrQcwHFo4UtnTM7TqV4i79P508rR+173z0GLB9IIRXYlNHt3Ii8+AfAxrfYEF7jDJqdLeNZt/hXg6yekYcYGb21jw9Wbu2nudDNvUCtV01/VvDrRnoZCoIgCC8KEtETBKHgcAkAqg3lQjwljtETK0fa5GuMJC6tZ73TgLVcHCc8pMNhseoUeRmpwLnljJgENMn587wqAbZjWdt0c4+JMZWkWCzdxvj+/CItCdj7g2nnxN3fAj3+Kdo9+6wcKWhuHwSc/NiiwbE4XVdDD9MsJ+aW6fNjbmWZ7WQaF3Uxt/lQ4OFlw30WNoB7OaZWVuwBrBpO0WRpz5rNlUM5Lg239tHhtc9Sft6xv4AdExldrj6Egu/1k8DF1az1cy/PekTngCdLw01LYGSw8UfAyiGmj7u1n/N922dAjWHA3sncbuvG8VzbSjfZpp8CfZcDEZdZF6vpYdnyK8A1KPfjEgRBEAodIvQEQShYLK3pXqhLzC396MbFdXx5V6EbZvQNujHqRnsO/k6LfAufnD/PwRuo9wZwYpZxEdX0E9Y4FTRpScDDC6b3P7xII5qiLPTUavasc/JlI/MrmyjYmk0AzKzoyOpdlamQxvBvREEfdhJoPpEPDXQ5+CvQZjKwfADvtwaVihE4J1+arez7gSLP2omOn/fP6Ys8DfHhrGeb05otFRyL0yTlxD8UXl1nAvXfBoLHPn1KpNqc41CbGU8/1pASm9XGoTajmiXq8CGJZ0VG9Wxc6Li5bzIje7ZuQO3R/B2zdqIALQy/B4IgCMJTI0JPEITCRVoyYOXCpto3duvv09Q49V5E4wtdEu6zrio3uJYEei0GVg9nKiRAc5g2kykc8hJFyV0rBks7ppnePW58f7FqORt2FCW2f65vhnLgFxrvuAQCzb8AZjY2PMfKkZE4ryoUXS7+QKnWwLXN2mMirwFnlrKlxrFZTNt19mcEzLU0zX4y0hlpLtUKKNcRuHUQuGKkbQEA1BgObP2UqchtJzNKfe8MBaNHeYpGe89nq3uz9wbqvsGegCXqMLKZnSr9gNqv8UHI+teBzR9yu0sg0PYnwKcmawsXdtGKxfh7rEEs2xlo94OIPEEQhCKACD1BEAoXoYfYEPvNi+x1d2G1/v7yXYFiNWm2oYtnRS7Ic4OlPd/HN5jRwYwMwDWQboeWto87+8nJzKDN/aV1jJ4Uq86FtrM/BaYxzK1oz3/iH0MjGpWabqAFVTuYX6SnAPt+Mu54uetrmq0kRQL9VgDrxzHqBjAq1W024OgHJEUzxdfMAmj/K1ChG1N9M1JYf+laCpjTit+JRwUg4R6jx00+Bh5eYZ2kvRcjyT61gbNLtO6e2SleCzj6F9BrIbBmFFNDNVjYAP1WMh3U/BmEnpk5Rdx/7wGNPgSW9NKfH62/pYlMzC1gcS/9+s6o63SWHbEL2PmV8YjgpbVAk/FMixUEQRBeaFSKYqoA5MUgNjYWTk5OiImJgaOj4+NPEASh8BIbBvzdgAtSez9g5HYg9jZwehH3V+nHfnd/1NJfwALA4I1A6bb5P+bccOcoMKupNnoIUOAN2QT41KJYSY3jgt3KkbWLAJDwgOeuGq51RrTzBLrNYqN2S1ves5RoujfaujElryiQkUERPq2q/n3Tpf7bTOls8B4FUPx99ry7fxY4vQQo3Rqo2JupliuH8D67BAKtvwMSH1CUhZ00fN+RexgF3PapNkXTzpMpo0f+ZMuBTe8bntdnCSN413cZrwG1dgZeO0qHzWcl4QGvN+khsG0icHM3TV0q9mTD8xJ1gD3fGz+3XFfApxrbkhijyces0ROE54is1wQh/5GIniAIhYekCG0fsvhbwM9BwMj9bP6cmQ7smQz41WX0RbOQtvcC2k0BStQtuHHnRFwYsLSvoVjJSGXEZcQuNno/m9XE2yUQaPMDTULWj2EdXrufKHAt7QAbN0Ykk6PouPifTiPvwKZA5z8Nax5fNBIeUtw7lWBrA1NkpAIVelDYlG5DN9L757T7r29na4Fh24HXTzC9Ny0RsHICHHy0bq26lO1Is57wE/p1eCkx2vE4+zPFV2NcouHucbb12GlCJCVHM0L4PISenQdfANB/Jd87I439IUu3NZ3yCwB3DgON3jct9MyLeKRYEAThJUGEniAIhQgjtWtzWwKvHAI2vsv6Kls3Nqlu9AHrley9uGhXF9JuMQkPTTeFT8zad3qRNh1Qk17X5S8gKYoRon0/AK2/B47+DVzbwqhdtSG89sp9gVItga0f05Tk78bAa4cpRl5EMjJ4Pza8ATT6HxDQVCtks+PXAFjah98/MvVFnoaoEDZcT4kDPCtQLC/qwbq5fiv4WSHbGG1r8C5QvDZ/PjkfqPUKUH0wYO3CBw3RN5g2aWYB9F4CXP4XODUfUDKYCuxTS7/ZuzGSop7p9hjFxoWv6Jt8JTygmYopnErkLObKdgASI/i7JgiCILywiNATBKHwYOvG2iBNU2qAEa2/GwG9FgFtvuNi286TIs+1ZIENNddkpuW8PzWeDooZ2eq+dk9iamLIdqDJR8CsZtp01ajrjNiU68RehAn3aSByfDb/fm0bUHO4/vvF3qXoeXiJLSTcSnPBX9iIu8O2BAANUrrPYeuCjFT944rXprNkwgOg+lCak7gGMZ21cl9G7e6fpRA7txyo0J0psO5lgKFbgPOrme7a4kug1Tf8u507cGgaYGZDd82rm5kWWXcssGqYvkjzrQu0+Iopt0omcHULsOMLoM8ytlRIijR+fR5l6fCZF/WVZpYU+Jc3AMN3AMf+Nn5czZG8n62/1bZQuH8WODIdqDaIf8be5sMGh2LPf5yCIAhCviBCTxCEwoODNxf2s5rpL+yTo7nwDGxCt8kXCWsn1t2lxBruM7NgG4mMLDHoXZWNtu29Kdh8arAX2taPDWsSAZqGVBvCnnq9F1HoAcDVTRR+GnfPyGvAP230I4uOxSl4PMo/3+t9VlLjtCIp8SGjmf1XAQd+ZWTP2plRNZ/q7GXX4kv2Vby1nxE+nxo0sDnzE7f3XsJm6UqWYcnDrH5xLb4w7n7pUZ73f/tnFIh9lhiKPIBpncf+AizsgOOztNsPT2O0efMHhu9doRtwdjnTQ/3qPY+7pY9DMd6PFYMZgWz3M7D5f9rfJZWKrR2SIjnvLq6jiAYoXPuv5v1ZMYjb9v0ItPzmyfr8CYIgCIUGMWMRBKFwkZHKiNWhqcDtA4w+NXiPkZgX0fI99DBwYxew6X+G+5pNpIOmnQdFnqIAe7+jMHH2B5p+RjfRv+qZbpxedxxrxaoOpLhIimIEsOXX3B8TylRQYzb8bqWBEbspsAsLkSHAL2X1W2VYOzNqV7wWnTHNLIGplflQ4MwSRrA0qM1Y43jnMNMyzSyAQRvp3qlpi2DrDow5SbGrISON6YppCbyHf9bmca2/A1aPMD5WMwtg8CZgblv9BxPNJtLNc/tnnMs2rkCtkWyovnIoa0wHbWQE8XmT8JCGMWEngfKdmXYaF0aXUdcg4MIqzq0Hl4BT8/TPtbAFXtkPTK9LMxpLO2DcecDZ7/mPU3jpkPWaIOQ/EtETBKFwYWZJM5E2PzCKZWHz4rYRSI4FtoznAr/HXPZ/e3CBKad1xjDSZ+UIrBsNxIZmibtPgeAxwMJuFBgjdgMqM0Ax0SNQbUG3TnNrihWVmqIPoDiMvWNc5AFMkY2/V7iEnr0XUKkPcHqBdltyNHDgZ6b2dpzKbYEtKAp1RR7Ae/HfO8DA9VkGN2mMalXsqRV66cn6wjnqOh04MzMY6bJx5XYbF7ZbMEVGGiOF/VYAywZoo7bpiXTBrP8OzXUs7dkOYu9kfu6do4xc5oXQs3NnrWHsHX5GxFXg9EKm7Vo5su7R0hHY+onhuWmJNK9p9hmw5SMaCGXk0JRdEARBKNSI0BMEoXBibgmYuxb0KJ6N9GT2dgvZrm3EXTer39uBKYxU+TemyANopLF6JNB4PDB0KzC7OQVPhe50ljRGyebAidmMvmSkAr0XA05ZEZi4u9recqZIiXlul/tcsLQDWk8Coq7pu17aurE33taPeH2NP2RKpTEUhfV1AY157+8eBxp/pN1fvptWzEVeZ8Q0/h7Qdxmw5zug3lvcF3sHcCtj/DNcg4CG7zN1Mz0ZGLIZ+HcsawOL1aDTKsDIXs2RNNHRYG5N8Z5XWNgAbkEUajbuHKuFLXB7P2DvA2wxklaq4eYebTTYodiL+5BFEARBEKEnCIKQZ1g7Usg9uEgRl93OPngMI3zZ2T8FKNWKwvDEP8CofUz/jM8WXQoey6jT4M1MOXzjAh0oLbIax6clMcJnZqGtA9RFpQLsC6HZhpMv68ViQoHQg4yImVtR5N07y1eTjw3vhy7x9yikAW2tIsCoVtNPaNqSngIc/EX7Pppom2clfl5aIoWyT03g7jHte/jVZzrx5g+0xkEOxdgGRFGA5QO0xwY0AcKytTqoMQyw93zau5N7LO34cvblz+bWNI6xy+Gz7Ty19aAtvgQcips+VhAEQSjUFFI/ckEQhCKAuTXT98ytDPdZ2gFlOwFXNhruS09mT8GgNhQbCfeBrjPpDhnQmFb+vRaytm/Dm6y7cg1iSqhG5AFMg728Aagx3PAzAKZIWtgCMbeBpOjnccXPD3svoHhNoHQ7pl4u7UeBp+HSOgouU5QI1rZbCGoDhJ2go+SIXVqnycQI4Mxi7TlJUYwWnloAdJ/Ler+tnwDNP2fqp9qcwrnZRIo5XXfYuDBgSS9GojUtFiztgcp9gAurtcd5VmQ00lzne8ovXPwB10BtxNIY9d6k82iHXznPdEWyIAiC8EIhQk8QBCEvcSkJjNhDsxUNxWuzife2T7T987KjtmBrBidfpuAt6Az4N2G9n7UzcHIezUnKtKcj6fkVdNXU1J5lZlJgWjsxItXgXdafAUzHq/0aIzZH/gQ2fwgs6w/cOcIoYGHCsTjQY55+FMrSHnD0ZTqmysh/Y44l2Dri4SWe12YyxV1mBnBqrn7PRbVOYsvRGRRh+ybz/o/YA9R5DTi3glG4Vw8Bw3cxHdTYfVIUtiaoOgAo0wF45SDgEkShGDwWGLyRKZ5OBWxu4lmRaafZqf824FEO6LUAqD1a+ugJgiC84IjrpiAIQn4Qe5eRufhwCir3csB/7wExtwyPdQ0CGrzNtEp7b0ajPCvSCn/rx2wx0fgj2uinJ2vPs3ameYudJx0VD00F2v4IHJsJmJkBVfpT2Fg6UIAe/gO4e5RisnIf9parMQwIaJRPNyWXZGZSxEZfZ+NzgDVvtV4FkqOAf8exj55KzdYFjT6k4PKuDJRuD6wfC1zfzvO6zgJqZtX2ZaQDu75k/zsNdccxdfP6LiCoJe+drStF48PLQJ3R/HvIduNjdSwBDNvG7826EP+fFBdGh87r2ylQSzajSYtrYEGPTCiiyHpNEPIfEXqCIAj5wY09wOymQGBzphJa2jO9cFZT/R571s5Az/nAnWNsem7nDSSEA+lJwP6f2aet53xgw1vsM5cdj/KsX1ue5bxpZgm0+hbwrMB0UOeshfycFoZRqXY/ARHXgGYTAHuP534LnpmUeCDxQZY7pqO2zi0yhAI6MYK99tJTgDLtAEUFLOioPd/SDhh7hk6YGmJuA3NaUsRpCGzGe2FuA/xZkxFVDRW68TvS9CzMjn9DoM9SaTQuCNmQ9Zog5D9ixiIIgpDXJDwAdnzOtL8rm5kuqVIDVQcBo48CITsZWXMvS5fG8DNA7Ve0bQ+cSvDP0m2Ao9NZ32VM5AE0d3EsAVTsBQQ2ZQPx2weBB+cpLB2Ls++bsdTDLeMpUlJjABRCoWdlz1d2XEsCzgGM+LmVZtTyyiZg45vaYxyKAf3XGKZNOvnS4fTaNuDkP4CFPWshF/cA+q9km4ZF3bUN0y9vAAZtAE7MMd7bsPF4EXmCIAhCoUCEniAIQl6TEge0mgQs7cOebRq2fwacnk8BUrYd++5Z2ABBrY3b2ntXBdzLM7qXE2YWbCx+YydTHoNasY/bxneAkXuNO30CjIQlPADUlk99qQWGWk2RrMHem1G92Dt02LT3piOpMXMRJ1+gxlAarkBh7WTEFSA9FTgxHxi6DYjPSnX0rMA2Fh2nAf+9S7McgOKyySeAd7V8uFhBEARBeDwi9ARBEPIaS3u6O+qKPA0PLwMh29hq4XHZTM7+jDLFhdERMjPD8BgrR36evSdt9W3d6aJY/22mNsaH5/wZavMX34QjIYL1kIkPeP12nrlrTm5lz5YOmrTME3OAgAbAHzUoEm1dgYjLFIC9FzMSGBXC1hV2HozIOvrk6aUJgiAIQm4RoScIgpDXpCWabngOAKfm0yjFxuXx7+VWGjC3Beq/C+z93nB/s4nApvfZMByg82abH4Br22mrn/iQgjH6puG5ajOmd1ra5eaqCifRt4AVg4Abu7Xb/OqzHYWzfy7eQNEa3Bz8Degygw6puydlpb/WY3pmShzwV322UnDyAzr/UfBumoIgCIKggwg9QRCEPEfFdEpTqC14TFwYI1GhRxiZK1YVsPcBrB30j3cqDjR8D/CqCGz/nLVpHhUo8u4c1oo8gOmYG94ABqyjMcuRP2nOsmKgYUSw6QTA5gWO5iVFM1Wz3RQ2/T6/Gjj2F3BrP7B8ENBvFWD3mOuzdgbKdGRvQgBY8wrgVhZo+QUjg7aewOmFgE91YPgOOpg65JAWKgiCIAgFhAg9QRCEvMbaCajcD7hz1Pj+GsOZ/rf5Q+DkXO12M0ug22zWmmWP9tl5AAFNgT4VWIdn7cw+cOdXGr6/orBpd+1X2XvPvQyjVPunAGEnAWc/oNYrwMOLQOTVwum4+TjiwoHYUODQb+x7p2QC5boAg/4F1o8Bbu6hiH6c0LNyAFp9DVzbrHXbjLgELOkD+DUE+iwBgl+nmY6dp35PPkEQBEEoRMj/UIIgCHmNjTMNVkrUMdzn34ivc8v0RR5A048Vg9gCQJfECNb7rRsDRN8A1oyieUjEFb6XZwXDz4m5zZTELR8Bc1ox0udaiqKleB1g0/+AnV+xWXhq4vO68vwhLgy4f45N5U8v4n3LTGcT+QVdgA6/A2bmQEpM7t7PtTQw+hhQbTDrFV0CgbY/UeQ5+vDl4C0iTxAEQSjUSERPEAQhP3AsQcFx9yhwYQ0jQhV7sH7M3BrY/5Px85RM1vB5f8+0xEvrGbnTRKysnIGusxmpavQBEHqYQsSzErDvB+D6Tr6Pbz3gzBL+PSOFLRfKdWZNm2sZoHwX7kuNB9IS6FRZWEmKBlLjsqJq3jRQubGLgi87ydGMco7cC1jnMi3VzJzGKp3+YEN2lZqunZKaKQiCILxAiNATBEHID2ycgWLV2MeuZAvAzIouj7ZubFJuTKRoiL5BMTO/IxB+Srs97CQFSf/VwLwOdIDUYG7FtM+MNODeabZY+KcN0HEqRd+ebykEy3Zg6uh/7wOhB5kuWnUg0OyzXJqX5CNpyTRE2fQ+BayNCxA8FqjQHbh9QHucjQtQfShQrDpNU27uY588lQqoMhCwdmQ67eOwtC3cglcQBEEQckCEniAIQn5hZkERkp4M3NrHaJFfA8DGlWmdmuibLnaeQLPPgUvr9EWehoeXmKJo76kv9NJTmNLZZxmjf5v+B/RbQSH3d0M6gdq60e1zbjumOgJMezw+ixGy4Tu1zdoLA/fO0OlSM9bECDaiv7YVaPAu/wxqDdR9AzjwM3D4D97bmiOAwGbA7GY0Vjk5hw6k3tUB21w4nQqCIAjCC4gIPUEQhPwiNRG4sgFY2k8rVgCgTAemCf5WgcYpGlQqoMdc4Pxy4Mom0+97dhnTMG8fzPZ5CUBKLKN3FXpQKN7co23yXX0osP9n/bFoiLwG3DlSeIReYiSw8S3jY721D2jxBTB4E+vmdIVr3F1g55c8Zuh21umV787avWYTgDqjX+x2EoIgCIJgAqkkFwRByC9iQ+nemF2sXP4XOL8KGL4LcA7Qbq/3DiNriZGsEzOFSg1A4Z82rqz505BwH0iOYRqjg49+64Vi1Sn8TGHMwbOgSIllmwRTXFoPJD0Etn5iXAyGbAcSwoFVw3m/+y6nO2f8vbwbsyAIgiAUIBLREwRByC/Or2IapTEOTAG8qwC9FwIqM4q1+HBg1QggqA1bI4QeZM1ddir2pMAbsJZi0saFqZu7v2E9XlN7RvcyUtngOz2F56XE8bz4cONjciz+fK77eaDOuieaZubZsXQAfGoBoYdMv8eNPYBrSeDccuDyBqDfStZHupbMmzELgiAIQgEiET1BEISnITMDSHjAOrHcEnXd9L6EB4CtOzCjPjA9mLV3FrbsA1e8FpAUAQz8F2jykX50z6sKhd7lf2nWsvY1Rg03vQ90+A2w9WCtmlMJNgGv3E977tmlQI2hpsdUdVDury2vsfMAagwzvd83GLh/NufG9Fb2WqGYlggcnQ7YuT/fcQqCIAhCIUGEniDkQFgEcP4GsPc0cOIKEHK3oEckFAqibgC7vgZmNQPmtgVOztN3zUyKBmLvMuVSl1LNTb9n8dps1q3BvSxw5xgwrTqwbjTw75vAP63ZDqH3YrZl6PQH0HcZcGwWUxd1ib8HLOnNVgl3jgA3dgMJD4Ey7QGP8jzm+g6gWA323stOx6mAk++T3JW8xdwaaPQh4FHOcF/Lr9k64uI6oGIf0+/hW59OpRqubta/54IgCIJQhJDUTUEwwfUwYPIiYOZ6ID2D26qXBuZ+AlQIKNChCQXJwyvArCZaYRfUhpG3u8fokGlhCxz4Dbi4CnApSZMQn9p0d3Qvxxq86Bv676lSAQ3fZy0dAFg7A+lJNB/Jzqn5dOqsPgTwbwxEXgUO/WZ8rElRQMRVtknY8x3QayFw4BegyceseQvZzrYDnf4A4sP4dzt3oGxH1vMVNhHk7AcM3ABc307hauMKlGrBWsKTcykGh2wGbu8zjJ62/Ao4s1g/ddbSnm0oBEEQBKEIIkJPEIwQHQ/8tQ6YvkZ/+4krQKcPgE0/AkGFxIxQyEdi7rCxuUbkBY+hcFs5lI3GAYq99j8DMTcYMfqnDdDuJ6D2a0BGOtD5T+DwNEbglEzArTR71l1YRct/h+JAq0nAsdmmx3HoN/a6WzGY761x0TRGVAjfd+PbwLJ+FJTWTuzr12wi4FAMsHVllK9Uy2e/R3mNlQNr7NTmQMwt4NDvWvOV9GTg9CKgy19027y8gYI1sClwcS3FoC61XwPsffL7CgRBEAQhX5DUTUEwwr1IYNoq4/tuhEsK50tJQgTr5C5kTQyvKkCtVwCfmkDPeYyyAXS5XDmE4kptxm1bxtPwxNYF2PUV4FiCKZd9l7Hh966vmZJpbgsM3sCoYGyo6bHE3wOsXZiSaWHH+jVTFKsOVBkAtPiKrRu2fsKUzmvbKfBsXXmc+gX578DOnW0hLq1n38HsDptBrdgH0NIBaPIJv4cbu4Bjf+sfV6w6UGskYGaWTwMXBEEQhPwlT/5n37lzJ1QqldHXkSNHAAA3btwwuv/gwYOPeXdByHuSUoC4HIIkF27m31iEQkBiBF0xb+6hEUrjj4BuM4EdXzCat+d7oN6bTBsE6Ix5aT1QqjV/Tk8BYu8w+tflLwqPRT2Axb2ADW8CZtZAp2lA1DVgRl1gzySai5iiRDBw/xz/nhJNQWMM1yDALQiw9wAa/Q8YewYYd56vVt8wmvciEtjM0JhFpWJ6poM3xXd6MuDoAzj78vsafYwR2KoDaHAzcD0FtyAIgiAUUfIkdbN+/foICwvT2/bpp59i27ZtqFWrlt72rVu3omLFio9+dnNzy4shCcITYWMF2NkACUnG95cpRB4VQj4QfppRt7IdgcafAO5BFGSZWcWbMbeAJQeA+u8A3edQ/EVcAVwCtO9hZkEx4lGOIiP+HqN2jsX5Z+hhYPckIC2J9X7NJjBSl/BAfyxqM6DO68DyAfx7pgKUasW6uwO/aFNIA5rQoTM9Vfv5zn55fKPyCXtPoM1k3u+Q7YCFDa/XwpYCr3If/dYQmsilT42CG7MgCIIg5DN5IvQsLS3h7e396Oe0tDSsWbMG48aNg0ql0jvWzc1N71hBKAx4ugCvdAKmLDXcV8JD6vNeKlLigL3f8++XNwBtfwQWdNKKPF0OTAFGn2AapHsZIPIat9u46NeCuQTwFekO/FELSI5mT7eoEO0xG98BeswF9v0IhGxj2qVXZdbzHZpK45bqwwAHL+DaVsDOCxiwmttVZuwnt6QPUG0w0Ob7omc6YuvGl1elgh6JIAiCIBRK8qUoY+3atYiIiMCwYYY9kDp37gxPT080bNgQa9eufex7paSkIDY2Vu8lCM8bFwdgTHdgYGv90qVy/sD674HSIvReHtJTtOYrSiYjZg8vGz9WURiN860HlOkAXNtC05BeC42nSaYlU+Rp3luXyKvAsv6Ad1Wg73LgtcNAzZHApg+AGztZe9b0EzpNZiQDl9ayX156ChB2gtHB5Gjg6n/azxAEQRAE4aUhX1w3Z86ciTZt2qBECe3q2N7eHj/++CMaNGgAtVqNFStWoGvXrli9ejU6d+5s8r0mTZqEzz//PD+GLbzkBBYDvhoF/K8/8CAacLAFnOwkmvfSYeUIlGwOhJ/iz6rHPB8zswSaf0XHzbpvUPC5lwfMjPxza2HNOrHYUCAjlREq3QbsSVGM6B38FXj9FJuet/mO+86vYgRw1XAg5rb2nHMrgFqjgEYfsKWCjSvHJAiCIAjCS4VKURQltwd/+OGH+O6773I85sKFCyhXTtvQNjQ0FP7+/li6dCl69OiR47mDBw/G9evXsWfPHpPHpKSkICUl5dHPsbGx8PX1RUxMDBwdHXN5JYIgCE9AxBVgajW2MXj9OLB6FCN32VGbA2NOsVYuMw2o9Sowtx0w7nSWoLtDIZcUyXROG3f2hLtzBKjQg2Ysq0YYvm/LbyjqdJ0jqw4EoACnFhgfc//VwNK+QM8FQMXuz+EmCIIgPD2xsbFwcnKS9Zog5CNPJPQePHiAiIiIHI8pWbIkLC21T4+//PJL/Pbbb7hz5w4sLCxyPHfq1Kn46quvDIxcckL+4RAEIc/JSAfunwXWjQasXYHmE4A5LVm/p0v7XykGt3wINB7PXm5mVkD7X/j31SOB6zsASzug4f+0LRnMrVhTF30TCGjMGrx7ZwGXQEYFvSoD06rpf1a/VWzlYO0M3DsD7PlWv9VA3XGAvTfTPe098/LuCIIgPBZZrwlC/vNEqZseHh7w8MihX1M2FEXB7NmzMXjw4MeKPAA4efIkihV7Qe2+BUEoupiZA8Wq0S0zKYr97l49DJycB9zez2hdndGs5Ts5F+izBAg9QvOWVw4AyVHAmlcp8ixsgF6LgP1TgO0TtJ/hU4ORuw1v0d2z1qs0bIkLB2J0eup5lAc6/M60zzOLmPbpWxcYfRzY94O2KbhKxXYC1k75eKMEQRAEQSgs5GmN3vbt23H9+nWMHDnSYN8///wDS0tLVK9eHQCwcuVKzJo1C3///bfBsYIgCIUCjdMjAMCHLRASHwIwA5IeMJpXrAaw90cgqCXw6iFG5cJPAyFbeVqd14Ej0yn6dLl7nI3Vg8ewNUDYCWD319xXdRAw8F9AyQCgYqrnlg+1597az/ccsgV4cIH7K/URkScIgiAILzF5KvRmzpyJ+vXr69Xs6fLll1/i5s2bMDc3R7ly5bBkyRL07NkzL4ckCILw/DC3ZFNuAHD0otV/sepAndeyTFCyMhmSddyBA5oA+38y/n5hJ4DitYBVw4AHF7XbN38AuJcF2v4AQAVs+9jw3NQEYNsnQNeZrOdzDtDuS4qiIM1IY6qno4/h+YIgCIIgFCnyVOgtXLjQ5L4hQ4ZgyJAhefnxgiAI+c+jiJ8ONjqRtfRktmEwRXw4EHXDcPvDS3T+dCllvIdfzRFA6XYUhQ/O0+mz6Ses01szEri+k8c5+QEdfwcCmwJWDrm/LkEQBEEQXijypY+eIAjCS42tB1C6Pf9ubpVziwZLe4pBY5xfxUihLi6BQLdZgG99YHFP4MpGmrpc/Q/4uyFdPdU6NdIxt4AFnYGwk890SYIgCIIgFG5E6AmCIOQ1Dt5Ap9/ZU+/KJqBSL+PHBTSmSDOF2gywdaXRCgA0+wxo8jFg5wVsfNv4Of+9CwSPNdy++X/6PfsEQRAEQShS5EvDdEEQhJcel0Cg698UV2ozRtlOLwSUTO4Pagu0nUy3TlNU7Eknz7pvsLVCRipbNvRdDqTEGj8nJQ6wsDLcfucokJb07NclCIIgCEKhRCJ6giAI+YWDN+BVEfAoB3SaBrx5iW0aXjsCFKsCzKhLg5fitQzPLV4bcPRlSwYbF6DBe8C+H7lPE+EzhdpIexsHHwpOQRAEQRCKJBLREwRBKAisHLRmKFG3mdZ55ziw/TOg7wrg1j7g3HIat1ToBriVBlRmNFw5+DvNVjLSeH5aImDnASQ8MPwcW3f9RuoaGn1IoxZBEARBEIokIvQEQRAKGhdfvrrNZDpmVAhw8DcgqDX3H/mT7RasnZm22fQzIFUnVXP/z0C7n4CVw/RFndoM6D4b2PmN/udVHwJU7P74SKAgCIIgCC8sIvQEQRAKC85+/PPsUrZTeHhJf39yNLDzC8C7Mmv7rJ2A5Bjg7jHg9CJgwFrgwiqe51kRqPUqawM9KwL3zrKOr1gNppDauOT75QmCIAiCkH+I0BMEQShsuJY0vc/SnimbpxcDPecDC7sxind5A3BtC1CuG9BxGuBYHLBx5jnWjhR8giAIgiC8NIjQEwRBKGyUqAtY2LL2LjvVBgOxd4BWXwNH/2IU78pGIOo6I3dlOwKupQAL6/wftyAIgiAIhQZx3RQEQShsOJYAhmwCrBz1t5duBzR4B/BrCMxsAhz8FVjQifV7Nq7Arf08TkSeIAiCILz0SERPEAShsGFmzqje2NOst0t4wNRLM0vgz2Cg42+M3t3cA2RmMGUTYGN093IFO3ZBEARBEAoFKkVRlIIexLMQGxsLJycnxMTEwNHR8fEnCIIgvIjcPgSsHwM0m0Dx51EBQCZwYTUFYPWhTNm0dSvggQqCIBgi6zVByH8koicIgvAi4BIAqM2BBZ0Br0pseJ4az5TNxuOBEnUKeoSCIAiCIBQipEZPEAThRcDei43Ug8cAEVeBq5uB+HtAzVFM4xQEQRAEQdBBUjcFQRBeJNKTKfAy0gBLO8ChWEGPSBAE4bHIek0Q8h9J3RQEQXiRMLcGnP0LehSCIAiCIBRyJHVTEARBEARBEAShiCFCTxAEQRAEQRAEoYghQk8QBEEQBEEQBKGIIUJPEARBEARBEAShiCFCTxAEQRAEQRAEoYghQk8QBEEQBEEQBKGIIUJPEARBEARBEAShiCFCTxAEQRAEQRAEoYghQk8QBEEQBEEQBKGIIUJPEARBEARBEAShiCFCTxAEQRAEQRAEoYghQk8QBEEQBEEQBKGIIUJPEARBEARBEAShiCFCTxAEQRAEQRAEoYhhXtADeFYURQEAxMbGFvBIBEEQBEEQBGNo1mmadZsgCHnPCy/04uLiAAC+vr4FPBJBEARBEAQhJ+Li4uDk5FTQwxCElwKV8oI/WsnMzMTdu3fh4OAAlUpV0MMpUGJjY+Hr64vbt2/D0dGxoIfzQiD37OmQ+/Z0yH17OuS+PR1y354cuWdPR27um6IoiIuLg4+PD9RqqRwShPzghY/oqdVqlChRoqCHUahwdHSU/6CeELlnT4fct6dD7tvTIfft6ZD79uTIPXs6HnffJJInCPmLPFIRBEEQBEEQBEEoYojQEwRBEARBEARBKGKI0CtCWFlZYcKECbCysiroobwwyD17OuS+PR1y354OuW9Ph9y3J0fu2dMh900QCicvvBmLIAiCIAiCIAiCoI9E9ARBEARBEARBEIoYIvQEQRAEQRAEQRCKGCL0BEEQBEEQBEEQihgi9ARBEARBEARBEIoYIvQEQRAEQRAEQRCKGCL0XnB27twJlUpl9HXkyBEAwI0bN4zuP3jwYAGPvmAJCAgwuCfffvut3jGnT59Go0aNYG1tDV9fX3z//fcFNNrCwY0bNzBixAgEBgbCxsYGpUqVwoQJE5Camqp3jMw3Q6ZOnYqAgABYW1sjODgYhw8fLughFSomTZqE2rVrw8HBAZ6enujatSsuXbqkd0zTpk0N5tVrr71WQCMuHEycONHgnpQrV+7R/uTkZIwZMwZubm6wt7dHjx49cO/evQIcceHA2L//KpUKY8aMASBzTcPu3bvRqVMn+Pj4QKVSYfXq1Xr7FUXBZ599hmLFisHGxgYtW7bElStX9I6JjIzEgAED4OjoCGdnZ4wYMQLx8fH5eBWC8PIiQu8Fp379+ggLC9N7jRw5EoGBgahVq5besVu3btU7rmbNmgU06sLDF198oXdPxo0b92hfbGwsWrduDX9/fxw7dgyTJ0/GxIkTMWPGjAIcccFy8eJFZGZmYvr06Th37hymTJmCP//8Ex999JHBsTLftCxZsgTvvPMOJkyYgOPHj6Nq1apo06YN7t+/X9BDKzTs2rULY8aMwcGDB7FlyxakpaWhdevWSEhI0Dtu1KhRevPqZX/4AgAVK1bUuyd79+59tO/tt9/GunXrsGzZMuzatQt3795F9+7dC3C0hYMjR47o3bMtW7YAAHr16vXoGJlrQEJCAqpWrYqpU6ca3f/999/j119/xZ9//olDhw7Bzs4Obdq0QXJy8qNjBgwYgHPnzmHLli1Yv349du/ejVdeeSW/LkEQXm4UoUiRmpqqeHh4KF988cWjbdevX1cAKCdOnCi4gRVC/P39lSlTppjcP23aNMXFxUVJSUl5tO2DDz5QypYtmw+je3H4/vvvlcDAwEc/y3wzpE6dOsqYMWMe/ZyRkaH4+PgokyZNKsBRFW7u37+vAFB27dr1aFuTJk2UN998s+AGVQiZMGGCUrVqVaP7oqOjFQsLC2XZsmWPtl24cEEBoBw4cCCfRvhi8OabbyqlSpVSMjMzFUWRuWYMAMqqVase/ZyZmal4e3srkydPfrQtOjpasbKyUhYtWqQoiqKcP39eAaAcOXLk0TEbN25UVCqVcufOnXwbuyC8rEhEr4ixdu1aREREYNiwYQb7OnfuDE9PTzRs2BBr164tgNEVPr799lu4ubmhevXqmDx5MtLT0x/tO3DgABo3bgxLS8tH29q0aYNLly4hKiqqIIZbKImJiYGrq6vBdplvJDU1FceOHUPLli0fbVOr1WjZsiUOHDhQgCMr3MTExACAwdxasGAB3N3dUalSJYwfPx6JiYkFMbxCxZUrV+Dj44OSJUtiwIABuHXrFgDg2LFjSEtL05t75cqVg5+fn8w9HVJTUzF//nwMHz4cKpXq0XaZazlz/fp1hIeH680vJycnBAcHP5pfBw4cgLOzs16GUcuWLaFWq3Ho0KF8H7MgvGyYF/QAhOfLzJkz0aZNG5QoUeLRNnt7e/z4449o0KAB1Go1VqxYga5du2L16tXo3LlzAY62YHnjjTdQo0YNuLq6Yv/+/Rg/fjzCwsLw008/AQDCw8MRGBiod46Xl9ejfS4uLvk+5sLG1atX8dtvv+GHH354tE3mmz4PHz5ERkbGo7mjwcvLCxcvXiygURVuMjMz8dZbb6FBgwaoVKnSo+39+/eHv78/fHx8cPr0aXzwwQe4dOkSVq5cWYCjLViCg4MxZ84clC1bFmFhYfj888/RqFEjnD17FuHh4bC0tISzs7PeOV5eXggPDy+YARdCVq9ejejoaAwdOvTRNplrj0czh4z926bZFx4eDk9PT7395ubmcHV1lTkoCPmACL1Cyocffojvvvsux2MuXLigV3QfGhqKTZs2YenSpXrHubu745133nn0c+3atXH37l1Mnjy5yC28n+S+6d6TKlWqwNLSEq+++iomTZoEKyurvB5qoeJp5tudO3fQtm1b9OrVC6NGjXq0/WWab0LeMGbMGJw9e1av1gyAXl1P5cqVUaxYMbRo0QLXrl1DqVKl8nuYhYJ27do9+nuVKlUQHBwMf39/LF26FDY2NgU4sheHmTNnol27dvDx8Xm0TeaaIAhFARF6hZR3331X7+miMUqWLKn38+zZs+Hm5parxXRwcPCj4vOixNPcNw3BwcFIT0/HjRs3ULZsWXh7exu402l+9vb2fi7jLSw86X27e/cumjVrhvr16+fKnKaozrfc4O7uDjMzM6NzqajNo+fB2LFjHxk26GYmGCM4OBgAI8uy+CbOzs4oU6YMrl69ilatWiE1NRXR0dF6UT2Ze1pu3ryJrVu3PjZSJ3PNEM0cunfvHooVK/Zo+71791CtWrVHx2Q3nUpPT0dkZKTMQUHIB0ToFVI8PDzg4eGR6+MVRcHs2bMxePBgWFhYPPb4kydP6v3DXFR40vumy8mTJ6FWqx+lmdSrVw8ff/wx0tLSHt3TLVu2oGzZskUubfNJ7tudO3fQrFkz1KxZE7Nnz4Za/fhS36I633KDpaUlatasiW3btqFr164AmJq4bds2jB07tmAHV4hQFAXjxo3DqlWrsHPnToO0aWOcPHkSAF7auWWM+Ph4XLt2DYMGDULNmjVhYWGBbdu2oUePHgCAS5cu4datW6hXr14Bj7RwMHv2bHh6eqJDhw45HidzzZDAwEB4e3tj27Ztj4RdbGwsDh06hNGjRwPg/6PR0dE4duzYI+fl7du3IzMz85F4FgQhDyloNxjh+bB161YFgHLhwgWDfXPmzFEWLlyoXLhwQblw4YLy9ddfK2q1Wpk1a1YBjLRwsH//fmXKlCnKyZMnlWvXrinz589XPDw8lMGDBz86Jjo6WvHy8lIGDRqknD17Vlm8eLFia2urTJ8+vQBHXrCEhoYqQUFBSosWLZTQ0FAlLCzs0UuDzDdDFi9erFhZWSlz5sxRzp8/r7zyyiuKs7OzEh4eXtBDKzSMHj1acXJyUnbu3Kk3rxITExVFUZSrV68qX3zxhXL06FHl+vXrypo1a5SSJUsqjRs3LuCRFyzvvvuusnPnTuX69evKvn37lJYtWyru7u7K/fv3FUVRlNdee03x8/NTtm/frhw9elSpV6+eUq9evQIedeEgIyND8fPzUz744AO97TLXtMTFxSknTpxQTpw4oQBQfvrpJ+XEiRPKzZs3FUVRlG+//VZxdnZW1qxZo5w+fVrp0qWLEhgYqCQlJT16j7Zt2yrVq1dXDh06pOzdu1cpXbq00q9fv4K6JEF4qRChV0To16+fUr9+faP75syZo5QvX16xtbVVHB0dlTp16ujZbb+MHDt2TAkODlacnJwUa2trpXz58so333yjJCcn6x136tQppWHDhoqVlZVSvHhx5dtvvy2gERcOZs+erQAw+tIg8804v/32m+Ln56dYWloqderUUQ4ePFjQQypUmJpXs2fPVhRFUW7duqU0btxYcXV1VaysrJSgoCDl/fffV2JiYgp24AVMnz59lGLFiimWlpZK8eLFlT59+ihXr159tD8pKUl5/fXXFRcXF8XW1lbp1q2b3oOZl5lNmzYpAJRLly7pbZe5pmXHjh1Gfy+HDBmiKApbLHz66aeKl5eXYmVlpbRo0cLgfkZERCj9+vVT7O3tFUdHR2XYsGFKXFxcAVyNILx8qBRFUfI3higIgiAIgiAIgiDkJdJHTxAEQRAEQRAEoYghQk8QBEEQBEEQBKGIIUJPEARBEARBEAShiCFCTxAEQRAEQRAEoYghQk8QBEEQBEEQBKGIIUJPEARBEARBEAShiCFCTxAEQRAEQRAEoYghQk8QBEEQBEEQBKGIIUJPEARBEARBEAShiCFCTxAEQRAEQRAEoYghQk8QBEEQBEEQBKGI8X8zoi2HurXTdQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters.projection(method='tsne', color_type='targets', targets=['cart'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e57ec48",
