AI_Eng/AI_Fndmntls/K-Means/GDP and CO2 emissions worldwide.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "352fdbff",
   "metadata": {},
   "source": [
    "# GDP and CO2 in the worldwide\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fb962027",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For avoiding memory leak when working with K-means\n",
    "import os\n",
    "os.environ[\"OMP_NUM_THREADS\"] = '1'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86d606e8",
   "metadata": {},
   "source": [
    "---\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e8bcd88b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing our libs\n",
    "import matplotlib.pyplot as plot\n",
    "import pandas as pd\n",
    "import sklearn.cluster as skl\n",
    "import sklearn.model_selection as training\n",
    "import sklearn.metrics as metrics\n",
    "from yellowbrick.cluster import KElbowVisualizer\n",
    "from yellowbrick.cluster import silhouette_visualizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ee5cefc9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fisrt let's recap the information of 100 countries\n",
    "countries_gpd_CO2 = pd.DataFrame(columns = ['name','id', 'GDP', 'CO2'])\n",
    "countries_gpd_CO2\n",
    "\n",
    "import requests\n",
    "# URL of the Worldbanck API of countries\n",
    "url = \"https://api.worldbank.org/v2/country?format=json&per_page=150&incomeLevel=LIC;MIC;HIC\"\n",
    "\n",
    "# GET\n",
    "response = requests.get(url)\n",
    "\n",
    "# Checking the response\n",
    "if response.status_code == 200:\n",
    "    # Obtaining all the data in json format\n",
    "    data = response.json()\n",
    "    \n",
    "    # Taking all the countries names\n",
    "    countries_id = [country['id'] for country in data[1]]\n",
    "    countries_name = [country['name'] for country in data[1]]\n",
    "else:\n",
    "    print(\"Error in API:\", response.status_code)\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4b8148f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "150"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(countries_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "673ab66c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No complete info about Aruba\n",
      "No complete info about American Samoa\n",
      "No complete info about Bermuda\n",
      "No complete info about Channel Islands\n",
      "No complete info about Curacao\n",
      "No complete info about Cayman Islands\n",
      "No complete info about Faroe Islands\n",
      "No complete info about Gibraltar\n",
      "No complete info about Greenland\n",
      "No complete info about Guam\n",
      "No complete info about Hong Kong SAR, China\n",
      "No complete info about Isle of Man\n"
     ]
    }
   ],
   "source": [
    "index = 0\n",
    "while len(countries_gpd_CO2) < 100 and index < len(countries_id):\n",
    "    country_code = countries_id[index]\n",
    "    country_name = countries_name[index]\n",
    "    \n",
    "    # Obtener los datos del PIB del país\n",
    "    gdp_url = f\"https://api.worldbank.org/v2/country/{country_code}/indicator/NY.GDP.MKTP.CD?format=json\"\n",
    "    gdp_response = requests.get(gdp_url)\n",
    "    \n",
    "    # Obtener los datos de emisiones de CO2 del país\n",
    "    co2_url = f\"https://api.worldbank.org/v2/country/{country_code}/indicator/EN.ATM.CO2E.KT?format=json\"\n",
    "    co2_response = requests.get(co2_url)\n",
    "    \n",
    "    if co2_response.status_code == 200 and gdp_response.status_code == 200:\n",
    "        gdp_data = gdp_response.json()[1]\n",
    "        co2_data = co2_response.json()[1]\n",
    "        \n",
    "        if gdp_data and co2_data:\n",
    "            # Obtener el valor más reciente del PIB\n",
    "            latest_gdp = next((data['value'] for data in gdp_data if data['value']), None)\n",
    "\n",
    "            # Obtener el valor más reciente de las emisiones de CO2\n",
    "            latest_co2 = next((data['value'] for data in co2_data if data['value']), None)\n",
    "\n",
    "            if latest_gdp and latest_co2:\n",
    "                new_row = {'name': country_name,'id': country_code, 'GDP': latest_gdp, 'CO2': latest_co2}\n",
    "\n",
    "                countries_gpd_CO2 = pd.concat([countries_gpd_CO2, pd.DataFrame(new_row, index=[len(countries_gpd_CO2) ])], axis=0)\n",
    "\n",
    "            else:\n",
    "                print(f\"No complete info about {country_name}\")\n",
    "        else:\n",
    "            print(f\"No correct info about {country_name}\")\n",
    "    else:\n",
    "        print(f\"No info about {country_name}\")\n",
    "        \n",
    "    index += 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "337299e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>GDP</th>\n",
       "      <th>CO2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>1.478686e+10</td>\n",
       "      <td>6075.230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>6.740429e+10</td>\n",
       "      <td>25212.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>1.825579e+10</td>\n",
       "      <td>4829.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>3.330282e+09</td>\n",
       "      <td>501.848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>ARE</td>\n",
       "      <td>4.150216e+11</td>\n",
       "      <td>188858.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Lao PDR</td>\n",
       "      <td>LAO</td>\n",
       "      <td>1.882715e+10</td>\n",
       "      <td>18709.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Lebanon</td>\n",
       "      <td>LBN</td>\n",
       "      <td>2.313194e+10</td>\n",
       "      <td>27946.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Liberia</td>\n",
       "      <td>LBR</td>\n",
       "      <td>3.509000e+09</td>\n",
       "      <td>1182.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Libya</td>\n",
       "      <td>LBY</td>\n",
       "      <td>4.281747e+10</td>\n",
       "      <td>56795.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>St. Lucia</td>\n",
       "      <td>LCA</td>\n",
       "      <td>1.691275e+09</td>\n",
       "      <td>535.700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name   id           GDP         CO2\n",
       "0            Afghanistan  AFG  1.478686e+10    6075.230\n",
       "1                 Angola  AGO  6.740429e+10   25212.900\n",
       "2                Albania  ALB  1.825579e+10    4829.200\n",
       "3                Andorra  AND  3.330282e+09     501.848\n",
       "4   United Arab Emirates  ARE  4.150216e+11  188858.600\n",
       "..                   ...  ...           ...         ...\n",
       "95               Lao PDR  LAO  1.882715e+10   18709.900\n",
       "96               Lebanon  LBN  2.313194e+10   27946.500\n",
       "97               Liberia  LBR  3.509000e+09    1182.000\n",
       "98                 Libya  LBY  4.281747e+10   56795.700\n",
       "99             St. Lucia  LCA  1.691275e+09     535.700\n",
       "\n",
       "[100 rows x 4 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries_gpd_CO2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ca993c4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's save that into a csv \n",
    "countries_gpd_CO2.to_csv(\"GPD-and-CO2-of-countries.csv\", index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5e56447e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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4cSP+/fdfrF69GlWqVAFg3k1pNBoxb948dOzYESVLloSHhwcApJqKYGEymTBt2jS89tprmDlzprI8KCgITZs2xZIlSzBs2DCUKVNG6T29bVmEhYWhW7duuH//PhISEjI8WrZJkyaYNm0a9u/fj8aNGwMwj7YGBgYqPxeLgwcP4rfffsPMmTPRtGlTpe+YmBhMnz4dzZs3h8lkQlRUFMaOHausU61aNURFRWHKlCm4d++eEqSfPHmCjRs3Kj9TNzc3dOnSBYcPH0bjxo1x9OhRlCtXDm3btlW24+rqqjyvablz5w5y584Nd3f35/b9Io4cOYKCBQuic+fOkGUZ1apVg5ubG8LDwwEAZcuWhV6vTzENJTO/7xavv/462rVr99wajEYjFi9erDwXUVFRGDFiBM6dO4fy5ctjzpw5KFmyJObOnau8UciTJw8GDx6c7jaLFCmS6u9r//79mf6bl2UZn332WZqBK7nnhVbA/Hvh6emZarnlZxoZGYknT54AQKrfheTrpOezzz6DyWTCL7/8gl9//VXpPTQ0FO+++64yLePu3btwdXXFiBEjEBwcDMA8jejGjRtYs2ZNim0mJCRg7ty5yhzMXbt24ffff8evv/6qvPk9d+4cNm/enOJ+0dHR2LBhg/K8Fy9eHK1bt8amTZuUaRIWQghMnz4dtWvXTvGG0s/PD927d8f+/ftRr149HD16FK+99pqyxyQkJARubm7InTt3us9JWnLlyoV58+ZBo9EAAK5du4Y5c+YgPDw8w209ePAAP/74I3r06IFcuXI9d93bt28DQKbn7l+5cgXr1q3D4MGDlZH9WrVqQZIkLFiwAJ06dVLqy+jv5EVeT4xGIz799FPlzdK2bdsQGxuLXr16KW+EChQogN27dyM6Ovq5/7fIOnwL4AQGDBiA3377DTNmzEC7du3g4eGBrVu3okOHDli+fLlV27L8gwYASZJQsGBBPH78GABw9OhRaDQaJZBYWF7QrDkjwaFDh1CmTBnkz58fRqMRRqMRsiyjTp06OHjwYKa3c+LECcTExCA0NFTZjtFoVHZ7/e9//3vu/X/88UeUK1dOudSpUwfjx49HgwYNMH78+DTvc/ToURQsWFAJrRYtW7ZEXFxcpg9qunLlCu7du4cWLVqkWF6kSBEEBgZm6QwPP/30E/Lly4cVK1YgOjoaQ4cOTbFL91mvvvoqKleunGK6wPbt29G8efNU6x46dAiSJKFu3bqpnut79+7hwoUL0Ov1WLx4MZo2bYq7d+/i2LFjWLt2Lfbu3QsAKXbz+/j4pJhbZwkMMTExAMwvuAcPHkSnTp2wdOlSXLp0CV26dFFGdtMiSdJzR/tsoXr16ggLC0ObNm0wb948nD17Fi1atMA777yT7n2s+X339/fPsIbkb4wAKC+UMTExiI+Px4kTJ9C4cWMltALm3eharXVjFdb8zRcqVCjD0JoZJpMpRd0Wljdhsiwrv9PPrpd8nfR4enpi9uzZ+PXXX/HJJ5+gcePGePz4MZYtW4YmTZrgzz//BGB+Tr/77jsEBwfj1q1bOHToEFauXIk///wz1XSVEiVKpDhwKF++fPDx8Umxx8bb21sJ3BaBgYEp/gbKli2LwoUL4/jx46nqvnz5Mm7fvp3qf13VqlXh4eGh/K8LCQnBDz/8gPfffx+rV6/GzZs30bdv3+eOaKalQoUKSmgFUv99Ps+6desghHju34SF5Wf1vP9TyR0+fBhCiDT/58fFxaU4+8Tz/k7SYs3riYuLS4qfXaVKlWAwGNCuXTtMnjwZBw8eROnSpTFo0CCGVhvjiKuT8PLyQvPmzZXAcfbsWQwfPhzTp09Hy5YtM/1u29XVNcX3siwrLwaPHj1C7ty5U734WXbpPftP+XkiIiJw9erVdA+QiYmJSVVLetsBkO6curt37z73/vXr11d2LUmSBFdXVxQsWDDNg0YsHj16hLx586ZabllmCfoZsdSe3raePZ1ZZpQrVw7Lli1Drly5MHjwYEyZMgXz5s1LcWaGZzVp0gRfffUVYmJicPXqVYSFhaU5zSQiIgJCCAQFBaW5nbt376JMmTL47bffMGnSJFy+fBnu7u4ICAhQRsKSjwA/+/O1hBDLC9h7770Hd3d3bNiwAVOnTsWUKVPg7++P0aNHo0aNGmnWYBkljIqKSnfU9b///kOBAgXSfT4y0rRpU5hMJqxevRpz587FrFmzULBgQQwZMiTNecFA5n7fLdL6fXhWWn+ngPm5i4iIQGJiYqr5o1qt1upRN2v+5jNTd2Z4enqmOWJqmcfp6empjOI9u55lncwEhUKFCqFz587o3LkzTCYTfv31V4waNQqff/65Mp95y5Yt+PLLL/Hff//B29sbpUuXTvN/Q1qPl5n/X2lN48mTJ0+a/0Ms/y8+/fRTfPrpp6lut/yvGzNmDHx9fbFlyxZlvcDAQHzyySdWnSXieb9jGdm5cydq1qz53AOyLCx7IJ53SqqHDx/C3d0dBoNBeR7S+1u7c+eOct3aHqx5PcmTJ0+KN06FChXCypUrsXDhQqxbt075P9ypUycMGDCAUwVsiMFVxe7cuYO2bdtiwIABaN++fYrbypYti4EDB6Jv3764fv261S9YafHy8kJ4eDiMRmOKFzLLH3Pyx3h21Cv5wQOA+cWnWrVqGD58eJqPpdfrM1WT5QVs+vTpqea7ARm/mHp7e6NChQqZeiwLLy8vXL16NdXye/fuAUCmn2vLKXfSOnfkvXv3svQzq1+/vvKcdO/eHfv27cO8efMQEhKS7hkJ3njjDUyZMgX79+/HuXPnUL169TQPmvH09ISbmxu+++67NLdTtGhRXLt2DX379kWDBg2wYMECZURi1apV+O2336zqRZZlJVg8ePAA+/fvxzfffIOPPvoIBw8eTPN3pFatWlixYgV+++23dMN3o0aN0KZNmxRHlVukNWL77O8uAOVN4pMnT/D777/j22+/xbBhwxAcHKyM6iRnq9/3zMiTJw90Oh0ePHiQYrnJZFKmM2SWNX/ztlK8eHFERkbi4cOHKYLP1atXlTeVlvmrV69eTRHGLH+X6U1Z2rlzJ8aNG4fvv/8+xRxYWZbx+uuv49ixY1i3bh0A8xzGESNGoEuXLujZs6cy4vjFF1+keU7ZrLAEpeTu37+f5lH+lr/r4cOHp3mqNcuIr16vx4cffogPP/wQt27dwt69ezFv3jwMGTIkzQMxbe327ds4d+5civnCz1OmTBllLu6z0yMsxo8fj8OHD+PAgQPK87B8+fI035y++uqrWa79RV9PKlasiLlz5yI+Ph5//PEH1q5di2+++QYBAQGp9lpQ1vEtgIrlzZsXWq0Wq1evTvOgi8uXL8NgMKQ4d+eLqFatGhITE1MdRb5lyxYAUHade3h4KPOWLCy735Jv68qVKyhWrBgqVKigXLZs2YIffvhB2UX17LvUZ7+vVKkSdDod7ty5k2I7Op0OM2bMsPmJ5QGgatWquHnzZqoXry1btkCn06FixYpp1vqsYsWKIV++fNi6dWuK5devX8dff/2V7shmZkmShKlTp8Ld3R1Dhw5N80USMO8+q1KlCn755Rfs2LEj3ZGMatWqITo6GkKIFM/1hQsX8PXXX8NoNOL06dOIi4tDr169Urz4WkKrNZ9Q07FjR3z++ecAzGGsTZs26Ny5M548eZLuHMZatWrB398fM2fOxMOHD1PdbjkrQXrTDdzd3REeHp7i7+nZ392BAwcqI9ienp5o0qQJ+vTpg8TERCXQPfuzz+zvuy1oNBoEBQUp8zct9uzZY/WZNjL7N29Lr732GgDg559/VpbFx8dj3759qFWrFgDzm6TChQtj586dKe67c+dO+Pn5pZqfbVGqVClERESkO4UqLCxMmapx4sQJmEwm9O/fXwmtiYmJytSOzO7afp4TJ06k+D09c+YMbty4keYeheLFiyNPnjy4ceNGit8hX19fzJgxA2fPnkVsbCwaN26sHDj26quvonPnzmjWrFmq/8nZ5eTJkwCQ6f9fsiwrb7Kf/YAQADh27Bj27NmDxo0bw8XFRXkDHh4enuJ5iIiIwFdffZXu/7n0Hju5F3k9WbZsGUJDQxEfHw+9Xo8aNWooBy+md3YayhqOuKqYRqPB+PHj0bdvX7Rt2xadO3dGiRIlEBMTg//9739YtWoVBgwYYLOTNtepUwchISEYN24c7t69i7Jly+Lo0aP49ttv0bp1a2WUo379+tizZw8mTpyIhg0b4o8//sCPP/6YYlvdu3fH5s2b0b17d/To0QO5c+fG9u3bsW7dOuUUJYD5HfCJEydw7NgxBAcHK++Id+3ahTp16qBEiRJ47733MGvWLERGRiIkJAR37tzBrFmzIElShgeCZEWbNm2wevVq9OvXD/3790fhwoWxZ88ebNiwAf369VNqtNR+6NAhlC1bNtXPQZZlDB48GKNGjcKgQYPQqlUrhIeHKwd5vPvuuy9cq6+vL8aNG4chQ4Zg1KhRmD9/fprrNWnSBJMnT4YkSWmekgYwf1iD5RQvffr0QYkSJXDy5EnMmTMHtWrVgo+PD8qVKwetVotp06ahR48eiI+Px8aNG7Fv3z4AaY9epqdq1apYsmQJ8ubNi8DAQNy5cwdLly5FtWrV0t0FqdVq8cUXX6BHjx5o27Yt3nnnHQQEBCA8PBw//vgj9u/fj4EDB6b7olq/fn2sWLECo0ePRvv27XHhwgUsWbIkRbCsXr06xo0bh6lTp6JOnTrKp3T5+fkpv2+5cuXC2bNncfToUVSsWDHTv++20r9/f3Tt2hX9+/dHu3btcOvWLcyaNQtA6nmhz5PZv3lbKliwIFq3bo3JkycjLi4Ofn5+WLp0KR4/foyePXsq6/Xp0wejRo2Ct7c3QkNDsWfPHuzYsSPFgY7PKl68OD744AMsWLAAt27dQsuWLeHr64sHDx5g8+bNOHToEJYuXQoAyhvQCRMmoG3btnj8+DFWrlyJf/75BwBscsBNTEwM3n//fXz44YeIiorCzJkz4e/vn+Ycc41Gg0GDBuGTTz6BRqNB/fr18fjxY8ybNw937txBuXLl4OLignLlymHu3LnQ6XQICAjAlStXsGnTJuXgy+z277//Qq/XW3Vu2O7du+PYsWPo378/2rdvj3r16kGWZRw/fhwrVqxAqVKllE8h9Pf3R8uWLTF27FjcvHkT5cuXx5UrVzBz5kwUKlQozZHS9Njy9aR69eqYPn06+vbtiy5dukCj0WDNmjXQ6/VWzy+m52NwVbl69eph3bp1WLx4Mb755hs8fPgQer0eZcuWxcyZM1Od5/BFWI7anD17Nr777js8fPgQhQoVwqBBg1KErLZt2+LatWvYtGkT1q5di2rVqmHWrFl4++23lXXy58+PNWvWYMaMGRg/frzyAjVx4sQUR1T37t0b8+bNw/vvv4/t27cjJCQEr732GmbMmIFDhw5h4cKFGDhwIPLly4fVq1dj0aJF8PLyQo0aNTB48OA0j05+Ua6urlixYgVmzJiB2bNnIzIyEsWLF09Ve+fOnXH69Gm8//77mDx5cqqDsABzCHZ3d8eCBQvQt29feHh4oHbt2hg8eHCq0wFlVfPmzbF371789NNP+O6779L8hJw33ngDEydORL169dI9CliWZSxcuBCzZs3CggUL8ODBA+TPnx/du3dX5gkXLVoUM2bMwNy5c/Hhhx/Cy8sLlStXxooVK9C1a1ccP3480+eiHTBgAPR6PTZs2ICvv/4anp6eCA0Nfe7H1ALmXY/r16/H0qVL8f333+POnTtwc3ODv78/Fi5c+NxP8KlZsyZGjBiBFStW4JdfflFCQMeOHZV1OnbsiISEBKxZswarV6+Gi4sLatSogWHDhikfAtKjRw9MmjQJPXv2xNKlSxEcHJyp33dbCQ4Oxpw5czBr1iz06dMHBQsWxNixYzFo0CCrzriQ2b95W5swYQJy5cqFb7/9FtHR0ShXrhyWLl2aYu9RmzZtEB8fjyVLlmDDhg0oXLgwpk6dmuEu2cGDB6NMmTL44Ycf8PnnnyMyMhK5cuVCcHAw1q9fr4STkJAQfPLJJ1i6dCl+/vln5M2bFyEhIZg7dy769u2LP/7447m/S5kRHByM6tWrY8yYMQDM508dPnx4ulNH2rdvD3d3dyxatAhr166Fm5sbgoKCMH36dOVAsAkTJuCrr77CkiVLcO/ePeTJkwft2rXDgAEDXqjWzLp//36GZxJ4lk6nw7x587B27Vps3rwZO3bsQHx8PAoVKoRevXqha9euKX5vJ0+ejAULFmDNmjW4ffs28uTJg6ZNm2LgwIFW7b2w5etJ6dKl8c033+Drr7/G4MGDkZiYiPLly2PJkiUoXry4Vc8HPZ8krNl3R0REDm/37t3w9fVNcTDYhQsX0Lx5c8ybNw8NGjSwY3UEQPmAh2dPnE9Ez8cRVyIiJ/P7779j+/btGDp0KIoVK4bbt29j/vz5KF68uDJPlIhIjRhciYiczIgRI+Di4oL58+fj7t278Pb2Ru3atTFkyBAYDAZ7l0dElGWcKkBEREREqsDTYRERERGRKjC4EhEREZEqMLgSERERkSqo9uCsEydOQAihnDeRiIiIiBxLQkICJElCYGCgTban2hFXIYRycUZCCMTHxzttf4Dz98j+1M/Ze3T2/gDn75H9qZ+z92jrrKbaEVedTof4+HiULFkSbm5u9i7H5qKjo3Hu3Dmn7Q9w/h7Zn/o5e4/O3h/g/D2yP/Vz9h5Pnjxp1UdNZ0S1wZWIiIhUKDISOHPGfL1cOcDDw771kKqodqoAERERqdCZM0D16