   "metadata": {
    "id": "0LY0AdsE_-eG"
   },
   "source": [
    "### Exploring individual clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d389429d",
   "metadata": {
    "colab": {
     "background_save": true,
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 511,
     "status": "ok",
     "timestamp": 1682927973244,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "EIweEnGxElGK"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"elXICNHP\" src=\"about:blank\" width=\"960\" height=\"600\"\n",
       "        onload=\"window.reteLoadedIframes = window.reteLoadedIframes || []; window.reteLoadedIframes.push('elXICNHP')\">\n",
       "</iframe>\n",
       "\n",
       "<script>\n",
       "  (function() {\n",
       "    console.info('Initialize graph IFRAME')\n",
       "\n",
       "    const iframe = document.getElementById('elXICNHP')\n",
       "    const iframeLoaded = window.reteLoadedIframes && window.reteLoadedIframes.includes('elXICNHP')\n",
       "\n",
       "    const init = () => {\n",
       "      console.info('Graph IFRAME loaded')\n",
       "\n",
       "      const iframeDocument = document.getElementById('elXICNHP').contentDocument\n",
       "\n",
       "      iframeDocument.body.innerHTML = '<div id=\"root\"></div>'\n",
       "\n",
       "      const graphScript = iframeDocument.createElement('script')\n",
       "\n",
       "      graphScript.src = `https://static.server.retentioneering.com/package/@rete/transition-graph/version/1/dist/transition-graph.umd.js?id=elK6M6HI`\n",
       "\n",
       "      graphScript.addEventListener('load', () => {\n",
       "        console.info('JavaScript library loaded')\n",
       "\n",
       "        const initGraph = iframeDocument.createElement('script')\n",
       "\n",
       "        initGraph.innerHTML = `\n",
       "    initialize({\n",
       "    serverId: '6d4d0f54-561f-4ff5-ae12-a58f296e6932',\n",
       "    env: 'classic',\n",
       "    selectedNormalizationTypeId: 'none',\n",
       "    configNodes: [{\"index\": 0, \"name\": \"delivery_courier\", \"degree\": {\"event_id\": {\"degree\": 9.413600235501914, \"source\": 613}, \"user_id\": {\"degree\": 19.04050405040504, \"source\": 557}, \"session_id\": {\"degree\": 15.36448598130841, \"source\": 608}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 721.0727134484154, \"y\": 135.39641206872346}, {\"index\": 1, \"name\": \"session_end\", \"degree\": {\"event_id\": {\"degree\": 18.174271415955253, \"source\": 1605}, \"user_id\": {\"degree\": 34.0, \"source\": 1111}, \"session_id\": {\"degree\": 34.0, \"source\": 1605}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 437.6975067276469, \"y\": 326.07821476071814}, {\"index\": 2, \"name\": \"payment_choice\", \"degree\": {\"event_id\": {\"degree\": 11.391816308507508, \"source\": 837}, \"user_id\": {\"degree\": 23.954995499549955, \"source\": 739}, \"session_id\": {\"degree\": 19.214953271028037, \"source\": 814}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 724.0270772454966, \"y\": 149.41419331521848}, {\"index\": 3, \"name\": \"product2\", \"degree\": {\"event_id\": {\"degree\": 10.296732410950838, \"source\": 713}, \"user_id\": {\"degree\": 18.04140414041404, \"source\": 520}, \"session_id\": {\"degree\": 14.80373831775701, \"source\": 578}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 727.5805993923517, \"y\": 145.46207808142955}, {\"index\": 4, \"name\": \"catalog\", \"degree\": {\"event_id\": {\"degree\": 34.0, \"source\": 3397}, \"user_id\": {\"degree\": 34.0, \"source\": 1111}, \"session_id\": {\"degree\": 32.5607476635514, \"source\": 1528}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 692.6101152975275, \"y\": 168.66782621838922}, {\"index\": 5, \"name\": \"main\", \"degree\": {\"event_id\": {\"degree\": 13.202237268177804, \"source\": 1042}, \"user_id\": {\"degree\": 19.85058505850585, \"source\": 587}, \"session_id\": {\"degree\": 19.887850467289717, \"source\": 850}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 806.4894830173354, \"y\": 98.46247341421241}, {\"index\": 6, \"name\": \"payment_done\", \"degree\": {\"event_id\": {\"degree\": 9.007359434795408, \"source\": 567}, \"user_id\": {\"degree\": 18.257425742574256, \"source\": 528}, \"session_id\": {\"degree\": 14.598130841121495, \"source\": 567}}, \"type\": \"nice_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 522.00733104754, \"y\": 274.0356114528051}, {\"index\": 7, \"name\": \"path_end\", \"degree\": {\"event_id\": {\"degree\": 13.811598469237563, \"source\": 1111}, \"user_id\": {\"degree\": 34.0, \"source\": 1111}, \"session_id\": {\"degree\": 24.766355140186917, \"source\": 1111}}, \"type\": \"bad_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 75.0, \"y\": 550.0}, {\"index\": 8, \"name\": \"payment_cash\", \"degree\": {\"event_id\": {\"degree\": 5.086252575802178, \"source\": 123}, \"user_id\": {\"degree\": 7.24032403240324, \"source\": 120}, \"session_id\": {\"degree\": 6.299065420560748, \"source\": 123}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 555.088311336166, \"y\": 253.6464030347683}, {\"index\": 9, \"name\": \"cart\", \"degree\": {\"event_id\": {\"degree\": 16.946717692081247, \"source\": 1466}, \"user_id\": {\"degree\": 33.135913591359135, \"source\": 1079}, \"session_id\": {\"degree\": 27.906542056074766, \"source\": 1279}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 668.7667732160322, \"y\": 180.880630844723}, {\"index\": 10, \"name\": \"session_start\", \"degree\": {\"event_id\": {\"degree\": 18.174271415955253, \"source\": 1605}, \"user_id\": {\"degree\": 34.0, \"source\": 1111}, \"session_id\": {\"degree\": 34.0, \"source\": 1605}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 799.4472468299963, \"y\": 102.76553078920904}, {\"index\": 11, \"name\": \"delivery_pickup\", \"degree\": {\"event_id\": {\"degree\": 7.232263762143067, \"source\": 366}, \"user_id\": {\"degree\": 13.234923492349235, \"source\": 342}, \"session_id\": {\"degree\": 10.785046728971963, \"source\": 363}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 732.6966670254965, \"y\": 153.46661944555052}, {\"index\": 12, \"name\": \"product1\", \"degree\": {\"event_id\": {\"degree\": 7.453046806005299, \"source\": 391}, \"user_id\": {\"degree\": 12.55985598559856, \"source\": 317}, \"session_id\": {\"degree\": 10.373831775700936, \"source\": 341}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 714.9750153696465, \"y\": 164.49020244139575}, {\"index\": 13, \"name\": \"path_start\", \"degree\": {\"event_id\": {\"degree\": 13.811598469237563, \"source\": 1111}, \"user_id\": {\"degree\": 34.0, \"source\": 1111}, \"session_id\": {\"degree\": 24.766355140186917, \"source\": 1111}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 885.0, \"y\": 50.0}, {\"index\": 14, \"name\": \"delivery_choice\", \"degree\": {\"event_id\": {\"degree\": 14.005887547836327, \"source\": 1133}, \"user_id\": {\"degree\": 29.274527452745275, \"source\": 936}, \"session_id\": {\"degree\": 24.074766355140188, \"source\": 1074}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 704.4614063987028, \"y\": 155.93566857769412}, {\"index\": 15, \"name\": \"payment_card\", \"degree\": {\"event_id\": {\"degree\": 8.124227259346481, \"source\": 467}, \"user_id\": {\"degree\": 15.665166516651665, \"source\": 432}, \"session_id\": {\"degree\": 12.728971962616823, \"source\": 467}}, \"type\": \"suit_node\", \"active\": true, \"alias\": false, \"parent\": null, \"changed_name\": null, \"x\": 628.7922484514138, \"y\": 208.16160733956573}],\n",
       "    configLinks: [{\"sourceIndex\": 9, \"targetIndex\": 9, \"weights\": {\"event_id\": {\"weight_norm\": 0.00088261253309797, \"weight\": 1}, \"user_id\": {\"weight_norm\": 0.0009000900090009, \"weight\": 1}, \"session_id\": {\"weight_norm\": 0.0009000900090009, \"weight\": 1}}, \"type\": \"suit\"}, {\"sourceIndex\": 9, \"targetIndex\": 4, \"weights\": {\"event_id\": {\"weight_norm\": 0.11297440423654016, \"weight\": 128}, \"user_id\": {\"weight_norm\": 0.10531053105310531, \"weight\": 117}, \"session_id\": {\"weight_norm\": 0.10711071107110712, \"weight\": 119}}, \"type\": \"suit\"}, {\"sourceIndex\": 9, \"targetIndex\": 14, \"weights\": {\"event_id\": {\"weight_norm\": 1.0, \"weight\": 1133}, \"user_id\": {\"weight_norm\": 0.8424842484248425, \"weight\": 936}, \"session_id\": {\"weight_norm\": 0.9666966696669667, \"weight\": 1074}}, \"type\": \"suit\"}, {\"sourceIndex\": 9, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.18005295675198588, \"weight\": 204}, \"user_id\": {\"weight_norm\": 0.1791179117911791, \"weight\": 199}, \"session_id\": {\"weight_norm\": 0.18361836183618363, \"weight\": 204}}, \"type\": \"suit\"}, {\"sourceIndex\": 4, \"targetIndex\": 9, \"weights\": {\"event_id\": {\"weight_norm\": 0.7890556045895851, \"weight\": 894}, \"user_id\": {\"weight_norm\": 0.6660666066606661, \"weight\": 740}, \"session_id\": {\"weight_norm\": 0.7443744374437443, \"weight\": 827}}, \"type\": \"suit\"}, {\"sourceIndex\": 4, \"targetIndex\": 4, \"weights\": {\"event_id\": {\"weight_norm\": 0.8358340688437775, \"weight\": 947}, \"user_id\": {\"weight_norm\": 0.44284428442844287, \"weight\": 492}, \"session_id\": {\"weight_norm\": 0.5220522052205221, \"weight\": 580}}, \"type\": \"suit\"}, {\"sourceIndex\": 4, \"targetIndex\": 5, \"weights\": {\"event_id\": {\"weight_norm\": 0.1879964695498676, \"weight\": 213}, \"user_id\": {\"weight_norm\": 0.16111611161116113, \"weight\": 179}, \"session_id\": {\"weight_norm\": 0.16831683168316833, \"weight\": 187}}, \"type\": \"suit\"}, {\"sourceIndex\": 4, \"targetIndex\": 12, \"weights\": {\"event_id\": {\"weight_norm\": 0.3451015004413063, \"weight\": 391}, \"user_id\": {\"weight_norm\": 0.28532853285328535, \"weight\": 317}, \"session_id\": {\"weight_norm\": 0.3069306930693069, \"weight\": 341}}, \"type\": \"suit\"}, {\"sourceIndex\": 4, \"targetIndex\": 3, \"weights\": {\"event_id\": {\"weight_norm\": 0.6293027360988526, \"weight\": 713}, \"user_id\": {\"weight_norm\": 0.46804680468046805, \"weight\": 520}, \"session_id\": {\"weight_norm\": 0.5202520252025202, \"weight\": 578}}, \"type\": \"suit\"}, {\"sourceIndex\": 4, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.21094439541041482, \"weight\": 239}, \"user_id\": {\"weight_norm\": 0.18001800180018002, \"weight\": 200}, \"session_id\": {\"weight_norm\": 0.2151215121512151, \"weight\": 239}}, \"type\": \"suit\"}, {\"sourceIndex\": 14, \"targetIndex\": 4, \"weights\": {\"event_id\": {\"weight_norm\": 0.06266548984995587, \"weight\": 71}, \"user_id\": {\"weight_norm\": 0.062106210621062106, \"weight\": 69}, \"session_id\": {\"weight_norm\": 0.063006300630063, \"weight\": 70}}, \"type\": \"suit\"}, {\"sourceIndex\": 14, \"targetIndex\": 0, \"weights\": {\"event_id\": {\"weight_norm\": 0.5410414827890556, \"weight\": 613}, \"user_id\": {\"weight_norm\": 0.5013501350135013, \"weight\": 557}, \"session_id\": {\"weight_norm\": 0.5472547254725473, \"weight\": 608}}, \"type\": \"suit\"}, {\"sourceIndex\": 14, \"targetIndex\": 11, \"weights\": {\"event_id\": {\"weight_norm\": 0.323036187113857, \"weight\": 366}, \"user_id\": {\"weight_norm\": 0.30783078307830786, \"weight\": 342}, \"session_id\": {\"weight_norm\": 0.32673267326732675, \"weight\": 363}}, \"type\": \"suit\"}, {\"sourceIndex\": 14, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.07325684024713151, \"weight\": 83}, \"user_id\": {\"weight_norm\": 0.0747074707470747, \"weight\": 83}, \"session_id\": {\"weight_norm\": 0.0747074707470747, \"weight\": 83}}, \"type\": \"suit\"}, {\"sourceIndex\": 0, \"targetIndex\": 2, \"weights\": {\"event_id\": {\"weight_norm\": 0.4969108561341571, \"weight\": 563}, \"user_id\": {\"weight_norm\": 0.46534653465346537, \"weight\": 517}, \"session_id\": {\"weight_norm\": 0.5022502250225023, \"weight\": 558}}, \"type\": \"suit\"}, {\"sourceIndex\": 0, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.0441306266548985, \"weight\": 50}, \"user_id\": {\"weight_norm\": 0.0423042304230423, \"weight\": 47}, \"session_id\": {\"weight_norm\": 0.045004500450045004, \"weight\": 50}}, \"type\": \"suit\"}, {\"sourceIndex\": 11, \"targetIndex\": 2, \"weights\": {\"event_id\": {\"weight_norm\": 0.2418358340688438, \"weight\": 274}, \"user_id\": {\"weight_norm\": 0.23492349234923493, \"weight\": 261}, \"session_id\": {\"weight_norm\": 0.24392439243924394, \"weight\": 271}}, \"type\": \"suit\"}, {\"sourceIndex\": 11, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.08120035304501325, \"weight\": 92}, \"user_id\": {\"weight_norm\": 0.0819081908190819, \"weight\": 91}, \"session_id\": {\"weight_norm\": 0.08280828082808281, \"weight\": 92}}, \"type\": \"suit\"}, {\"sourceIndex\": 5, \"targetIndex\": 4, \"weights\": {\"event_id\": {\"weight_norm\": 0.76522506619594, \"weight\": 867}, \"user_id\": {\"weight_norm\": 0.495949594959496, \"weight\": 551}, \"session_id\": {\"weight_norm\": 0.6894689468946895, \"weight\": 766}}, \"type\": \"suit\"}, {\"sourceIndex\": 5, \"targetIndex\": 5, \"weights\": {\"event_id\": {\"weight_norm\": 0.07678729037952339, \"weight\": 87}, \"user_id\": {\"weight_norm\": 0.0639063906390639, \"weight\": 71}, \"session_id\": {\"weight_norm\": 0.0675067506750675, \"weight\": 75}}, \"type\": \"suit\"}, {\"sourceIndex\": 5, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.07766990291262135, \"weight\": 88}, \"user_id\": {\"weight_norm\": 0.0675067506750675, \"weight\": 75}, \"session_id\": {\"weight_norm\": 0.07920792079207921, \"weight\": 88}}, \"type\": \"suit\"}, {\"sourceIndex\": 13, \"targetIndex\": 10, \"weights\": {\"event_id\": {\"weight_norm\": 0.9805825242718447, \"weight\": 1111}, \"user_id\": {\"weight_norm\": 1.0, \"weight\": 1111}, \"session_id\": {\"weight_norm\": 1.0, \"weight\": 1111}}, \"type\": \"suit\"}, {\"sourceIndex\": 15, \"targetIndex\": 6, \"weights\": {\"event_id\": {\"weight_norm\": 0.3698146513680494, \"weight\": 419}, \"user_id\": {\"weight_norm\": 0.35373537353735374, \"weight\": 393}, \"session_id\": {\"weight_norm\": 0.3771377137713771, \"weight\": 419}}, \"type\": \"nice\"}, {\"sourceIndex\": 15, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.04236540158870256, \"weight\": 48}, \"user_id\": {\"weight_norm\": 0.043204320432043204, \"weight\": 48}, \"session_id\": {\"weight_norm\": 0.043204320432043204, \"weight\": 48}}, \"type\": \"suit\"}, {\"sourceIndex\": 8, \"targetIndex\": 6, \"weights\": {\"event_id\": {\"weight_norm\": 0.05736981465136805, \"weight\": 65}, \"user_id\": {\"weight_norm\": 0.05670567056705671, \"weight\": 63}, \"session_id\": {\"weight_norm\": 0.05850585058505851, \"weight\": 65}}, \"type\": \"nice\"}, {\"sourceIndex\": 8, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.05119152691968226, \"weight\": 58}, \"user_id\": {\"weight_norm\": 0.052205220522052204, \"weight\": 58}, \"session_id\": {\"weight_norm\": 0.052205220522052204, \"weight\": 58}}, \"type\": \"suit\"}, {\"sourceIndex\": 2, \"targetIndex\": 4, \"weights\": {\"event_id\": {\"weight_norm\": 0.0617828773168579, \"weight\": 70}, \"user_id\": {\"weight_norm\": 0.06030603060306031, \"weight\": 67}, \"session_id\": {\"weight_norm\": 0.06030603060306031, \"weight\": 67}}, \"type\": \"suit\"}, {\"sourceIndex\": 2, \"targetIndex\": 15, \"weights\": {\"event_id\": {\"weight_norm\": 0.412180052956752, \"weight\": 467}, \"user_id\": {\"weight_norm\": 0.38883888388838883, \"weight\": 432}, \"session_id\": {\"weight_norm\": 0.42034203420342037, \"weight\": 467}}, \"type\": \"suit\"}, {\"sourceIndex\": 2, \"targetIndex\": 8, \"weights\": {\"event_id\": {\"weight_norm\": 0.10856134157105031, \"weight\": 123}, \"user_id\": {\"weight_norm\": 0.10801080108010801, \"weight\": 120}, \"session_id\": {\"weight_norm\": 0.11071107110711072, \"weight\": 123}}, \"type\": \"suit\"}, {\"sourceIndex\": 2, \"targetIndex\": 6, \"weights\": {\"event_id\": {\"weight_norm\": 0.07325684024713151, \"weight\": 83}, \"user_id\": {\"weight_norm\": 0.0738073807380738, \"weight\": 82}, \"session_id\": {\"weight_norm\": 0.0747074707470747, \"weight\": 83}}, \"type\": \"nice\"}, {\"sourceIndex\": 2, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.08296557811120918, \"weight\": 94}, \"user_id\": {\"weight_norm\": 0.0846084608460846, \"weight\": 94}, \"session_id\": {\"weight_norm\": 0.0846084608460846, \"weight\": 94}}, \"type\": \"suit\"}, {\"sourceIndex\": 6, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.500441306266549, \"weight\": 567}, \"user_id\": {\"weight_norm\": 0.4752475247524752, \"weight\": 528}, \"session_id\": {\"weight_norm\": 0.5103510351035103, \"weight\": 567}}, \"type\": \"suit\"}, {\"sourceIndex\": 12, \"targetIndex\": 9, \"weights\": {\"event_id\": {\"weight_norm\": 0.18181818181818182, \"weight\": 206}, \"user_id\": {\"weight_norm\": 0.17281728172817282, \"weight\": 192}, \"session_id\": {\"weight_norm\": 0.1782178217821782, \"weight\": 198}}, \"type\": \"suit\"}, {\"sourceIndex\": 12, \"targetIndex\": 4, \"weights\": {\"event_id\": {\"weight_norm\": 0.14033539276257723, \"weight\": 159}, \"user_id\": {\"weight_norm\": 0.12421242124212421, \"weight\": 138}, \"session_id\": {\"weight_norm\": 0.12961296129612962, \"weight\": 144}}, \"type\": \"suit\"}, {\"sourceIndex\": 12, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.02294792586054722, \"weight\": 26}, \"user_id\": {\"weight_norm\": 0.023402340234023402, \"weight\": 26}, \"session_id\": {\"weight_norm\": 0.023402340234023402, \"weight\": 26}}, \"type\": \"suit\"}, {\"sourceIndex\": 3, \"targetIndex\": 9, \"weights\": {\"event_id\": {\"weight_norm\": 0.32215357458075905, \"weight\": 365}, \"user_id\": {\"weight_norm\": 0.297029702970297, \"weight\": 330}, \"session_id\": {\"weight_norm\": 0.31413141314131415, \"weight\": 349}}, \"type\": \"suit\"}, {\"sourceIndex\": 3, \"targetIndex\": 4, \"weights\": {\"event_id\": {\"weight_norm\": 0.25772285966460723, \"weight\": 292}, \"user_id\": {\"weight_norm\": 0.21242124212421243, \"weight\": 236}, \"session_id\": {\"weight_norm\": 0.22772277227722773, \"weight\": 253}}, \"type\": \"suit\"}, {\"sourceIndex\": 3, \"targetIndex\": 1, \"weights\": {\"event_id\": {\"weight_norm\": 0.04942630185348632, \"weight\": 56}, \"user_id\": {\"weight_norm\": 0.04950495049504951, \"weight\": 55}, \"session_id\": {\"weight_norm\": 0.050405040504050404, \"weight\": 56}}, \"type\": \"suit\"}, {\"sourceIndex\": 1, \"targetIndex\": 7, \"weights\": {\"event_id\": {\"weight_norm\": 0.9805825242718447, \"weight\": 1111}, \"user_id\": {\"weight_norm\": 1.0, \"weight\": 1111}, \"session_id\": {\"weight_norm\": 1.0, \"weight\": 1111}}, \"type\": \"bad\"}, {\"sourceIndex\": 1, \"targetIndex\": 10, \"weights\": {\"event_id\": {\"weight_norm\": 0.43601059135039716, \"weight\": 494}, \"user_id\": {\"weight_norm\": 0.2952295229522952, \"weight\": 328}}, \"type\": \"suit\"}, {\"sourceIndex\": 10, \"targetIndex\": 4, \"weights\": {\"event_id\": {\"weight_norm\": 0.7616946160635482, \"weight\": 863}, \"user_id\": {\"weight_norm\": 0.7767776777677767, \"weight\": 863}, \"session_id\": {\"weight_norm\": 0.7767776777677767, \"weight\": 863}}, \"type\": \"suit\"}, {\"sourceIndex\": 10, \"targetIndex\": 5, \"weights\": {\"event_id\": {\"weight_norm\": 0.6548984995586937, \"weight\": 742}, \"user_id\": {\"weight_norm\": 0.45814581458145814, \"weight\": 509}, \"session_id\": {\"weight_norm\": 0.6678667866786678, \"weight\": 742}}, \"type\": \"suit\"}],\n",
       "    nodesColsNames: ['event_id', 'event_id', 'user_id', 'session_id'],\n",
       "    linksWeightsNames: ['event_id', 'event_id', 'user_id', 'session_id'],\n",
       "    nodesThreshold: {\"user_id\": 0.0, \"event_id\": 0.0},\n",
       "    linksThreshold: {\"user_id\": 0.0, \"event_id\": 0.0},\n",
       "    shownNodesCol: 'event_id',\n",
       "    shownLinksWeight: 'event_id',\n",
       "    selectedNodesColForThresholds: 'event_id',\n",
       "    selectedLinksWeightForThresholds: 'event_id',\n",
       "    showWeights: true,\n",
       "    showPercents: false,\n",
       "    showNodesNames: true,\n",
       "    showAllEdgesForTargets: true,\n",
       "    showNodesWithoutLinks: false,\n",
       "    useLayoutDump: Boolean(0),\n",
       "    weightTemplate: undefined,\n",
       "    trackingHWID: '534a75ad-ebe7-44dd-9f7c-81426e77e82b'\n",
       "})\n",
       "`\n",
       "        iframeDocument.body.appendChild(initGraph)\n",
       "      })\n",
       "\n",
       "      iframeDocument.head.appendChild(graphScript)\n",
       "      iframeDocument.body.dataset.templateId = 'elXICNHP_template'\n",
       "\n",
       "      console.info('Graph IFRAME initialized')\n",
       "    }\n",
       "\n",
       "    console.log(`Graph IFRAME loaded: ` + iframeLoaded)\n",
       "\n",
       "    if (iframeLoaded) {\n",
       "      init()\n",
       "      return\n",
       "    }\n",
       "\n",
       "    iframe.onload = () => {\n",
       "      init()\n",
       "      window.reteLoadedIframes.push('elXICNHP')\n",
       "    }\n",
       "  })()\n",
       "</script>\n",
       "\n",
       "<template id=\"elXICNHP_template\">\n",
       "    <!DOCTYPE html>\n",
       "<html lang=\"en\">\n",
       "<head>\n",
       "    <meta charset=\"UTF-8\"/>\n",
       "    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no\"/>\n",
       "    <meta name=\"theme-color\" content=\"#000000\"/>\n",
       "    <link rel=\"preconnect\" href=\"https://fonts.googleapis.com\"/>\n",
       "    <link crossorigin rel=\"preconnect\" href=\"https://fonts.gstatic.com\"/>\n",
       "    <link\n",
       "            crossorigin\n",
       "            href=\"https://fonts.googleapis.com/css2?family=Open+Sans:wght@400;600&display=swap\"\n",
       "            rel=\"stylesheet\"\n",
       "    />\n",
       "    <title>Retentioneering Transition Graph Application</title>\n",
       "</head>\n",
       "\n",
       "<body>\n",
       "<noscript>You need to enable JavaScript to run this app.</noscript>\n",
       "<iframe id=\"elHZ3K9V\" src=\"about:blank\" width=\"960\" height=\"600\"\n",
       "        onload=\"window.reteLoadedIframes = window.reteLoadedIframes || []; window.reteLoadedIframes.push('elHZ3K9V')\">\n",
       "</iframe>\n",
       "\n",
       "<script>\n",
       "  (function() {\n",
       "    console.info('Initialize graph IFRAME')\n",
       "\n",
       "    const iframe = document.getElementById('elHZ3K9V')\n",
       "    const iframeLoaded = window.reteLoadedIframes && window.reteLoadedIframes.includes('elHZ3K9V')\n",
       "\n",
       "    const init = () => {\n",
       "      console.info('Graph IFRAME loaded')\n",
       "\n",
       "      const iframeDocument = document.getElementById('elHZ3K9V').contentDocument\n",
       "\n",
       "      iframeDocument.body.innerHTML = '<div id=\"root\"></div>'\n",
       "\n",
       "      const graphScript = iframeDocument.createElement('script')\n",
       "\n",
       "      graphScript.src = `https://static.server.retentioneering.com/package/@rete/transition-graph/version/1/dist/transition-graph.umd.js?id=elK6M6HI`\n",
       "\n",
       "      graphScript.addEventListener('load', () => {\n",
       "        console.info('JavaScript library loaded')\n",
       "\n",
       "        const initGraph = iframeDocument.createElement('script')\n",
       "\n",
       "        initGraph.innerHTML = `\n",
       "    initialize({\n",
       "    serverId: '6d4d0f54-561f-4ff5-ae12-a58f296e6932',\n",
       "    env: 'classic',\n",
       "    selectedNormalizationTypeId: 'none',\n",
       "    configNodes: <%= nodes %>,\n",
       "    configLinks: <%= links %>,\n",
       "    nodesColsNames: ['event_id', 'event_id', 'user_id', 'session_id'],\n",
       "    linksWeightsNames: ['event_id', 'event_id', 'user_id', 'session_id'],\n",
       "    nodesThreshold: <%= nodes_threshold %>,\n",
       "    linksThreshold: <%= links_threshold %>,\n",
       "    shownNodesCol: '<%= shown_nodes_col %>',\n",
       "    shownLinksWeight: '<%= shown_links_weight %>',\n",
       "    selectedNodesColForThresholds: '<%= selected_nodes_col_for_thresholds %>',\n",
       "    selectedLinksWeightForThresholds: '<%= selected_links_weight_for_thresholds %>',\n",
       "    showWeights: <%= show_weights %>,\n",
       "    showPercents: <%= show_percents %>,\n",
       "    showNodesNames: <%= show_nodes_names %>,\n",
       "    showAllEdgesForTargets: <%= show_all_edges_for_targets %>,\n",
       "    showNodesWithoutLinks: <%= show_nodes_without_links %>,\n",
       "    useLayoutDump: Boolean(1),\n",
       "    weightTemplate: undefined,\n",
       "    trackingHWID: '534a75ad-ebe7-44dd-9f7c-81426e77e82b'\n",
       "})\n",
       "`\n",
       "        iframeDocument.body.appendChild(initGraph)\n",
       "      })\n",
       "\n",
       "      iframeDocument.head.appendChild(graphScript)\n",
       "      iframeDocument.body.dataset.templateId = 'elHZ3K9V_template'\n",
       "\n",
       "      console.info('Graph IFRAME initialized')\n",
       "    }\n",
       "\n",
       "    console.log(`Graph IFRAME loaded: ` + iframeLoaded)\n",
       "\n",
       "    if (iframeLoaded) {\n",
       "      init()\n",
       "      return\n",
       "    }\n",
       "\n",
       "    iframe.onload = () => {\n",
       "      init()\n",
       "      window.reteLoadedIframes.push('elHZ3K9V')\n",
       "    }\n",
       "  })()\n",
       "</script>\n",
       "\n",
       "<template id=\"elHZ3K9V_template\">\n",
       "    \n",
       "</template>\n",
       "</body>\n",
       "</html>\n",
       "</template>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters\\\n",
    "    .filter_cluster(cluster_id=0)\\\n",
    "    .add_start_end_events()\\\n",
    "    .transition_graph(\n",
    "        targets={\n",
    "            'positive': 'payment_done',\n",
    "            'negative': 'path_end'\n",
    "        }\n",
    "    );"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e457a87",
   "metadata": {
    "id": "iK3H6_smAH1l"
   },
   "source": [
    "### Cluster comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "43e9c989",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 438,
     "status": "ok",
     "timestamp": 1682927973677,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "00958d1f-5cf9-49ca-bdd3-812ea3cf20bd",
    "outputId": "0fc086ee-99a4-4eb9-9617-de3a832e4a51"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Daria/Dev/Retentioneering/retentioneering-tools-new-arch/retentioneering/tooling/clusters/clusters.py:226: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  top_all.append(top_cluster, ignore_index=True, sort=False),\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters.diff(cluster_id1=0);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "590070b8",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 450,
     "status": "ok",
     "timestamp": 1682927974121,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "u8m4YnELNI2s",
    "outputId": "63509ec3-ea91-4d2f-bc79-74eaff9d13e0"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Daria/Dev/Retentioneering/retentioneering-tools-new-arch/retentioneering/tooling/clusters/clusters.py:226: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  top_all.append(top_cluster, ignore_index=True, sort=False),\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'top 5 events in cluster 0 (size: 29.62%) \\nvs. all data (100%)'}, ylabel=\"% of 'user_id' with given event\">"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters.diff(cluster_id1=0, top_n_events=5, weight_col='user_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20fde99e",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 625,
     "status": "ok",
     "timestamp": 1682927974739,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "vWMi1o4PUbDp",
    "outputId": "18efcbce-ecd6-4102-f886-a033d4b46c91"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/dist-packages/retentioneering/tooling/clusters/clusters.py:201: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  top_all.append(top_cluster, ignore_index=True, sort=False),\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters.diff(cluster_id1=0, top_n_events=5, weight_col='session_id');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "25430756",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 534,
     "status": "ok",
     "timestamp": 1682927975269,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "2ab1e672-96c3-4eaa-96e4-ab70f73af55e",