uaLJcASZRKDKxERERGpAoMrEREREakCgysRERERqQKDKxERERGpAoMrEREREakCgysRERERqQKDKxERERGpAj+AgIiIiHKOh4f5HK6W60RWYHAlIiKinFOuHHDokL2rIJXiVAGiDMTFxeH27dvK90+ePMHDhw/tWBEREdHLicHVQa1duxadOnXCypUr7V2KzezevRsdO3ZEUFAQgoKC0KlTJxw4cEC5fcuWLWjWrBkA4MiRIwgICAAA3LhxAwEBAbhx44Zd6u7UqRMOHjyofN+oUSNcuHAhy9vbsGEDWrdujcDAQFSpUgWdOnXCvn37bFApERGRc2NwdVBr165Fw4YNsXr1ahiNRnuX88KOHz+OoUOH4sMPP8SxY8dw7Ngx9OnTB8uXL8e2bdsAAC1btlSuO5Lw8PDnfm+NrVu34ssvv8S4cePwxx9/4NChQ3jrrbfQr18/HDt27EVLJSJyfA8eAD/8YL48eGDvakhlXr7geuRIxpfk4uIyXv/EiZT3efIk9XascOjQIYSHh6NLly4QQmDnzp0AgOHDh2PIkCEp1h04cCA+/fRTAMC1a9fQu3dvhISEoH79+pg5cybi4+MBABs3bkSbNm3Qo0cPBAcHY+vWrbhz5w4GDhyI0NBQVKpUCQ0aNMD69euVbd+4cQM9e/ZEUFAQ3njjDSxbtkwZBQWAM2fOoGvXrqhatSpef/11LFu2DEKINHs6ceIEfH19UadOHWg0Gmg0GtSqVQsdO3ZEQkKCUmNoaGi6z8vWrVvRpEkTVK5cGd27d8edO3eU23799Ve0adMGQUFBaNy4MZYtWwaTyQQAGDlyJEaOHJliWwEBATiS9DOKjIzEhAkTULduXdSoUQODBg3C/fv3AQA9evTArVu3MG7cOEyYMAGNGzcGALz//vv49ttvAQAHDx5Eu3btEBwcjGbNmmHLli3p9vDHH3+gdOnSqFy5MmRZhl6vR6tWrfDhhx/i0aNHynrLly9Ho0aNEBgYiDZt2uBQ0nwwk8mEhQsXomHDhqhSpQratWuH3377TblfaGgoPvnkE9SsWROtWrWCyWSy6udERJTtLl4E3nrLfLl40d7VkNoIlTp58qQ4fvy4iIqKsu6OwPMvkpRy/atXM75P0aIp7/Pbb+blWfThhx+KyZMni+PHj4s5c+aINm3aCCGEOHbsmKhYsaJ48uSJEEKIR48eiQoVKojTp0+LqKgoUb9+fTF9+nQRGxsrbt26Jdq1ayemT58uhBBiw4YNwt/fX2zcuFHExcWJmJgY8d5774mhQ4eK6OhoYTQaxZIlS0TFihVFZGSkMBqNomnTpmLkyJEiKipK3LhxQ7z55pvC399fCCHE7du3RZUqVcTKlStFfHy8uHDhgmjUqJH4/vvv0+zpwoULonLlyqJDhw5i8eLF4vjx4+Lhw4cpfoYbNmwQ9evXF0IIcfjwYeWxrl+/Lvz9/UXfvn3F48ePRUREhGjVqpUYO3asEEKIQ4cOiXLlyolt27aJhIQEcfr0aVGnTh2xdOlSIYQQI0aMECNGjEhRj7+/vzh8+LAQQoiPPvpI9OjRQ9y/f19ERkaKjz/+WHTo0EGYTCYhhBD169cXGzZsSPO+586dExUrVhQ7d+4URqNR/PHHHyIkJEQcOHBAREVFpfodPXjwoChbtqzo0aOHWLFihTh58qSIj49PUduGDRtEtWrVxJ9//ikSExPFunXrRKVKlUR4eLiYPXu2qFOnjjh9+rRISEgQ27ZtE+XLlxd///23Uuubb74pHj16JB49emT1z8kaafXnbJy9R2fvTwjn71GV/R0+/PT1M+l/aXpU2Z+VnL3Hv//+W5w8edJm23v5Rlwd3M2bN/Hbb7+hQ4cOAIC2bdvi4sWLOHr0KIKDg1GgQAHs2LEDAPDTTz+hePHiKFeuHPbt24f4+HgMHjwYBoMBBQoUwIABA7Bq1Spl2zqdDm+++Sb0ej1cXFzw+eefY9y4cdDpdLh16xbc3d0RGxuLR48e4a+//kJYWBjGjh0LNzc3FCxYEIMGDVK2tWXLFpQoUQKdO3eGTqdDyZIl0bNnzxSPl1zJkiWxZcsWVK5cGRs3bkTnzp1Rp04dzJkzRxndzEjv3r3h6ekJLy8v1K5dG9euXQNgHqlt0KABmjZtCq1Wi3LlyuGDDz7AmjVrMtzmgwcPsHPnTowZMwZ58uSBu7s7Ro8ejVOnTuHMmTMZ3n/NmjVo0KABXn/9dWg0GgQFBeGtt95K93moUaMGNmzYgIIFC2L58uVo164dqlWrhnHjxiEqKgoAsGnTJnTo0AGBgYGQZRnt27fHkiVL4OLigg0bNuCDDz5AuXLloNVq0bRpU4SGhqYYKW/cuDFy5cqFXLlyWf1zIiIicmQv3+mwDh+2bv38+TO+j16f8vtKlax/nCSWOa0dO3aE0WiEVquF0WjEkiVLUK1aNbRv3x6bN29G+/btsWnTJrRv3x6AOfA+fPgQVatWVbYlhEBCQgIeJM0hypcvH2T56XuV69ev44svvkBYWBj8/PxQtGhRAObd0bdv30bu3Lnh5uamrF+oUCHl+s2bN3HmzBkEBwcry0wmEzQaTbq9FS5cWNll/+TJE/z222+YMWMGhg8fnqmQ6e3trVzX6XRITEwEYA6fZcqUSbFuoUKFcPPmzQy3aVnnrbfeSrFco9Hgxo0bKF++fIb3P3z4cIrnITExEUWKFEn3PqVLl8aECRMAAA8fPsTBgwcxbdo0REdHY9q0abh37x5effXVFPcJCgoCANy/fx+FCxdOcVuhQoXwzz//KN+/8sorKeqz9udERETkqF6+4BoSYt36BoP19/H0tP4+MJ92af369Zg4cSICAwNx4cIFlCpVCtevX8cHH3yAS5cuoXXr1vjqq69w8OBBnD9/Hs2bNwcA+Pr6okiRIvj555+V7UVGRuLBgwfw8fEBAEiSpNyWkJCAXr16YfDgwejUqRMkScLp06eV+ZmvvvoqHj58iJiYGLi6ugIAbt26pdzf19cXISEhWLx4sbIsPDxcGTV8VufOnVGxYkWMGDEi6SnyRL169XDjxg3MmzfP6ucquYIFCyqjrxbXr19Hvnz5AACyLCMuLk65LfmprPLnzw8A2LFjh7I+AFy8eDFVQEyLr68vWrdurQRRALh79266c0jr1auH999/H507dwYA+Pj4oHnz5ggPD8fatWsBAAUKFMB///2X4n4zZ85Ey5YtUbBgQVy/fj1Vr8nDavKfs7U/JyIiIkfGqQIOZOvWrZAkCS1atED+/PmRJ08e5M+fH3Xq1IG/vz+WLVsGHx8f1K9fHx9//DFef/11eHl5AQDq16+PqKgoLFq0CPHx8Xj8+DFGjBiBQYMGpQgyFgkJCYiNjYWLiwskScKtW7cwbdo05bZKlSqhZMmSmDJlCmJiYnDnzh3Mnj1buX+LFi3w119/YcuWLTAajbh79y569+6NKVOmpNlby5YtsWbNGmzevBkPHz6EyWTC1atXsXPnTjRo0OCFnre2bdtiz5492LFjBxITE3H27Fl8++23aNu2LQCgRIkSOH78OO7cuYPY2Fh8/fXXynOSP39+1KtXDxMnTkR4eDgSEhIwf/58tGvXDo8fPwYA6PV6PHnyRHm85N+3a9cOP/30E37//XeYTCaEhYWhS5cuWLJkSbrPw/z587F37148efIERqMR//zzD9avX4/XX38dANCmTRusXbsWJ0+ehMlkwoYNG7Bq1Srkzp0b7du3x8KFC3HmzBkkJiZix44d2LNnD1q3bp3m41n7cyIiInJkL9+IqwNbvXo1WrRoAZ1Opxxpb9GhQwdMnToVAwcOxFtvvYWdO3di0qRJyu0eHh5YtmwZpkyZgkWLFsFkMiEkJATz589P87Hc3NwwadIkzJo1C59//jny5MmDt956CxcvXsS///6LYsWKYfbs2Rg3bhxq1KgBX19fhIaG4ty5cwDMo5yLFi3C9OnT8fnnn0Oj0aBevXoYM2ZMmo/XoUMHeHh4YOXKlZgwYQKMRiPy5cuHqlWrKqOwWVWpUiXMmjULX3/9NUaPHo3cuXPj7bffxvvvv6889qlTp9CyZUvo9Xq88847KXbFf/HFF5gxYwZatWqFyMhIlCpVCosWLVJGYNu1a4eZM2fi1KlTmD59Ojp06IAhQ4age/fuGDRoEL788kt8+eWXGDBgAFxdXdG8eXMMHjw4zdOYDRo0CK+88grmzJmDK1euQAiBQoUKoV27dnjnnXcAmMPm48ePMWzYMNy7dw8lS5bEt99+Cx8fH7z77rswmUwYNGgQ7t27h6JFi+LLL79EtWrV0nxurP05EREROTJJpLdP08GdOnUK8fHxKFOmTIp5mM4iOjoa586ds1t/sbGxOHHiBKpVq6bMh9yzZw/GjRuX4vRLL8LePWY39qd+zt6js/cHOH+PquzvyBGgenXz9cOHnzu1TpX9WcnZezx58iQkSUKFChVssj27ThWIiIjA8OHDERISgqpVq6JPnz64e/euPUuiJDqdDgMHDsS6detgMpnw4MEDLFmyBPXr17d3aUREpGY+Pk/P45p0DAZRZtk1uH700UeIjo7Grl27sHfvXmg0GowdO9aeJVESjUaDr7/+Gps2bULVqlXRokULlCpVKtWJ/ImIiKxSqhSwdq35UqqUvashlbHbHNfTp0/j77//xsGDB+Hh4QEA+Oyzz3Dv3j17leRw7kYl4I8/w+BiMNipgtxoPmxyiiXrz/yXzrrWi4uLx63/IvBnzFUYDPqM76Ay7E/9nL1HZ+8PyL4ejSYTjInC/NUkkGgS0MgSNLIErUaCVpKhkSUYtBq46iwXLYrn8UAhb3eb1UH0srFbcD158iRKliyJdevW4fvvv0dMTAxq165t9YE6MTEx2VShfcXExOBebALOPQqHu6u9gmv2SkhIQERkPKLvRUCn09m7HJtjf+rn7D06a39CCCQKAZMJiEuIx8OIWNw13YdOp4MsARIkSBIgSxK0kgSNRoJONgdNrSxBK8vQaSRoJAlajQytJEGneXq7Tpbg4qKFi1YDF50G7jotXLQyDDoNtLIMvcZ8f50sQ5ZTn9UlOjraZr1aXgOd+bUw+Vdn5Ow9CiHSPLtRVtktuD569Ajnz59H+fLlsWnTJsTGxmL48OEYMWIEFixYkOnthIWFZV+RDiDiUQSiI537rGURERH2LiFbsT/1c/Ye7d2fEALxJgGTgDlQAoAkQQaglc0BUiNL0EiAVob5OpJGNyUJmqRllutaSYJBI8PFIMHgIcMlb24YNBJ0GkswNYdPjZT8vMci6QIAiRkUDCA+6QLACCAy6WIvanot1N6/jzxJnwD5oEkTGPPmzfA+auovq5y5R/2zH9T0AuwWXC1NjBkzBgaDAR4eHsqpnqKiouDunrldKX5+fsoJ8p1JTEwMzjw4C28vb+cecY2IgLe3t1ON9liwP/Vz9h7t1V98ogkJRhPcDVrkddcjj5sBJfJ4oJCXW9JopWwOlrL0wiM1MTExyqcDOutrhdr6k48dg8usWQCAvK1bw/TMJx8mp8b+rOXsPV64cMGm27NbcC1ZsiRMJhMSEhJgSJrDaTKZACDdTx1Ki6urq1OePsJCq9M65Qtmcjqdzql7ZH/q5+w9Zmd/iSYTYo0mGLQa5HU3IJ+HAUW83VEmvxd83Aw23YX4PM7+WqGq/lxckl11ATJRt6r6yyJn7dHWf+N2C66vvfYaChcujNGjR2Py5MmIi4vDzJkz0bBhQ+VgLSIiyhohhHnntzDvgjcJAZMQEMp1wJiQgBijQFS8EQaYX1wkSEDSLnSNlLRbXpLN80HlpHmhGvP3Gstuesk8l1OTbLe+nPTVx1WPsvm9kT+XCzSyc097IqLsZ7fgqtPpsGLFCkyZMgWNGzdGXFwcQkND+Yk+RKRKloAokgKiJSxagiJgnr8pSRIkmAOgZRkAaCTJHP4s8zmThT+NJEOTFBo1sqwEyoy+12pkGDQa6DTmo9t1GgkuWq3yfUJcHC5fvIDSpQOQy91dOfjIsq2cGg0lIsosu37ka/78+TFz5kx7luDQXDUyXHVa6LXOOUohmcxz2fQaGTon7JH9qYuMp4HREiJNRhkiUouCuVzh4mKANlmYfDriKCWNRkrQa2XoNRrotTIMGln53pD0HGmTHbmuSQqZWhvN5cyK6GgJD120yO2qh5uL806FICLnYdfgSs9X3NsFzZz0I+AAy8fcCZQpU9ope2R/6mfuMR5lyhRz2h6JiNRE/cMkRERERPRSYHAlIiIiIlXgVAEiIiLKOQUKAEOHPr1OZAUGVyIiIso5RYoA06bZuwpSKU4VICIiIiJVYHAlIiIiIlVgcCUiIqKcExYG9O9vvoSF2bsaUhnOcSUiIqKcc+cOMGeO+XrnzoCfn13LIXXhiCsRERERqQKDKxERERGpAoMrEREREakCgysRERERqQKDKxERERGpAoMrEREREakCgysRERERqQLP40pEREQ5p2jRp+dxLVrUvrWQ6jC4EhERUc7x9QX69bN3FaRSnCpARERERKrA4EpEREREqsDgSkRERDnn33+BVq3Ml3//tXc1pDIMrkRERJRzwsOBzZvNl/Bwe1dDKmPX4Lp9+3aULVsWgYGBymXYsGH2LImIiIiIHJRdzypw6tQpvPnmm5g8ebI9yyAiIiIiFbDriOupU6dQvnx5e5ZARERERCphtxFXk8mEM2fOwNXVFYsWLUJiYiLq1q2LoUOHwsvLK9PbiYmJycYq7ScmJgYxJgl/3gmHXh9p73KyRXx8Ah6YdIhx0h7Zn/o5e4/O3h/g/D2qsT/3uw9RLun6mbsPEXXzbrrrqrE/a1l6fHL7IfS6J3jV1YBX3PT2LstmhBCQJMlm25OEEMJmW7PC/fv3MWDAALRu3RrNmjVDeHg4RowYAVdXVyxcuDDD+586dQrx8fE5UKn9PDLJuAsdj6AjIiKn4XP6JBr26AwA+HXJKjwsX9HOFdmHAGACoIOAASa4wwQPyQSN7TKew9Dr9ahQoYJNtmW3Ede8efNi1apVyveurq4YNmwY3nrrLURGRsLDwyNT2/Hz84Orq2t2lWk3MTEx+PvyNXh55YKL3nneeSWXkJCAiIhH8Pb2gk6ns3c5Nsf+1M/Ze3T2/gDn71GN/eXy9lau5/b2hiZf3nTXVWN/gHmUUQAQwhxOzaOO5ts0kgR3rQa59Fq84qIFEuJx9epVp80zFy5csOn27BZc//nnH/z0008YMmSIMoQcHx8PWZahtyKoubq6ws3NLbvKtDudVqeqP9as0Omcu0f2p37O3qOz9wc4f49q6k+j1aa4npm6s7M/IYQSLi1BU7JcJAkSzLu6NZKU9BWQJQmysgzKMk3SclmSoJMl6DQSdLIMvSxDI5tv12tkyMl2nUdHRwNw3jxjy2kCgB2Dq7e3N1atWgUvLy+8++67uHv3LqZNm4bWrVtbFVyJiIhIPWKKl8DZJSuU65mVchTTHDKFEJBlczCSIEECIMsSZADyM2FSCZnK7eZlGtkcLnVJX7WyBK0sQyMjRRAlx2C34Orr64sFCxbgyy+/xPz582EwGNCsWTOexzUZF5jg6aaHwWCwdynZIi4OiIUReV10Ttkj+1M/Z+/R2fsDnL9HVfbnlt/8qVkA8mSwavL+XFwM0EnJQqZGhlaSoE0awdRIUEZFyXnZ9Tyu1apVw5o1a+xZgkMzyECJXM656wAAoqNlxMuJTtsj+1M/Z+/R2fsDnL9H9kcvGx6wTkRERESqwOBKREREOefUKSAoyHw5dcre1ZDK2HWqABEREb1koqOBEyeeXieyAkdciYiIiEgVGFyJiIiISBUYXImIiIhIFRhciYiIiEgVGFyJiIiISBUYXImIiIhIFRhciYiIiEgVeB5XIiIiyjnlyz89j2upUvathVSHwZWIiIhyjrs7ULmyvasgleJUASIiIiJSBQZXIiIiIlIFBlciIiLKOX/8AeTNa7788Ye9qyGV4RxXIiIiyjlGI/DgwdPrRFbgiCsRERERqQKDKxERERGpAoMrEREREakCgysRERERqYJDBNfExER07doVI0eOtHcpREREROSgHCK4zp07F8ePH7d3GURERETkwOweXA8dOoRffvkFr7/+ur1LISIiIiIHZtfzuD548ABjxozBvHnzsGzZMnuW4piECSZTFEyJwt6VZAuTKRoQMU7bI/tTP2fv0dn7A5y/R1v0J8lukCTJxpU9R5UqT8/jmitXzj0uOQW7BVeTyYRhw4bh3XffRenSpbO8nZiYGBtW5ThiYmIgifO4f30ZdDpXe5eTLYxGI3SJj/DghhceaZ3vszDYn/o5e4/O3h/g/D2m358JQsQDIh7mnasSJFkPSXKBpPGCRpsHsiYPNNp80LsFQpJy+LlxcTF/jY83X9JheY131td6wPl7FELY9I2R3f6KFyxYAL1ej65du77QdsLCwmxTkAOSYMLjxzGAlGjvUrKPZMCjx7H2riL7sD/1c/Yenb0/wLl6FAJAAgAjzIFUAyG5IuKxDAE9ILkAcIGAGwRyA8gNIXkAcAWk9GYHXsiZ2l+AM7/WWzhzj3q93mbbsltw3bx5M+7evYvg4GAAQGys+Z/Kr7/+atWBWn5+fnB1db4RyZiYGFy9fAZe3t7Q6dzsXU62MBqNiIiIgLe3N7ROOhLC/tTN2Xt0hv6EEAAsFyS7LgAhYEw04lFEBLy8ckGj1aa4zXIf82CQlHQBBKSka5L5RiGSrkNZB0K5o3ltSU6xDfPSpGXJb1PCowRABiQp6dGSHitpuaQcgmIZLdVBktwhyW7Q6PJC1r4CjcYLsXEaXL16XV2vhYmJQNJrPlxcAI0m3VVjYmIQFhamrv6s5Ow9Xrhg2zdGdvtP9fPPP6f43nIqrClTpli1HVdXV7i5OWewAwCtRgOdTmfvMrKVVqt16h7Zn/plZ4/m4AWkCFxKsAJEGsuSryeSxSxL+JEgACFDSAKAbM5DIul2ICmMAUIkAiIeWo2AObfKSTdrkq0rJ21fVoKVEtSElJTnkm5Xwpf89CukpN2ET4ObJKQU60rJw1yqxwMAjVKzef3kjydDkjSQoEkKhRrz9iQtJMiIjUvAg8fXkCtfCbi6eiRbV5O0XRmypV9JNm8/Rdi01Pd0mQT5mdtzcH7oM2RNNACVvRYeOQJUr26+fvgwEBKS4V1U1V8WOWuPtv77UOdb7JeGBkAChCnO3oVkCyESABEPIeIgTCZ7l2Nz7C/bK4A53JiDm0CycAQpWdhIPvKVLEylWPfpSJc5r5mDiUkkwIREaLT5odXrn7lvGkHu2e2lGIWTU9emBLWkoCVJALTm4GgJYZDN8w+VZVpz0Eq6DsiQZE2q0T0pKYSlDoNPw1d0TCxuh/8DL9+ycHd3z8aflf0ITTSE7AKDaxm4OGEoIHrZOExwtXak9WUgpAB4+zZzyndgABAdHY3b4f/AO39pp+yR/eWAbB71io6Oxo175+CZt4xT/gwlKSFpxNJ+I4ZERNZwmOBKaZCSjgKVbTep2ZFIshGQdE7bI/sjIiKyLbt/AAERERERUWYwuBIRERGRKjC4EhEREZEqMLgSERERkSrw4CwiIiLKObIMWE6/JnP8jKzD4EpEREQ5p2pVIDLS3lWQSvGtDhERERGpAoMrEREREakCpwoQERFRzomJAcLCzNf9/ABXV3tWQyrDEVciIiLKOSdPAmXLmi8nT9q7GlIZBlciIiIiUgUGVyIiIiJSBQZXIiIiIlIFBlciIiIiUgUGVyIiIiJSBQZXIiIiIlIFBlciIiIiUgV+AAERERHlHFdX8zlcLdeJrMDgSkRERDmnYkXgzBl7V0EqxakCRERERKQKDK5EREREpAqcKkBEREQ5JyICOHLEfD0kBPD2tmc1pDIccSUiIqKcc/488MYb5sv58/auhlSGI64OzPgwCjc3HYfeRW/vUrJFfFw8nty4iZvno6A3OF+P7E/9nL1HZ+8PcP4e1dif/t8zKJB0/b89pxF/Q6S7rhr7s1amehRA/rpl4ZIvV84W54AYXB1Ywn+PEXEqHAYP5zxdSEJCAuLu3cPjx4BOp7N3OTbH/tTP2Xt09v4A5+9Rjf253rirXI+8fBcx8V7prqvG/qyVmR4T4xLgUewVBldwqgARERERqQSDKxEREZEjS382xUuHwZWIiIjIoQlIGkY2gMGViIiIyOFJ9i7AQTC4EhERETk6JlcAPKsAERER5SCTwQ2PS1ZWrlMmcI6rgsGViIiIckxcvoII6zLG3mWoj8QhV4BTBYiIiIgcmgAYXJMwuBIRERE5MiEgaxhcAU4VICIiohykiXwEr/PHAACPAqoi0SP9T86iJCYB2Uk/8tZaDK5ERESUY/QRd1Fo6wIAQEz+oohhcM2QMAnIeo29y3AInCpARERE5NAEZC2DK8DgSkREROTYJIkHZyVhcCUiIiJyYJIsQdIysgEMrkRERESOTZI4VSAJgysRERGRA5MkCZKGkQ1gcCUiIiJybBIYXJPwWSAiIiJyYBJ4cJYFz+NKREREOcbongsPqjRUrlPGBAQkmcEVYHAlIiKiHJSQOz9utuhl7zLUhyOuADhVgIiIiMihSeDBWRZ8FoiIiIgcmSxxqkASThUgIiKiHKN7dB8+x3cBAB4GN0KCV147V+T4JFmGxKkCABhciYiIKAdpn4Qj/28bAQCPA4IZXDNB0jC0WnCqABEREZEj42irgsGViIiIyIFJMuOaBZ8JIiIiIkfGtKbgU0FERETkwGStxt4lOAwGVyIiIiIHJut4LL0FgysRERGRA9MYGFwtGFyJiIiIHJjW08XeJTgMRngiIiLKMQm5fHA7tKNynTKm9WBwtWBwJSIiohxjzJUHd+u0tXcZqsKDs57iVAEiIiIiUgUGVyIiIiIHJsn85CwLThUgIiKiHKN/eBv59/0AALhTrz3ifXztXJFjE0IA/OQsBZ8JIiIiyjGa6CfIffIAcp88AE30E3uX4/BEogkaV729y3AYDK5EREREDsoUmwD3wnnsXYbDYHAlIiIiclCSLMHllVz2LsNhMLgSEREROSiNQQetp6u9y3AYDK5EREREDkqX2x2SxLMKWDC4EhERETkovbe7vUtwKAyuRERERA5IJJrgWsDb3mU4FAZXIiIiIgdkjImHZ6kC9i7DofADCIiIiCjHxOfOj2utP1KuU/okCOg8XexdhkNhcCUiIqIck+ieCxGV6ti7DFWQZA1kg87eZTgUThUgIiIickCSRoLWjZ+alRyDKxEREZEDknUayDruHE+OzwYRERHlGMPd6yi4bREA4Gaz9xD3SmE7V+S4NK4Ge5fgcBhciYiIKMfI8bHwuHpWuU7p07ozuD6LUwWIiIiIHJDGhQdmPStTI66hoaGZ/rix3bt3v1BBRERERARIGo4vPitTwbV169b8nFwiIiKinMTslUqmgutHH32U3XUQERERUZLEmHh4lStk7zIcTpbGoP/55x+MGjUKHTt2xJ07d7Bq1SocOXLE1rURERERvZT03u7IU7WEvctwOFYH19OnT6N9+/a4ceMGTp8+jfj4eJw7dw49evTA3r17s6NGIiIiopeGEAKe/r6cppkGq4Pr9OnT0aNHD6xYsQI6nflot88//xzdunXD3LlzbV4gERER0ctEJJpgyONp7zIcUpZGXFu1apVq+dtvv43Lly/boiYiIiJyUnF5C+JS909xqfuniMtb0N7lOCRTbAJcX81t7zIcktUfQKDT6RAZGZlq+a1bt+Dq6mqTooiIiMg5mVzcEOVX1t5lODRJI8GNwTVNVo+4NmzYEDNmzEB4eLiy7NKlS5g4cSLq1atny9qIiIiIXjoaNxdo3V3sXYZDsjq4jhgxArGxsXjttdcQExODNm3aoHnz5tBqtRg+fHh21EhERET00tAa+IlZ6bF6qoCHhwfWrFmDQ4cO4ezZszCZTPD390ft2rUhy/yEByIiIkqfy39XUHTtdADA1Q5DEVugmJ0rckA8mUC6rA6uFoUKFUJ0dDT0ej1KlizJ0EpEREQZkhKNMETcVa5TGmQm1/RYHVxjYmIwdOhQ7NmzB0IIAIAsy2jVqhXGjRsHg8Fg8yKJiIiIXhaSVmPvEhyW1cOkkydPxqVLl7B48WIcP34cR48exdy5c3H48GFMnTo1O2okIiIiemnIWu7FTo/VI67bt2/HN998g+DgYGVZaGgoDAYDBg8ejE8++cSmBRIRERG9TLQePL1oeqyO9DqdDh4eHqmW+/j4wGQy2aQoIiIiopeREAK6XAyu6bE6uHbr1g2TJk3Cw4cPlWXR0dGYOXMmOnXqZNPiiIiIiF4mwiSg93azdxkOK1NTBUJDQyFJT49wu3nzJurXrw8/Pz9oNBpcuXIFcXFxePToUbYVSkREROTsREIidF4MrunJVHBt3bp1iuBKRERERLYnEk3QuvMMTenJVHD96KOPsrsOIiIiegnE+vrh3ICvAQBGz9x2rsYRCUganlUgPVn6AIJ//vkH//77r3IwlhAC8fHx+PvvvzFp0iSbFkhERETOQ2h1SMj9ir3LcFzC3gU4NquD63fffaeEU0mSlA8hkCQpxSmyiIiIiMg6AvwAguexeix65cqV6NWrF06ePAkfHx/s378fmzdvRokSJdCgQYPsqJGIiIjo5SAEwOOK0mV1cL116xbatWsHvV6P0qVL49SpUwgICMDIkSOxfv367KiRiIiInITrjQuo8GkHVPi0A1xvXLB3OQ5HkiRo3fT2LsNhWR1c3d3dYTQaAQB+fn64ePEiAKBEiRK4efOmbasjIiIipyMJEyTBDy1Ki6zTwOCT+oOeyMzq4BocHIxvvvkGUVFRKF26NHbv3g2TyYTjx4/D3d3dqm0dOnQI7du3R1BQEGrWrInPPvsMsbGx1pZERERE5BQ0rgbInOOaLquD68CBA/G///0P33//PZo2bYoHDx6gWrVqGDlyJNq0aZPp7Tx8+BC9evXC22+/jePHj2PTpk04evQoFi5caG1JRERERE5Bkjm/9XmsPqtAqVKl8OuvvyI6Ohru7u744YcfsGXLFhQoUABvvPFGprfj4+ODgwcPwsPDA0IIREREIC4uDj4+PtaWREREROQcmFufK0vncXVxcYGLiwsAIE+ePHj33Xez9OAeHuY5HHXr1sWdO3cQHBxs1agtERERkTORNZwm8DyZCq6hoaGZ/sjX3bt3W13EL7/8gkePHmHo0KHo378/Fi1alOn7xsTEWP14amDpy2hMgJyQpfcXDs+YkJDiq7Nhf+rn7D06e3+A8/eoxv50SQd4A4DRaETCc2pXY3/WerZHoZcRHR1tz5JsSgiR6QyZGZlKRK1bt7bpgz7LMoI7bNgwtG/fHo8ePYKXl1em7hsWFpZtdTmCRxGPIEVH2ruMbBUREWHvErIV+1M/Z+/R2fsDnL9HNfXnFRGuXH8UEY5H+nsZ3kdN/WWVpUdNvCuM587Ztxgb0+ttd3qvTAXXjz76yGYPaPHnn39i9OjR2LJli9JQfHw8dDodXF1dM70dPz8/q9ZXi5iYGJw78x+8vL2gd3e+/gDzu8uIiAh4e3tDq9PZuxybY3/q5+w9Ont/gPP3qMb+3OIfKde9vHNDly9fuuuqsT9rPdujawFv+JUpY++ybObCBdueq9du+6ADAgIQGxuLGTNmYMiQIbh37x6mTp2qfLhBZrm6usLNzS0bK7UvrVYHnZP+sVpodc7dI/tTP2fv0dn7A5y/RzX1l1C0NE5+stb8jSRBl4k9umrqL6ssPbrkcneqXGPrPfZWnw7LVtzd3bFo0SJcuHABNWvWRNeuXfHaa69h9OjR9iqJiIiIspskAbJsvvCjTVPhwVnPZ9ejfkqWLIklS5bYswQiIiIix2G3IUV1sPrpOXr06HOPACQiIiJKj2RMgPbxA2gfP4BkZJ54lqx3zjMJ2YrVwbV///74999/s6MWIiIicnIut8NQ9sveKPtlb7jcDrN3OQ5FCAGNwbnn8r4oq4Nrnjx58OTJk+yohYiIiOilJYwm6Dyd80xCtmL1eHStWrXQq1cv1K1bF0WLFoXBYEhxe79+/WxWHBEREdHLwmRMhM7Hw95lODSrg+uuXbuQJ08enD59GqdPn05xmyRJDK5EREREWWE0Qu/FEdfnsTq47tmzJzvqICIiInqpSbIGWncXe5fh0LJ80oVjx45hzZo1iIyMxMWLF3mmASIiIqIXoZGgdbPdx6M6I6tHXCMjI9GzZ0/8/fffkCQJNWvWxPTp0xEWFoZly5bB19c3O+okIiIicmoanRYyzyrwXFaPuH755ZeQJAm7du2Ci4t5OHv48OFwc3PDF198YfMCiYiIiF4GWg8Xm39EqrOxOrju3bsXw4cPR+HChZVlxYsXx7hx43Do0CGbFkdERETORWi0iPf0QbynD4SGJ9tPTuthyHill5zVvzEPHz5Evnz5Ui338PBATEyMTYoiIiIi5xRboBj+GbLA3mU4JJ2Xu71LcHhWj7hWqFAB27dvT7X8u+++Q9myZW1SFBEREdHLRuvBMwpkxOoR18GDB+Pdd9/FiRMnYDQaMX/+fFy8eBFnz57F4sWLs6NGIiIiIqcnyZzfmhGrR1yDgoKwdu1a5MqVC0WLFsVff/2FAgUKYNWqVQgJCcmOGomIiMhJyHExcLt+Hm7Xz0OO4xRDCyEEeFxWxqwecf3xxx/RtGnTVGcQiI6OxrJly9C9e3db1UZEREROxnDvBkou/hgAcOG9SYgpVMrOFTkIk4DGledwzUimguvDhw8RGxsLABg1ahRKlSqF3Llzp1jn7Nmz+PLLLxlciYiIiKxkMiZCl4sf95qRTAXXAwcOYOTIkZAkCUIItGvXLtU6QgjUrVvX5gUSEREROTthTIQ+t4e9y3B4mQqurVq1QsGCBWEymfDOO+9g9uzZ8PLyUm6XJAlubm7w9/fPtkKJiIiInJUkJOhz83RYGcn0HNeqVasCMJ/2KigoCFotTxpMREREZAuSVobWk1MFMmL1WQWqVauGHTt24Pbt2wCAefPmoXnz5vjkk08QFxdn8wKJiIiInJ3O2w0aPQcFM2J1cJ03bx7GjBmDW7du4cSJE5g9ezYCAwNx5MgRTJ8+PTtqJCIiInJqhrye9i5BFawOrhs2bMDUqVMRFBSEX375BZUrV8Znn32GiRMn4ueff86OGomIiIiclik+EZ5lXrV3Gapg9Zj03bt3ERgYCAA4ePAgGjVqBAAoUKAAHj9+bNvqiIiIyKmY9C6IKhygXCdA0mvgHehn7zJUwerg6uvriytXriA+Ph7nz5/H+PHjAQDHjx+Hr6+vresjIiIiJxL3SmFc6vm5vctwGCZjIlxK5IOs1di7FFWwOrh27NgRAwYMgMFgQEBAAAIDA7Fq1SpMmzYNH330UXbUSEREROSUNC46eNQtZu8yVMPq4NqzZ08UK1YM169fR8uWLQEAnp6eGDNmDNq3b2/zAomIiIicUWJsPAq0CcYt+Ym9S1GNLJ13ITQ0NMX3lgBLRERE9Dya6CfwuHwSABBZvCIS3V7Oo+lNCYnIXakovMoVwq1z5+xdjmpYHVxHjRr13NsnT56c5WKIiIjIuekf3kbR9V8BAC68NwkxL2lw1Xm6oEi76oiN5znwrWF1cL1x40aK741GI65fv46oqCg0bdrUZoUREREROSOTMRGvVCtjPiAr3t7VqIvVwXXFihWplgkhMG7cOOTOndsmRRERERE5K1NsAtwK+di7DFWy+gMI0iJJEnr06IH169fbYnNERERETseUkIjEuAS4F80Lt4IMrllhsw/FvX//PqKjo221OSIiIiLVMxkTAaMJrq/mRq6yBZG3eino3PnBC1lldXCdO3duqmVPnjzBtm3bULNmTZsURURERKRmiXEJcMnnBa+yryLvawHQe7rauySnYHVw3bhxY6plOp0OtWvXxuDBg21SFBEREZGaSZDg36cRNAadvUtxKlYH1z179mRHHUREREROQQgBQz5PhtZsYLM5rkREREQZSXT1QET5msp1Z2EyJkLEGWHI6wm3InmRt0Ype5fklDIVXEuXLg1JkjK1wXP89AciIiJKR3yeArjWbqC9y7CJxJg4SFot3ArmhmeJ/PCpWgKG3M4Txh1RpoLrpEmTMh1ciYiIiJxZYmw8cpUqAJ8qxeBVthBkHXdg55RMPdNt2rRJ8X1ERAQiIiLg5+cHANi+fTtq1KjBDyAgIiIipyWEgDAmokjrashTraS9y3kpWf0BBCdPnkTjxo2xdu1aZdm0adPQokULXLhwwabFERERkXPRPn6IfP/bjHz/2wzt44f2LifThBDQ6LQI+OgNhlY7sjq4fvHFF3j99dcxaNAgZdmuXbtQp04dTJ482abFERERkXPRPX6AArtWosCuldA9fmDvcjItMSYBhdtWg2t+b3uX8lKzOrieOXMGH3zwAfR6vbJMq9Xigw8+wF9//WXL2oiIiIgcgs7DBbn8C9i7jJee1cHVw8MD165dS7X89u3bcHHhR5gRERGRcxFCwKPEK5Bkq2MT2ZjVP4HGjRtj/PjxOHjwICIjIxEVFYXDhw9jwoQJaNSoUXbUSERERGQ3ppgE5K3hb+8yCFn4AIIhQ4bg+vXr6NGjR4pTZDVq1AjDhw+3aXFERERE9qbL7QYPv3z2LoOQheDq6uqKBQsWICwsDOfPn4dWq0WJEiWUU2MREREROQtTXAJ8G1bg+ewdRJbPmOvn58ewSkRERE5JCAFTbDz03u7Ix49vdRj8qAciIiIiAIlxCYAQcMmXC66v+sCrXCHkCniVB2U5EAZXIiIiyjFGD2/crfmmct2eTAlGmBISYfDxhFvB3MgVUABe5YtA66rP+M5kFwyuRERElGMSvPPhdqMudnlsIQQSo+Og9XCBW8E88CyZH7krF4Xey90u9ZD1GFyJiIjIaSXGJQAAXF7JBfci+eAT5Af3Inm5+1+lGFyJiIjI6ZjijfAsmR+5yhRE7kp+3P3vJBhciYiIKMfowu8i38EtAIB7r7VEQu5XbP4YpgQjCr8ZjDzVStp822RfDK5ERESUY7RRj5D32E4AQHilujYLrkIIJMbEQ6PXoliX2vAqXdAm2yXHwuBKREREqmI5yErSyNDncoMhby4Y8nnCo6QvPIu/Aq2bwd4lUjZhcCUiIiKHJUwCiVGx0LgBulzuMOT1gEu+XPAMeBXuRfJy7upLhsGViIiI7EYIAVO8+XyqGq0GskELrYcLdJ6uMBhkRObTwi80GHn8C0Fj0Nm7XLIzBlciIiLKNkIImBISIeISIGllwGRSbnMv5APXwGJw8fWGW8Hc0Pt4QuOigyRJAIDo6GhEnjsHjxL5GVoJAIMrERER2ZgpLgFuhfJAl8sVWk9XuOTPBbeCPjDk8YTm5AlgyccAgFffqAyEBNu3WFIVBlciIiKyKdmgg3+f19O+MWk0lSgr+LERREREZFN6Lzd7l0BOiiOuREREZDOmuATkq1Mm/RX8/IC5c59eJ7ICgysRERHZhCkuAb4NKyBPULH0V8qfH+jbN+eKIqfCqQJERET0Qkxx8ZBkCfkblIdvaHl7l0NOjCOuREREZDUhBEwx8XDJ74W8jSogT0gpyBqOh1H2YnAlIiIiq5jiEuBe7BX4hpaHZ4n81t35/Hlg2DDz9WnTgIAA2xdITovBlYiIiDLNZExErtKvoni3ulnbQEQEsHWr+fqYMTari14ODK5EREQvOSEEIJK+mgQgRNIyAWFKdpsQMPh4wO/tmvYumV5SDK5ERERZkCLsJQU+JewJpAqAkCTzufeTTsAvSZL5upR0XeDp97IMSQYgy0nXpaSLbD6sOmkZEnXQxLvCkNcDeoMh6fbk6z69btkGkrYhy7KyHUmWIOk0kDUyZJ0WklaGrNNA0mog6bSQtU+Xu+T1hKxjfCD74G8eERHlGEvYe96IXvIACEjmAIdkAc/yyUtS0kVIyYKdpIQ9yIAsaSAZtNC46qE16CFpZEiSpHyFxry95MvN30vm72UZUtI60EiQJDlpXZi/aswBD1oZGp0WkkYDWa8xL9drIWs1kJICoJy0viRLKb5Cfma5FZ8sFR0djYRz51C8TBm4ufGk/+T8GFyJiF5iIik4mhISIUwmiETzBQJKeIOcLMRpZfPInFajhDZZmzQyl3yU7jkjfpJlfZ0MWWsOd7JONoe7Z0f5LNt6XtCzPFYaoqOjYTp3Dv4MdkROgcGViMiBKaOSiSJlsEwaiVSCJZJCnC4pQCaFQyX8JQVBSZsUELUaJCQa8SSPjDwli8Hd29M8Kummh+xqgNZVbw6lOg1kvdZ8f57qiIjsjMGViOgFWUYtRaIJUEYsTeaRwaSRSiTtWpa1SbuVtVpAaxmxlCFpk4LlM6OZkk4LjUELjYsOGjfD02DpolNCpWU9a4NldHQ0Hp1zQ36ORhKRSjC4EtFLwXK09NNRS3PQlJIf6CIBkvR0d7es0UJ200Pv7QaDm4s5XCq7xpNCpk4DWZc0h9JVD42bHlo3AzRuesh6LTSW0Uo9RyyJiF4UgysRORRl9NKYqOwWl5ICpWW+JCAljTJadoVrkw6OeXogjEaXfN6l1rzMRQetmx6apGCpdTNAY0g2cqnXpjg4xjI/sgRHJIlsx9//6Xlc/f3tWwupDoMrEdmEEEIJmsJoAkyJz5zKxzxCqTFozUFSrzUfha3XpJhLKeu00Hq4QOdhgNbDBVp3A2SDLuXIpU5j1ZHXRORAcucGmje3dxWkUgyuRC85JXAaTeZRTpMw79KWzaOc5l3ill3eGuWrFiboXIzwLFoArp7u5t3i7nroPFyh9XSB1t3FPA/ToIPGYB7xZNgkIqIXweBK5CSEEBAJicppjeSkoCjrNdC46CG76MwH+BjMYTL57nGdh4s5bCaNcGpc9NC46JTzUKYlOjoaMefOoRB3oxMRUQ5hcCVyQKlDqHmXu6xLFkIN2pSB1FUPfW536H08oMvlBp27ARpXfbrBk4jILk6dArp2NV9fsQKoUMG+9ZCqMLg6MEmvMZ+/0Zho71KyhUg0mY/yTjRBSM7XY0b9SZIE2VUPjUEHjcvTEKp10UN21UHv7Qa9jyd0Xm7QJR1QxBBKRKoXHQ38/ffT60RWYHB1YC6lXkGZlnWddjdsdHQ0zp07hzJOuqvZ2fsjIiLKaTypIBERERGpAoMrEREREakCgysRERERqQKDKxERERGpAoMrEREREakCgysRERERqQJPh0VEREQ5p0KFp+dxLVnSvrWQ6jC4EhERUc5xcwMqVrR3FaRSnCpARERERKrA4EpEREREqsDgSkRERDnn+HHAx8d8OX7c3tWQynCOKxEREeWcxEQgPPzpdSIrcMSViIiIiFSBwZWIiIiIVIHBlYiIiIhUgcGViIiIiFSBwZWIiIiIVIHBlYiIiIhUgcGViIiIiFSB53ElIiKinFOlytPzuHp42LcWUh27jrj+888/ePfdd1GtWjXUrFkTw4cPx8OHD+1ZEhEREWUnrRbw9jZftBw/I+vYLbjGxsbivffeQ2BgIH7//Xf89NNPiIiIwOjRo+1VEhERERE5MLsF11u3bqF06dLo27cv9Ho9cufOjQ4dOuDYsWP2KomIiIiyW2IiEBlpvvAjX8lKdhujL168OBYtWpRi2c6dO1GuXDmrthMTE2PLshyGpS9n7Q9w/h7Zn/o5e4/O3h/g/D2qsT/52DG41KsHAIjdtw+mqlXTXVeN/VnL2XsUQkCSJJttzyEmlwgh8NVXX2Hv3r1YuXKlVfcNCwvLnqIcgOneXVz+ZQdgwx+4I7ps7wKyGftTP2fvUZX9CWG+mEzJvpoAkzB/FSlXvyzL5v+llq/JryvLZEAjAxotoNGY518m/+r7KuS8ee3TbwbU9FroFhaGMknXr4SFIToTB2ipqb+scuYe9Xq9zbZl9+AaGRmJUaNG4cyZM1i5ciUCAgKsur+fnx9cXV2zqTr7iYmJweVzZ+AV/hB6Nzd7l5MtEoxGREREwNvbGzonnKDP/tTP2XoUz4S9hIQEPIqIQK5cuaDTaMzLISBM5tQnJQU8IUmQzAsAKekrkt5QSxIkWQZk2by+LJu/12iSQqH5q6SRk9bVALJ5uSRJgEaj3M+yHLIESUr6allfkiElv12jAWQtJJ0O0MqQdTpAo4Wk1UHSagGd+WtcYiJu3LqFwkWLwtXNHdA8rU+SkuqU5aTtyTYdGcoJMTExCAsLU9VroRwZqVwv5ucHU5ky6a6rxv6s5ew9Xrhwwabbs+t/4mvXruH999/Hq6++ivXr18PHx8fqbbi6usLNSYMdAMixsZBV9o80s2RjAhAVBdmgh6zV2bscm2N/6mdtj0KSkjKdpFwkSBB4GgJhuW4JeJaL9PT7p1+lp7fLsjloyWmtl3w7T8Neqq8arTnUabWQtVrEJRrx6PoN5C1ZCm6enkrYkyxfk4KdEvTS+urgYS86OhpSfAI8ixR16tcKVb0Wurgku+oCZKJuVfWXRc7ao63/P9gtuD569AjvvPMOqlevjokTJ0KW+VkIz5JK+iPfazWd8h0YYH6XGX7hAvKWKuWUPbI/9bO6RyU0JhvBS+urJDlE2NNER0N2zwXXMmXg6oQvmETkfOwWXDdu3Ihbt25hx44d+Pnnn1PcduLECTtV5VgknQ463wJOO1XAGB0NKTzCaXtkf+r3MvRIRKQmdguu7777Lt599117PTwRERERqQz3zxMRERGRKqj/MFkiIiJSD40G8PR8ep3ICgyuRERElHOCg4HHj+1dBakUpwoQERERkSowuBIRERGRKnCqABEREeWc6GjgyhXz9WLFMvUBBEQWHHElIiKinHPqFFC+vPly6pS9qyGVYXAlIiIiIlVgcCUiIiIiVWBwJSIiIiJVYHAlIiIiIlVgcCUiIiIiVWBwJSIiIiJVYHAlIiIiIlXgBxAQERFRznF1BcqVe3qdyAoMrkRERJRzKlYETp+2dxWkUpwqQERERESq4BDB9eHDh2jUqBGOHDli71KIiIiIyEHZPbj+8ccf6NChA65du2bvUoiIiCi7RUQAO3aYLxER9q6GVMauwXXTpk0YOnQoBg0aZM8yiIiIKKecPw80bWq+nD9v72pIZex6cFatWrXQokULaLXaLIfXmJgYG1flGCx9OWt/gPP3yP7Uz9l7dPb+AOfvUY39ybGxcEm6HhsbC1N0dLrrqrE/azl7j0IISJJks+3ZNbjmy5fvhbcRFhb24oU4MGfvD3D+Htmf+jl7j87eH+D8PaqpP7ewMJRJun4lLAzRHh4Z3kdN/WWVM/eo1+ttti3Vnw7Lz88Prk54HriYmBiEhYU5bX+A8/fI/tTP2Xt09v4A5+9Rjf3JkZHK9WJ+fjCVKZPuumrsz1rO3uOFCxdsuj3VB1dXV1e4ubnZu4xs4+z9Ac7fI/tTP2fv0dn7A5y/R1X15+KS7KoLkIm6VdVfFjlrj7acJgA4wFkFiIiIiIgyg8GViIiIiFTBYaYKnOcpMYiIiIjoORwmuBIREdFLwNvbfA5Xy3UiKzC4EhERUc4JCAC2bbN3FaRSnONKRERERKrA4EpEREREqsCpAkRERJRz7twBfvzRfL1VKyB/fntWQyrD4EpEREQ5JywM6N3bfL1yZQZXsgqnChARERGRKjC4EhEREZEqMLgSERERkSowuBIRERGRKjC4EhEREZEqMLgSERERkSowuBIRERGRKvA8rkRERJRzXnnl6XlcX3nFvrWQ6jC4EhERUc4pVgyYP9/eVZBKcaoAEREREakCgysRERERqQKnChAREVHOuX4d+OYb8/XevYHChe1bD6kKgysRERHlnFu3gEmTzNdbtmRwJatwqgARERERqQKDKxERERGpAqcKOLDwWCN+OnsTBoPB3qVki7i4OFy/8RiXhHP2yP7Uz9l7dPb+AOfvMbv7q1AgN4rn9bT5domyisHVgd2Kisepew/h4epi71KyRUJCAu6FxyJc+wg6nc7e5dgc+1M/Z+/R2fsDnL/H7OwvJt6IgFe8bLpNohfFqQJERESUiqeLDgGv5LJ3GUQpMLgSERFRKoW93SFJkr3LIEqBwZWIiIhSMAmBvO7ONyeY1I9zXImIiEghhEC80YRyvt7Z8wCFCz89jyvP4UpWYnAlIiIiAECiyQSDToOeISVROLdH9jzIq68Co0Zlz7bJ6TG4EhEREeITTfDzcUfXKsXhomM8IMfE30wiIiKCEALvBJeAXquxdylE6eLBWURERAQPvTZnQuvFi0CXLubLxYvZ/3jkVBhciYiIXmJCCMQnJiKkaL6cecAHD4BVq8yXBw9y5jHJadh1qsCDBw8wduxYHD16FBqNBi1btsSIESOg1XIGAxERUXaLTUhEYW83dAwsBh+e/opUwK4jrgMHDoSbmxt+++03rF+/HocOHcKyZcvsWRIREdFLIVEItK1YBB/WDGBoJdWwW3C9evUqjh49imHDhsHV1RWFCxdGnz59sGrVKnuVRERE9FKINyaiY+WiCC6Sl5+ORapit+B64cIFeHt7I3/+/MqyEiVK4NatW3j8+LG9yiIiInJqMQlGNPAvgLK+ue1dCpHV7DaZNCoqCq6urimWWb6Pjo5Grly5MrWdmJgYm9fmCCx9GROMSNAm2Lma7JGQkJDiq7Nhf+rn7D06e3+A8/doTX9xxkTkcdOjadlXUc7XC9HR0dldXprk2Fi4JF2PjY2F6Tl1WF4LnfW1HnD+HoUQNh3Vt1twdXNzS/VDsnzv7u6e6e2EhYXZsiyHE/EoAtGRzn3yh4iICHuXkK3Yn/o5e4/O3h/g/D0+r7/4RAFPgwZVfd1RJrcGUvgtnAu/lXPFPcMtLAxlkq5fCQtDtEfGn9Dl7K/1gHP3qNfrbbYtuwXXUqVKISIiAvfv30fevHkBAJcuXYKvry88PT0zvR0/P79UI7fOICYmBmcenIW3lzfcXZ1z0nxCQgIiIiLg7e0NnU5n73Jsjv2pn7P36Oz9AervUQgBo8l8STQJAAKSLEEjSZAASCYTop48wit5fODuaoBOlqHXyNBpZBg0MrRaCQVzuaFKwdwOM5dVjoxUrhfz84OpTJl0142JiUFYWJjTvtYDzt/jhQsXbLo9uwVXPz8/VKlSBZMmTcKECRMQHh6OefPmoV27dlZtx9XVFW5ubtlUpf1pdVpV/rO1hk6nc+oe2Z/6OXuPzt4fYJ8eTcIcNo0mE4wmAQmARpIhSYAkSzAkC5h6rSYpcErQazTQa823uWg18DBo4WnQIpdBD3eDFi5aDQxJ68fGxuDcuXMoU6aMel4Ly5UDVq4EALiUKwdkom5nf60HnLdHW79hsusJU2fPno0JEyagQYMGkGUZrVq1Qp8+fexZEhERUaYIIWAUAr4ertBpZOg1EvRajRI4DVoZngad+eKihbteB4NWVkKno4yA5ri8eYHOne1dBamUXYNr3rx5MXv2bHuWQEREZLXYBCMKebujU2Ax5OY5UIlyDD+iioiIKIkQAiZh3s3/9GL+HgKQJMBVr0XzcoXxml++l3fUlMhOGFyJiMhhiGfCokkImEzm6wKALAESJEiy+UTkEiRAAjSSBI1GgkaSoUk6eEkjSzBpBOINGuR1N8DVYIBGBjSyDG2ydTTy0/toZUnZnW+5uFh272tlaGXz7n8XncbeT5V6nT0L9O5tvv7NN0DZsvath1SFwZWIiBTPC46QkgXHZF8hSdBIgFaWkwXIpFAoydAmhUVZkjIMjpaDlQw68xxRg8YcHPXJgqNWlsxfNZLyfXojn9HR0Th3LhFlypRwygNfVOnJE+C3355eJ7ICgysR0Usq1pgIAcAvtzvy5nI3B8eksPh01DHpa9KR71pZglaTLDzK5vDJXeZElBMYXImIXiImk0BsYiKKeLujdpHccI/UoEK5ohyNJCJVYHAlIlIpy279RJNAYtJXyzxQGeZRUFmWoNNIyonpS+T1RL0SvvBxNyTtRr9n7zaIiDKNwZWIKAdYjlY3h0wTEk3m7zWSBFlOCpqy+eAgnWw+Eb1WIyuBU6uRoNNooJPN80C1SecNddPp4KbXwF2vhbteC1edFgat+T6WXfvcjU9EzoLBlYgoA0IIRMUlAEgKmUlBUCubP91IpzGHSV3S91qNpFzXacwHFBm0Ely0GrjrdXDTa+Gu18BNp4VBZz4ZveVjOhkyiYjSx+BKRJQOIQTiEwV8PV3RqExh5PNwSRrJNIdUWWbIJCLKSQyuRETPSDSZkCiAEnk8UC+3CTWDivPgJSIiB8DgSkROIa05pEKYd+unt3vfcl2vkaCVNcoufi8XHUJL+UJKTMC5c+fs3BmRkylb9ul5XPnhA2QlBlciynHimSPhE00CgCVkSuZPREp2NLxWlqHTyuYDk+SUByppk+aG6mQJrrqUc0hddRoYtNos796Pjk7IpmeA6CXm6QnUqmXvKkilGFwdmGvSUcEaJz1Yw5T8k3OcsMeXsT9N8qCpHLAkQavRKCFUJ0vQ68wHJlmOhHfTaeCi05g/HSnpQCWe1J6IiJ7F4OrAinu7oFmNMk47t858DkmgTBnn7JH9ERER2ZZs7wKIiIjoJXLiBODnZ76cOGHvakhlOOJKREREOSc+Hrh69el1IitwxJWIiIiIVIHBlYiIiIhUgcGViIiIiFSBwZWIiIiIVIHBlYiIiIhUgcGViIiIiFSBwZWIiIiIVIHncSUiIqKcU7ny0/O45s9v11JIfRhciYiIKOcYDECRIvauglSKUwWIiIiISBUYXImIiIhIFRhciYiIKOccOQLIsvly5Ii9qyGV4RxXIiIiyllC2LsCUimOuBIRERGRKjC4EhEREZEqMLgSERERkSowuBIRERGRKjC4EhEREZEqMLgSERERkSpIQqjznBR//vknhBDQ6XSQJMne5dicEAIJCQlO2x/g/D2yP/Vz9h6dvT/A+XtUZX9xccDNm+brBQuaPwI2Harsz0rO3mN8fDwkSUJQUJBNtqfa87hafrjO+EMGzH3p9Xp7l5GtnL1H9qd+zt6js/cHOH+PquzPYACKF8/Uqqrsz0rO3qMkSTbNaqodcSUiIiKilwvnuBIRERGRKjC4EhEREZEqMLgSERERkSowuBIRERGRKjC4EhEREZEqMLgSERERkSowuBIRERGRKjC4EhEREZEqqCa4RkdHY9SoUQgJCUGVKlUwfPhwREVFZXi/EydOoEKFCjlQofUePHiAPn36IDg4GCEhIZg4cSKMRmOa6+7fvx8tWrRA5cqV0aRJE+zduzeHq80aa3q02LlzJxo0aJBDFb4Ya/r7/vvv0bhxYwQGBqJx48ZYtWpVDldrvcz2ZzKZMGfOHNStWxeBgYFo0aIFtm/fboeKrZeV39F///0XlSpVwpEjR3Koyqyzpr/33nsPFSpUQGBgoHI5cOBADldsPWt6PHr0KNq3b4/AwEDUrVsXCxYsyOFqrZfZ/t57770UP7vAwEAEBATgk08+sUPVmWfNz2/58uUIDQ1FUFAQWrRogZ07d+ZwtVljTY8bN27EG2+8gcDAQHTo0AHHjh3L4Wqz7uHDh2jUqNFz/ze+cJ4RKjFy5EjxzjvviPDwcHH//n3RpUsXMX78+HTXN5lM4ocffhCVK1cW/v7+OVhp5nXp0kUMGTJEREdHi2vXrolmzZqJb7/9NtV6V65cERUqVBC7du0SCQkJYtu2baJixYri9u3bdqjaOpntUQgh4uPjxcKFC0XZsmVF/fr1c7jSrMlsf7t27RLBwcHixIkTwmQyiT///FMEBweLn3/+2Q5VZ15m+/vuu+9EaGiouHr1qhBCiD179ojSpUsr3zsya35HhRAiOjpaNG/eXPj7+4vDhw/nYKVZY01/ISEh4siRIzlc4YvLbI8XL14UlSpVEhs3bhQmk0mcO3dOVKtWTezYscMOVWeetb+jFj/88IOoW7euuHPnTg5UmXWZ7W/fvn2iRo0a4tKlS0IIIX7++WdRunRpcf369Zwu2WqZ7fHXX38V5cuXF3v27BFGo1Hs3LlTVKpUSenZkR0/flw0bNjwuf8bbZFnVBFco6OjRbly5cQff/yhLPvrr79ExYoVRXR0dJr3GTlypHjrrbfEkiVLHDK4hoWFCX9//xQ/rG3btol69eqlWvfLL78U7777boplPXv2FLNmzcr2Ol+ENT0KYf7D7tmzp5g5c6Yqgqs1/a1cuVIsWLAgxbK+ffuKzz77LNvrzCpr+ktMTBRRUVFCCCHi4uLE+vXrRWBgoMO/YFr7OyqEECNGjBBfffWVKoKrNf1du3ZNlC5dWjx58iQnS3xh1vQ4YcIEMXjw4BTLLl++LO7evZvtdWZVVn5HhRDi0qVLomLFiuLYsWPZXeILsaa/JUuWiOrVq4uLFy8Kk8kkdu3aJSpUqCD++++/nCzZatb0OHDgQDFy5MgUy3r27Cm++OKLbK/zRWzcuFHUq1dPbNu27bn/G22RZxxmqkBsbCyuXr2a7iUhIQH+/v7K+iVKlEBsbCzCwsLS3N6AAQOwdu1alC1bNoc6sM6FCxfg7e2N/PnzK8tKlCiBW7du4fHjxynWvXjxYoreAaBkyZL4559/cqTWrLKmRwCYNm0aFi1ahCJFiuRkmVlmTX+dO3fGBx98oHz/4MEDHDt2DOXLl8+xeq1lTX+yLMPNzQ2///47KlWqhDFjxmDAgAF45ZVXcrpsq1j7O/rjjz/i6tWr6NevX06WmWXW9Hfq1Cm4u7tj0KBBqF69Opo3b47169fndMlWs6bHkydPolChQhg8eDBCQkLQpEkTHD16FPny5cvpsjPN2t9Ri08//RStWrVCcHBwTpSZZdb016xZM+TNmxdNmzZFuXLlMGDAAEyZMgW+vr45XbZVrOkxMTERbm5uKZbJsozLly/nSK1ZVatWLezatQtNmzZ97nq2yDPaLFWYDf7++29069YtzdsGDBgAACl+mK6urgCQ7jxXR/9FjoqKUnqwsHwfHR2NXLlyPXddFxcXREdHZ3+hL8CaHgHH/5k9y9r+LO7du4devXqhfPnyaN68ebbXmVVZ6a9atWo4deoUjh07hj59+iBfvnwZ/iOzJ2t6vHTpEmbOnInvv/8eGo0mR+vMKmv6i4+PR+XKlTFo0CCUKlUKR44cwUcffQR3d3c0adIkR+u2hjU9Pnr0CN999x1mzpyJL774AidOnECvXr3g5eWFN954I0frzqys/B0eP34cf//9N6ZPn54jNb4Ia/pLSEhA6dKlMXHiRJQuXRpbt27FmDFjUKJECQQEBORo3dawpsfGjRvjk08+QePGjREUFIR9+/bh0KFDqFq1ao7WbK3MvvmzRZ5xmBHXkJAQnD9/Ps1LvXr1AAAxMTHK+pbrHh4e9ij3hbm5uaXoB3jak7u7e4rlrq6uiI2NTbEsNjY21XqOxpoe1Sgr/f31119o164dihUrhvnz50OrdZj3jqlkpT+9Xg+tVosaNWrgzTffxNatW7O9zheR2R7j4uIwaNAgjB49Gq+++mqO1vgirPkZtmrVCosWLULZsmWh0+lQq1YttGrVCjt27MixerPCmh71ej0aNGiAevXqQavVomrVqnjzzTcduses/B2uXbsWTZo0ceiRZAtr+vvss89QqlQpVKxYEXq9Hm3btkXlypWxadOmHKs3K6zpsVmzZhg4cCDGjh2rjGI2b9483YEQtbFFnnGY4Po8xYoVg06nw8WLF5Vlly5dgk6ng5+fn/0KewGlSpVCREQE7t+/ryy7dOkSfH194enpmWJdf39/XLhwIcWyixcvolSpUjlSa1ZZ06MaWdvf+vXr0b17d7zzzjuYMWMG9Hp9TpZrNWv6mzJlCqZMmZJiWXx8PLy9vXOi1CzLbI+nTp1CWFgYxowZg+DgYGX3a+/evTF+/PicLjvTrPkZrl+/PlWAi4+Ph8FgyJFas8qaHkuUKIH4+PgUyxITEyGEyJFas8La/zNGoxG7d+9Gy5Ytc7LMLLOmv1u3bqX6+Wm1Wuh0uhypNaus6fHevXuoXbs2du7cicOHD2Pq1Km4dOmSQ08rs4ZN8syLTMbNSUOHDhVdunQRDx48EA8ePBBdunQRI0aMyPB+hw8fdsiDs4QQ4u233xaDBg0ST548UY4ynD17dqr1Ll68KCpUqCC2bdumHIVXoUIFcfnyZTtUbZ3M9pjchg0bVHFwlhCZ7+/nn38W5cqVEwcOHLBDlVmX2f527dolKlWqJI4ePSoSExPF7t27RaVKlVIcUOmosvI7KoRQxcFZQmS+v6VLl4oaNWqIM2fOiMTERLF3715VHNwjROZ7PHjwoChbtqz48ccfhclkEkePHhWVK1cWv/76qx2qzjxrfkdPnz4typYtK2JjY3O4yqzLbH8zZ84UISEh4vTp0yIxMVHs2LFDVKhQQZw9e9YOVVsnsz1u27ZN1KpVS9y4cUPExsaKpUuXiuDgYHH//n07VJ01z/vfaIs8o5rg+uTJE/Hxxx+L1157TVStWlWMHDlSOYpZCCGaNm0q5s+fn+p+jhxc7927Jz766CNRrVo1Ub16dTFlyhRhNBqFEEJUrlxZbN68WVn3wIEDomXLlqJy5cqiWbNmYt++ffYq2yrW9GihpuCa2f6aN28uSpcuLSpXrpziMnbsWHuWnyFrfn4//PCDeP3110VQUJBo06aNakJ6Vn5HhVBPcM1sfyaTSXz99deifv36omLFiqJZs2YOf5ooC2t+hvv27RNt2rQRgYGBokGDBuL777+3V9mZZk1/O3bsEDVq1LBXqVmS2f4SEhLE7NmzRf369UVQUJBo3bq1U/6fmTNnjqhZs6YIDAwUXbp0EWfOnLFX2Vny7P9GW+cZSQgH3kdCRERERJREFXNciYiIiIgYXImIiIhIFRhciYiIiEgVGFyJiIiISBUYXImIiIhIFRhciYiIiEgVGFyJiIiISBUYXIkoS44cOYKAgADcuHEDABAaGoo5c+YAADZu3IiAgAB7lqf4448/cPz4ceX7CxcuYN++ffYrKBPi4+MxZMgQVK5cGcHBwbh//z4mTpyIKlWqIDAwEKdPn0ZAQACOHDmS4bZu3LiR6XUzKzo6GqtWrbLZ9p717O8WEZEFgysRZUlgYCB+//13FChQwN6lPFenTp1w7do15ftevXrh1KlTdqwoYwcOHMBPP/2EGTNm4Mcff8T9+/fx3XffYfDgwfjpp5/g7++P33//HYGBgRluq0CBApleN7OWLFmCxYsX22x7RESZpbV3AUSkTnq9Hvny5bN3GU7pyZMnAMyj2JIk4ejRowCAOnXqoGDBggCQ6edeo9HY/OfED1wkInvhiCsRpWv//v1o06YNKlWqhBo1amDkyJF49OgRgMztzt24cSMaNWqEChUqoE2bNvj777+V22JjY/HVV1+hQYMGqFChAlq1aoVff/01xX2fnW7w7GMKIfDtt9+iQYMGqFSpEt58801s2bJFWd9y/1GjRmHkyJEIDQ3FzZs3MXfuXHTt2hWAOSSOHTsW1atXR5UqVdCtW7cMR2SvX7+Ovn37okqVKggJCcGgQYNw//595fYff/wRLVu2RMWKFREaGopvvvkGJpNJuf3OnTsYNGgQgoODERISgt69eyMsLAwAMGfOHIwcORIAULp0aYSGhiq1NmzYEF27dk1z9/+KFSvQuHFjVKxYEU2bNsXmzZsBpJ4qkNFzZnmO9+/fj+bNm6N8+fJo1qwZ9u7dq9Q3d+5c3Lx5M82ff1RUFAIDA7F69eoUy+fPn4969erBZDLh8ePHGDduHOrWrYty5cqhZs2aGDduHGJjY9N8vrt27ao8JxYjR45UnpeMnlMAePDgAfr374+QkBBUrFgRHTt2VN4QEJF6MLgSUZoePnyIfv36oW3btti+fTvmzp2LY8eO4Ysvvsj0NtasWYMZM2Zgw4YN0Ov1GDhwoHLb4MGD8eOPP2LMmDHYsmULGjZsiH79+mH37t2Z3v7MmTOxevVqfPzxx9i6dSu6deuG8ePHK/Mvf//9dwDA6NGjMWbMGKxfvx6+vr7o0aMH5syZAyEE3n//fYSFhWHBggVYt24dKleujLfffhtnz55N8zGfPHmCTp06ITo6GsuWLcOyZctw8+ZNfPTRRwCAZcuWYezYsejQoQO2bNmCQYMGYfHixcrzFh0dja5duyIxMRErV67EihUrkDt3brz11lu4c+cOevTogdGjRyv1b968WZk7/MMPPyjXk1u8eDGmT5+Onj174qeffkLnzp0xatQo/O9//7P6ObOYNm0axowZg40bN6Jw4cIYOnQooqKi0KNHD/To0QO+vr5pThVxd3dH48aNsXXr1hTLt27dijfffBOyLGPEiBE4efIkZs+ejZ07d2LUqFHYuHEj1q5d+/wfeDoyek4BYPz48YiNjcXKlSuxdetWFCtWDH369EF0dHSWHpOI7INTBYgoTXfu3EF8fDxeffVVFCxYEAULFsQ333yDxMTETG9j0qRJKFmyJACgZ8+e6NevHx48eICIiAjs3r0b33zzDerXrw8A6NevH86fP49vvvkGDRo0yHDbluD4xRdfKNsoUqQIbt68icWLF6Nz587KLnJPT094enoCMO86d3Nzg7e3Nw4dOoQTJ07g0KFD8PHxAWAO1H/++Se+++47TJkyJdXjbt++HU+ePMHMmTPh7e0NAJg4cSI2b96M2NhYfPvtt+jSpQs6d+4MAPDz80NERASmTp2Kvn374ueff0Z4eDhmzJgBnU6n3P/IkSNYt24dPvroI6VWS/1eXl4AAB8fH3h7eyMyMjJFTcuWLUO3bt3w1ltvAQA6d+6M2NjYVD+rzDxnFgMHDkSNGjWU62+++Sb+/fdfBAYGws3N7blTENq0aYNu3brhxo0bKFSoEE6fPo1Lly5h3rx5AICaNWsiODgYpUuXBgAUKlQIK1euxPnz59PcXka2bduW4XN67do1+Pv7o0iRIjAYDBgzZgxatGgBjUaTpcckIvtgcCWiNJUpUwbNmzdH7969UaBAAbz22muoV68eQkNDM72NYsWKKddz5coFwDxFwBJQqlSpkmL94OBgzJgxI1PbvnjxIuLi4jBixAiMGjVKWW40GhEfH4/Y2Fi4uLg8dxtnzpwBgFRBOT4+HnFxcWne5/z58/Dz81NCKwCUKlUKQ4cOxYMHD3D//v1UfVWtWhUJCQm4fPkyzp49i8jISFSrVi3FOnFxcbh06VKGfT/r4cOHuHv3LipVqpRiec+ePQEgxa78zDxnFsWLF1eue3h4AAASEhIyVVPVqlVRqFAh/PTTT+jduzc2b96MwMBA+Pn5ATAfMLdnzx5s3rwZ165dw7///ovr168rt1srM89pv379MGzYMOzatQvBwcGoVasWmjZtCoPBkKXHJCL7YHAlonTNmDEDffv2xYEDB3Dw4EEMHjwYQUFB+O677zJ1/7RGs553YI/JZIJWm/LfkhACkiQBMAesZ7fz1VdfpQhZFnq9PsP6TCYTPDw8sHHjxkzfX6vVKvU8K73eLCOfWq0WJpMJxYoVw/z581Ot5+bmlmHN6dWZXk1p1ZeZ5yyt/jN7UJYkSWjVqhW2bt2K999/H9u3b8eAAQOUbfTu3Rvnz59HixYt0LhxYwwePBhjx47NVO0WyUN0Zp7TRo0a4bfffsNvv/2GgwcPYtGiRZg1axbWrVuHUqVKZaovIrI/znElojT99ddfmDRpEooXL47u3btj4cKFmDRpEo4cOYIHDx680Lb9/f0BmM+xmtzx48eVqQWWXb6WI+wB4OrVq8r14sWLQ6vV4tatWyhatKhy2b9/PxYvXgxZzvjfm7+/PyIjIxEfH59iG99++226c21LliyJsLCwFHWdPXsWISEhiIuLQ548edLsS6fToUiRIvD398etW7fg6empPF7BggUxY8YMHDt2LMOan+Xh4YFXXnkl1QFl/fv3x+eff55imS2eMyBzIbl169a4dOkSVq9ejSdPnqBJkyYAzM/V/v37MXv2bAwdOhQtW7ZEkSJFcO3atXSDsU6nS/F8A0hxirOMntP4+HhMnjwZ169fR9OmTfH5559j165dkGXZ4c/pS0QpMbgSUZo8PDywevVqTJs2DVevXsX58+exbds2+Pn5IXfu3C+07ZIlS6Ju3br49NNPsXfvXly5cgVz587F7t270aNHDwBA5cqVIcsyvvrqK1y/fh379u3DkiVLlG14enqiY8eO+Oqrr/Djjz/i+vXr2LRpE6ZNm4a8efMq67m5ueHSpUsIDw8HYD54KCwsDPfv30ft2rVRpkwZDBw4EIcOHcLVq1cxdepUbNiwASVKlEiz9hYtWsDLywvDhg3DP//8g9OnT2P8+PHw9/dHwYIF0aNHD6xcuRKrVq3C1atXsXXrVsydOxcdOnSAp6cnWrZsCS8vL/Tr1w9//fUXLl26hFGjRmH//v1ZHvn74IMPsHz5cvz444+4du0aVq1ahd27d6Nhw4Yp1svsc5YRNzc3PHr0CFeuXEl3+kDBggUREhKCmTNnolGjRsq83bx580Kr1WLHjh24fv06Tp06hYEDB+LevXuIj49Pc1tBQUE4ePAg9uzZg+vXr2P27Nn4999/ldszek71ej3+/vtvjB07Fn/99Rdu3LiBjRs3KmdAICL14FQBIkpTyZIllVMfrV69GrIso3r16vj2228zPTL3PDNnzsSXX36Jjz/+GI8fP0apUqUwZ84cNGrUCABQuHBhTJgwAd988w3WrVuHcuXKYfTo0fjwww+VbYwaNQo+Pj6YPXs27t69C19fX/Tr1w8ffPCBsk6PHj2waNEiXL58GfPnz0fXrl0xdepUXLhwAVu2bMGSJUswbdo0DBo0CDExMShRogTmzJmjHJj0LFdXVyxevBhTpkzB22+/Db1ej9DQUAwfPhwA8N5770Gv12P58uWYPHkyfH198f777ytzTj09PbFy5Up88cUXeO+995CYmIgyZcpg8eLFWQ6uXbp0QVxcHGbPno179+7Bz88PM2fORPXq1VOdriozz1lGXn/9daxbtw4tW7bEypUrU82vtWjTpg0OHz6MVq1aKcvy58+PKVOmYM6cOVi1ahXy5cuHevXqoXv37ti9e3eao67du3fH9evXMWzYMEiShKZNm6J79+74888/AWTuOZ01axYmT56MDz/8EE+ePEHx4sUxY8YMBAcHZ7pvIrI/SfBM0kRERESkApwqQERERESqwOBKRERERKrA4EpEREREqsDgSkRERESqwOBKRERERKrA4EpEREREqsDgSkRERESqwOBKRERERKrA4EpEREREqsDgSkRERESqwOBKRERERKrA4EpEREREqvB/Uqo2AATM46cAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# It's time for our model to be trained to classify and see uwu\n",
    "# Silhouette\n",
    "gpd_CO2 = countries_gpd_CO2[['GDP', 'CO2']]\n",
    "\n",
    "for k in range(2,11):\n",
    "    silhouette_visualizer(skl.KMeans(k, random_state=42), gpd_CO2, colors='yellowbrick')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "25317e80",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n",
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# elbow\n",
    "#El Codo\n",
    "\n",
    "model = skl.KMeans()\n",
    "visualizer = KElbowVisualizer(model, k=(1, 11))\n",
    "\n",
    "visualizer.fit(gpd_CO2) \n",
    "visualizer.show() \n",
    "\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "233630a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\MrJel\\anaconda3\\lib\\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",
      "C:\\Users\\MrJel\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=3)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KMeans</label><div class=\"sk-toggleable__content\"><pre>KMeans(n_clusters=3)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "KMeans(n_clusters=3)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# So k is going to have a value of 3\n",
    "k = 3\n",
    "kmeansModel = skl.KMeans(n_clusters=k)\n",
    "# loading data\n",
    "#Carga los datos\n",
    "kmeansModel.fit(gpd_CO2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9cc75bca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.22402338e+11, 4.63668170e+04],\n",
       "       [1.77340626e+13, 1.07072200e+07],\n",
       "       [2.63294453e+12, 6.73977609e+05]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Centroids\n",
    "centroids = kmeansModel.cluster_centers_\n",
    "centroids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "764b714f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Label\n",
    "labels = kmeansModel.predict(gpd_CO2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b595ac62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>GDP</th>\n",
       "      <th>CO2</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>1.478686e+10</td>\n",
       "      <td>6075.230</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>6.740429e+10</td>\n",
       "      <td>25212.900</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>1.825579e+10</td>\n",
       "      <td>4829.200</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>3.330282e+09</td>\n",
       "      <td>501.848</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>ARE</td>\n",
       "      <td>4.150216e+11</td>\n",