    "outputId": "859ff10d-09d5-463a-c59d-0ba95094f7d0"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Daria/Dev/Retentioneering/retentioneering-tools-new-arch/retentioneering/tooling/clusters/clusters.py:226: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  top_all.append(top_cluster, ignore_index=True, sort=False),\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'top 5 events in cluster 0 (size: 29.62%) \\nvs. cluster 1 (size: 15.14%)'}, ylabel='% from total events'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAKCCAYAAAAzygqeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACaBElEQVR4nOzdd1gU198+/nvpRVgUpVmREsSCBiMhGDSCYiyxYMGYYEcT0NgTEiui2KKosWtskccSazRiQdFPjKKiqFFENChGBQsBBKW4nN8f/piv6wKy0nRzv65rr+ezZ86cec/AE29mz56RCSEEiIiIiIg0lFZVF0BEREREVJEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWk0Bl4iIiIi0mgMvERERESk0Rh4iUgtDRo0wMCBAyv1mOvXr4dMJsOtW7cq9bhvu6ysLFhYWGDz5s1q7de2bVu0bdu2YoqiUnn8+DGMjY3x+++/V3UpRP8JDLxUZf78809MmzYN6enpVVZDgwYNIJPJVF4jRoyosprK09twjd8Fv//+O6ZNm1bpx7179y769OkDMzMzmJqaolu3bvj7779Lvf+iRYtgYmICPz+/Cqyy4ty5cwfTp09Hq1atUL16ddSsWRNt27bFkSNHiux/+PBhtG7dGkZGRqhevTp69eql1h9BBQUFWL58OZo3bw5DQ0OYm5ujXbt2uHjxotTn2rVrmDhxIpo3bw4TExNYW1ujc+fOOHfunMp4J0+exPvvvw8TExO0bdsW165dU+kzatQo+Pj4qLSbm5tj6NChmDx5cqnrJ6IyEERVZN68eQKASEpKqrIa6tevL5o3by42bdqk9IqJiamymspTRVzjnJwckZeXV27jlca6desq9HclMDBQVPZ/Dp88eSIcHByEhYWFmDNnjliwYIGoW7euqFOnjnj06NFr98/LyxO1atUSs2bNUvvYubm5Ijc3903KLldLliwRhoaGol+/fuKnn34S4eHh4v333xcAxM8//6zU97fffhNaWlqiZcuWYtGiRWLGjBmiZs2aonbt2uLBgwelOt6AAQOEjo6OGDx4sFi9erUIDw8XAwYMEIcOHZL6jBs3TpiZmYkhQ4aIlStXirlz5wo7Ozuhra0tDh8+LPVLT08X5ubmonPnzmL58uXCzc1NODs7i+fPn0t9/vrrL2FgYCCuXLlSZD1Xr14VAERUVJQ6l42I3gADL1WZtyXwdu7cucqOX9HehmtcHt7FwFtQUCCePn1a7PY5c+YIAOLMmTNSW3x8vNDW1hbBwcGvHX/nzp0CgLhx40a51FsV/vrrL/Hw4UOltpycHOHk5CTq1Kmj1O7s7Czs7e2VgnpcXJzQ0tISY8eOfe2xtm7dKgCInTt3ltjv3Llz4smTJ0ptjx49ErVq1RIeHh5S24EDB4SRkZF49uyZEEKIpKQkAUBcu3ZN6uPt7S1GjhxZ4vGaNGkivvzyy9fWT0Rlw8BLVWLq1KkCgMqrMNDk5+eLkJAQ0bBhQ6Gnpyfq168vgoODRU5OjtI4hYH14MGDwsXFRejr64tGjRqJHTt2lKqOwv1zc3NFVlaW2ufx77//im+++UbUqVNH6OnpCTs7OzF79myhUCiEEC/uwlWvXl0MHDhQZd+MjAyhr68vxo0bJ7Xl5OSIKVOmCDs7O6Gnpyfq1KkjJkyYoHLeAERgYKDYtWuXaNy4sdDT0xPOzs7iwIEDUp/XXeNDhw4JDw8PIZfLhbGxsXB0dCxV0Kpfv74YMGCA9L4wjP7xxx9izJgxombNmsLIyEh079691Hfe4uPjRe/evUXNmjWFgYGBcHR0FN9//73KMV4OvADE1KlTX1tfXl6emDZtmrC3txf6+vqiRo0awsPDQ7qrN2DAgCKvUyGFQiEWLlwonJ2dhb6+vrCwsBABAQEiLS1N5bidO3cWkZGRwtXVVejr64uFCxcWe84ffPCB+OCDD1TaO3ToIOzs7F5zxYTw9/cXDRo0UGm/f/++GDhwoKhdu7bQ09MTVlZW4rPPPlO6dm3atBFt2rRRqr2oawBAHDt2TOr3zz//iEGDBgkLCwvpd27t2rUqNdy+fVvEx8e/9hyKM3bsWAFAZGZmCiGEePz4sQAgJkyYoNK3cePGwsbG5rVjurm5iVatWgkhXvxM1f3/9549e4oaNWpI73fu3Kn0PiMjQwAQ58+fF0IIsWvXLmFubq7ye/KqMWPGCDMzM1FQUKBWPUSkHp2KmipBVJKePXvi+vXr+L//+z8sXLgQNWvWBADUqlULADB06FBs2LABvXr1wrhx4xATE4OwsDDEx8dj165dSmMlJiaib9++GDFiBAYMGIB169ahd+/eiIyMRPv27V9by9GjR2FkZASFQoH69etjzJgx+Oabb16739OnT9GmTRvcvXsXw4cPR7169fDnn38iODgY9+/fR3h4OHR1ddGjRw/s3LkTK1euhJ6enrT/7t27kZubK82/LCgowGeffYY//vgDAQEBaNSoES5fvoyFCxfi+vXr2L17t9Lx//jjD+zcuRNff/01TExMsHjxYvj6+iI5ORnm5uYlXuMrV66gS5cuaNasGUJCQqCvr48bN27g5MmTrz3v4owcORLVq1fH1KlTcevWLYSHhyMoKAhbt24tcb9Lly7h448/hq6uLgICAtCgQQPcvHkTv/32G2bOnPnG9RSaNm0awsLCMHToULRq1QqZmZk4d+4czp8/j/bt22P48OG4d+8eDh8+jE2bNqnsP3z4cKxfvx6DBg3CqFGjkJSUhJ9++gkXLlzAyZMnoaurK/VNSEhAv379MHz4cAwbNgzvvfdekTUVFBTg0qVLGDx4sMq2Vq1a4dChQ3jy5AlMTEyKPa8///wT77//vkq7r68vrly5gpEjR6JBgwZ48OABDh8+jOTkZDRo0KDIscLDw5GVlaXUtnDhQsTFxcHc3BwAkJqaig8//BAymQxBQUGoVasWDhw4gCFDhiAzMxOjR4+W9vX398fx48chhCi2/pKkpKTAyMgIRkZGAIDc3FwAgKGhoUpfIyMjXLlyBSkpKbCysipyvMzMTJw5cwZff/01vv/+eyxZsgRZWVmwtbXF7Nmz0adPn1LVVPj/QwDQokULZGRk4Mcff0SvXr0QHh4OuVyO9957D7m5uRg3bhymT5+O6tWrlziuq6srFi5ciCtXrqBJkyavrYOI3lBVJ2767yru4/a4uDgBQAwdOlSpffz48QKAOHr0qNRWeGfq5Tu6GRkZwtraWrRo0eK1NXTt2lXMmTNH7N69W6xdu1Z8/PHHAoCYOHHia/edMWOGMDY2FtevX1dq/+6774S2trZITk4WQghx8OBBAUD89ttvSv06deokGjZsKL3ftGmT0NLSEv/73/+U+q1YsUIAECdPnpTaAAg9PT2lj7MvXrwoAIglS5ZIbcVd44ULFwoAKh8nl0Zxd3i9vb2V7lKNGTNGaGtri/T09BLH8/T0FCYmJuL27dtK7S+PVZY7vC4uLq+dtlLclIb//e9/AoDYvHmzUntkZKRKe+HvYmRkZInHEkKIhw8fCgAiJCREZdvSpUtVPhp/VX5+vpDJZEqfDgjx4hMHAGLevHklHv/VO7yv2rZtm0p9Q4YMEdbW1irzi/38/IRcLleavtGmTZs3niKSmJgoDAwMlD7mVygUwszMTHh5eSn1ffTokTA2NhYAxLlz54od8/z58wKAMDc3F5aWlmLZsmVi8+bNolWrVkImkyl9MlKUEydOCJlMJiZPnqzUPm/ePKGtrS0ACENDQxERESGEEGLmzJmiSZMmSvN5i/Pnn38KAGLr1q2v7UtEb46rNNBbp3CZnrFjxyq1jxs3DgCwf/9+pXYbGxv06NFDem9qagp/f39cuHABKSkpJR5r7969mDhxIrp164bBgwfj+PHj8PHxwYIFC/DPP/+UuO/27dvx8ccfo3r16nj06JH08vb2hkKhwIkTJwAA7dq1Q82aNZXudP777784fPgw+vbtqzReo0aN4OTkpDReu3btAADHjh1TOr63tzfs7Oyk982aNYOpqWmpvuVvZmYGANizZw8KCgpe2780AgICIJPJpPcff/wxFAoFbt++Xew+Dx8+xIkTJzB48GDUq1dPadvLY5WFmZkZrly5gsTERLX33b59O+RyOdq3b6/0M3F1dUW1atVUfia2trZFfiP/Vc+ePQMA6Ovrq2wzMDBQ6lOUtLQ0CCFU7h4aGhpCT08P0dHR+Pfff19bR1GuXr2KwYMHo1u3bpg0aRIAQAiBHTt2oGvXrhBCKF0LHx8fZGRk4Pz589IY0dHRb3R39+nTp+jduzcMDQ0xe/ZsqV1LSwvDhw9HVFQUgoODkZiYiNjYWPTp0wd5eXkASr5ehXevHz9+jD179uCrr77C559/jqioKJibmyM0NLTYfR88eIDPP/8ctra2mDhxotK28ePH4+7duzh16hTu3r2Lfv364d69ewgLC0N4eDieP3+OkSNHol69emjVqlWRn6AU/gwfPXpU+gtFRGpj4KW3zu3bt6GlpQV7e3uldisrK5iZmakEKHt7e5Vw5OjoCABqr9sqk8kwZswYPH/+HNHR0SX2TUxMRGRkJGrVqqX08vb2BvDiH0oA0NHRga+vL/bs2SN9NLtz507k5+crBd7ExERcuXJFZbzCcykcr9CrARF48Y9naYJO37594eHhgaFDh8LS0hJ+fn7Ytm1bmcLvq/UU/kNeUj2F4bwiP8oNCQlBeno6HB0d0bRpU0yYMAGXLl0q1b6JiYnIyMiAhYWFys8lKytL5Wdia2tbqnELP5ov/H14WU5OjlKfkrwaKvX19TFnzhwcOHAAlpaW8PT0xNy5c1/7h1+hzMxM9OzZE7Vr18bGjRul/796+PAh0tPTsWrVKpXrMGjQIACqv5/qUigU8PPzw9WrV/Hrr7/CxsZGaXtISAiGDBmCuXPnwtHRES1btoSOjg6GDBkCAKhWrVqxYxdeS1tbW7i5uUnt1apVQ9euXXHmzBk8f/5cZb/s7Gx06dIFT548wZ49e4o8hqWlJT788EPp9/3bb7+Fl5cXvLy8MGPGDERFRWHr1q3o3r07OnfurLJEYOHPsLz+wCOionEOL721quofgLp16wJ4cRetJAUFBWjfvr3KXZ9ChUEVAPz8/LBy5UocOHAA3bt3x7Zt2+Dk5AQXFxel8Zo2bYoFCxaUWFchbW3tIvuV5s6aoaEhTpw4gWPHjmH//v2IjIzE1q1b0a5dOxw6dKjYsUtSlnrKk0KhUHrv6emJmzdvYs+ePTh06BDWrFmDhQsXYsWKFRg6dGiJYxUUFJT4YIfCOeeFShNSAaBGjRrQ19fH/fv3VbYVtr0a+F7dXyaTFfnHxOjRo9G1a1fs3r0bBw8exOTJkxEWFoajR4+iRYsWJdY1cOBA3Lt3D2fOnIGpqanUXviH0BdffIEBAwYUuW+zZs1KHPt1hg0bhn379mHz5s3Spxov09PTw5o1azBz5kxcv34dlpaWcHR0xOeff17kH8gvK7yWlpaWKtssLCyQn5+P7OxsyOVyqT0vLw89e/bEpUuXcPDgwVL9UXb69Gn8+uuv+OuvvwAA//d//4fJkyfD3d0d7u7uWLlyJfbt24cvvvhC2qfwZ/jy/GAiKn8MvFRligu09evXR0FBARITE9GoUSOpPTU1Fenp6ahfv75S/xs3bkAIoTTe9evXAaDYL+mUpPCu46th5lV2dnbIysqS7uiWxNPTE9bW1ti6dStat26No0eP4ocfflAZ7+LFi/Dy8iq3sF/SOFpaWtKdqAULFmDWrFn44YcfcOzYsVKdU3lo2LAhAEgBQR3Vq1dXuVuWl5dXZIisUaMGBg0ahEGDBiErKwuenp6YNm2aFHiLu052dnY4cuQIPDw8Sh1mS0NLSwtNmzYt8mEGMTExaNiwYYlfWNPR0YGdnR2SkpKKrXvcuHEYN24cEhMT0bx5c/z444/45Zdfih1z9uzZ2L17N3bu3AknJyelbbVq1YKJiQkUCkWF/G5MmDAB69atQ3h4OPr161diX0tLSym4KhQKREdHw83NrcQ7vDY2NrCyssLdu3dVtt27dw8GBgZK17ugoAD+/v6IiorCtm3b0KZNm9eegxACo0aNwjfffCNNNbp3757SHy42NjYqNRT+DF/+bx0RlT9OaaAqY2xsDAAqoaVTp04AXnxz/GWFdz47d+6s1H7v3j2llRsyMzOxceNGNG/evNhvbQMv7uC+ejcwPz8fs2fPhp6eHj755JMS6+/Tpw9OnTqFgwcPqmxLT09X+ohUS0sLvXr1wm+//YZNmzbh+fPnStMZCse7e/cuVq9erTLes2fPkJ2dXWI9RSnuGhd197p58+YAiv6YvaLUqlULnp6e+Pnnn5GcnKy07XV3hu3s7KR50oVWrVql8jN9/Pix0vtq1arB3t5e6TyLu059+vSBQqHAjBkzVI7//PnzMj3BrlevXjh79qxS6E1ISMDRo0fRu3fv1+7v7u6uEpifPn0qTYkoZGdnBxMTkxJ/rkeOHMGkSZPwww8/oHv37irbtbW14evrix07dhT5x8nDhw+V3icnJxf51LGizJs3D/Pnz8f3339fqtVRXjZ//nzcv39fmt9f6ObNm7h586ZSW9++fXHnzh0cPnxYanv06BH27NmDdu3aQUvr//1zOHLkSGzduhXLli1Dz549S1XL+vXrcefOHaU/ZC0tLaXrkJ+fjxs3bqj8Nyk2NhZyuRyNGzcu3UkT0RvhHV6qMq6urgCAH374AX5+ftDV1UXXrl3h4uKCAQMGYNWqVUhPT0ebNm1w5swZbNiwAd27d1cJoo6OjhgyZAjOnj0LS0tL/Pzzz0hNTcW6detKPP7evXsRGhqKXr16wdbWFmlpaYiIiMBff/2FWbNmlRiWgRd3pfbu3YsuXbpg4MCBcHV1RXZ2Ni5fvoxff/0Vt27dUvqYsm/fvliyZAmmTp2Kpk2bqtzR+fLLL7Ft2zaMGDECx44dg4eHBxQKBa5du4Zt27bh4MGDaNmypTqXuNhrHBISghMnTqBz586oX78+Hjx4gGXLlqFOnTpo3bq1Wscoq8WLF6N169Z4//33ERAQAFtbW9y6dQv79+9HXFxcsfsNHToUI0aMgK+vL9q3b4+LFy/i4MGDKh8NOzs7o23btnB1dUWNGjVw7tw5/PrrrwgKCpL6FF6nwsfAamtrw8/PD23atMHw4cMRFhaGuLg4dOjQAbq6ukhMTMT27duxaNEi9OrV643O++uvv8bq1avRuXNnjB8/Hrq6uliwYAEsLS1VAlxRunXrhk2bNuH69evS9Jnr16/Dy8sLffr0gbOzM3R0dLBr1y6kpqaW+Pjhfv36oVatWnBwcFC5C9y+fXtYWlpi9uzZOHbsGNzc3DBs2DA4OzsjLS0N58+fx5EjR5T+iCrtsmS7du3CxIkT4eDggEaNGhV7bAD45ZdfsGPHDnh6eqJatWo4cuQItm3bhqFDh8LX11dpPy8vLwDKc/iDg4Oxbds2+Pr6YuzYsZDL5VixYgXy8/Mxa9YsqV94eDiWLVsGd3d3GBkZqdTUo0cP6Q+kQk+ePMH333+PWbNmKd0p7tWrF0JCQlBQUICTJ08iJydH+oO+0OHDh9G1a1fO4SWqaFWzOATRCzNmzBC1a9cWWlpaKg+emD59urC1tRW6urqibt26r33wRLNmzYS+vr5wcnIS27dvf+2xz507J7p27Sot0F+tWjXRunVrsW3btlLX/+TJExEcHCzs7e2Fnp6eqFmzpvjoo4/E/PnzVR6/W1BQIOrWrSsAiNDQ0CLHy8vLE3PmzBGNGzcW+vr6onr16sLV1VVMnz5dZGRkSP3w/z944lWvLsklRNHXOCoqSnTr1k3Y2NgIPT09YWNjI/r166eyxFpRiluW7OzZs0r9jh07pvLgguL89ddfokePHsLMzEwYGBiI9957T2kJqKKWJVMoFOLbb7+VHnTh4+Mjbty4oVJfaGioaNWqlTAzMxOGhobCyclJzJw5U+nn8/z5czFy5EhRq1YtIZPJVJbUWrVqlXB1dRWGhobCxMRENG3aVEycOFHcu3dP6bqo+9S+O3fuiF69eglTU1NRrVo10aVLF5GYmFiqfXNzc0XNmjXFjBkzpLZHjx6JwMBA4eTkJIyNjYVcLhdubm4qv9OvLkuGYh468erPLzU1VQQGBoq6desKXV1dYWVlJby8vMSqVatUxi/NPy/FPRylqGPHxMQIT09PUb16dWFgYCBcXFzEihUrinxgQ/369UX9+vVV2m/evCl69OghTE1NhaGhoWjXrp3Sk+6EKP5BJIWvop72N2HCBNGyZUuVWrKysoS/v78wMzMTTk5OKkvWxcfHCwDiyJEjr71WRFQ2MiEq+RslROWoQYMGaNKkCfbt21fVpRBVuhkzZmDdunVITEx8oy8aUtUaPXo0Tpw4gdjYWN7hJapgnMNLRPSOGjNmDLKysrBly5aqLoXU9PjxY6xZswahoaEMu0SVgHN4iYjeUdWqVSvz+rdUNczNzVUe50xEFYd3eImIiIhIo3EOLxERERFpNN7hJSIiIiKNxsBLRERERBqNgZfoP+DWrVuQyWRYv359VZfy1vn666/Rvn17tfZZv349ZDKZ0oMNqPL5+fmhT58+VV0GEb0DGHiJqMyuXr2KadOmVWoAzMrKwtSpU9GxY0fUqFHjjQJ9UlIS1qxZg++//75iiqwEZ86cwddffw1XV1fo6uqWuMSVTCYr8jV79uzXHudNr3d+fj6cnZ0hk8kwf/58pW3p6eno378/qlevjoYNG2Lt2rUq+587dw5GRkZISkpS2fbtt99ix44duHjx4mvrIKL/NgZeIiqzq1evYvr06ZUaeB89eoSQkBDEx8fDxcXljcZYtGgRbG1tVR5X/Tpffvklnj17hvr167/RccvT77//jjVr1kAmk6Fhw4av7d++fXts2rRJ6dW1a9fX7vem13vJkiVITk4uctv48eMRHR2N6dOno0uXLhg2bBj+/PNPabsQAqNGjcLo0aNha2ursn+LFi3QsmVL/Pjjj6Wuh4j+m7gOLxG9tbKzs2FsbFzkNmtra9y/fx9WVlY4d+4cPvjgA7XGzs/Px+bNmzFixAi169LW1n5rnmz21Vdf4dtvv4WhoSGCgoJw/fr1Evs7Ojriiy++UPs4b3K9Hzx4gJCQEHz77beYMmWKyvZ9+/Zh7ty58Pf3BwBcunQJv/32Gz766CMAwObNm3H79u0S78D36dMHU6dOxbJly1CtWjW1z4uI/ht4h5eonPz666+QyWQ4fvy4yraVK1dCJpPhr7/+AgCkpKRg0KBBqFOnDvT19WFtbY1u3bq98R3S9PR0jBkzBg0aNIC+vj7q1KkDf39/PHr0qNh92rZti7Zt26q0Dxw4EA0aNFBq27JlC1xdXWFiYgJTU1M0bdoUixYtAvBiPmvv3r0BAJ988on0MXl0dLS0/4EDB/Dxxx/D2NgYJiYm6Ny5M65cuaJy3GrVquHmzZvo1KkTTExM0L9//2Lr19fXh5WV1WuuTPH++OMPPHr0CN7e3irblixZgsaNG8PIyAjVq1dHy5YtERERIW1/dQ7vtGnTip0uMHDgQGm/goIChIeHo3HjxjAwMIClpSWGDx+Of//9V+n4GRkZuHbtGjIyMl57HpaWljA0NFTr3J89e4acnBy19nmT6/3dd9/hvffeKzZgP3v2DNWrV5fe16hRA0+fPgXw4o+d7777DmFhYSUG2fbt2yM7OxuHDx9WqzYi+m9h4CUqJ507d0a1atWwbds2lW1bt25F48aN0aRJEwCAr68vdu3ahUGDBmHZsmUYNWoUnjx5UuxHvyXJysrCxx9/jCVLlqBDhw5YtGgRRowYgWvXruGff/4p83kdPnwY/fr1Q/Xq1TFnzhzMnj0bbdu2xcmTJwEAnp6eGDVqFADg+++/lz4mb9SoEQBg06ZN0rWZM2cOJk+ejKtXr6J169YqAf/58+fw8fGBhYUF5s+fD19f3zLXX5w///wTMpkMLVq0UGpfvXo1Ro0aBWdnZ4SHh2P69Olo3rw5YmJiih2rZ8+eKtMERo8eDQCwsLCQ+g0fPhwTJkyAh4cHFi1ahEGDBmHz5s3w8fFBfn6+1G/Xrl1o1KgRdu3aVb4njRdh3djYGIaGhnB2dlYK8uXpzJkz2LBhA8LDw4udV/zBBx9gwYIFSExMxMGDBxEZGYlWrVoBAGbNmoXatWvjyy+/LPE4zs7OMDQ0lH4fiYiKJIio3PTr109YWFiI58+fS233798XWlpaIiQkRAghxL///isAiHnz5pXLMadMmSIAiJ07d6psKygoEEIIkZSUJACIdevWSdvatGkj2rRpo7LPgAEDRP369aX333zzjTA1NVU6p1dt375dABDHjh1Tan/y5IkwMzMTw4YNU2pPSUkRcrlcqX3AgAECgPjuu+9KONuinT17VuX8XueLL74Q5ubmKu3dunUTjRs3LnHfdevWCQAiKSmpyO0PHz4U9erVE02bNhVZWVlCCCH+97//CQBi8+bNSn0jIyNV2gvHV+d8hBAiMDBQlPSf9Y8++kiEh4eLPXv2iOXLl4smTZoIAGLZsmVqHed117ugoEC0atVK9OvXTwjx/37/Xv2dv3TpkqhTp44AIAAIX19foVAoxN9//y0MDQ3FqVOnSlWPo6Oj+PTTT9U6ByL6b+EdXqJy1LdvXzx48EDp4/xff/0VBQUF6Nu3LwDA0NAQenp6iI6OVvko+03s2LEDLi4u6NGjh8q2kr6xX1pmZmZv/JHx4cOHkZ6ejn79+uHRo0fSS1tbG25ubjh27JjKPl999VWZay6Nx48fK32cXsjMzAz//PMPzp49+0bjKhQK9OvXD0+ePMGuXbukOcjbt2+HXC5H+/btla6Fq6srqlWrpnQtBg4cCCGE0nSI8nDy5El88803+OyzzzBixAjExsaiSZMm+P777/Hs2bNyO8769etx+fJlzJkzp8R+TZs2RWJiIs6ePYvExET8+uuv0NLSwrhx4+Dr64sPP/wQO3fuhIuLC2xtbRESEgJRxMNBq1evXuL0HSIiBl6ictSxY0fI5XJs3bpVatu6dSuaN28OR0dHAC/mQs6ZMwcHDhyApaUlPD09MXfuXKSkpLzRMW/evClNlagIX3/9NRwdHfHpp5+iTp06GDx4MCIjI0u1b2JiIgCgXbt2qFWrltLr0KFDePDggVJ/HR0d1KlTp9zPoThFhadvv/0W1apVQ6tWreDg4IDAwEC1Pi6fNGkSjh49ioiICNjZ2UntiYmJyMjIgIWFhcq1yMrKUrkWlUFPTw9BQUFIT09HbGxsuYyZmZmJ4OBgTJgwAXXr1n1tfwMDA7Rs2RL29vYAgKNHj+LQoUOYPXs2EhIS4Ofnh9GjR+Pnn3/GsmXLilwKTQhRLn/cEZHm4ioNROVIX18f3bt3x65du7Bs2TKkpqbi5MmTmDVrllK/0aNHo2vXrti9ezcOHjyIyZMnIywsDEePHlWZU1pRZDJZkYFPoVAovbewsEBcXBwOHjyIAwcO4MCBA1i3bh38/f2xYcOGEo9RUFAA4MU83qK+8KSjo/yfIH19fWhpVc7f4ebm5kXeYW/UqBESEhKwb98+REZGYseOHVi2bBmmTJmC6dOnlzjm7t27MWfOHMyYMQMdO3ZU2lZQUAALCwts3ry5yH1r1ar15idTBoWhNC0trVzGmz9/PvLy8tC3b19pjnbhXPJ///0Xt27dgo2NDfT09FT2VSgU+Oabb/Ddd9+hdu3amDFjBj766CMMGjQIwIs50Js3b5beF/r333/h4OBQLvUTkWZi4CUqZ3379sWGDRsQFRWF+Ph4CCGk6Qwvs7Ozw7hx4zBu3DgkJiaiefPm+PHHH/HLL7+odTw7Oztp9Qd1VK9eHX///bdK++3bt1Xa9PT00LVrV3Tt2hUFBQX4+uuvsXLlSkyePBn29vbF3l0rvMNpYWFR5GoIVcnJyQmbN29GRkYG5HK50jZjY2P07dsXffv2RV5eHnr27ImZM2ciODgYBgYGRY53/fp1DBgwAN27dy9yGS07OzscOXIEHh4eaq+qUJEKfwfKK3AnJyfj33//RePGjVW2zZo1C7NmzcKFCxfQvHlzle3Lly/HkydPMH78eADAvXv3YGNjI223sbHB3bt3lfZ5/vw57ty5g88++6xc6icizcQpDUTlzNvbGzVq1MDWrVuxdetWtGrVSmnR/KdPn6osCWVnZwcTExPk5uZKbffv38e1a9eUvr1fFF9fX1y8eLHIb/QXdQf35WNeu3YNDx8+lNouXryo8vH948ePld5raWmhWbNmACDVWzhPNT09Xamvj48PTE1NMWvWrCLP4+VjVzZ3d3cIIVQ+yn/1fPX09ODs7AwhRLE/i6ysLPTo0QO1a9fGhg0bivwDoE+fPlAoFJgxY4bKtufPnytdO3WWJSutoq71kydPEB4ejpo1a8LV1VVqf/ToEa5duyYtEaaOUaNGYdeuXUqvlStXAngxN3nXrl1FPkQiLS0NU6dOxbx586Q/KiwtLXHt2jWpT3x8vMonBVevXkVOTo60di8RUVF4h5eonOnq6qJnz57YsmULsrOzVR6nev36dXh5eaFPnz5wdnaGjo4Odu3ahdTUVPj5+Un9goODsWHDBiQlJamsi/uyCRMm4Ndff0Xv3r0xePBguLq6Ii0tDXv37sWKFSuKfSrW4MGDsWDBAvj4+GDIkCF48OABVqxYgcaNGyMzM1PqN3ToUKSlpaFdu3aoU6cObt++jSVLlqB58+bS0mPNmzeHtrY25syZg4yMDOjr66Ndu3awsLDA8uXL8eWXX+L999+Hn58fatWqheTkZOzfvx8eHh746aef3vha//TTT0hPT8e9e/cAAL/99pv08fnIkSNV7ty+rHXr1jA3N8eRI0fQrl07qb1Dhw6wsrKCh4cHLC0tER8fj59++gmdO3eGiYlJkWNNnz4dV69exaRJk7Bnzx6lbXZ2dnB3d0ebNm0wfPhwhIWFIS4uDh06dICuri4SExOxfft2LFq0CL169QIAacm6devWvfaLa7dv38amTZsAvHgMLwCEhoYCAOrXry8t67V06VLs3r0bXbt2Rb169XD//n38/PPPSE5OxqZNm5SmGPz000+YPn06jh07prRWc2mu9/vvv4/3339fqcbCqQ2NGzdG9+7dizyPyZMno2nTptKazsCLP+ZCQkLw1VdfoX79+li5ciUWLFigtN/hw4dhZGSE9u3bl3idiOg/rsrWhyDSYIcPHxYAhEwmE3fu3FHa9ujRIxEYGCicnJyEsbGxkMvlws3NTWzbtk2pX+EyXcUtffWyx48fi6CgIFG7dm2hp6cn6tSpIwYMGCAePXokhCh6WTIhhPjll19Ew4YNhZ6enmjevLk4ePCgyrJkv/76q+jQoYOwsLAQenp6ol69emL48OHi/v37SmOtXr1aNGzYUGhra6ssUXbs2DHh4+Mj5HK5MDAwEHZ2dmLgwIHi3LlzSudrbGz82nN9Wf369aUlrV59lea6jRo1Stjb2yu1rVy5Unh6egpzc3Ohr68v7OzsxIQJE0RGRobU59VlyQp/VkW9BgwYoDT+qlWrhKurqzA0NBQmJiaiadOmYuLEieLevXsq45dmWbJjx44Ve+yXl507dOiQaN++vbCyshK6urrCzMxMdOjQQURFRamMOXXq1CKXmXvT613csmSFLl26JPT09MSFCxdUtq1fv140aNBAmJubi7Fjx6osj+fm5ia++OKLYo9NRCSEEDIhSvjMk4hIg/39999wcnLCgQMH4OXlVdXlkJri4uLw/vvv4/z580XOCSYiKsTAS0T/aV999RVu3LjBR9O+g/z8/FBQUFDk0w2JiF7GwEtEREREGo2rNBARERGRRntrAu/s2bMhk8kwevRoqa1t27aQyWRKrxEjRpQ4jhACU6ZMgbW1NQwNDeHt7S097alQWloa+vfvD1NTU5iZmWHIkCHIysqStt+6dQuenp4wNjaGp6en9A3jQl26dMGOHTvKfM5EREREVPHeisB79uxZrFy5Ulrb82XDhg3D/fv3pdfcuXNLHGvu3LlYvHgxVqxYgZiYGBgbG8PHx0dp3dP+/fvjypUrOHz4MPbt24cTJ04gICBA2j5u3DjUrl0bcXFxsLa2lhZBB148JlZLSwu+vr7lcOZEREREVNGqPPBmZWWhf//+WL16NapXr66y3cjICFZWVtLL1NS02LGEEAgPD8ekSZPQrVs3NGvWDBs3bsS9e/ewe/duAC8WLo+MjMSaNWvg5uaG1q1bY8mSJdiyZYu0tmR8fDwGDBgABwcHDBw4EPHx8QBeLKo/adIkLF26tPwvBBERERFViCp/8ERgYCA6d+4Mb29vabH0l23evBm//PILrKys0LVrV0yePBlGRkZFjpWUlISUlBSlR5jK5XK4ubnh1KlT8PPzw6lTp2BmZoaWLVtKfby9vaGlpYWYmBj06NEDLi4uOHLkCDp06IBDhw5Jd54nTJiAwMBA6dnzr5Obm6v05KyCggKkpaXB3Ny82EexEhERkSohBJ48eQIbGxtoaVXM/TohBJ4/fw6FQlEh41P50tbWho6OTqkyVZUG3i1btuD8+fM4e/Zskds///xz1K9fHzY2Nrh06RK+/fZbJCQkYOfOnUX2T0lJAfDicZQvs7S0lLalpKTAwsJCabuOjg5q1Kgh9Zk/fz6GDx+OBg0aoFmzZli5ciVOnDiBuLg4zJkzB3369MG5c+fQoUMHLF68WOkJRS8LCwvD9OnTS39BiIiIqER37txBnTp1yn3cvLw83L9//40eqU1Vx8jICNbW1sVmsUJVFnjv3LmDb775BocPH5aem/6ql+fVNm3aFNbW1vDy8sLNmzdhZ2dXYbXVrl0b+/btk97n5ubCx8cHGzZsQGhoKExMTJCQkICOHTti5cqVGDlyZJHjBAcHY+zYsdL7jIwM1KtXD3fu3ClxagYREREpy8zMRN26dYt9xHdZFBQUICkpCdra2rCxsYGenh4/iX3LCSGQl5eHhw8fIikpCQ4ODiXe+a+ywBsbG4sHDx4oPXNdoVDgxIkT+Omnn5CbmwttbW2lfdzc3AAAN27cKDLwWllZAQBSU1NhbW0ttaempkpP4bGyssKDBw+U9nv+/DnS0tKk/V81a9YsdOjQAa6urhg2bBhCQ0Ohq6uLnj174ujRo8UGXn19fejr66u0m5qaMvASERG9gYoIonl5eSgoKEDdunWLnTZJbx9DQ0Po6uri9u3byMvLK/YGKlCFgdfLywuXL19Wahs0aBCcnJzw7bffqoRd4MVjJAEohdmX2drawsrKClFRUVLAzczMRExMDL766isAgLu7O9LT0xEbGwtXV1cAwNGjR1FQUCAF6pfFx8cjIiJCOrZCoUB+fj4AID8/n/N8iIiINERFzQ2milPan1mVBV4TExM0adJEqc3Y2Bjm5uZo0qQJbt68iYiICHTq1Anm5ua4dOkSxowZA09PT6Xly5ycnBAWFoYePXpI6/iGhobCwcEBtra2mDx5MmxsbNC9e3cAQKNGjdCxY0cMGzYMK1asQH5+PoKCguDn5wcbGxuleoQQCAgIwMKFC2FsbAwA8PDwwOrVq+Ho6IiNGzeiX79+FXuhiIiIiKhM3to/ZfT09KSVEpycnDBu3Dj4+vrit99+U+qXkJCAjIwM6f3EiRMxcuRIBAQE4IMPPkBWVhYiIyOVbnNv3rwZTk5O8PLyQqdOndC6dWusWrVKpYZVq1bB0tISXbp0kdqmTZuGnJwcuLm5wd7eHoGBgRVw9kRERERUXmRCCFHVRfxXZGZmQi6XIyMjg3N4iYiI1FCR/4bm5OQgKSkJtra2KvNAXSdsLNdjlSR2nn+5jnfr1i3Y2triwoUL0lRPTVPSz+5lb+0dXiIiIiJ6e6xfvx5mZmYVeozk5GR07twZRkZGsLCwwIQJE/D8+fMyj1vlD54gIiIiov8OhUIBmUym8oUzhUKBzp07w8rKCn/++Sfu378Pf39/6OrqYtasWWU6Ju/wEhEREb2jCgoKMHfuXNjb20NfXx/16tXDzJkzi+xb1B3a3bt3Ky31dvHiRXzyyScwMTGBqakpXF1dce7cOURHR2PQoEHIyMiATCaDTCbDtGnTALx4XsH48eNRu3ZtGBsbw83NDdHR0SrH3bt3L5ydnaGvr4/k5GSV+g4dOoSrV6/il19+QfPmzfHpp59ixowZWLp0KfLy8sp0nRh4iYiIiN5RwcHBmD17NiZPnoyrV68iIiJC5Ymz6ujfvz/q1KmDs2fPIjY2Ft999x10dXXx0UcfITw8HKamprh//z7u37+P8ePHAwCCgoJw6tQpbNmyBZcuXULv3r3RsWNHJCYmSuM+ffoUc+bMwZo1a3DlyhWVp94CwKlTp9C0aVOl+n18fJCZmYkrV6688TkBnNJARERE9E568uQJFi1ahJ9++gkDBgwAANjZ2aF169ZvPGZycjImTJgAJycnAICDg4O0TS6XQyaTKT2oKzk5GevWrUNycrK0vOv48eMRGRmJdevWSVMR8vPzsWzZMri4uBR77JSUFJWwXvg+JSXljc8JYOAlIiIieifFx8cjNzcXXl5e5Tbm2LFjMXToUGzatAne3t7o3bt3kU+3LXT58mUoFAo4Ojoqtefm5sLc3Fx6r6enp/QchcrGwEtERET0DjI0NFSrv5aWFl5djbbw6bGFpk2bhs8//xz79+/HgQMHMHXqVGzZsgU9evQocsysrCxoa2sjNjZW5Sm51apVU6r1dY+FtrKywpkzZ5TaUlNTpW1lwTm8RERERO8gBwcHGBoaIioqqlT9a9WqhSdPniA7O1tqi4uLU+nn6OiIMWPG4NChQ+jZsyfWrVsH4MVdWoVCodS3RYsWUCgUePDgAezt7ZVe6oZUd3d3XL58GQ8ePJDaDh8+DFNTUzg7O6s11qsYeImIiIjeQQYGBvj2228xceJEbNy4ETdv3sTp06exdu3aIvu7ubnByMgI33//PW7evImIiAisX79e2v7s2TMEBQUhOjoat2/fxsmTJ3H27Fk0atQIANCgQQNkZWUhKioKjx49wtOnT+Ho6Ij+/fvD398fO3fuRFJSEs6cOYOwsDDs379frfPp0KEDnJ2d8eWXX+LixYs4ePAgJk2ahMDAQOjr67/xdQIACKo0GRkZAoDIyMio6lKIiIjeKRX5b+izZ8/E1atXxbNnz8p97IqmUChEaGioqF+/vtDV1RX16tUTs2bNEkIIkZSUJACICxcuSP137dol7O3thaGhoejSpYtYtWqVKIyDubm5ws/PT9StW1fo6ekJGxsbERQUpHRdRowYIczNzQUAMXXqVCGEEHl5eWLKlCmiQYMGQldXV1hbW4sePXqIS5cuCSGEWLdunZDL5aU6n1u3bolPP/1UGBoaipo1a4px48aJ/Pz8YvuX9mfHRwtXIj5amIiI6M1U1aOF6e3GRwsTEREREYGBl4iIiIg0HAMvEREREWk0Bl4iIiIi0mgMvERERESk0Rh4iYiIiEijMfASERERkUZj4CUiIiIijcbAS0REREQaTaeqCyAiIiJ6WyWHNK20Y9Wbcrlcx7t16xZsbW1x4cIFNG/evFzHftfwDi8RERERvdb69ethZmZWoccYNWoUXF1doa+vX64hnYGXiIiIiCqNQqFAQUFBsdsHDx6Mvn37lusxGXiJiIiI3lEFBQWYO3cu7O3toa+vj3r16mHmzJlF9i3qDu3u3bshk8mk9xcvXsQnn3wCExMTmJqawtXVFefOnUN0dDQGDRqEjIwMyGQyyGQyTJs2DQCQm5uL8ePHo3bt2jA2Noabmxuio6NVjrt37144OztDX18fycnJRda4ePFiBAYGomHDhmW6Lq/iHF4iIiKid1RwcDBWr16NhQsXonXr1rh//z6uXbv2xuP1798fLVq0wPLly6GtrY24uDjo6urio48+Qnh4OKZMmYKEhAQAQLVq1QAAQUFBuHr1KrZs2QIbGxvs2rULHTt2xOXLl+Hg4AAAePr0KebMmYM1a9bA3NwcFhYWZT95NTDwEhEREb2Dnjx5gkWLFuGnn37CgAEDAAB2dnZo3br1G4+ZnJyMCRMmwMnJCQCkwAoAcrkcMpkMVlZWSv3XrVuH5ORk2NjYAADGjx+PyMhIrFu3DrNmzQIA5OfnY9myZXBxcXnj2sqCgZeIiIjoHRQfH4/c3Fx4eXmV25hjx47F0KFDsWnTJnh7e6N3796ws7Mrtv/ly5ehUCjg6Oio1J6bmwtzc3PpvZ6eHpo1a1ZudaqLgZeIiIjoHWRoaKhWfy0tLQghlNry8/OV3k+bNg2ff/459u/fjwMHDmDq1KnYsmULevToUeSYWVlZ0NbWRmxsLLS1tZW2FU55KKz15bnClY1fWiMiIiJ6Bzk4OMDQ0BBRUVGl6l+rVi08efIE2dnZUltcXJxKP0dHR4wZMwaHDh1Cz549sW7dOgAv7tIqFAqlvi1atIBCocCDBw9gb2+v9Hp56kNVY+AlIiIiegcZGBjg22+/xcSJE7Fx40bcvHkTp0+fxtq1a4vs7+bmBiMjI3z//fe4efMmIiIisH79emn7s2fPEBQUhOjoaNy+fRsnT57E2bNn0ahRIwBAgwYNkJWVhaioKDx69AhPnz6Fo6Mj+vfvD39/f+zcuRNJSUk4c+YMwsLCsH//frXP6caNG4iLi0NKSgqePXuGuLg4xMXFIS8v742uUSFOaSAiIiIqRnk//ay8TZ48GTo6OpgyZQru3bsHa2trjBgxosi+NWrUwC+//IIJEyZg9erV8PLywrRp0xAQEAAA0NbWxuPHj+Hv74/U1FTUrFkTPXv2xPTp0wEAH330EUaMGIG+ffvi8ePHmDp1KqZNm4Z169YhNDQU48aNw927d1GzZk18+OGH6NKli9rnM3ToUBw/flx636JFCwBAUlISGjRooPZ4hWTi1ckcVGEyMzMhl8uRkZEBU1PTqi6HiIjonVGR/4bm5OQgKSkJtra2MDAwKNexqWKV9mfHKQ1EREREpNEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GVRqoVJJDmlZ1CUV62789S0RE7w5+j//dU9qfGe/wEhER0X+arq4uAODp06dVXAmpq/BnVvgzLA7v8BIREdF/mra2NszMzPDgwQMAgJGRUZU+BpdeTwiBp0+f4sGDBzAzM1N5rPGrGHiJiIjoP6/wMbiFoZfeDWZmZqV6hPFbE3hnz56N4OBgfPPNNwgPDwfwYjHhcePGYcuWLcjNzYWPjw+WLVsGS0vLYscRQmDq1KlYvXo10tPT4eHhgeXLl8PBwUHqk5aWhpEjR+K3336DlpYWfH19sWjRIlSrVg0AcOvWLfj7+yM2Nhaurq7YuHGj0tM9unTpgkGDBsHX17dCrgURERFVLplMBmtra1hYWCA/P7+qy6FS0NXVfe2d3UJvReA9e/YsVq5ciWbNmim1jxkzBvv378f27dshl8sRFBSEnj174uTJk8WONXfuXCxevBgbNmyAra0tJk+eDB8fH1y9elV6Akf//v1x//59HD58GPn5+Rg0aBACAgIQEREBABg3bhxq166NtWvXYtKkSRg/fjx+/fVXAMDWrVulkExERESaRVtbu9Qhit4dVf6ltaysLPTv3x+rV69G9erVpfaMjAysXbsWCxYsQLt27eDq6op169bhzz//xOnTp4scSwiB8PBwTJo0Cd26dUOzZs2wceNG3Lt3D7t37wYAxMfHIzIyEmvWrIGbmxtat26NJUuWYMuWLbh3757UZ8CAAXBwcMDAgQMRHx8PAEhPT8ekSZOwdOnSir0oRERERFRuqjzwBgYGonPnzvD29lZqj42NRX5+vlK7k5MT6tWrh1OnThU5VlJSElJSUpT2kcvlcHNzk/Y5deoUzMzM0LJlS6mPt7c3tLS0EBMTAwBwcXHBkSNHUFBQgEOHDkl3nidMmIDAwEDUrVu3VOeWm5uLzMxMpRcRERERVa4qDbxbtmzB+fPnERYWprItJSUFenp6MDMzU2q3tLRESkpKkeMVtr86x/flfVJSUmBhYaG0XUdHBzVq1JD6zJ8/H9euXUODBg2QmJiI+fPn48SJE4iLi4O/vz/69OmDhg0bYsSIEcjLyyv2/MLCwiCXy6VXaYMyEREREZWfKgu8d+7cwTfffIPNmzdLc2vfFrVr18a+ffuQnJyMffv2oWbNmvj666+xYsUKhIaGwsTEBAkJCUhMTMTKlSuLHSc4OBgZGRnS686dO5V4FkREREQEVGHgjY2NxYMHD/D+++9DR0cHOjo6OH78OBYvXgwdHR1YWloiLy8P6enpSvulpqYWu/xEYXtqamqx+1hZWaksOfL8+XOkpaUVO+6sWbPQoUMHuLq6Ijo6Gr6+vtDV1UXPnj0RHR1d7Dnq6+vD1NRU6UVERERElavKAq+XlxcuX76MuLg46dWyZUv0799f+t+6urqIioqS9klISEBycjLc3d2LHNPW1hZWVlZK+2RmZiImJkbax93dHenp6YiNjZX6HD16FAUFBXBzc1MZMz4+HhEREZgxYwYAQKFQSMuV5OfnQ6FQlP1iEBEREVGFqbJlyUxMTNCkSROlNmNjY5ibm0vtQ4YMwdixY1GjRg2Ymppi5MiRcHd3x4cffijt4+TkhLCwMPTo0QMymQyjR49GaGgoHBwcpGXJbGxs0L17dwBAo0aN0LFjRwwbNgwrVqxAfn4+goKC4OfnBxsbG6V6hBAICAjAwoULYWxsDADw8PDA6tWr4ejoiI0bN6Jfv34VeJWIiIiIqKyqfJWGkixcuBBdunSBr68vPD09YWVlhZ07dyr1SUhIQEZGhvR+4sSJGDlyJAICAvDBBx8gKysLkZGRSvOEN2/eDCcnJ3h5eaFTp05o3bo1Vq1apXL8VatWwdLSEl26dJHapk2bhpycHLi5ucHe3h6BgYEVcOZEREREVF5kQghR1UX8V2RmZkIulyMjI+Odm8+bHNK0qksoUr0pl6u6BCIiqgTv8r+hVPXe6ju8RERERERlxcBLRERERBqNgZeIiIiINBoDLxERERFpNAZeIiIiItJoDLxEREREpNEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWk0Bl4iIiIi0mgMvERERESk0Rh4iYiIiEijMfASERERkUZj4CUiIiIijcbAS0REREQajYGXiIiIiDQaAy8RERERaTQGXiIiIiLSaAy8RERERKTRGHiJiIiISKMx8BIRERGRRmPgJSIiIiKNxsBLRERERBqNgZeIiIiINBoDLxERERFpNAZeIiIiItJoDLxEREREpNEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWk0Bl4iIiIi0mgMvERERESk0Rh4iYiIiEijMfASERERkUar0sC7fPlyNGvWDKampjA1NYW7uzsOHDggbW/bti1kMpnSa8SIESWOKYTAlClTYG1tDUNDQ3h7eyMxMVGpT1paGvr37w9TU1OYmZlhyJAhyMrKkrbfunULnp6eMDY2hqenJ27duqW0f5cuXbBjx46yXwAiIiIiqnBVGnjr1KmD2bNnIzY2FufOnUO7du3QrVs3XLlyReozbNgw3L9/X3rNnTu3xDHnzp2LxYsXY8WKFYiJiYGxsTF8fHyQk5Mj9enfvz+uXLmCw4cPY9++fThx4gQCAgKk7ePGjUPt2rURFxcHa2trjB8/Xtq2detWaGlpwdfXtxyvBBERERFVlCoNvF27dkWnTp3g4OAAR0dHzJw5E9WqVcPp06elPkZGRrCyspJepqamxY4nhEB4eDgmTZqEbt26oVmzZti4cSPu3buH3bt3AwDi4+MRGRmJNWvWwM3NDa1bt8aSJUuwZcsW3Lt3T+ozYMAAODg4YODAgYiPjwcApKenY9KkSVi6dGnFXRQiIiIiKldvzRxehUKBLVu2IDs7G+7u7lL75s2bUbNmTTRp0gTBwcF4+vRpsWMkJSUhJSUF3t7eUptcLoebmxtOnToFADh16hTMzMzQsmVLqY+3tze0tLQQExMDAHBxccGRI0dQUFCAQ4cOoVmzZgCACRMmIDAwEHXr1i3VOeXm5iIzM1PpRURERESVq8oD7+XLl1GtWjXo6+tjxIgR2LVrF5ydnQEAn3/+OX755RccO3YMwcHB2LRpE7744otix0pJSQEAWFpaKrVbWlpK21JSUmBhYaG0XUdHBzVq1JD6zJ8/H9euXUODBg2QmJiI+fPn48SJE4iLi4O/vz/69OmDhg0bYsSIEcjLyyu2nrCwMMjlculV2qBMREREROVHp6oLeO+99xAXF4eMjAz8+uuvGDBgAI4fPw5nZ2elebVNmzaFtbU1vLy8cPPmTdjZ2VVYTbVr18a+ffuk97m5ufDx8cGGDRsQGhoKExMTJCQkoGPHjli5ciVGjhxZ5DjBwcEYO3as9D4zM5Ohl4iIiKiSVfkdXj09Pdjb28PV1RVhYWFwcXHBokWLiuzr5uYGALhx40aR262srAAAqampSu2pqanSNisrKzx48EBp+/Pnz5GWlib1edWsWbPQoUMHuLq6Ijo6Gr6+vtDV1UXPnj0RHR1d7Lnp6+tLK1AUvoiIiIioclV54H1VQUEBcnNzi9wWFxcHALC2ti5yu62tLaysrBAVFSW1ZWZmIiYmRpoX7O7ujvT0dMTGxkp9jh49ioKCAilQvyw+Ph4RERGYMWMGgBdzjfPz8wEA+fn5UCgU6p8kEREREVWaKg28wcHBOHHiBG7duoXLly8jODgY0dHR6N+/P27evIkZM2YgNjYWt27dwt69e+Hv7w9PT0/pS2QA4OTkhF27dgEAZDIZRo8ejdDQUOzduxeXL1+Gv78/bGxs0L17dwBAo0aN0LFjRwwbNgxnzpzByZMnERQUBD8/P9jY2CjVJ4RAQEAAFi5cCGNjYwCAh4cHVq9ejfj4eGzcuBEeHh6Vc7GIiIiI6I1U6RzeBw8ewN/fH/fv34dcLkezZs1w8OBBtG/fHnfu3MGRI0cQHh6O7Oxs1K1bF76+vpg0aZLSGAkJCcjIyJDeT5w4EdnZ2QgICEB6ejpat26NyMhIGBgYSH02b96MoKAgeHl5SWvqLl68WKW+VatWwdLSEl26dJHapk2bhs8//xxubm7o2LEjAgMDK+DKEBEREVF5kQkhRFUX8V+RmZkJuVyOjIyMd24+b3JI06ouoUj1plyu6hKIiKgSvMv/hlLVe+vm8BIRERERlScGXiIiIiLSaAy8RERERKTRGHiJiIiISKMx8BIRERGRRmPgJSIiIiKNxsBLRERERBqNgZeIiIiINBoDLxERERFpNAZeIiIiItJoDLxEREREpNEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWk0Bl4iIiIi0mgMvERERESk0Rh4iYiIiEijMfASERERkUZj4CUiIiIijcbAS0REREQajYGXiIiIiDQaAy8RERERaTQGXiIiIiLSaAy8RERERKTRGHiJiIiISKMx8BIRERGRRmPgJSIiIiKNxsBLRERERBqNgZeIiIiINBoDLxERERFpNAZeIiIiItJoDLxEREREpNEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWm0Kg28y5cvR7NmzWBqagpTU1O4u7vjwIED0vacnBwEBgbC3Nwc1apVg6+vL1JTU0scUwiBKVOmwNraGoaGhvD29kZiYqJSn7S0NPTv3x+mpqYwMzPDkCFDkJWVJW2/desWPD09YWxsDE9PT9y6dUtp/y5dumDHjh1lvwBEREREVOGqNPDWqVMHs2fPRmxsLM6dO4d27dqhW7duuHLlCgBgzJgx+O2337B9+3YcP34c9+7dQ8+ePUscc+7cuVi8eDFWrFiBmJgYGBsbw8fHBzk5OVKf/v3748qVKzh8+DD27duHEydOICAgQNo+btw41K5dG3FxcbC2tsb48eOlbVu3boWWlhZ8fX3L+WoQERERUUWQCSFEVRfxsho1amDevHno1asXatWqhYiICPTq1QsAcO3aNTRq1AinTp3Chx9+qLKvEAI2NjYYN26cFFIzMjJgaWmJ9evXw8/PD/Hx8XB2dsbZs2fRsmVLAEBkZCQ6deqEf/75BzY2NnB2dsaCBQvQsWNHHDhwAOPHj8eVK1eQnp6ODz74AEePHkXdunXVPrfMzEzI5XJkZGTA1NS0DFep8iWHNK3qEopUb8rlqi6BiIgqwbv8byhVvbdmDq9CocCWLVuQnZ0Nd3d3xMbGIj8/H97e3lIfJycn1KtXD6dOnSpyjKSkJKSkpCjtI5fL4ebmJu1z6tQpmJmZSWEXALy9vaGlpYWYmBgAgIuLC44cOYKCggIcOnQIzZo1AwBMmDABgYGBpQ67ubm5yMzMVHoRERERUeWq8sB7+fJlVKtWDfr6+hgxYgR27doFZ2dnpKSkQE9PD2ZmZkr9LS0tkZKSUuRYhe2WlpbF7pOSkgILCwul7To6OqhRo4bUZ/78+bh27RoaNGiAxMREzJ8/HydOnEBcXBz8/f3Rp08fNGzYECNGjEBeXl6x5xYWFga5XC693uSuMBERERGVTZUH3vfeew9xcXGIiYnBV199hQEDBuDq1atVWlPt2rWxb98+JCcnY9++fahZsya+/vprrFixAqGhoTAxMUFCQgISExOxcuXKYscJDg5GRkaG9Lpz504lngURERERAW9B4NXT04O9vT1cXV0RFhYGFxcXLFq0CFZWVsjLy0N6erpS/9TUVFhZWRU5VmH7qys5vLyPlZUVHjx4oLT9+fPnSEtLK3bcWbNmoUOHDnB1dUV0dDR8fX2hq6uLnj17Ijo6uthz09fXl1agKHwRERERUeWq8sD7qoKCAuTm5sLV1RW6urqIioqStiUkJCA5ORnu7u5F7mtrawsrKyulfTIzMxETEyPt4+7ujvT0dMTGxkp9jh49ioKCAri5uamMGR8fj4iICMyYMQPAi7nG+fn5AID8/HwoFIqynzQRERERVRidqjx4cHAwPv30U9SrVw9PnjxBREQEoqOjcfDgQcjlcgwZMgRjx45FjRo1YGpqipEjR8Ld3V1phQYnJyeEhYWhR48ekMlkGD16NEJDQ+Hg4ABbW1tMnjwZNjY26N69OwCgUaNG6NixI4YNG4YVK1YgPz8fQUFB8PPzg42NjVJ9QggEBARg4cKFMDY2BgB4eHhg9erVcHR0xMaNG9GvX79Ku15EREREpL4qDbwPHjyAv78/7t+/D7lcjmbNmuHgwYNo3749AGDhwoXSmre5ubnw8fHBsmXLlMZISEhARkaG9H7ixInIzs5GQEAA0tPT0bp1a0RGRsLAwEDqs3nzZgQFBcHLy0saf/HixSr1rVq1CpaWlujSpYvUNm3aNHz++edwc3NDx44dERgYWN6XhYiIiIjK0Vu3Dq8me5fXEOQ6vEREVJXe5X9Dqeq9dXN4iYiIiIjKEwMvEREREWk0Bl4iIiIi0mhqB97z58/j8uX/N29yz5496N69O77//vsSnzpGRERERFQV1A68w4cPx/Xr1wEAf//9N/z8/GBkZITt27dj4sSJ5V4gEREREVFZqB14r1+/jubNmwMAtm/fDk9PT0RERGD9+vXYsWNHeddHRERERFQmagdeIQQKCgoAAEeOHEGnTp0AAHXr1sWjR4/KtzoiIiIiojJSO/C2bNkSoaGh2LRpE44fP47OnTsDAJKSkmBpaVnuBRIRERERlYXagXfhwoU4f/48goKC8MMPP8De3h4A8Ouvv+Kjjz4q9wKJiIiIiMpC7UcLu7i4KK3SUGjevHnQ0anSJxUTEREREalQ+w5vw4YN8fjxY5X2nJwcODo6lktRRERERETlRe3Ae+vWLSgUCpX23Nxc/PPPP+VSFBERERFReSn1HIS9e/dK//vgwYOQy+XSe4VCgaioKNja2pZvdUREREREZVTqwNu9e3cAgEwmw4ABA5S26erqokGDBvjxxx/LtTgiIiIiorIqdeAtXHvX1tYWZ8+eRc2aNSusKCIiIiKi8qL2sgpJSUkVUQcRERERUYV4o3XEoqKiEBUVhQcPHkh3fgv9/PPP5VIYEREREVF5UDvwTp8+HSEhIWjZsiWsra0hk8kqoi6i/7zkkKZVXUKR6k1RXYdbU/CaExFpJrUD74oVK7B+/Xp8+eWXFVEPEREREVG5Unsd3ry8PD5CmIiIiIjeGWoH3qFDhyIiIqIiaiEiIiIiKndqT2nIycnBqlWrcOTIETRr1gy6urpK2xcsWFBuxRERERERlZXagffSpUto3rw5AOCvv/5S2sYvsBERERHR20btwHvs2LGKqIOIiIiIqEKoPYe30I0bN3Dw4EE8e/YMACCEKLeiiIiIiIjKi9qB9/Hjx/Dy8oKjoyM6deqE+/fvAwCGDBmCcePGlXuBRERERERloXbgHTNmDHR1dZGcnAwjIyOpvW/fvoiMjCzX4oiIiIiIykrtObyHDh3CwYMHUadOHaV2BwcH3L59u9wKIyIiIiIqD2rf4c3Ozla6s1soLS0N+vr65VIUEREREVF5UTvwfvzxx9i4caP0XiaToaCgAHPnzsUnn3xSrsUREREREZWV2lMa5s6dCy8vL5w7dw55eXmYOHEirly5grS0NJw8ebIiaiQiIiIiemNq3+Ft0qQJrl+/jtatW6Nbt27Izs5Gz549ceHCBdjZ2VVEjUREREREb0ztO7wAIJfL8cMPP5R3LURERERE5U7tO7z29vaYNm0aEhMTK6IeIiIiIqJypXbgDQwMxP79+/Hee+/hgw8+wKJFi5CSklIRtRERERERldkbPXji7NmzuHbtGjp16oSlS5eibt266NChg9LqDUREREREbwO1A28hR0dHTJ8+HdevX8f//vc/PHz4EIMGDSrP2oiIiIiIyuyNvrRW6MyZM4iIiMDWrVuRmZmJ3r17l1ddRERERETlQu3Ae/36dWzevBn/93//h6SkJLRr1w5z5sxBz549Ua1atYqokYiIiIjojakdeJ2cnPDBBx8gMDAQfn5+sLS0rIi6iIiIiIjKhdpzeBMSEhATE4NvvvmmzGE3LCwMH3zwAUxMTGBhYYHu3bsjISFBqU/btm0hk8mUXiNGjChxXCEEpkyZAmtraxgaGsLb21tlGbW0tDT0798fpqamMDMzw5AhQ5CVlSVtv3XrFjw9PWFsbAxPT0/cunVLaf8uXbpgx44dZTp/IiIiIqp4agdeBwcHpKenY82aNQgODkZaWhoA4Pz587h7965aYx0/fhyBgYE4ffo0Dh8+jPz8fHTo0AHZ2dlK/YYNG4b79+9Lr7lz55Y47ty5c7F48WKsWLECMTExMDY2ho+PD3JycqQ+/fv3x5UrV3D48GHs27cPJ06cQEBAgLR93LhxqF27NuLi4mBtbY3x48dL27Zu3QotLS34+vqqdb5EREREVPnUntJw6dIleHl5wczMDLdu3cKwYcNQo0YN7Ny5E8nJyWotTRYZGan0fv369bCwsEBsbCw8PT2ldiMjI1hZWZVqTCEEwsPDMWnSJHTr1g0AsHHjRlhaWmL37t3w8/NDfHw8IiMjcfbsWbRs2RIAsGTJEnTq1Anz58+HjY0N4uPjsWDBAjg4OGDgwIFS4E1PT8ekSZNw9OjRUp8nEREREVWdN1qHd9CgQUhMTISBgYHU3qlTJ5w4caJMxWRkZAAAatSoodS+efNm1KxZE02aNEFwcDCePn1a7BhJSUlISUmBt7e31CaXy+Hm5oZTp04BAE6dOgUzMzMp7AKAt7c3tLS0EBMTAwBwcXHBkSNHUFBQgEOHDqFZs2YAgAkTJiAwMBB169Z97fnk5uYiMzNT6UVERERElUvtwHvu3DkMHz5cpb127dpleuJaQUEBRo8eDQ8PDzRp0kRq//zzz/HLL7/g2LFjCA4OxqZNm/DFF18UO05hDa/OL7a0tJS2paSkwMLCQmm7jo4OatSoIfWZP38+rl27hgYNGiAxMRHz58/HiRMnEBcXB39/f/Tp0wcNGzbEiBEjkJeXV2QtYWFhkMvl0qs0IZmIiIiIypfaUxr09fWLvFN5/fp11KpV640LCQwMxF9//YU//vhDqf3lebVNmzaFtbU1vLy8cPPmTdjZ2b3x8V6ndu3a2Ldvn/Q+NzcXPj4+2LBhA0JDQ2FiYoKEhAR07NgRK1euxMiRI1XGCA4OxtixY6X3mZmZDL1ERERElUztO7yfffYZQkJCkJ+fDwCQyWRITk7Gt99++8Zf4goKCsK+fftw7Ngx1KlTp8S+bm5uAIAbN24Uub1wrm9qaqpSe2pqqrTNysoKDx48UNr+/PlzpKWlFTtXeNasWejQoQNcXV0RHR0NX19f6OrqomfPnoiOji5yH319fZiamiq9iIiIiKhyqR14f/zxR2RlZcHCwgLPnj1DmzZtYG9vDxMTE8ycOVOtsYQQCAoKwq5du3D06FHY2tq+dp+4uDgAgLW1dZHbbW1tYWVlhaioKKktMzMTMTExcHd3BwC4u7sjPT0dsbGxUp+jR4+ioKBACtQvi4+PR0REBGbMmAEAUCgUUuDPz8+HQqEo3QkTERERUaVTe0qDXC7H4cOHcfLkSVy8eBFZWVl4//33lb4kVlqBgYGIiIjAnj17YGJiIs2flcvlMDQ0xM2bNxEREYFOnTrB3Nwcly5dwpgxY+Dp6Sl9iQx48TCMsLAw9OjRAzKZDKNHj0ZoaCgcHBxga2uLyZMnw8bGBt27dwcANGrUCB07dsSwYcOwYsUK5OfnIygoCH5+frCxsVGqUQiBgIAALFy4EMbGxgAADw8PrF69Go6Ojti4cSP69eun9rkTERERUeVQO/AW8vDwgIeHR5kOvnz5cgAvHi7xsnXr1mHgwIHQ09PDkSNHEB4ejuzsbNStWxe+vr6YNGmSUv+EhARphQcAmDhxIrKzsxEQEID09HS0bt0akZGRSqtKbN68GUFBQfDy8pLW1F28eLFKjatWrYKlpSW6dOkitU2bNg2ff/453Nzc0LFjRwQGBpbpOhARERFRxZEJIURVF/FfkZmZCblcjoyMjHduPm9ySNOqLqFI9aZcruoSKgyveeXjNSd6e73L/4ZS1VN7Di8RERER0buEgZeIiIiINBoDLxERERFptFJ9aU2dR+JyXg0RERERvU1KFXjNzMwgk8lK7COEgEwm45q0RERERPRWKVXgPXbsWEXXQURERERUIUoVeNu0aVPRddBLXCdsrOoSVOwyqeoKiIiIiN7MGz944unTp0hOTkZeXp5S+8tPQCMiIiIiqmpqB96HDx9i0KBBOHDgQJHbOYeXiIiIiN4mai9LNnr0aKSnpyMmJgaGhoaIjIzEhg0b4ODggL1791ZEjUREREREb0ztO7xHjx7Fnj170LJlS2hpaaF+/fpo3749TE1NERYWhs6dO1dEnUREREREb0TtO7zZ2dmwsLAAAFSvXh0PHz4EADRt2hTnz58v3+qIiIiIiMpI7cD73nvvISEhAQDg4uKClStX4u7du1ixYgWsra3LvUAiIiIiorJQe0rDN998g/v37wMApk6dio4dO2Lz5s3Q09PD+vXry7s+IiIiIqIyUTvwfvHFF9L/dnV1xe3bt3Ht2jXUq1cPNWvWLNfiiIiIiIjKSu0pDSEhIXj69Kn03sjICO+//z6MjY0REhJSrsUREREREZWV2oF3+vTpyMrKUml/+vQppk+fXi5FERERERGVF7UDrxACMplMpf3ixYuoUaNGuRRFRERERFReSj2Ht3r16pDJZJDJZHB0dFQKvQqFAllZWRgxYkSFFElERERE9KZKHXjDw8MhhMDgwYMxffp0yOVyaZuenh4aNGgAd3f3CimSiIiIiOhNlTrwDhgwAABga2uLjz76CLq6uhVWFBERERFReVF7WbI2bdpAoVBgx44diI+PBwA0btwYn332GbS1tcu9QCIiIiKislA78N64cQOdOnXC3bt38d577wEAwsLCULduXezfvx92dnblXiQRERER0ZtSe5WGUaNGwc7ODnfu3MH58+dx/vx5JCcnw9bWFqNGjaqIGomIiIiI3pjad3iPHz+O06dPKy1BZm5ujtmzZ8PDw6NciyMiIiIiKiu17/Dq6+vjyZMnKu1ZWVnQ09Mrl6KIiIiIiMqL2oG3S5cuCAgIQExMDIQQEELg9OnTGDFiBD777LOKqJGIiIiI6I2pHXgXL14MOzs7uLu7w8DAAAYGBvDw8IC9vT3Cw8MroEQiIiIiojen9hxeMzMz7NmzBzdu3JCWJWvUqBHs7e3LvTgiIiIiorJS+w5vSEgInj59Cnt7e3Tt2hVdu3aFvb09nj17hpCQkIqokYiIiIjojakdeKdPn46srCyV9qdPn2L69OnlUhQRERERUXlRO/AKISCTyVTaL168qLRUGRERERHR26DUc3irV68OmUwGmUwGR0dHpdCrUCiQlZWFESNGVEiRRERERERvqtSBNzw8HEIIDB48GNOnT4dcLpe26enpoUGDBnB3d6+QIomIiIiI3lSpA++AAQMAALa2tvDw8ICOjtoLPBARERERVTq1U2ubNm0qog4iIiIiogqh9pfWiIiIiIjeJQy8RERERKTRGHiJiIiISKMx8BIRERGRRlM78Obk5GDevHno1KkTWrZsiffff1/ppY6wsDB88MEHMDExgYWFBbp3746EhASV4wUGBsLc3BzVqlWDr68vUlNTSxxXCIEpU6bA2toahoaG8Pb2RmJiolKftLQ09O/fH6ampjAzM8OQIUOUniB369YteHp6wtjYGJ6enrh165bS/l26dMGOHTvUOl8iIiIiqnxqB94hQ4Zg7ty5qF+/Prp06YJu3bopvdRx/PhxBAYG4vTp0zh8+DDy8/PRoUMHZGdnS33GjBmD3377Ddu3b8fx48dx79499OzZs8Rx586di8WLF2PFihWIiYmBsbExfHx8kJOTI/Xp378/rly5gsOHD2Pfvn04ceIEAgICpO3jxo1D7dq1ERcXB2tra4wfP17atnXrVmhpacHX11et8yUiIiKiyqf2smT79u3D77//Dg8PjzIfPDIyUun9+vXrYWFhgdjYWHh6eiIjIwNr165FREQE2rVrBwBYt24dGjVqhNOnT+PDDz9UGVMIgfDwcEyaNEkK4Bs3boSlpSV2794NPz8/xMfHIzIyEmfPnkXLli0BAEuWLEGnTp0wf/582NjYID4+HgsWLICDgwMGDhwoBd709HRMmjQJR48eLfP5ExEREVHFU/sOb+3atWFiYlIRtSAjIwMAUKNGDQBAbGws8vPz4e3tLfVxcnJCvXr1cOrUqSLHSEpKQkpKitI+crkcbm5u0j6nTp2CmZmZFHYBwNvbG1paWoiJiQEAuLi44MiRIygoKMChQ4fQrFkzAMCECRMQGBiIunXrvvZ8cnNzkZmZqfQiIiIiosqlduD98ccf8e233+L27dvlWkhBQQFGjx4NDw8PNGnSBACQkpICPT09mJmZKfW1tLRESkpKkeMUtltaWha7T0pKCiwsLJS26+jooEaNGlKf+fPn49q1a2jQoAESExMxf/58nDhxAnFxcfD390efPn3QsGFDjBgxAnl5eUXWEhYWBrlcLr1KE5KJiIiIqHypPaWhZcuWyMnJQcOGDWFkZARdXV2l7WlpaW9USGBgIP766y/88ccfb7R/eatduzb27dsnvc/NzYWPjw82bNiA0NBQmJiYICEhAR07dsTKlSsxcuRIlTGCg4MxduxY6X1mZiZDLxEREVElUzvw9uvXD3fv3sWsWbNgaWkJmUxW5iKCgoKkL47VqVNHareyskJeXh7S09OV7vKmpqbCysqqyLEK21NTU2Ftba20T/PmzaU+Dx48UNrv+fPnSEtLK3bcWbNmoUOHDnB1dcWwYcMQGhoKXV1d9OzZE0ePHi0y8Orr60NfX79U14CIiIiIKobagffPP//EqVOn4OLiUuaDCyEwcuRI7Nq1C9HR0bC1tVXa7urqCl1dXURFRUkrIiQkJCA5ORnu7u5FjmlrawsrKytERUVJATczMxMxMTH46quvAADu7u5IT09HbGwsXF1dAQBHjx5FQUEB3NzcVMaMj49HREQE4uLiAAAKhQL5+fkAgPz8fCgUijJfCyIiIiKqGGrP4XVycsKzZ8/K5eCBgYH45ZdfEBERARMTE6SkpCAlJUUaXy6XY8iQIRg7diyOHTuG2NhYDBo0CO7u7korNDg5OWHXrl0AAJlMhtGjRyM0NBR79+7F5cuX4e/vDxsbG3Tv3h0A0KhRI3Ts2BHDhg3DmTNncPLkSQQFBcHPzw82NjZKNQohEBAQgIULF8LY2BgA4OHhgdWrVyM+Ph4bN24slxUriIiIiKhiqB14Z8+ejXHjxiE6OhqPHz8u0yoEy5cvR0ZGBtq2bQtra2vptXXrVqnPwoUL0aVLF/j6+sLT0xNWVlbYuXOn0jgJCQnSCg8AMHHiRIwcORIBAQH44IMPkJWVhcjISBgYGEh9Nm/eDCcnJ3h5eaFTp05o3bo1Vq1apVLjqlWrYGlpiS5dukht06ZNQ05ODtzc3GBvb4/AwEC1zpuIiIiIKo9MCCHU2UFL60VGfnXurhACMpmMH++XIDMzE3K5HBkZGTA1NS22n+uEjZVYVensMplX1SUUqd6Uy1VdQoVJDmla1SUUide88mnyNScqrdL+G0pUFLXn8B47dqwi6iAiIiIiqhBqB942bdpURB1ERERERBVC7cALvHi87tq1axEfHw8AaNy4MQYPHgy5XF6uxRERERERlZXaX1o7d+4c7OzssHDhQqSlpSEtLQ0LFiyAnZ0dzp8/XxE1EhERERG9MbXv8I4ZMwafffYZVq9eDR2dF7s/f/4cQ4cOxejRo3HixIlyL5KIiIiI6E2pHXjPnTunFHYBQEdHBxMnTkTLli3LtTgiIiIiorJSe0qDqakpkpOTVdrv3LkDExOTcimKiIiIiKi8qB14+/btiyFDhmDr1q24c+cO7ty5gy1btmDo0KHo169fRdRIRERERPTG1J7SMH/+fMhkMvj7++P58+cAAF1dXXz11VeYPXt2uRdIRERERFQWagVehUKB06dPY9q0aQgLC8PNmzcBAHZ2djAyMqqQAomIiIiIykKtwKutrY0OHTogPj4etra2aNr07XwMJxERERFRIbXn8DZp0gR///13RdRCRERERFTu1A68oaGhGD9+PPbt24f79+8jMzNT6UVERERE9DZR+0trnTp1AgB89tlnkMlkUrsQAjKZDAqFovyqIyIiIiIqI7UD77FjxyqiDiIiIiKiClGqwNuzZ0+sX78epqamuH37Nvr27Qt9ff2Kro2IiIiIqMxKNYd33759yM7OBgAMGjQIGRkZFVoUEREREVF5KdUdXicnJwQHB+OTTz6BEALbtm2DqalpkX39/f3LtUAiIiIiorIoVeBdsWIFxo4di/3790Mmk2HSpElKX1grVPgENiIiIiKit0WpAu9HH32E06dPAwC0tLRw/fp1WFhYVGhhRERERETlQe11eJOSklCrVq2KqIWIiIiIqNypvSxZ/fr1K6IOIiIiIqIKofYdXiIiIiKidwkDLxERERFpNAZeIiIiItJoas/hfdmjR48QExMDhUKBDz74ANbW1uVVFxERERFRuXjjwLtjxw4MGTIEjo6OyM/PR0JCApYuXYpBgwaVZ31ERERERGVS6ikNWVlZSu+nT5+OM2fO4MyZM7hw4QK2b9+OH374odwLJCIiIiIqi1IHXldXV+zZs0d6r6OjgwcPHkjvU1NToaenV77VERERERGVUamnNBw8eBCBgYFYv349li5dikWLFqFv375QKBR4/vw5tLS0sH79+goslYiIiIhIfaUOvA0aNMD+/fvxf//3f2jTpg1GjRqFGzdu4MaNG1AoFHBycoKBgUFF1kpEREREpDa1lyXr168fzp49i4sXL6Jt27YoKChA8+bNGXaJiIiI6K2k1ioNv//+O+Lj4+Hi4oI1a9bg+PHj6N+/Pz799FOEhITA0NCwouokIiIiInojpb7DO27cOAwaNAhnz57F8OHDMWPGDLRp0wbnz5+HgYEBWrRogQMHDlRkrUREREREait14F2/fj1+//13bNmyBWfPnsWmTZsAAHp6epgxYwZ27tyJWbNmVVihRERERERvotSB19jYGElJSQCAO3fuqMzZdXZ2xv/+97/yrY6IiIiIqIxKHXjDwsLg7+8PGxsbtGnTBjNmzKjIuoiIiIiIykWpv7TWv39/dOzYEX///TccHBxgZmZWgWUREREREZUPtVZpMDc3h7m5eUXVQkRERERU7tReh5eIiIiI6F3CwEtEREREGq1KA++JEyfQtWtX2NjYQCaTYffu3UrbBw4cCJlMpvTq2LHja8ddunQpGjRoAAMDA7i5ueHMmTNK23NychAYGAhzc3NUq1YNvr6+SE1NlbanpaWha9euqFatGlq0aIELFy4o7R8YGIgff/zxzU+ciIiIiCpNlQbe7OxsuLi4YOnSpcX26dixI+7fvy+9/u///q/EMbdu3YqxY8di6tSpOH/+PFxcXODj44MHDx5IfcaMGYPffvsN27dvx/Hjx3Hv3j307NlT2j5z5kw8efIE58+fR9u2bTFs2DBp2+nTpxETE4PRo0e/+YkTERERUaVR60tr5e3TTz/Fp59+WmIffX19WFlZlXrMBQsWYNiwYRg0aBAAYMWKFdi/fz9+/vlnfPfdd8jIyMDatWsRERGBdu3aAQDWrVuHRo0a4fTp0/jwww8RHx8PPz8/ODo6IiAgAKtWrQIA5OfnY8SIEVizZg20tbXf8KyJiIiIqDK99XN4o6OjYWFhgffeew9fffUVHj9+XGzfvLw8xMbGwtvbW2rT0tKCt7c3Tp06BQCIjY1Ffn6+Uh8nJyfUq1dP6uPi4oKjR4/i+fPnOHjwIJo1awYAmDt3Ltq2bYuWLVuWqvbc3FxkZmYqvYiIiIiocr3Vgbdjx47YuHEjoqKiMGfOHBw/fhyffvopFApFkf0fPXoEhUIBS0tLpXZLS0ukpKQAAFJSUqCnp6eyjvDLfb777jvo6OjAzs4Ou3btwtq1a5GYmIgNGzZg8uTJGDFiBBo2bIg+ffogIyOj2PrDwsIgl8ulV926dctwNYiIiIjoTVTplIbX8fPzk/5306ZN0axZM9jZ2SE6OhpeXl4Vdly5XI6IiAiltnbt2mHevHnYvHkz/v77byQkJGDYsGEICQkp9gtswcHBGDt2rPQ+MzOToZeIiIiokr3Vd3hf1bBhQ9SsWRM3btwocnvNmjWhra2ttOICAKSmpkrzgK2srJCXl4f09PRi+7xq3bp1MDMzQ7du3RAdHY3u3btDV1cXvXv3RnR0dLH16uvrw9TUVOlFRERERJXrnQq8//zzDx4/fgxra+sit+vp6cHV1RVRUVFSW0FBAaKiouDu7g4AcHV1ha6urlKfhIQEJCcnS31e9vDhQ4SEhGDJkiUAAIVCgfz8fAAvvsRW3PQKIiIiIno7VOmUhqysLKW7tUlJSYiLi0ONGjVQo0YNTJ8+Hb6+vrCyssLNmzcxceJE2Nvbw8fHR9rHy8sLPXr0QFBQEABg7NixGDBgAFq2bIlWrVohPDwc2dnZ0qoNcrkcQ4YMwdixY1GjRg2Ymppi5MiRcHd3x4cffqhS4+jRozFu3DjUrl0bAODh4YFNmzahQ4cOWLVqFTw8PCryEhERERFRGVVp4D137hw++eQT6X3hfNcBAwZg+fLluHTpEjZs2ID09HTY2NigQ4cOmDFjBvT19aV9bt68iUePHknv+/bti4cPH2LKlClISUlB8+bNERkZqfRFtoULF0JLSwu+vr7Izc2Fj48Pli1bplLfwYMHcePGDWzatElqCwoKwrlz5+Dm5oZWrVph6tSp5XpNiIiIiKh8yYQQoqqL+K/IzMyEXC5HRkZGifN5XSdsrMSqSmeXybyqLqFI9aZcruoSKkxySNOqLqFIvOaVT5OvOVFplfbfUKKivFNzeImIiIiI1MXAS0REREQajYGXiIiIiDQaAy8RERERaTQGXiIiIiLSaAy8RERERKTRGHiJiIiISKMx8BIRERGRRmPgJSIiIiKNxsBLRERERBqNgZeIiIiINBoDLxERERFpNAZeIiIiItJoDLxEREREpNEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWk0Bl4iIiIi0mgMvERERESk0Rh4iYiIiEijMfASERERkUZj4CUiIiIijcbAS0REREQajYGXiIiIiDQaAy8RERERaTQGXiIiIiLSaAy8RERERKTRGHiJiIiISKPpVHUBRG8D1wkbq7oEFbtMqrqCisVrTkRElYV3eImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWk0Bl4iIiIi0mgMvERERESk0ao08J44cQJdu3aFjY0NZDIZdu/erbRdCIEpU6bA2toahoaG8Pb2RmJi4mvHXbp0KRo0aAADAwO4ubnhzJkzSttzcnIQGBgIc3NzVKtWDb6+vkhNTZW2p6WloWvXrqhWrRpatGiBCxcuKO0fGBiIH3/88c1PnIiIiIgqTZU+aS07OxsuLi4YPHgwevbsqbJ97ty5WLx4MTZs2ABbW1tMnjwZPj4+uHr1KgwMDIocc+vWrRg7dixWrFgBNzc3hIeHw8fHBwkJCbCwsAAAjBkzBvv378f27dshl8sRFBSEnj174uTJkwCAmTNn4smTJzh//jyWL1+OYcOG4dy5cwCA06dPIyYmBosXL66gq0JEVDHexqfbxc7zr+oSiOg/oErv8H766acIDQ1Fjx49VLYJIRAeHo5JkyahW7duaNasGTZu3Ih79+6p3Al+2YIFCzBs2DAMGjQIzs7OWLFiBYyMjPDzzz8DADIyMrB27VosWLAA7dq1g6urK9atW4c///wTp0+fBgDEx8fDz88Pjo6OCAgIQHx8PAAgPz8fI0aMwIoVK6CtrV3+F4SIiIiIyt1bO4c3KSkJKSkp8Pb2ltrkcjnc3Nxw6tSpIvfJy8tDbGys0j5aWlrw9vaW9omNjUV+fr5SHycnJ9SrV0/q4+LigqNHj+L58+c4ePAgmjVrBuDFHee2bduiZcuWpTqH3NxcZGZmKr2IiIiIqHK9tYE3JSUFAGBpaanUbmlpKW171aNHj6BQKErcJyUlBXp6ejAzMyu2z3fffQcdHR3Y2dlh165dWLt2LRITE7FhwwZMnjwZI0aMQMOGDdGnTx9kZGQUew5hYWGQy+XSq27dumpdAyIiIiIqu7c28FYluVyOiIgI3L59G8ePH4ezszOGDx+OefPmYfPmzfj777+RkJAAIyMjhISEFDtOcHAwMjIypNedO3cq8SyIiIiICHiLA6+VlRUAKK2eUPi+cNuratasCW1t7RL3sbKyQl5eHtLT00s97rp162BmZoZu3bohOjoa3bt3h66uLnr37o3o6Ohiz0FfXx+mpqZKLyIiIiKqXG9t4LW1tYWVlRWioqKktszMTMTExMDd3b3IffT09ODq6qq0T0FBAaKioqR9XF1doaurq9QnISEBycnJRY778OFDhISEYMmSJQAAhUKB/Px8AC++xKZQKMp+skRERERUYap0WbKsrCzcuHFDep+UlIS4uDjUqFED9erVw+jRoxEaGgoHBwdpWTIbGxt0795d2sfLyws9evRAUFAQAGDs2LEYMGAAWrZsiVatWiE8PBzZ2dkYNGgQgBfTFYYMGYKxY8eiRo0aMDU1xciRI+Hu7o4PP/xQpcbRo0dj3LhxqF27NgDAw8MDmzZtQocOHbBq1Sp4eHhU4BUiIiIiorKq0sB77tw5fPLJJ9L7sWPHAgAGDBiA9evXY+LEicjOzkZAQADS09PRunVrREZGKq3Be/PmTTx69Eh637dvXzx8+BBTpkxBSkoKmjdvjsjISKUvsi1cuBBaWlrw9fVFbm4ufHx8sGzZMpX6Dh48iBs3bmDTpk1SW1BQEM6dOwc3Nze0atUKU6dOLddrQkRERETlSyaEEFVdxH9FZmYm5HI5MjIySpzP+zYuDr/LZF5Vl1CkelMul8s4vOalx2te+TT5mvPBE1Rapf03lKgob+0cXiIiIiKi8sDAS0REREQajYGXiIiIiDQaAy8RERERaTQGXiIiIiLSaAy8RERERKTRGHiJiIiISKMx8BIRERGRRmPgJSIiIiKNxsBLRERERBqNgZeIiIiINBoDLxERERFpNAZeIiIiItJoDLxEREREpNF0qroAIiIiTeU6YWNVl6Aidp5/VZdAVOl4h5eIiIiINBoDLxERERFpNAZeIiIiItJoDLxEREREpNEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWk0Bl4iIiIi0mgMvERERESk0Rh4iYiIiEijMfASERERkUZj4CUiIiIijcbAS0REREQajYGXiIiIiDQaAy8RERERaTQGXiIiIiLSaAy8RERERKTRGHiJiIiISKMx8BIRERGRRmPgJSIiIiKNxsBLRERERBqNgZeIiIiINNpbHXinTZsGmUym9HJycipxn+3bt8PJyQkGBgZo2rQpfv/9d6XtQghMmTIF1tbWMDQ0hLe3NxITE6Xtubm5+PLLL2FqagpHR0ccOXJEaf958+Zh5MiR5XeSRERERFSh3urACwCNGzfG/fv3pdcff/xRbN8///wT/fr1w5AhQ3DhwgV0794d3bt3x19//SX1mTt3LhYvXowVK1YgJiYGxsbG8PHxQU5ODgBg1apViI2NxalTpxAQEIDPP/8cQggAQFJSElavXo2ZM2dW7EkTERERUbl56wOvjo4OrKyspFfNmjWL7bto0SJ07NgREyZMQKNGjTBjxgy8//77+OmnnwC8uLsbHh6OSZMmoVu3bmjWrBk2btyIe/fuYffu3QCA+Ph4fPbZZ2jcuDECAwPx8OFDPHr0CADw1VdfYc6cOTA1Na3w8yYiIiKi8vHWB97ExETY2NigYcOG6N+/P5KTk4vte+rUKXh7eyu1+fj44NSpUwBe3KFNSUlR6iOXy+Hm5ib1cXFxwR9//IFnz57h4MGDsLa2Rs2aNbF582YYGBigR48epa49NzcXmZmZSi8iIiIiqlxvdeB1c3PD+vXrERkZieXLlyMpKQkff/wxnjx5UmT/lJQUWFpaKrVZWloiJSVF2l7YVlyfwYMHw8XFBc7Ozpg5cya2bduGf//9F1OmTMGSJUswadIk2Nvbw8fHB3fv3i2x/rCwMMjlculVt27dN7oORERERPTm3urA++mnn6J3795o1qwZfHx88PvvvyM9PR3btm2rsGPq6upi6dKlSEpKwtmzZ9G6dWuMGzcOo0aNwoULF7B7925cvHgRH374IUaNGlXiWMHBwcjIyJBed+7cqbC6iYiIiKhob3XgfZWZmRkcHR1x48aNIrdbWVkhNTVVqS01NRVWVlbS9sK24vq86tixY7hy5QqCgoIQHR2NTp06wdjYGH369EF0dHSJ9err68PU1FTpRURERESV650KvFlZWbh58yasra2L3O7u7o6oqCiltsOHD8Pd3R0AYGtrCysrK6U+mZmZiImJkfq8LCcnB4GBgVi5ciW0tbWhUCiQn58PAMjPz4dCoSivUyMiIiKiCvJWB97x48fj+PHjuHXrFv7880/06NED2tra6NevHwDA398fwcHBUv9vvvkGkZGR+PHHH3Ht2jVMmzYN586dQ1BQEABAJpNh9OjRCA0Nxd69e3H58mX4+/vDxsYG3bt3Vzn+jBkz0KlTJ7Ro0QIA4OHhgZ07d+LSpUv46aef4OHhUfEXgYiIiIjKRKeqCyjJP//8g379+uHx48eoVasWWrdujdOnT6NWrVoAgOTkZGhp/b/M/tFHHyEiIgKTJk3C999/DwcHB+zevRtNmjSR+kycOBHZ2dkICAhAeno6WrdujcjISBgYGCgd+6+//sK2bdsQFxcntfXq1QvR0dH4+OOP8d577yEiIqJiLwARERERldlbHXi3bNlS4vai5tD27t0bvXv3LnYfmUyGkJAQhISElDh2kyZNlJ7ABgBaWlpYtmwZli1bVuK+RERERPT2eKunNBARERERlRUDLxERERFpNAZeIiIiItJoDLxEREREpNEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWk0Bl4iIiIi0mgMvERERESk0Rh4iYiIiEijMfASERERkUZj4CUiIiIijcbAS0REREQajYGXiIiIiDQaAy8RERERaTQGXiIiIiLSaAy8RERERKTRGHiJiIiISKMx8BIRERGRRmPgJSIiIiKNxsBLRERERBqNgZeIiIiINBoDLxERERFpNAZeIiIiItJoDLxEREREpNEYeImIiIhIozHwEhEREZFGY+AlIiIiIo3GwEtEREREGo2Bl4iIiIg0GgMvEREREWk0Bl4iIiIi0mgMvERERESk0Rh4iYiIiEijMfASERERkUZj4CUiIiIijcbAS0REREQajYGXiIiIiDSaTlUXUBpLly7FvHnzkJKSAhcXFyxZsgStWrUqtv/27dsxefJk3Lp1Cw4ODpgzZw46deokbRdCYOrUqVi9ejXS09Ph4eGB5cuXw8HBAQCQm5uLoUOHYs+ePbCyssKyZcvg7e0t7T9v3jwkJydjyZIlFXfSRET/AckhTau6hCLVm3K5qksgonL01t/h3bp1K8aOHYupU6fi/PnzcHFxgY+PDx48eFBk/z///BP9+vXDkCFDcOHCBXTv3h3du3fHX3/9JfWZO3cuFi9ejBUrViAmJgbGxsbw8fFBTk4OAGDVqlWIjY3FqVOnEBAQgM8//xxCCABAUlISVq9ejZkzZ1b8yRMRERFRmb31gXfBggUYNmwYBg0aBGdnZ6xYsQJGRkb4+eefi+y/aNEidOzYERMmTECjRo0wY8YMvP/++/jpp58AvLi7Gx4ejkmTJqFbt25o1qwZNm7ciHv37mH37t0AgPj4eHz22Wdo3LgxAgMD8fDhQzx69AgA8NVXX2HOnDkwNTWtlPMnIiIiorJ5q6c05OXlITY2FsHBwVKblpYWvL29cerUqSL3OXXqFMaOHavU5uPjI4XZpKQkpKSkKE1RkMvlcHNzw6lTp+Dn5wcXFxds2rQJz549w8GDB2FtbY2aNWti8+bNMDAwQI8ePUpVf25uLnJzc6X3GRkZAIDMzMwS91PkPivV+JXpia6iqkso0uuuZWnxmpcer3nl4zWvfJp8zcvr3CpbYd2Fn7gSqeOtDryPHj2CQqGApaWlUrulpSWuXbtW5D4pKSlF9k9JSZG2F7YV12fw4MG4dOkSnJ2dUbNmTWzbtg3//vsvpkyZgujoaEyaNAlbtmyBnZ0dfv75Z9SuXbvIWsLCwjB9+nSV9rp165bi7N8uTaq6gOKEyau6ggrDa175eM0rH6955ZMvGVHVJZTJkydPIJdr7s+HKsZbHXiriq6uLpYuXarUNmjQIIwaNQoXLlzA7t27cfHiRcydOxejRo3Cjh07ihwnODhY6W5zQUEB0tLSYG5uDplMVqHnUJ4yMzNRt25d3Llzh1M5KgmveeXjNa98vOaV712+5kIIPHnyBDY2NlVdCr2D3urAW7NmTWhrayM1NVWpPTU1FVZWVkXuY2VlVWL/wv+bmpoKa2trpT7Nmzcvcsxjx47hypUrWLNmDSZMmIBOnTrB2NgYffr0keYGF0VfXx/6+vpKbWZmZsX2f9uZmpq+c/+BfNfxmlc+XvPKx2te+d7Va847u/Sm3uovrenp6cHV1RVRUVFSW0FBAaKiouDu7l7kPu7u7kr9AeDw4cNSf1tbW1hZWSn1yczMRExMTJFj5uTkIDAwECtXroS2tjYUCgXy8/MBAPn5+VAo3s75Z0RERET0wlsdeAFg7NixWL16NTZs2ID4+Hh89dVXyM7OxqBBgwAA/v7+Sl9q++abbxAZGYkff/wR165dw7Rp03Du3DkEBQUBAGQyGUaPHo3Q0FDs3bsXly9fhr+/P2xsbNC9e3eV48+YMQOdOnVCixYtAAAeHh7YuXMnLl26hJ9++gkeHh4VfxGIiIiI6I291VMaAKBv3754+PAhpkyZgpSUFDRv3hyRkZHSl86Sk5OhpfX/cvtHH32EiIgITJo0Cd9//z0cHBywe/duNGny/74aMXHiRGRnZyMgIADp6elo3bo1IiMjYWBgoHTsv/76C9u2bUNcXJzU1qtXL0RHR+Pjjz/Ge++9h4iIiIq9AG8BfX19TJ06VWV6BlUcXvPKx2te+XjNKx+vOf1XyQTX9yAiIiIiDfbWT2kgIiIiIioLBl4iIiIi0mgMvERERESk0Rh4iYiIiEijMfASvSWSk5OLfEa8EALJyclVUBFR+ePvORFVBa7SQEXau3dvke0ymQwGBgawt7eHra1tJVel2bS1tXH//n1YWFgotT9+/BgWFhZ8yAlpBP6eV62cnByVJTiJ/gve+nV4qWp0794dMplM5U5MYZtMJkPr1q2xe/duVK9evYqq1CyF1/VVWVlZ/AeqHLVo0aLI61yU8+fPV3A1/z38Pa98BQUFmDlzJlasWIHU1FRcv34dDRs2xOTJk9GgQQMMGTKkqkskqnAMvFSkw4cP44cffsDMmTPRqlUrAMCZM2cwefJkTJo0CXK5HMOHD8f48eOxdu3aKq723TZ27FgAL/6YmDx5MoyMjKRtCoUCMTExaN68eRVVp3lefqJiTk4Oli1bBmdnZ+nR4qdPn8aVK1fw9ddfV1GFmom/51UnNDQUGzZswNy5czFs2DCpvUmTJggPD2fgpf8ETmmgIjVp0gSrVq3CRx99pNR+8uRJBAQE4MqVKzhy5AgGDx7MeXdl9MknnwAAjh8/Dnd3d+jp6Unb9PT00KBBA4wfPx4ODg5VVaLGGjp0KKytrTFjxgyl9qlTp+LOnTv4+eefq6gyzcPf86pjb2+PlStXwsvLCyYmJrh48SIaNmyIa9euwd3dHf/++29Vl0hU4XiHl4p08+ZNmJqaqrSbmpri77//BgA4ODjg0aNHlV2axjl27BgAYNCgQVi8eDFMTEyquKL/ju3bt+PcuXMq7V988QVatmzJwFuO+Htede7evQt7e3uV9oKCAuTn51dBRUSVj6s0UJFcXV0xYcIEPHz4UGp7+PAhJk6ciA8++AAAkJiYiLp161ZViRolPz8fmzZtwu3bt6u6lP8UQ0NDnDx5UqX95MmTnE9aAfh7XjWcnZ3xv//9T6X9119/RYsWLaqgIqLKxzu8VKS1a9eiW7duqFOnjhRq79y5g4YNG2LPnj0AXnzJZNKkSVVZpsbQ1dVFvXr1+A31SjZ69Gh89dVXOH/+vDRXPSYmBj///DMmT55cxdVpHv6eV40pU6ZgwIABuHv3LgoKCrBz504kJCRg48aN2LdvX1WXR1QpOIeXilVQUIBDhw7h+vXrAID33nsP7du3h5YWPxj4/9q796ia0/0P4O+UrqLGmYh0dyYlTiG3MDQnLIvUMS65VjhjDIqI4SSH43LOyHUWjtDFNbfMuE1pmlCK6YoygxqFmpJJU3FK9fvDsn+zT5nf/Nbsvs/23e/XWtZqP3v/8V7Wd8xnP32ez9Ma9u3bh1OnTiEmJgbvvPOO6DgaIzY2Ftu2bUN+fj4AoEePHli0aBEmTpwoOJk88TkX48qVK/j73/+OnJwcVFdXw9XVFaGhofD09BQdjUgSLHiJ1ISLiwvu3buH+vp6WFlZwcjISOl9jsgiOeBzTkQisKWB3ig5ORmfffaZYufL0dERS5cuxZAhQwQnk6dfjssiadXV1aGsrAyNjY1K65aWloISyRefc+nduHEDjY2N6N+/v9J6eno6tLW10bdvX0HJiKTDHV5q0cGDB+Hn5wcfHx8MHjwYAHD16lXExcUhMjISvr6+ghMS/X53796Fv78/UlNTldZfX47AXlOSAzc3NyxbtgwTJkxQWj916hQ2bdqE9PR0QcmIpMOCl1rUo0cPzJ07F0FBQUrr4eHh2Lt3r2LXl+htNnjwYOjo6GD58uUwNzdvdgNY7969BSUjUp127dohNzcXtra2SuuFhYXo1asXfv75Z0HJiKTDlgZqUUFBAcaOHdtsfdy4cfj0008FJJK/hoYGbNmyBbGxsSgqKkJdXZ3S+0+fPhWUTL6ys7ORkZEBBwcH0VE0Bp9z6enp6eHHH39sVvCWlJRAR4dlAGkGHrenFnXr1g2JiYnN1i9dusTZu61kzZo1CA8Px6RJk/Ds2TMsXrwYPj4+aNOmDcLCwkTHkyVHR0deniIxPufS8/T0xIoVK/Ds2TPFWmVlJT799FP8+c9/FpiMSDpsaaAW7dq1C4GBgfD391dcL5ySkoLIyEhs27YNf/3rXwUnlB87Ozts374dY8aMgbGxMbKzsxVraWlpOHz4sOiIsvP1119j1apVWL9+PZydndG2bVul91u6bZB+Hz7n0nv06BGGDh2KiooKxUUT2dnZ6NSpExISEriJQRqBBS+90enTp7F582al+aRLly6Fl5eX4GTyZGRkhPz8fFhaWsLc3Bznzp2Dq6srCgoK4OLiorQ7Q6rxeqb0f/fu8tBa6+FzLkZNTQ0OHTqEnJwcGBgYoFevXpgyZUqzL3lEcsXmHXojb29veHt7i46hMSwsLFBSUgJLS0vY2dkhPj4erq6uuHHjBvT09ETHk6WkpCTRETQOn3MxjIyMMHfuXNExiIRhwUukJry9vZGYmIj+/ftjwYIFmDZtGvbt24eioqJm0zJINYYNGyY6gsbhcy6NL774AqNHj0bbtm3xxRdf/Opnx40bJ1EqInHY0kAKpqamzX61+yY8Sd360tLSkJqaiu7du7c4MYNU48qVK9izZw8KCgpw/PhxdO3aFTExMbCxsYG7u7voeLLH57x1tGnTBqWlpTAzM/vV6+DZukOaggUvKURFRf3mz86cObMVk2imy5cvY9CgQc3GBL18+RKpqakYOnSooGTydfLkSUyfPh1Tp05FTEwM8vLyYGtri507d+L8+fM4f/686Iiys2HDBnTq1An+/v5K6/v370d5eTlCQkIEJSMiOWPBS6QmtLW1UVJSAjMzM6X1iooKmJmZcRemFbi4uCAoKAgzZsyAsbExcnJyYGtri6ysLIwePRqlpaWiI8qOtbU1Dh8+rJj+8lp6ejomT56MwsJCQcmISM44h5f+Ty9evEBVVZXSH1K915MB/ltFRQWMjIwEJJK/7777rsWd8w4dOqCyslL6QBqgtLQU5ubmzdbfffddlJSUCEikGZKTkzF27FjY29vD3t4e48aNw5UrV0THIpIMD61Ri2pqahASEoLY2FhUVFQ0e5+7jarj4+MD4FUv3axZs5ROqjc0NCA3N7fZbhipRufOnXHv3j1YW1srrV+9erXZrVSkGt26dUNKSgpsbGyU1lNSUtClSxdBqeTt4MGD8PPzg4+PDxYuXAjg1d+3h4cHIiMj4evrKzghUetjwUstWrZsGZKSkrBr1y5Mnz4dn3/+OR49eoQ9e/Zg48aNouPJSocOHQC82uE1NjaGgYGB4j1dXV0MGDAAc+bMERVP1ubMmYNFixZh//790NLSwuPHj3Ht2jUEBwfjb3/7m+h4sjRnzhwEBgaivr4eI0aMAAAkJiZi2bJlWLJkieB08vSPf/wD//znP5WmYCxcuBDh4eFYu3YtC17SCOzhpRZZWloiOjoa77//Ptq3b4/MzEzY29sjJiYGR44c4WGeVrBmzRoEBwezfUFCTU1NWL9+PTZs2IDa2loAgJ6eHoKDg7F27VrB6eSpqakJy5cvx/bt21FXVwcA0NfXR0hICEJDQwWnkyc9PT3cvn0b9vb2Suv37t1Dz5498eLFC0HJiKTDgpda1K5dO+Tl5cHS0hIWFhY4deoU3NzcUFhYCGdnZ1RXV4uOKDvPnz9HU1MTDA0NAQAPHjzA6dOn4ejoCE9PT8Hp5K2urg737t1DdXU1HB0d0a5dO6X3Hz58iC5duvzqeCf6/6murkZ+fj4MDAzQvXt3XjrRiuzt7bF06dJmV8Lv3r0bmzdvxt27dwUlI5IOWxqoRba2tigsLISlpSUcHBwQGxsLNzc3fPnllzAxMREdT5a8vLzg4+ODjz76CJWVlXBzc4Ouri6ePHmC8PBwzJs3T3RE2dLV1YWjo+Mb33d0dER2djb7elWoXbt26Nevn+gYGmHJkiVYuHAhsrOzFecBUlJSEBkZiW3btglORyQNbldQi/z8/JCTkwMAWL58OT7//HPo6+sjKCgIS5cuFZxOnjIzMzFkyBAAwIkTJ9C5c2c8ePAA0dHR2L59u+B0mo2/CKO32bx583D06FHcvHkTgYGBCAwMxK1bt3Ds2LFmu75EcsWWBvpNHjx4gIyMDNjb26NXr16i48iSoaEh7ty5A0tLS0ycOBFOTk5YvXo1iouL8d577yl6TEl6v5zRS0REbx/u8FKLoqOj8Z///Efx2srKCj4+PnBwcEB0dLTAZPJlb2+PuLg4FBcX46uvvlL07ZaVlaF9+/aC0xHR266urg4PHz5EUVGR0h8iTcAdXmoRb/2S3okTJ+Dr64uGhgZ4eHggPj4ewKurWC9fvowLFy4ITqi5uMNLb7O7d+/C398fqampSuuvL7vhv+ekCXhojVr0plu/Hj58qJgbS6o1YcIEuLu7o6SkBL1791ase3h4wNvbW/GaEwOk19J/C0Rvi1mzZkFHRwdnz56Fubk5n2fSSCx4SYmLiwu0tLSgpaUFDw8P6Oj87yPS0NCAwsJCjBo1SmBCeevcuTM6d+6stObm5qb0mhMDpMdfhNHbLDs7GxkZGXBwcBAdhUgYFrykZPz48QBe/QM5cuRIpXmkurq6sLa2xl/+8hdB6Qhg8SVCXl4er72lt5ajoyOePHkiOgaRUOzhpRZFRUVh0qRJ0NfXFx2F/gv7SVWnpqYGGzduRGJiIsrKytDY2Kj0fkFBgaBkRL9PVVWV4udvv/0Wq1atwvr16+Hs7Iy2bdsqfZaHYkkTcIeXWjRz5kzREYha3ezZs5GcnIzp06ezt5FkxcTEROl5bmpqgoeHh9JneGiNNAkLXmpRQ0MDtmzZgtjYWBQVFSnuvH/t6dOngpIRqc6FCxdw7tw5DB48WHQUIpVKSkoSHYFIrbDgpRatWbMGERERWLJkCVatWoWVK1fihx9+QFxcHEJDQ0XH02jchVQdU1NTvPPOO6JjEKncsGHDREcgUiuca0QtOnToEPbu3YslS5ZAR0cHU6ZMQUREBEJDQ5GWliY6nkZj273qrF27FqGhobzFjmTtwIEDOH78eLP148ePIyoqSkAiIunx0Bq1yMjICPn5+bC0tIS5uTnOnTsHV1dXFBQUwMXFBc+ePRMdUWMVFxejS5cu0NbWFh3lrefi4oL79++jqakJ1tbWzQ7zZGZmCkpGpDp//OMfsWfPHgwfPlxpPTk5GXPnzsV3330nKBmRdNjSQC2ysLBASUkJLC0tYWdnh/j4eLi6uuLGjRvQ09MTHU+WfuvEgG7duomIJ0uvx/ARyVlRURFsbGyarVtZWfFqYdIYLHipRd7e3khMTET//v2xYMECTJs2Dfv27UNRURGCgoJEx5MlTgyQ3urVq0VHIGp1ZmZmyM3NhbW1tdJ6Tk4OOnbsKCYUkcTY0kC/SVpaGlJTU9G9e3eMHTtWdBxZMjEx4cQAQTIyMpCfnw8AcHJygouLi+BERKoTEhKCY8eO4cCBAxg6dCiAV+0M/v7+mDBhAj777DPBCYlaHwteatGGDRvQqVMn+Pv7K63v378f5eXlCAkJEZRMvmxsbHD+/Hn06NFDdBSNUVZWhsmTJ+Obb76BiYkJAKCyshLDhw/H0aNH8e6774oNSKQCdXV1mD59Oo4fP664Lr6xsREzZszA7t27oaurKzghUetjwUstsra2xuHDhzFo0CCl9fT0dEyePBmFhYWCksnXwYMHcebMGURFRcHQ0FB0HI0wadIkFBQUIDo6WvFFIy8vDzNnzoS9vT2OHDkiOCGR6ty9exfZ2dkwMDCAs7MzrKysREcikgwLXmqRvr4+8vPzmx10KCgogKOjI168eCEomXxxYoD0OnTogEuXLqFfv35K69evX4enpycqKyvFBCMSoH379sjOzua15SRLPLRGLerWrRtSUlKaFbwpKSno0qWLoFTyxokB0mtsbGz2xQIA2rZt22xKBpHccf+L5IwFL7Vozpw5CAwMRH19PUaMGAEASExMxLJly7BkyRLB6eSJEwOkN2LECCxatAhHjhxRfJF79OgRgoKC4OHhITgdERGpCgteatHSpUtRUVGBjz/+GHV1dQBetTmEhIRgxYoVgtPJGycGSGfnzp0YN24crK2tFfONi4uL0bNnTxw8eFBwOiIiUhX28NKvqq6uRn5+PgwMDNC9e3deOtGKODFAjKamJly6dAl37twBAPTo0QMffPCB4FRE0jM2NkZOTg57eEmWWPASqQlODCAikXhojeSMBS+RmuDEAGls374dc+fOhb6+PrZv3/6rn124cKFEqYjE4w4vyRkLXiI1YWxsjCtXruBPf/qT0npWVhaGDRuGqqoqMcFkxsbGBt9++y06duzYbArJL2lpaaGgoEDCZEStIykpCcOHD/8/P3f16lX069ePrWskSyx4idSEl5cXKisrm00MmDp1KkxNTXH69GnBCYnobaSnpwcLCwv4+flh5syZigOaRJqkjegARPTKzp07UVVVBWtra9jZ2cHOzg42NjaoqqrCjh07RMfTCA0NDcjOzsZPP/0kOgqRyjx69AiffPIJTpw4AVtbW4wcORKxsbGKCTxEmoA7vERqhBMDpBUYGAhnZ2cEBASgoaEBQ4cOxbVr12BoaIizZ8/i/fffFx2RSKUyMzNx4MABxSFYX19fBAQEoHfv3oKTEbUuFrxEpLEsLCwQFxeHvn37Ii4uDvPnz0dSUhJiYmLw9ddfIyUlRXREIpV7/Pgx/v3vf2Pjxo3Q0dHBixcvMHDgQOzevRtOTk6i4xG1Cha8RAJxYoBY+vr6uHfvHiwsLDB37lwYGhpi69atKCwsRO/evXlQkGSjvr4eZ86cwf79+5GQkIC+ffsiICAAU6ZMQXl5OVatWoXMzEzk5eWJjkrUKljwEgnEiQFiWVlZYe/evfDw8ICNjQ127dqFMWPG4Pbt23B3d2cvL8nCggULcOTIETQ1NWH69OmYPXs2evbsqfSZ0tJSdOnSBY2NjYJSErUuXi1MJFBhYWGLP5M0/Pz8MHHiRJibm0NLS0vRL52eng4HBwfB6YhUIy8vDzt27ICPj88bR4794Q9/QFJSksTJiKTDgpdITTU0NODmzZuwsrKCqamp6DiyFBYWhp49e6K4uBgffvihohjQ1tbG8uXLBacj+v3q6+thZWWFAQMG/Op8XR0dHQwbNkzCZETSYksDkZrgxAD1UFlZCRMTE9ExiFSmQ4cOyM7O/tW2KSK54xxeIjVx4sQJxWigL7/8Ej/88APu3LmDoKAgrFy5UnA6edq0aROOHTumeD1x4kR07NgRFhYWyM3NFZiMSHXGjx+PuLg40TGIhOIOL5Ga4MQA6dnY2ODQoUMYNGgQEhISMHHiRBw7dgyxsbEoKipCfHy86IhEv9u6deuwefNmeHh4oE+fPjAyMlJ6nxNgSBOwh5dITXTq1Al5eXkwNzfHxYsXsWvXLgBAbW0ttLW1BaeTp9LSUsU1q2fPnsXEiRPh6ekJa2tr9O/fX3A6ItXYt28fTExMkJGRgYyMDKX3tLS0WPCSRmDBS6QmODFAeqampiguLka3bt1w8eJFrFu3DsCrG+8aGhoEpyNSDU6AIWLBS6Q2ODFAej4+PvD19UX37t1RUVGB0aNHAwCysrJgb28vOB2RatXV1aGwsBB2dnbQ0eH//kmzsIeXSI1xYkDrqq+vx7Zt21BcXIxZs2bBxcUFALBlyxYYGxtj9uzZghMS/X61tbVYsGABoqKiAADff/89bG1tsWDBAnTt2pVfqEkjsOAlUhObNm2CtbU1Jk2aBODVxICTJ0/C3Nwc58+fR69evQQnJKK30aJFi5CSkoKtW7di1KhRyM3Nha2tLc6cOYOwsDBkZWWJjkjU6jiWjEhN7N69W3GAKiEhAQkJCbhw4QJGjRqF4OBgwenkKyYmBu7u7ujSpQsePHgAANi6dSvOnDkjOBmRasTFxWHnzp1wd3eHlpaWYt3JyQn3798XmIxIOix4idTEmyYGLFu2DDdu3BCcTp527dqFxYsXY/To0aisrFQcVDMxMcHWrVvFhiNSkfLycpiZmTVbr6mpUSqAieSMBS+Rmng9MQAALl68qJjSwIkBrWfHjh3Yu3cvVq5cqTT6rW/fvrh586bAZESq07dvX5w7d07x+nWRGxERgYEDB4qKRSQpHtMkUhOcGCC9wsJCxUG1X9LT00NNTY2ARESqt379eowePRp5eXl4+fIltm3bhry8PKSmpiI5OVl0PCJJcIeXSE1s2bIFn3zyCRwdHZGQkIB27doBAEpKSvDxxx8LTidPNjY2yM7ObrZ+8eJF9OjRQ/pARK3A3d0d2dnZePnyJZydnREfHw8zMzNcu3YNffr0ER2PSBKc0kBEGisiIgJhYWHYvHkzAgICEBERgfv372PDhg2IiIjA5MmTRUckIiIVYMFLpEZiYmKwZ88eFBQU4Nq1a7CyssLWrVthY2MDLy8v0fFk6dChQwgLC1OcVu/atSvCwsIQEBAgOBmRanzwwQeYNm0afHx80L59e9FxiIRgSwORmuDEAOk9f/4c3t7euHv3Lqqrq5GWlobFixfDwsJCdDQilXFycsKKFSvQuXNnfPjhhzhz5gzq6+tFxyKSFAteIjXBiQHS8/LyQnR0NIBX166OGzcO4eHhGD9+PHbt2iU4HZFqbNu2DY8ePUJcXByMjIwwY8YMdOrUCXPnzuWhNdIYLHiJ1AQnBkgvMzMTQ4YMAQCcOHECnTp1woMHDxAdHY3t27cLTkekOm3atIGnpyciIyPx448/Ys+ePbh+/TpGjBghOhqRJDiWjEhNvJ4YYGVlpbTOiQGtp7a2FsbGxgCA+Ph4+Pj4oE2bNhgwYIDi1jUiOSktLcXRo0dx8OBB5Obmws3NTXQkIkmw4CVSE4sXL8b8+fPx4sULNDU14fr16zhy5IhiYgCpnr29PeLi4uDt7Y2vvvoKQUFBAICysjIe7iHZqKqqwsmTJ3H48GF88803sLW1xdSpU3Hs2DHY2dmJjkckCU5pIFIjnBggrRMnTsDX1xcNDQ3w8PBAfHw8AGDDhg24fPkyLly4IDgh0e9nYGAAU1NTTJo0CVOnTkXfvn1FRyKSHAteIjXx/PlzNDU1wdDQELW1tbh16xZSUlLg6OiIkSNHio4nW6WlpSgpKUHv3r3Rps2rYw3Xr19H+/bt4eDgIDgd0e+XkJAADw8PxfNNpIlY8BKpCU9PT/j4+OCjjz5CZWUlHBwc0LZtWzx58gTh4eGYN2+e6IhERERvJfbwEqmJzMxMbNmyBcD/TgzIysrCyZMnERoayoKXiH4zV1dXJCYmwtTUFC4uLtDS0nrjZzMzMyVMRiQGC14iNcGJAUSkKl5eXtDT0wMAjB8/XmwYIjXAlgYiNdGrVy/Mnj0b3t7e6NmzJy5evIiBAwciIyMDY8aMQWlpqeiIREREbyV2sBOpidDQUAQHB8Pa2hr9+/fHwIEDAbza7W3pQgoiIiL6bbjDS6RGODGAiFTB1NT0V/t2f+np06etnIZIPBa8REREMhMVFfWbPztz5sxWTEKkHljwEhEREZGssYeXiIhI5u7fv49Vq1ZhypQpKCsrAwBcuHABt2/fFpyMSBoseImIiGQsOTkZzs7OSE9Px6lTp1BdXQ0AyMnJwerVqwWnI5IGC14iIiIZW758OdatW4eEhATo6uoq1keMGIG0tDSByYikw4KXiIhIxm7evAlvb+9m62ZmZnjy5ImARETSY8FLREQkYyYmJigpKWm2npWVha5duwpIRCQ9FrxEREQyNnnyZISEhKC0tBRaWlpobGxESkoKgoODMWPGDNHxiCTBsWREREQyVldXh/nz5yMyMhINDQ3Q0dHBy5cvMXXqVERGRkJbW1t0RKJWx4KXiIhIAxQXF+PmzZuorq6Gi4sLunfvLjoSkWRY8BIREcnM4sWLf/Nnw8PDWzEJkXrQER2AiIiIVCsrK0vpdWZmJl6+fIn33nsPAPD9999DW1sbffr0ERGPSHIseImIiGQmKSlJ8XN4eDiMjY0RFRUFU1NTAMBPP/0EPz8/DBkyRFREIkmxpYGIiEjGunbtivj4eDg5OSmt37p1C56ennj8+LGgZETS4VgyIiIiGauqqkJ5eXmz9fLycvz8888CEhFJjwUvERGRjHl7e8PPzw+nTp3Cw4cP8fDhQ5w8eRIBAQHw8fERHY9IEmxpICIikrHa2loEBwdj//79qK+vBwDo6OggICAA//rXv2BkZCQ4IVHrY8FLRESkAWpqanD//n0AgJ2dHQtd0igseImIiIhI1tjDS0RERESyxoKXiIiIiGSNBS8RERERyRoLXiIiIiKSNRa8RERERCRrLHiJiIiISNZY8BIRERGRrP0Pxym3qN6Ab3sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters.diff(cluster_id1=0, cluster_id2=1, top_n_events=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "431ee433",
   "metadata": {
    "id": "63118805-423c-4d0d-ac5d-a40c57062f2b"
   },
   "source": [
    "## Getting clustering results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "02e4bd16",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 16,
     "status": "ok",
     "timestamp": 1682927975271,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "GxxtHXngiiYk",
    "outputId": "7694dbd3-cb3b-4ab7-efb1-f18e7bba0442"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id\n",
       "122915       2\n",
       "463458       2\n",
       "1475907      2\n",
       "1576626      3\n",
       "2112338      2\n",
       "            ..\n",
       "999275109    0\n",
       "999642905    0\n",
       "999914554    2\n",
       "999916163    0\n",
       "999941967    1\n",
       "Length: 3751, dtype: int32"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters.user_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "442368a2",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 10,
     "status": "ok",
     "timestamp": 1682927975271,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "mWgfbYJhizSm",
    "outputId": "dfe3d87d-8c81-4326-cd51-26d4dd69a716"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 2, 3]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_mapping = clusters.cluster_mapping\n",
    "list(cluster_mapping.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0a3d4add",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 8,
     "status": "ok",
     "timestamp": 1682927975272,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "rWiiJQxrjFN3",
    "outputId": "accd9026-bfcc-447a-8bda-0bfad61d4488"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2724645,\n",
       " 4608042,\n",
       " 5918715,\n",
       " 6985523,\n",
       " 7584012,\n",
       " 7901023,\n",
       " 8646372,\n",
       " 8715027,\n",
       " 8788425,\n",
       " 10847418]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_mapping[0][:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01748eca",
   "metadata": {
    "id": "e9XBrfGUYuuW"
   },
   "source": [
    "### Eventstream.clusters property"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "10b71738",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 89
    },
    "executionInfo": {
     "elapsed": 732,
     "status": "ok",
     "timestamp": 1682927975997,
     "user": {
      "displayName": "Julia Ostanina",
      "userId": "13687663492290466770"
     },
     "user_tz": -120
    },
    "id": "Dn1133ulPtKB",
    "outputId": "a5121c31-6243-4eef-8f4f-d87bbb7017f8"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Daria/venv/rete_tools/lib/python3.8/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAisAAAINCAYAAAD/Wz8DAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABNRUlEQVR4nO3dfVxVVd7//zcoN4pyuNTkgKNp3oRmkGEh4TCWjJBjeUOZxQzqODIaWIY3M8zXyJK0zNTMCrXSMEnrW/o1p/AGRR8VkpKkGXKhA2GXHtQhQE2QYP/+6Oe+PAkmprInX8/HYz+ms9bai89eGb7nnHX2djEMwxAAAIBFuTZ1AQAAABdDWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZmmbDy3HPPycXFRZMnTzbbBgwYIBcXF6djwoQJF53HMAwlJyfLz89PLVq0UEREhAoLC53GlJWVKSYmRt7e3vLx8dG4ceN06tQps7+4uFjh4eHy8vJSeHi4iouLnc4fMmSI3n///V98zQAA4OdZIqzs2rVLS5YsUWBg4AV948eP19GjR81j7ty5F51r7ty5WrRokVJTU5WTkyMvLy9FRkaqqqrKHBMTE6P9+/dr8+bN2rBhg3bs2KG4uDizf8qUKerQoYPy8vLk5+enqVOnmn1r1qyRq6uroqOjr8CVAwCAn2U0sZMnTxrdu3c3Nm/ebPzud78zHn/8cbPvp69/Tl1dnWG3240XXnjBbCsvLzc8PDyMd955xzAMw/j6668NScauXbvMMR9//LHh4uJi/M///I9hGIbRs2dP4+OPPzYMwzA++ugjo1evXoZhGMZ3331ndOvWzSgpKbncywUAAI3UvKnDUnx8vP7whz8oIiJCKSkpF/SvWrVKb7/9tux2u+677z49+eSTatmyZb1zFRUVyeFwKCIiwmyz2WwKCQlRdna2Ro0apezsbPn4+Khv377mmIiICLm6uionJ0fDhw9XUFCQtmzZokGDBmnTpk3mOz7Tpk1TfHy8OnbseEnXVl1drerqavN1XV2dysrK1LZtW7m4uFzSHABgZYZh6OTJk/L395er6+W/WV9bW6uamporWBmszs3NTc2aNbuksU0aVlavXq0vvvhCu3btqrf/kUce0Y033ih/f3/t3btXf/vb31RQUKAPPvig3vEOh0OS5Ovr69Tu6+tr9jkcDrVv396pv3nz5mrTpo05Zt68efrrX/+qzp07KzAwUEuWLNGOHTuUl5en559/XiNHjtTu3bs1aNAgLVq0SO7u7vXWM2fOHD399NOXviAA8B/q8OHD+s1vftPo8wzDkMPhUHl5+ZUvCpbn4+Mju93+s/8HvsnCyuHDh/X4449r8+bN8vT0rHfM+ftIbr31Vvn5+WngwIE6dOiQunbtetVq69ChgzZs2GC+rq6uVmRkpN566y2lpKSodevWKigoUFRUlJYsWaJJkybVO09SUpISExPN1xUVFerUqZMOHz4sb2/vq1Y/AFwrlZWV6tixo1q3bn1Z558LKu3bt1fLli151/k6YRiGvv/+ex07dkyS5Ofnd9HxTRZWcnNzdezYMd1+++1mW21trXbs2KHFixerurr6greHQkJCJEkHDx6sN6zY7XZJUmlpqdOFl5aW6rbbbjPHnFucc3744QeVlZWZ5//U7NmzNWjQIAUHB2v8+PFKSUmRm5ubRowYoa1btzYYVjw8POTh4XFBu7e3N2EFwK/K5YSM2tpaM6i0bdv2KlQFK2vRooUk6dixY2rfvv1FPxJqsrAycOBA7du3z6lt7NixCggI0N/+9rd6i87Ly5PUcALr0qWL7Ha7MjMzzXBSWVmpnJwcTZw4UZIUGhqq8vJy5ebmKjg4WJK0detW1dXVmWHofPn5+UpPTzd/9vmfq9bU1Ki2trbR1w4AkPm7tKF9iPj1O/fvvqamxpphpXXr1urdu7dTm5eXl9q2bavevXvr0KFDSk9P1+DBg9W2bVvt3btXTzzxhMLDw52+4hwQEKA5c+Zo+PDh5n1aUlJS1L17d3Xp0kVPPvmk/P39NWzYMElSz549FRUVpfHjxys1NVU1NTVKSEjQqFGj5O/v71SPYRiKi4vTggUL5OXlJUkKCwvTsmXL1KNHD6Wlpenhhx++ugsFAL9yfPRz/brUf/eWuM9Kfdzd3c1v5AQEBGjKlCmKjo7Whx9+6DSuoKBAFRUV5uvp06dr0qRJiouL0x133KFTp04pIyPDaV/MqlWrFBAQoIEDB2rw4MHq37+/li5dekENS5cula+vr4YMGWK2zZw5U1VVVQoJCVG3bt0UHx9/Fa4eAACc42IYhtHURVwvKisrZbPZVFFRwZ4VAL8Kv+T3WlVVlYqKitSlS5cGv2jxn6i4uFhdunTRnj17zC0J/6mu9rVc6p+BJr/PCgAAPxU8Le2a/rzcF2Kv6c9rjBUrVmjy5MlN8vXujh076ujRo2rXrt01/9nnI6wAAHAdqK2tlYuLS6Nu3tesWbMGvyl7LVl2zwoAAFZVV1enuXPnqlu3bvLw8FCnTp307LPP1jt2xYoV8vHxcWpbt26d0+bSL7/8Unfffbdat24tb29vBQcHa/fu3crKytLYsWNVUVFhPtB35syZkn68B9jUqVPVoUMHeXl5KSQkRFlZWRf83PXr16tXr17y8PBQSUnJBfV99913iomJ0Q033KAWLVqoe/fuWr58uaQfPwZycXExvxE7ZsyYCx4w7OLiYv7cn6vpcvHOCgAAjZSUlKRly5ZpwYIF6t+/v44ePaoDBw5c9nwxMTHq06ePXnvtNTVr1kx5eXlyc3PTXXfdpYULFyo5OVkFBQWSpFatWkmSEhIS9PXXX2v16tXy9/fX2rVrFRUVpX379ql79+6SpO+//17PP/+8Xn/9dbVt2/aCO7hL0pNPPqmvv/5aH3/8sdq1a6eDBw/qzJkz9db50ksv6bnnnjNfP/fcc3rnnXcUEBBwyTVdDsIKAACNcPLkSb300ktavHixRo8eLUnq2rWr+vfvf9lzlpSUaNq0aeZf+uf/xW6z2eTi4uL0cUxJSYmWL1+ukpIS87YbU6dOVUZGhpYvX67Zs2dL+vH+Ja+++qqCgoIu+rP79OljPjOvc+fODY612Wyy2WySpA8++EBLlizRli1bZLfbL7mmy0FYAQCgEfLz81VdXa2BAwdesTkTExP1l7/8RStXrlRERIQefPDBiz5WZt++faqtrVWPHj2c2qurq53uBuzu7u50b7L6TJw4UdHR0friiy80aNAgDRs2THfddddFz9mzZ4/+9Kc/afHixQoLC2tUTZeDsAIAQCOcu038pXJ1ddVP7xLy0ydMz5w5U4888oj++c9/6uOPP9ZTTz2l1atXa/jw4fXOeerUKTVr1ky5ubkX3Pn13MdE52r9uRuv3Xvvvfrmm2/00UcfafPmzRo4cKDi4+M1b968esc7HA7df//9+stf/qJx48Y1uqbLwQZbAAAaoXv37mrRooUyMzMvafwNN9ygkydP6vTp02bbuQ2r5+vRo4eeeOIJbdq0SSNGjDA3ubq7u1/waJc+ffqotrZWx44dU7du3ZyOy/n2zg033KDRo0fr7bff1sKFC+u9Uar0431Rhg4dqoCAAM2fP/+q1nQ+3lkBAKARPD099be//U3Tp0+Xu7u7wsLCdPz4ce3fv9/pnYZzQkJC1LJlS/3jH//QY489ppycHK1YscLsP3PmjKZNm6YHHnhAXbp00bfffqtdu3YpOjpa0o97SE6dOqXMzEwFBQWpZcuW6tGjh2JiYhQbG6sXX3xRffr00fHjx5WZmanAwED94Q9/uOTrSU5OVnBwsG655RZVV1drw4YN6tmzZ71j//rXv+rw4cPKzMzU8ePHzfY2bdpc0ZouYOCaqaioMCQZFRUVTV0KAFwRv+T32pkzZ4yvv/7aOHPmzFWo7Oqqra01UlJSjBtvvNFwc3MzOnXqZMyePdswDMMoKioyJBl79uwxx69du9bo1q2b0aJFC2PIkCHG0qVLjXN/BVdXVxujRo0yOnbsaLi7uxv+/v5GQkKC07pMmDDBaNu2rSHJeOqppwzDMIyzZ88aycnJRufOnQ03NzfDz8/PGD58uLF3717DMAxj+fLlhs1m+9lrmTVrltGzZ0+jRYsWRps2bYyhQ4ca//rXv+q9lhtvvNGQdMGxbdu2S6rppy71zwC327+GuN0+gF8bbrePX+JS/wywZwUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUA0KT4nsf161L/3RNWAABNws3NTdKPD9vD9encv/tzfxYawk3hAABNolmzZvLx8dGxY8ckSS1btvzZW8Pj18EwDH3//fc6duyYfHx8Lrg9/08RVgAATebcbdjPBRZcX3x8fC7pVvyEFQBAk3FxcZGfn5/at29/wcP98Ovm5ub2s++onENYAQA0uWbNml3yX1y4/rDBFgAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWBphBQAAWFrzpi4AzoKnpTV1CU0i94XYpi4BAGBRlnln5bnnnpOLi4smT55stlVVVSk+Pl5t27ZVq1atFB0drdLS0ovOYxiGkpOT5efnpxYtWigiIkKFhYVOY8rKyhQTEyNvb2/5+Pho3LhxOnXqlNlfXFys8PBweXl5KTw8XMXFxU7nDxkyRO+///4vvmYAAPDzLBFWdu3apSVLligwMNCp/YknntCHH36o9957T9u3b9eRI0c0YsSIi841d+5cLVq0SKmpqcrJyZGXl5ciIyNVVVVljomJidH+/fu1efNmbdiwQTt27FBcXJzZP2XKFHXo0EF5eXny8/PT1KlTzb41a9bI1dVV0dHRV+jqAQDAxTR5WDl16pRiYmK0bNky/dd//ZfZXlFRoTfeeEPz58/XPffco+DgYC1fvlyfffaZdu7cWe9chmFo4cKFmjFjhoYOHarAwEClpaXpyJEjWrdunSQpPz9fGRkZev311xUSEqL+/fvr5Zdf1urVq3XkyBFzzOjRo9W9e3eNGTNG+fn5kqTy8nLNmDFDr7zyytVdFAAAYGrysBIfH68//OEPioiIcGrPzc1VTU2NU3tAQIA6deqk7OzseucqKiqSw+FwOsdmsykkJMQ8Jzs7Wz4+Purbt685JiIiQq6ursrJyZEkBQUFacuWLaqrq9OmTZvMd3ymTZum+Ph4dezY8ZKurbq6WpWVlU4HAABonCYNK6tXr9YXX3yhOXPmXNDncDjk7u4uHx8fp3ZfX185HI565zvX7uvr2+A5DodD7du3d+pv3ry52rRpY46ZN2+eDhw4oM6dO6uwsFDz5s3Tjh07lJeXp9jYWI0cOVI33XSTJkyYoLNnzzZ4fXPmzJHNZjOPSw05AADgfzVZWDl8+LAef/xxrVq1Sp6enk1VRr06dOigDRs2qKSkRBs2bFC7du306KOPKjU1VSkpKWrdurUKCgpUWFioJUuWNDhPUlKSKioqzOPw4cPX8CoAAPh1aLKwkpubq2PHjun2229X8+bN1bx5c23fvl2LFi1S8+bN5evrq7Nnz6q8vNzpvNLSUtnt9nrnPNf+028MnX+O3W7XsWPHnPp/+OEHlZWVNTjv7NmzNWjQIAUHBysrK0vR0dFyc3PTiBEjlJWV1eA1enh4yNvb2+kAAACN02RhZeDAgdq3b5/y8vLMo2/fvoqJiTH/2c3NTZmZmeY5BQUFKikpUWhoaL1zdunSRXa73emcyspK5eTkmOeEhoaqvLxcubm55pitW7eqrq5OISEhF8yZn5+v9PR0zZo1S5JUW1urmpoaSVJNTY1qa2t/+WIAAIAGNdlN4Vq3bq3evXs7tXl5ealt27Zm+7hx45SYmKg2bdrI29tbkyZNUmhoqPr162eeExAQoDlz5mj48OHmfVpSUlLUvXt3denSRU8++aT8/f01bNgwSVLPnj0VFRWl8ePHKzU1VTU1NUpISNCoUaPk7+/vVI9hGIqLi9OCBQvk5eUlSQoLC9OyZcvUo0cPpaWl6eGHH76KqwQAAJr820AXs2DBAg0ZMkTR0dEKDw+X3W7XBx984DSmoKBAFRUV5uvp06dr0qRJiouL0x133KFTp04pIyPDaV/MqlWrFBAQoIEDB2rw4MHq37+/li5desHPX7p0qXx9fTVkyBCzbebMmaqqqlJISIi6deum+Pj4q3DlAADgHBfDMIymLuJ6UVlZKZvNpoqKigb3r3C7fQD/SS7l9xrwS1n6nRUAAADCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsDTCCgAAsLQmDSuvvfaaAgMD5e3tLW9vb4WGhurjjz82+wcMGCAXFxenY8KECRed0zAMJScny8/PTy1atFBERIQKCwudxpSVlSkmJkbe3t7y8fHRuHHjdOrUKbO/uLhY4eHh8vLyUnh4uIqLi53OHzJkiN5///1fvgAAAOBnNWlY+c1vfqPnnntOubm52r17t+655x4NHTpU+/fvN8eMHz9eR48eNY+5c+dedM65c+dq0aJFSk1NVU5Ojry8vBQZGamqqipzTExMjPbv36/Nmzdrw4YN2rFjh+Li4sz+KVOmqEOHDsrLy5Ofn5+mTp1q9q1Zs0aurq6Kjo6+gisBAAAa0qRh5b777tPgwYPVvXt39ejRQ88++6xatWqlnTt3mmNatmwpu91uHt7e3g3OZxiGFi5cqBkzZmjo0KEKDAxUWlqajhw5onXr1kmS8vPzlZGRoddff10hISHq37+/Xn75Za1evVpHjhwxx4wePVrdu3fXmDFjlJ+fL0kqLy/XjBkz9Morr1y9RQEAAE4ss2eltrZWq1ev1unTpxUaGmq2r1q1Su3atVPv3r2VlJSk77//vsE5ioqK5HA4FBERYbbZbDaFhIQoOztbkpSdnS0fHx/17dvXHBMRESFXV1fl5ORIkoKCgrRlyxbV1dVp06ZNCgwMlCRNmzZN8fHx6tix4yVdU3V1tSorK50OAADQOE0eVvbt26dWrVrJw8NDEyZM0Nq1a9WrVy9J0iOPPKK3335b27ZtU1JSklauXKk//vGPDc7lcDgkSb6+vk7tvr6+Zp/D4VD79u2d+ps3b642bdqYY+bNm6cDBw6oc+fOKiws1Lx587Rjxw7l5eUpNjZWI0eO1E033aQJEybo7NmzDdYzZ84c2Ww287jUkAMAAP5X86Yu4Oabb1ZeXp4qKir0f//v/9Xo0aO1fft29erVy2kfya233io/Pz8NHDhQhw4dUteuXa9aTR06dNCGDRvM19XV1YqMjNRbb72llJQUtW7dWgUFBYqKitKSJUs0adKkeudJSkpSYmKi+bqyspLAAgBAIzX5Oyvu7u7q1q2bgoODNWfOHAUFBemll16qd2xISIgk6eDBg/X22+12SVJpaalTe2lpqdlnt9t17Ngxp/4ffvhBZWVl5pifmj17tgYNGqTg4GBlZWUpOjpabm5uGjFihLKyshq8Ng8PD/ObTucOAADQOE0eVn6qrq5O1dXV9fbl5eVJkvz8/Ort79Kli+x2uzIzM822yspK5eTkmPtgQkNDVV5ertzcXHPM1q1bVVdXZ4ah8+Xn5ys9PV2zZs2S9OPempqaGklSTU2NamtrG3+RAADgkjVpWElKStKOHTtUXFysffv2KSkpSVlZWYqJidGhQ4c0a9Ys5ebmqri4WOvXr1dsbKzCw8PNDa+SFBAQoLVr10qSXFxcNHnyZKWkpGj9+vXat2+fYmNj5e/vr2HDhkmSevbsqaioKI0fP16ff/65Pv30UyUkJGjUqFHy9/d3qs8wDMXFxWnBggXy8vKSJIWFhWnZsmXKz89XWlqawsLCrs1iAQBwnWrSPSvHjh1TbGysjh49KpvNpsDAQG3cuFG///3vdfjwYW3ZskULFy7U6dOn1bFjR0VHR2vGjBlOcxQUFKiiosJ8PX36dJ0+fVpxcXEqLy9X//79lZGRIU9PT3PMqlWrlJCQoIEDB5r3TFm0aNEF9S1dulS+vr4aMmSI2TZz5kw98sgjCgkJUVRUlOLj46/CygAAgHNcDMMwmrqI60VlZaVsNpsqKioa3L8SPC3tGldlDbkvxDZ1CQAuw6X8XgN+KcvtWQEAADgfYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFgaYQUAAFhak4aV1157TYGBgfL29pa3t7dCQ0P18ccfm/1VVVWKj49X27Zt1apVK0VHR6u0tPSicxqGoeTkZPn5+alFixaKiIhQYWGh05iysjLFxMTI29tbPj4+GjdunE6dOmX2FxcXKzw8XF5eXgoPD1dxcbHT+UOGDNH777//yxcAAAD8rCYNK7/5zW/03HPPKTc3V7t379Y999yjoUOHav/+/ZKkJ554Qh9++KHee+89bd++XUeOHNGIESMuOufcuXO1aNEipaamKicnR15eXoqMjFRVVZU5JiYmRvv379fmzZu1YcMG7dixQ3FxcWb/lClT1KFDB+Xl5cnPz09Tp041+9asWSNXV1dFR0df4dUAAAD1cTEMw2jqIs7Xpk0bvfDCC3rggQd0ww03KD09XQ888IAk6cCBA+rZs6eys7PVr1+/C841DEP+/v6aMmWKGTAqKirk6+urFStWaNSoUcrPz1evXr20a9cu9e3bV5KUkZGhwYMH69tvv5W/v7969eql+fPnKyoqSh9//LGmTp2q/fv3q7y8XHfccYe2bt2qjh07NvraKisrZbPZVFFRIW9v73rHBE9La/S8vwa5L8Q2dQkALsOl/F4DfinL7Fmpra3V6tWrdfr0aYWGhio3N1c1NTWKiIgwxwQEBKhTp07Kzs6ud46ioiI5HA6nc2w2m0JCQsxzsrOz5ePjYwYVSYqIiJCrq6tycnIkSUFBQdqyZYvq6uq0adMmBQYGSpKmTZum+Pj4Sw4q1dXVqqysdDoAAEDjNHlY2bdvn1q1aiUPDw9NmDBBa9euVa9eveRwOOTu7i4fHx+n8b6+vnI4HPXOda7d19e3wXMcDofat2/v1N+8eXO1adPGHDNv3jwdOHBAnTt3VmFhoebNm6cdO3YoLy9PsbGxGjlypG666SZNmDBBZ8+ebfDa5syZI5vNZh6X824MAADXuyYPKzfffLPy8vKUk5OjiRMnavTo0fr666+btKYOHTpow4YNKikp0YYNG9SuXTs9+uijSk1NVUpKilq3bq2CggIVFhZqyZIlDc6TlJSkiooK8zh8+PA1vAoAAH4dmjysuLu7q1u3bgoODtacOXMUFBSkl156SXa7XWfPnlV5ebnT+NLSUtnt9nrnOtf+028MnX+O3W7XsWPHnPp/+OEHlZWVNTjv7NmzNWjQIAUHBysrK0vR0dFyc3PTiBEjlJWV1eC1eXh4mN90OncAAIDGafKw8lN1dXWqrq5WcHCw3NzclJmZafYVFBSopKREoaGh9Z7bpUsX2e12p3MqKyuVk5NjnhMaGqry8nLl5uaaY7Zu3aq6ujqFhIRcMGd+fr7S09M1a9YsST/urampqZEk1dTUqLa29pdfNAAAaFDzpvzhSUlJuvfee9WpUyedPHlS6enpysrK0saNG2Wz2TRu3DglJiaqTZs28vb21qRJkxQaGur0TaCAgADNmTNHw4cPl4uLiyZPnqyUlBR1795dXbp00ZNPPil/f38NGzZMktSzZ09FRUVp/PjxSk1NVU1NjRISEjRq1Cj5+/s71WcYhuLi4rRgwQJ5eXlJksLCwrRs2TL16NFDaWlpevjhh6/ZegEAcD1q0rBy7NgxxcbG6ujRo7LZbAoMDNTGjRv1+9//XpK0YMEC854m1dXVioyM1Kuvvuo0R0FBgSoqKszX06dP1+nTpxUXF6fy8nL1799fGRkZ8vT0NMesWrVKCQkJGjhwoDn/okWLLqhv6dKl8vX11ZAhQ8y2mTNn6pFHHlFISIiioqIUHx9/pZcFAACcx3L3Wfk14z4rDeM+K8B/Ju6zgmvBcntWAAAAzkdYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYAQAAltakYWXOnDm644471Lp1a7Vv317Dhg1TQUGB05gBAwbIxcXF6ZgwYcJF5zUMQ8nJyfLz81OLFi0UERGhwsJCpzFlZWWKiYmRt7e3fHx8NG7cOJ06dcrsLy4uVnh4uLy8vBQeHq7i4mKn84cMGaL333//ly0AAAD4WU0aVrZv3674+Hjt3LlTmzdvVk1NjQYNGqTTp087jRs/fryOHj1qHnPnzr3ovHPnztWiRYuUmpqqnJwceXl5KTIyUlVVVeaYmJgY7d+/X5s3b9aGDRu0Y8cOxcXFmf1TpkxRhw4dlJeXJz8/P02dOtXsW7NmjVxdXRUdHX2FVgIAADSkeVP+8IyMDKfXK1asUPv27ZWbm6vw8HCzvWXLlrLb7Zc0p2EYWrhwoWbMmKGhQ4dKktLS0uTr66t169Zp1KhRys/PV0ZGhnbt2qW+fftKkl5++WUNHjxY8+bNk7+/v/Lz8zV//nx1795dY8aMMcNKeXm5ZsyYoa1bt16JJQAAAD/DUntWKioqJElt2rRxal+1apXatWun3r17KykpSd9//32DcxQVFcnhcCgiIsJss9lsCgkJUXZ2tiQpOztbPj4+ZlCRpIiICLm6uionJ0eSFBQUpC1btqiurk6bNm1SYGCgJGnatGmKj49Xx44df/Z6qqurVVlZ6XQAAIDGsUxYqaur0+TJkxUWFqbevXub7Y888ojefvttbdu2TUlJSVq5cqX++Mc/NjiPw+GQJPn6+jq1+/r6mn0Oh0Pt27d36m/evLnatGljjpk3b54OHDigzp07q7CwUPPmzdOOHTuUl5en2NhYjRw5UjfddJMmTJigs2fP1lvLnDlzZLPZzONSAg4AAHDWpB8DnS8+Pl5fffWVPvnkE6f28/eR3HrrrfLz89PAgQN16NAhde3a9arV06FDB23YsMF8XV1drcjISL311ltKSUlR69atVVBQoKioKC1ZskSTJk26YI6kpCQlJiaarysrKwksAAA0kiXeWUlISNCGDRu0bds2/eY3v7no2JCQEEnSwYMH6+0/t7eltLTUqb20tNTss9vtOnbsmFP/Dz/8oLKysgb3xsyePVuDBg1ScHCwsrKyFB0dLTc3N40YMUJZWVn1nuPh4SFvb2+nAwAANE6ThhXDMJSQkKC1a9dq69at6tKly8+ek5eXJ0ny8/Ort79Lly6y2+3KzMw02yorK5WTk6PQ0FBJUmhoqMrLy5Wbm2uO2bp1q+rq6swwdL78/Hylp6dr1qxZkqTa2lrV1NRIkmpqalRbW3tpFwwAABqtScNKfHy83n77baWnp6t169ZyOBxyOBw6c+aMJOnQoUOaNWuWcnNzVVxcrPXr1ys2Nlbh4eHmhldJCggI0Nq1ayVJLi4umjx5slJSUrR+/Xrt27dPsbGx8vf317BhwyRJPXv2VFRUlMaPH6/PP/9cn376qRISEjRq1Cj5+/s71WgYhuLi4rRgwQJ5eXlJksLCwrRs2TLl5+crLS1NYWFh12C1AAC4PjVpWHnttddUUVGhAQMGyM/PzzzWrFkjSXJ3d9eWLVs0aNAgBQQEaMqUKYqOjtaHH37oNE9BQYH5TSJJmj59uiZNmqS4uDjdcccdOnXqlDIyMuTp6WmOWbVqlQICAjRw4EANHjxY/fv319KlSy+ocenSpfL19dWQIUPMtpkzZ6qqqkohISHq1q2b4uPjr/TSAACA/5+LYRhGUxdxvaisrJTNZlNFRUWD+1eCp6Vd46qsIfeF2KYuAcBluJTfa8AvZYkNtgAAAA0hrAAAAEu77LBy8OBBbdy40dwMy6dJAADgamh0WPn3v/+tiIgI9ejRQ4MHD9bRo0clSePGjdOUKVOueIEAAOD61uiw8sQTT6h58+YqKSlRy5YtzfaHHnroggcTAgAA/FKNvt3+pk2btHHjxgvuNNu9e3d98803V6wwAAAA6TLeWTl9+rTTOyrnlJWVycPD44oUBQAAcE6jw8pvf/tbpaX9771AXFxcVFdXp7lz5+ruu+++osUBAAA0+mOguXPnauDAgdq9e7fOnj2r6dOna//+/SorK9Onn356NWoEAADXsUa/s9K7d2/993//t/r376+hQ4fq9OnTGjFihPbs2aOuXbtejRoBAMB1rNHvrEiSzWbT//k//+dK1wIAAHCBRoeVHTt2XLQ/PDz8sosBAAD4qUaHlQEDBlzQ5uLiYv5zbW3tLyoIAADgfI3es/Ldd985HceOHVNGRobuuOMObdq06WrUCAAArmONfmfFZrNd0Pb73/9e7u7uSkxMVG5u7hUpDAAAQLqCT1329fVVQUHBlZoOAABA0mW8s7J3716n14Zh6OjRo3ruued02223Xam6AAAAJF1GWLntttvk4uIiwzCc2vv166c333zzihUGAFYTPC3t5wf9CuW+ENvUJeA61+iwUlRU5PTa1dVVN9xwgzw9Pa9YUQAAAOc0OqzceOONV6MOAACAel1SWFm0aNElT/jYY49ddjEAAAA/dUlhZcGCBZc0mYuLC2EFAABcUZcUVn66TwUAAOBauWL3WQEAALgaLuupy99++63Wr1+vkpISnT171qlv/vz5V6QwAAAA6TLCSmZmpu6//37ddNNNOnDggHr37q3i4mIZhqHbb7/9atQIAACuY43+GCgpKUlTp07Vvn375Onpqffff1+HDx/W7373Oz344INXo0YAAHAda3RYyc/PV2zsj3czbN68uc6cOaNWrVrpmWee0fPPP3/FCwQAANe3RocVLy8vc5+Kn5+fDh06ZPadOHHiylUGAACgy9iz0q9fP33yySfq2bOnBg8erClTpmjfvn364IMP1K9fv6tRIwAAuI41OqzMnz9fp06dkiQ9/fTTOnXqlNasWaPu3bvzTSAAAHDFNTqszJ49W3/84x8l/fiRUGpq6hUvCgAA4JxG71k5fvy4oqKi1LFjR02bNk1ffvnl1agLAABA0mWElf/3//6fjh49qieffFK7du3S7bffrltuuUWzZ89WcXHxVSgRAABczy7rdvv/9V//pbi4OGVlZembb77RmDFjtHLlSnXr1u1K1wcAAK5zv+jZQDU1Ndq9e7dycnJUXFwsX1/fK1UXAACApMsMK9u2bdP48ePl6+urMWPGyNvbWxs2bNC33357pesDAADXuUZ/G6hDhw4qKytTVFSUli5dqvvuu08eHh5XozYAAIDGh5WZM2fqwQcflI+Pz1UoBwAAwFmjw8r48eOvRh3AZQueltbUJTSJ3Bdim7oEALgmftEGWwAAgKutScPKnDlzdMcdd6h169Zq3769hg0bpoKCAqcxVVVVio+PV9u2bdWqVStFR0ertLT0ovMahqHk5GT5+fmpRYsWioiIUGFhodOYsrIyxcTEyNvbWz4+Pho3bpz5GAFJKi4uVnh4uLy8vBQeHn7BPWSGDBmi999//5ctAAAA+FlNGla2b9+u+Ph47dy5U5s3b1ZNTY0GDRqk06dPm2OeeOIJffjhh3rvvfe0fft2HTlyRCNGjLjovHPnztWiRYuUmpqqnJwceXl5KTIyUlVVVeaYmJgY7d+/X5s3b9aGDRu0Y8cOxcXFmf1TpkxRhw4dlJeXJz8/P02dOtXsW7NmjVxdXRUdHX0FVwMAANSn0XtWrqSMjAyn1ytWrFD79u2Vm5ur8PBwVVRU6I033lB6erruueceSdLy5cvVs2dP7dy5s96nPBuGoYULF2rGjBkaOnSoJCktLU2+vr5at26dRo0apfz8fGVkZGjXrl3q27evJOnll1/W4MGDNW/ePPn7+ys/P1/z589X9+7dNWbMGDOslJeXa8aMGdq6devVXBoAAPD/s9SelYqKCklSmzZtJEm5ubmqqalRRESEOSYgIECdOnVSdnZ2vXMUFRXJ4XA4nWOz2RQSEmKek52dLR8fHzOoSFJERIRcXV2Vk5MjSQoKCtKWLVtUV1enTZs2KTAwUJI0bdo0xcfHq2PHjj97PdXV1aqsrHQ6AABA41gmrNTV1Wny5MkKCwtT7969JUkOh0Pu7u4XfE3a19dXDoej3nnOtf/0brrnn+NwONS+fXun/ubNm6tNmzbmmHnz5unAgQPq3LmzCgsLNW/ePO3YsUN5eXmKjY3VyJEjddNNN2nChAk6e/ZsvbXMmTNHNpvNPC4l4AAAAGeWCSvx8fH66quvtHr16qYuRdKPN7/bsGGDSkpKtGHDBrVr106PPvqoUlNTlZKSotatW6ugoECFhYVasmRJvXMkJSWpoqLCPA4fPnyNrwIAgP98lggrCQkJ2rBhg7Zt26bf/OY3ZrvdbtfZs2dVXl7uNL60tFR2u73euc61//QbQ+efY7fbdezYMaf+H374QWVlZQ3OO3v2bA0aNEjBwcHKyspSdHS03NzcNGLECGVlZdV7joeHh7y9vZ0OAADQOE0aVgzDUEJCgtauXautW7eqS5cuTv3BwcFyc3NTZmam2VZQUKCSkhKFhobWO2eXLl1kt9udzqmsrFROTo55TmhoqMrLy5Wbm2uO2bp1q+rq6hQSEnLBnPn5+UpPT9esWbMkSbW1taqpqZH048Mca2trL3MFAADAz2nSsBIfH6+3335b6enpat26tRwOhxwOh86cOSPpx42x48aNU2JiorZt26bc3FyNHTtWoaGhTt8ECggI0Nq1ayVJLi4umjx5slJSUrR+/Xrt27dPsbGx8vf317BhwyRJPXv2VFRUlMaPH6/PP/9cn376qRISEjRq1Cj5+/s71WgYhuLi4rRgwQJ5eXlJksLCwrRs2TLl5+crLS1NYWFh12C1AAC4PjVpWHnttddUUVGhAQMGyM/PzzzWrFljjlmwYIGGDBmi6OhohYeHy26364MPPnCap6CgwPwmkSRNnz5dkyZNUlxcnO644w6dOnVKGRkZ8vT0NMesWrVKAQEBGjhwoAYPHqz+/ftr6dKlF9S4dOlS+fr6asiQIWbbzJkzVVVVpZCQEHXr1k3x8fFXclkAAMB5XAzDMJq6iOtFZWWlbDabKioqGty/wnNuGo81w7XCn7ULXcrvNeCXssQGWwAAgIYQVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKURVgAAgKU1b+oCADSN4GlpTV1Ck8h9IbapSwDQSLyzAgAALI2wAgAALI2wAgAALI2wAgAALI2wAgAALI2wAgAALI2wAgAALI2wAgAALI2wAgAALK1Jw8qOHTt03333yd/fXy4uLlq3bp1T/5gxY+Ti4uJ0REVF/ey8r7zyijp37ixPT0+FhITo888/d+qvqqpSfHy82rZtq1atWik6OlqlpaVmf1lZme677z61atVKffr00Z49e5zOj4+P14svvnj5Fw4AAC5Zk4aV06dPKygoSK+88kqDY6KionT06FHzeOeddy4655o1a5SYmKinnnpKX3zxhYKCghQZGaljx46ZY5544gl9+OGHeu+997R9+3YdOXJEI0aMMPufffZZnTx5Ul988YUGDBig8ePHm307d+5UTk6OJk+efPkXDgAALlmTPhvo3nvv1b333nvRMR4eHrLb7Zc85/z58zV+/HiNHTtWkpSamqp//vOfevPNN/X3v/9dFRUVeuONN5Senq577rlHkrR8+XL17NlTO3fuVL9+/ZSfn69Ro0apR48eiouL09KlSyVJNTU1mjBhgl5//XU1a9bsMq8aAAA0huX3rGRlZal9+/a6+eabNXHiRP373/9ucOzZs2eVm5uriIgIs83V1VURERHKzs6WJOXm5qqmpsZpTEBAgDp16mSOCQoK0tatW/XDDz9o48aNCgwMlCTNnTtXAwYMUN++fS+p9urqalVWVjodAACgcSwdVqKiopSWlqbMzEw9//zz2r59u+69917V1tbWO/7EiROqra2Vr6+vU7uvr68cDockyeFwyN3dXT4+Pg2O+fvf/67mzZura9euWrt2rd544w0VFhbqrbfe0pNPPqkJEybopptu0siRI1VRUdFg/XPmzJHNZjOPjh07/oLVAADg+tSkHwP9nFGjRpn/fOuttyowMFBdu3ZVVlaWBg4ceNV+rs1mU3p6ulPbPffcoxdeeEGrVq3Sv/71LxUUFGj8+PF65plnGtxsm5SUpMTERPN1ZWUlgQUAgEay9DsrP3XTTTepXbt2OnjwYL397dq1U7NmzZy+2SNJpaWl5r4Xu92us2fPqry8vMExP7V8+XL5+Pho6NChysrK0rBhw+Tm5qYHH3xQWVlZDdbr4eEhb29vpwMAADTOf1RY+fbbb/Xvf/9bfn5+9fa7u7srODhYmZmZZltdXZ0yMzMVGhoqSQoODpabm5vTmIKCApWUlJhjznf8+HE988wzevnllyVJtbW1qqmpkfTjhtuGPpICAABXRpN+DHTq1Cmnd0mKioqUl5enNm3aqE2bNnr66acVHR0tu92uQ4cOafr06erWrZsiIyPNcwYOHKjhw4crISFBkpSYmKjRo0erb9++uvPOO7Vw4UKdPn3a/HaQzWbTuHHjlJiYqDZt2sjb21uTJk1SaGio+vXrd0GNkydP1pQpU9ShQwdJUlhYmFauXKlBgwZp6dKlCgsLu5pLBADAda9Jw8ru3bt19913m6/P7e8YPXq0XnvtNe3du1dvvfWWysvL5e/vr0GDBmnWrFny8PAwzzl06JBOnDhhvn7ooYd0/PhxJScny+Fw6LbbblNGRobTptsFCxbI1dVV0dHRqq6uVmRkpF599dUL6tu4caMOHjyolStXmm0JCQnavXu3QkJCdOedd+qpp566omsCAACcuRiGYTR1EdeLyspK2Ww2VVRUNLh/JXha2jWuyhpyX4i97HNZs8vDujUea3ahS/m9BvxS/1F7VgAAwPWHsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACyNsAIAACytScPKjh07dN9998nf318uLi5at26dU79hGEpOTpafn59atGihiIgIFRYW/uy8r7zyijp37ixPT0+FhITo888/d+qvqqpSfHy82rZtq1atWik6OlqlpaVmf1lZme677z61atVKffr00Z49e5zOj4+P14svvnj5Fw4AAC5Zk4aV06dPKygoSK+88kq9/XPnztWiRYuUmpqqnJwceXl5KTIyUlVVVQ3OuWbNGiUmJuqpp57SF198oaCgIEVGRurYsWPmmCeeeEIffvih3nvvPW3fvl1HjhzRiBEjzP5nn31WJ0+e1BdffKEBAwZo/PjxZt/OnTuVk5OjyZMn//IFAAAAP6tJw8q9996rlJQUDR8+/II+wzC0cOFCzZgxQ0OHDlVgYKDS0tJ05MiRC96BOd/8+fM1fvx4jR07Vr169VJqaqpatmypN998U5JUUVGhN954Q/Pnz9c999yj4OBgLV++XJ999pl27twpScrPz9eoUaPUo0cPxcXFKT8/X5JUU1OjCRMmKDU1Vc2aNbvyCwIAAC5g2T0rRUVFcjgcioiIMNtsNptCQkKUnZ1d7zlnz55Vbm6u0zmurq6KiIgwz8nNzVVNTY3TmICAAHXq1MkcExQUpK1bt+qHH37Qxo0bFRgYKOnHd3oGDBigvn37XtI1VFdXq7Ky0ukAAACNY9mw4nA4JEm+vr5O7b6+vmbfT504cUK1tbUXPcfhcMjd3V0+Pj4Njvn73/+u5s2bq2vXrlq7dq3eeOMNFRYW6q233tKTTz6pCRMm6KabbtLIkSNVUVHR4DXMmTNHNpvNPDp27NioNQAAABYOK03JZrMpPT1d33zzjbZv365evXrpr3/9q1544QWtWrVK//rXv1RQUKCWLVvqmWeeaXCepKQkVVRUmMfhw4ev4VUAAPDrYNmwYrfbJcnpWzrnXp/r+6l27dqpWbNmFz3Hbrfr7NmzKi8vv+R5ly9fLh8fHw0dOlRZWVkaNmyY3Nzc9OCDDyorK6vBa/Dw8JC3t7fTAQAAGseyYaVLly6y2+3KzMw02yorK5WTk6PQ0NB6z3F3d1dwcLDTOXV1dcrMzDTPCQ4Olpubm9OYgoIClZSU1Dvv8ePH9cwzz+jll1+WJNXW1qqmpkbSjxtua2trf/nFAgCABjVvyh9+6tQpHTx40HxdVFSkvLw8tWnTRp06ddLkyZOVkpKi7t27q0uXLnryySfl7++vYcOGmecMHDhQw4cPV0JCgiQpMTFRo0ePVt++fXXnnXdq4cKFOn36tMaOHSvpx494xo0bp8TERLVp00be3t6aNGmSQkND1a9fvwtqnDx5sqZMmaIOHTpIksLCwrRy5UoNGjRIS5cuVVhY2FVcIQAA0KRhZffu3br77rvN14mJiZKk0aNHa8WKFZo+fbpOnz6tuLg4lZeXq3///srIyJCnp6d5zqFDh3TixAnz9UMPPaTjx48rOTlZDodDt912mzIyMpw23S5YsECurq6Kjo5WdXW1IiMj9eqrr15Q38aNG3Xw4EGtXLnSbEtISNDu3bsVEhKiO++8U0899dQVXRMAAODMxTAMo6mLuF5UVlbKZrOpoqKiwf0rwdPSrnFV1pD7Quxln8uaXR7WrfFYswtdyu814Jey7J4VAAAAibACAAAsjrACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAszdJhZebMmXJxcXE6AgICLnrOe++9p4CAAHl6eurWW2/VRx995NRvGIaSk5Pl5+enFi1aKCIiQoWFhWZ/dXW1/vSnP8nb21s9evTQli1bnM5/4YUXNGnSpCt3kQAA4KIsHVYk6ZZbbtHRo0fN45NPPmlw7GeffaaHH35Y48aN0549ezRs2DANGzZMX331lTlm7ty5WrRokVJTU5WTkyMvLy9FRkaqqqpKkrR06VLl5uYqOztbcXFxeuSRR2QYhiSpqKhIy5Yt07PPPnt1LxoAAJgsH1aaN28uu91uHu3atWtw7EsvvaSoqChNmzZNPXv21KxZs3T77bdr8eLFkn58V2XhwoWaMWOGhg4dqsDAQKWlpenIkSNat26dJCk/P1/333+/brnlFsXHx+v48eM6ceKEJGnixIl6/vnn5e3tfdWvGwAA/MjyYaWwsFD+/v666aabFBMTo5KSkgbHZmdnKyIiwqktMjJS2dnZkn58Z8ThcDiNsdlsCgkJMccEBQXpk08+0ZkzZ7Rx40b5+fmpXbt2WrVqlTw9PTV8+PBLrr26ulqVlZVOBwAAaBxLh5WQkBCtWLFCGRkZeu2111RUVKTf/va3OnnyZL3jHQ6HfH19ndp8fX3lcDjM/nNtDY3585//rKCgIPXq1UvPPvus3n33XX333XdKTk7Wyy+/rBkzZqhbt26KjIzU//zP/1y0/jlz5shms5lHx44dL2sdAAC4nlk6rNx777168MEHFRgYqMjISH300UcqLy/Xu+++e9V+ppubm1555RUVFRVp165d6t+/v6ZMmaLHHntMe/bs0bp16/Tll1+qX79+euyxxy46V1JSkioqKszj8OHDV61uAAB+rSwdVn7Kx8dHPXr00MGDB+vtt9vtKi0tdWorLS2V3W43+8+1NTTmp7Zt26b9+/crISFBWVlZGjx4sLy8vDRy5EhlZWVdtF4PDw95e3s7HQAAoHH+o8LKqVOndOjQIfn5+dXbHxoaqszMTKe2zZs3KzQ0VJLUpUsX2e12pzGVlZXKyckxx5yvqqpK8fHxWrJkiZo1a6ba2lrV1NRIkmpqalRbW3ulLg0AADTA0mFl6tSp2r59u4qLi/XZZ59p+PDhatasmR5++GFJUmxsrJKSkszxjz/+uDIyMvTiiy/qwIEDmjlzpnbv3q2EhARJkouLiyZPnqyUlBStX79e+/btU2xsrPz9/TVs2LALfv6sWbM0ePBg9enTR5IUFhamDz74QHv37tXixYsVFhZ29RcBAIDrXPOmLuBivv32Wz388MP697//rRtuuEH9+/fXzp07dcMNN0iSSkpK5Or6v3nrrrvuUnp6umbMmKF//OMf6t69u9atW6fevXubY6ZPn67Tp08rLi5O5eXl6t+/vzIyMuTp6en0s7/66iu9++67ysvLM9seeOABZWVl6be//a1uvvlmpaenX90FAAAAcjHO3fEMV11lZaVsNpsqKioa3L8SPC3tGldlDbkvxF72uazZ5WHdGo81u9Cl/F4DfilLfwwEAABAWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJZGWAEAAJb2HxFWXnnlFXXu3Fmenp4KCQnR559/ftHx7733ngICAuTp6albb71VH330kVO/YRhKTk6Wn5+fWrRooYiICBUWFpr91dXV+tOf/iRvb2/16NFDW7ZscTr/hRde0KRJk67cBQIAgAZZPqysWbNGiYmJeuqpp/TFF18oKChIkZGROnbsWL3jP/vsMz388MMaN26c9uzZo2HDhmnYsGH66quvzDFz587VokWLlJqaqpycHHl5eSkyMlJVVVWSpKVLlyo3N1fZ2dmKi4vTI488IsMwJElFRUVatmyZnn322at/8QAAwPphZf78+Ro/frzGjh2rXr16KTU1VS1bttSbb75Z7/iXXnpJUVFRmjZtmnr27KlZs2bp9ttv1+LFiyX9+K7KwoULNWPGDA0dOlSBgYFKS0vTkSNHtG7dOklSfn6+7r//ft1yyy2Kj4/X8ePHdeLECUnSxIkT9fzzz8vb2/uaXD8AANe75k1dwMWcPXtWubm5SkpKMttcXV0VERGh7Ozses/Jzs5WYmKiU1tkZKQZRIqKiuRwOBQREWH222w2hYSEKDs7W6NGjVJQUJBWrlypM2fOaOPGjfLz81O7du20atUqeXp6avjw4ZdUf3V1taqrq83XFRUVkqTKysoGz6mtPnNJc//aXGxNfg5rdnlYt8ZjzRruO/fuM3A1WDqsnDhxQrW1tfL19XVq9/X11YEDB+o9x+Fw1Dve4XCY/efaGhrz5z//WXv37lWvXr3Url07vfvuu/ruu++UnJysrKwszZgxQ6tXr1bXrl315ptvqkOHDvXWMmfOHD399NMXtHfs2PESrv76Ynt5QlOX8B+HNbs8rFvjXcqanTx5Ujab7RpUg+uRpcNKU3Fzc9Mrr7zi1DZ27Fg99thj2rNnj9atW6cvv/xSc+fO1WOPPab333+/3nmSkpKc3uWpq6tTWVmZ2rZtKxcXl6t6DY1VWVmpjh076vDhw3zEdYlYs8vDujWeldfMMAydPHlS/v7+TV0KfsUsHVbatWunZs2aqbS01Km9tLRUdru93nPsdvtFx5/739LSUvn5+TmNue222+qdc9u2bdq/f79ef/11TZs2TYMHD5aXl5dGjhxp7oWpj4eHhzw8PJzafHx8GhxvBd7e3pb7ZWh1rNnlYd0az6prxjsquNosvcHW3d1dwcHByszMNNvq6uqUmZmp0NDQes8JDQ11Gi9JmzdvNsd36dJFdrvdaUxlZaVycnLqnbOqqkrx8fFasmSJmjVrptraWtXU1EiSampqVFtb+4uvEwAANMzSYUWSEhMTtWzZMr311lvKz8/XxIkTdfr0aY0dO1aSFBsb67QB9/HHH1dGRoZefPFFHThwQDNnztTu3buVkJAgSXJxcdHkyZOVkpKi9evXa9++fYqNjZW/v7+GDRt2wc+fNWuWBg8erD59+kiSwsLC9MEHH2jv3r1avHixwsLCrv4iAABwHbP0x0CS9NBDD+n48eNKTk6Ww+HQbbfdpoyMDHODbElJiVxd/zdz3XXXXUpPT9eMGTP0j3/8Q927d9e6devUu3dvc8z06dN1+vRpxcXFqby8XP3791dGRoY8PT2dfvZXX32ld999V3l5eWbbAw88oKysLP32t7/VzTffrPT09Ku7ANeIh4eHnnrqqQs+tkLDWLPLw7o1HmuG652LwffNAACAhVn+YyAAAHB9I6wAAABLI6wAAABLI6wAAABLI6wAAABLs/xXl3F1nDhxQm+++aays7PNZyLZ7XbdddddGjNmjG644YYmrhAAgB/xzsp1aNeuXerRo4cWLVokm82m8PBwhYeHy2azadGiRQoICNDu3bubusz/OIcPH9af//znpi7Dcs6cOaNPPvlEX3/99QV9VVVVSktLa4KqrC0/P1/Lly83H9h64MABTZw4UX/+85+1devWJq4OuPa4z8p1qF+/fgoKClJqauoFD1Q0DEMTJkzQ3r17lZ2d3UQV/mf68ssvdfvtt/MIhvP893//twYNGqSSkhK5uLiof//+Wr16tflcrtLSUvn7+7Nm58nIyNDQoUPVqlUrff/991q7dq1iY2MVFBSkuro6bd++XZs2bdI999zT1KUC1wxh5TrUokUL7dmzRwEBAfX2HzhwQH369NGZM2eucWXWtn79+ov2/+tf/9KUKVP4i/c8w4cPV01NjVasWKHy8nJNnjxZX3/9tbKystSpUyfCSj3uuusu3XPPPUpJSdHq1av16KOPauLEiXr22Wcl/fg099zcXG3atKmJKwWuHcLKdahLly56+umnFRsbW29/WlqakpOTVVxcfG0LszhXV1e5uLjoYv/JuLi48BfveXx9fbVlyxbdeuutkn585+7RRx/VRx99pG3btsnLy4uw8hM2m025ubnq1q2b6urq5OHhoc8//9x8PtlXX32liIgIc68ZcD1gg+11aOrUqYqLi1Nubq4GDhxoPmeptLRUmZmZWrZsmebNm9fEVVqPn5+fXn31VQ0dOrTe/ry8PAUHB1/jqqztzJkzat78f3/NuLi46LXXXlNCQoJ+97vf/WqerXWlnft41tXVVZ6enrLZbGZf69atVVFR0VSlAU2CsHIdio+PV7t27bRgwQK9+uqr5v+rbdasmYKDg7VixQqNHDmyiau0nuDgYOXm5jYYVn7uXZfr0bnN2j179nRqX7x4sSTp/vvvb4qyLK1z584qLCxU165dJUnZ2dnq1KmT2V9SUmLu+QGuF4SV69RDDz2khx56SDU1NTpx4oQkqV27dnJzc2viyqxr2rRpOn36dIP93bp107Zt265hRdY3fPhwvfPOO/rTn/50Qd/ixYtVV1en1NTUJqjMuiZOnOj0sdj5T4yXpI8//pjNtbjusGcFAABYGvdZAQAAlkZYAQAAlkZYAQAAlkZYAQAAlkZYASykuLhYLi4uysvLa+pSAMAyCCvAr9iKFSvk4+PT1GUAwC9CWAHws2pra1VXV9fUZQC4ThFWgCZQV1enuXPnqlu3bvLw8FCnTp3MB9Wdr753RtatW+f0tOwvv/xSd999t1q3bi1vb28FBwdr9+7dysrK0tixY1VRUSEXFxe5uLho5syZkqTq6mpNnTpVHTp0kJeXl0JCQpSVlXXBz12/fr169eolDw8PlZSUKCsrS3feeae8vLzk4+OjsLAwffPNN1djiQDAxB1sgSaQlJSkZcuWacGCBerfv7+OHj2qAwcOXNZcMTEx6tOnj1577TU1a9ZMeXl5cnNz01133aWFCxcqOTlZBQUFkqRWrVpJkhISEvT1119r9erV8vf319q1axUVFaV9+/ape/fukqTvv/9ezz//vF5//XW1bdtWbdq00W233abx48frnXfe0dmzZ/X55587BScAuBoIK8A1dvLkSb300ktavHixRo8eLUnq2rWr+vfvf1lPui4pKdG0adMUEBAgSWbYkH58gq+Li4vsdrvT+OXLl6ukpET+/v6Sfny4ZUZGhpYvX67Zs2dLkmpqavTqq68qKChIklRWVqaKigoNGTLEfG7NT5/5AwBXA2EFuMby8/NVXV2tgQMHXpH5EhMT9Ze//EUrV65URESEHnzwQTNM1Gffvn2qra1Vjx49nNqrq6vVtm1b87W7u7sCAwPN123atNGYMWMUGRmp3//+94qIiNDIkSN5qB6Aq449K8A11qJFi0se6+rqesGTnGtqapxez5w5U/v379cf/vAHbd26Vb169dLatWsbnPPUqVNq1qyZcnNzlZeXZx75+fl66aWXnOr86Uc8y5cvV3Z2tu666y6tWbNGPXr00M6dOy/5egDgchBWgGuse/fuatGihTIzM3927A033KCTJ086Pe25vnuw9OjRQ0888YQ2bdqkESNGaPny5ZJ+fHfk/Cf4SlKfPn1UW1urY8eOqVu3bk7H+R8XNaRPnz5KSkrSZ599pt69eys9Pf1nzwGAX4KwAlxjnp6e+tvf/qbp06crLS1Nhw4d0s6dO/XGG29cMDYkJEQtW7bUP/7xDx06dEjp6elasWKF2X/mzBklJCQoKytL33zzjT799FPt2rXL3EvSuXNnnTp1SpmZmTpx4oS+//579ejRQzExMYqNjdUHH3ygoqIiff7555ozZ47++c9/Nlh3UVGRkpKSlJ2drW+++UabNm1SYWEh+1YAXH0GgGuutrbWSElJMW688UbDzc3N6NSpkzF79myjqKjIkGTs2bPHHLt27VqjW7duRosWLYwhQ4YYS5cuNc79p1tdXW2MGjXK6Nixo+Hu7m74+/sbCQkJxpkzZ8zzJ0yYYLRt29aQZDz11FOGYRjG2bNnjeTkZKNz586Gm5ub4efnZwwfPtzYu3evYRiGsXz5csNmsznV7HA4jGHDhhl+fn6Gu7u7ceONNxrJyclGbW3tVV0rAHAxjJ98IA4AAGAhfAwEAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAsjbACAAAs7f8DrFGWllKbNP8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters = stream.clusters\n",
    "features = clusters.extract_features(feature_type='tfidf', ngram_range=(1, 1))\n",
    "clusters.fit(method='kmeans', n_clusters=4, X=features)\n",
    "clusters.plot();"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "name": "",
   "provenance": [
    {
     "file_id": "1DuyrNNyzpCIk2BdCvn-pqnjJ_UTX85rV",
     "timestamp": 1671628635962
    }
   ],
   "version": ""
  },
  "gpuClass": "standard",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