       "      <td>188858.600</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Lao PDR</td>\n",
       "      <td>LAO</td>\n",
       "      <td>1.882715e+10</td>\n",
       "      <td>18709.900</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Lebanon</td>\n",
       "      <td>LBN</td>\n",
       "      <td>2.313194e+10</td>\n",
       "      <td>27946.500</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Liberia</td>\n",
       "      <td>LBR</td>\n",
       "      <td>3.509000e+09</td>\n",
       "      <td>1182.000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Libya</td>\n",
       "      <td>LBY</td>\n",
       "      <td>4.281747e+10</td>\n",
       "      <td>56795.700</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>St. Lucia</td>\n",
       "      <td>LCA</td>\n",
       "      <td>1.691275e+09</td>\n",
       "      <td>535.700</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name   id           GDP         CO2  label\n",
       "0            Afghanistan  AFG  1.478686e+10    6075.230      0\n",
       "1                 Angola  AGO  6.740429e+10   25212.900      0\n",
       "2                Albania  ALB  1.825579e+10    4829.200      0\n",
       "3                Andorra  AND  3.330282e+09     501.848      0\n",
       "4   United Arab Emirates  ARE  4.150216e+11  188858.600      0\n",
       "..                   ...  ...           ...         ...    ...\n",
       "95               Lao PDR  LAO  1.882715e+10   18709.900      0\n",
       "96               Lebanon  LBN  2.313194e+10   27946.500      0\n",
       "97               Liberia  LBR  3.509000e+09    1182.000      0\n",
       "98                 Libya  LBY  4.281747e+10   56795.700      0\n",
       "99             St. Lucia  LCA  1.691275e+09     535.700      0\n",
       "\n",
       "[100 rows x 5 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Agrega al frame de datos una columna para las etiquetas de clasificación\n",
    "countries_gpd_CO2['label'] = labels\n",
    "countries_gpd_CO2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "49d5b0c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's save that into a csv \n",
    "countries_gpd_CO2.to_csv(\"GPD-and-CO2-of-countries-label.csv\", index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7e900ad7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets plot our data\n",
    "colors = ['blue','red','pink','orange']\n",
    "centroids_colors = []\n",
    "data_colors = []\n",
    "\n",
    "for label in labels:\n",
    "    data_colors.append(colors[label]) # red or blue\n",
    "    \n",
    "for  i in range(len(centroids)):\n",
    "    centroids_colors.append(colors[i]) # red or blue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "efbd467f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualization\n",
    "ax = plot.axes()\n",
    "ax.scatter(countries_gpd_CO2['GDP'], countries_gpd_CO2['CO2'], c=data_colors, marker='o', s=40)\n",
    "ax.scatter(centroids[:,0], centroids[:,1],c=centroids_colors, marker='+', s=200)\n",
    "plot.xlabel('GPD')\n",
    "plot.ylabel('CO2')\n",
    "plot.title('GPD - CO2 ')\n",
    "plot.grid(color='gray', linestyle='--', linewidth = 0.5)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "966867a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Also let's see in our map\n",
    "import geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e836a8c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>id</th>\n",
       "      <th>GDP</th>\n",
       "      <th>CO2</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Australia</td>\n",
       "      <td>AUS</td>\n",
       "      <td>1.552667e+12</td>\n",
       "      <td>386526.6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>BRA</td>\n",
       "      <td>1.608981e+12</td>\n",
       "      <td>434297.9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Canada</td>\n",
       "      <td>CAN</td>\n",
       "      <td>1.988336e+12</td>\n",
       "      <td>580212.8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Germany</td>\n",
       "      <td>DEU</td>\n",
       "      <td>4.259935e+12</td>\n",
       "      <td>657401.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Spain</td>\n",
       "      <td>ESP</td>\n",
       "      <td>1.427381e+12</td>\n",
       "      <td>239977.8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>France</td>\n",
       "      <td>FRA</td>\n",
       "      <td>2.957880e+12</td>\n",
       "      <td>300515.6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>GBR</td>\n",
       "      <td>3.131378e+12</td>\n",
       "      <td>348921.9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>India</td>\n",
       "      <td>IND</td>\n",
       "      <td>3.176295e+12</td>\n",
       "      <td>2456301.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Italy</td>\n",
       "      <td>ITA</td>\n",
       "      <td>2.107703e+12</td>\n",
       "      <td>317238.6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Japan</td>\n",
       "      <td>JPN</td>\n",
       "      <td>4.940878e+12</td>\n",
       "      <td>1081572.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Korea, Rep.</td>\n",
       "      <td>KOR</td>\n",
       "      <td>1.810956e+12</td>\n",
       "      <td>610788.5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name   id           GDP        CO2  label\n",
       "8        Australia  AUS  1.552667e+12   386526.6      2\n",
       "23          Brazil  BRA  1.608981e+12   434297.9      2\n",
       "29          Canada  CAN  1.988336e+12   580212.8      2\n",
       "44         Germany  DEU  4.259935e+12   657401.0      2\n",
       "53           Spain  ESP  1.427381e+12   239977.8      2\n",
       "58          France  FRA  2.957880e+12   300515.6      2\n",
       "61  United Kingdom  GBR  3.131378e+12   348921.9      2\n",
       "77           India  IND  3.176295e+12  2456301.0      2\n",
       "83           Italy  ITA  2.107703e+12   317238.6      2\n",
       "86           Japan  JPN  4.940878e+12  1081572.0      2\n",
       "93     Korea, Rep.  KOR  1.810956e+12   610788.5      2"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Separating for countries\n",
    "red_group = countries_gpd_CO2[countries_gpd_CO2['label'] == 1]\n",
    "blue_group = countries_gpd_CO2[countries_gpd_CO2['label'] == 0]\n",
    "pink_group = countries_gpd_CO2[countries_gpd_CO2['label'] == 2]\n",
    "pink_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "adc4c190",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n",
    "ax = world.plot()\n",
    "#Changing name of Korea\n",
    "\n",
    "pink_group.at[93, 'name'] = 'South Korea'\n",
    "\n",
    "for country in red_group['name']:\n",
    "    world[world.name == country].plot(color='red',ax=ax)\n",
    "    \n",
    "for country in pink_group['name']:\n",
    "    world[world.name == country].plot(color='pink',ax=ax)\n",
    "\n",
    "plot.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b63a7eee",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7e89c75b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "48c50c99",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}