Investments.ipynb

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   "source": [
    "# Gross Fixed Capital Formation (constant 2015 US$)\n",
    "Formación Bruta de Capital Fijo (Gross Fixed Capital Formation, GFCF): Incluye todas las adquisiciones netas de activos fijos (tanto reemplazos como adiciones) más ciertos adiciones a los activos no producidos."
   ]
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>1960</th>\n",
       "      <th>1961</th>\n",
       "      <th>1962</th>\n",
       "      <th>1963</th>\n",
       "      <th>1964</th>\n",
       "      <th>1965</th>\n",
       "      <th>1966</th>\n",
       "      <th>1967</th>\n",
       "      <th>...</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>2021</th>\n",
       "      <th>2022</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Africa Eastern and Southern</td>\n",
       "      <td>AFE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.198805e+11</td>\n",
       "      <td>2.102747e+11</td>\n",
       "      <td>2.033885e+11</td>\n",
       "      <td>2.028777e+11</td>\n",
       "      <td>2.138524e+11</td>\n",
       "      <td>2.181183e+11</td>\n",
       "      <td>2.223502e+11</td>\n",
       "      <td>2.116203e+11</td>\n",
       "      <td>2.276502e+11</td>\n",
       "      <td>2.457344e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Africa Western and Central</td>\n",
       "      <td>AFW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3.051902e+10</td>\n",
       "      <td>3.152886e+10</td>\n",
       "      <td>2.552868e+10</td>\n",
       "      <td>2.398846e+10</td>\n",
       "      <td>2.609297e+10</td>\n",
       "      <td>2.472013e+10</td>\n",
       "      <td>2.420865e+10</td>\n",
       "      <td>2.372682e+10</td>\n",
       "      <td>2.500974e+10</td>\n",
       "      <td>2.712988e+10</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>261</th>\n",
       "      <td>Kosovo</td>\n",
       "      <td>XKX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.701577e+09</td>\n",
       "      <td>1.668399e+09</td>\n",
       "      <td>1.779653e+09</td>\n",
       "      <td>1.907940e+09</td>\n",
       "      <td>2.116610e+09</td>\n",
       "      <td>2.231401e+09</td>\n",
       "      <td>2.295828e+09</td>\n",
       "      <td>2.120449e+09</td>\n",
       "      <td>2.396708e+09</td>\n",
       "      <td>2.320702e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Yemen, Rep.</td>\n",
       "      <td>YEM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>4.787075e+09</td>\n",
       "      <td>4.616905e+09</td>\n",
       "      <td>6.980666e+08</td>\n",
       "      <td>5.394499e+08</td>\n",
       "      <td>7.609407e+08</td>\n",
       "      <td>2.144476e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>South Africa</td>\n",
       "      <td>ZAF</td>\n",
       "      <td>7.931329e+09</td>\n",
       "      <td>7.938623e+09</td>\n",
       "      <td>7.754241e+09</td>\n",
       "      <td>9.138636e+09</td>\n",
       "      <td>1.093556e+10</td>\n",
       "      <td>1.284377e+10</td>\n",
       "      <td>1.269773e+10</td>\n",
       "      <td>1.302540e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>6.242974e+10</td>\n",
       "      <td>6.160736e+10</td>\n",
       "      <td>6.243880e+10</td>\n",
       "      <td>6.123251e+10</td>\n",
       "      <td>5.998757e+10</td>\n",
       "      <td>5.925901e+10</td>\n",
       "      <td>5.822581e+10</td>\n",
       "      <td>4.970882e+10</td>\n",
       "      <td>5.002672e+10</td>\n",
       "      <td>5.242533e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>ZMB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.171789e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.676952e+09</td>\n",
       "      <td>1.890430e+09</td>\n",
       "      <td>1.995427e+09</td>\n",
       "      <td>2.005404e+09</td>\n",
       "      <td>2.095369e+09</td>\n",
       "      <td>2.176302e+09</td>\n",
       "      <td>2.098584e+09</td>\n",
       "      <td>1.716101e+09</td>\n",
       "      <td>1.935049e+09</td>\n",
       "      <td>2.366337e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>266 rows × 65 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Country Name Country Code          1960          1961  \\\n",
       "0                          Aruba          ABW           NaN           NaN   \n",
       "1    Africa Eastern and Southern          AFE           NaN           NaN   \n",
       "2                    Afghanistan          AFG           NaN           NaN   \n",
       "3     Africa Western and Central          AFW           NaN           NaN   \n",
       "4                         Angola          AGO           NaN           NaN   \n",
       "..                           ...          ...           ...           ...   \n",
       "261                       Kosovo          XKX           NaN           NaN   \n",
       "262                  Yemen, Rep.          YEM           NaN           NaN   \n",
       "263                 South Africa          ZAF  7.931329e+09  7.938623e+09   \n",
       "264                       Zambia          ZMB           NaN           NaN   \n",
       "265                     Zimbabwe          ZWE           NaN           NaN   \n",
       "\n",
       "             1962          1963          1964          1965          1966  \\\n",
       "0             NaN           NaN           NaN           NaN           NaN   \n",
       "1             NaN           NaN           NaN           NaN           NaN   \n",
       "2             NaN           NaN           NaN           NaN           NaN   \n",
       "3             NaN           NaN           NaN           NaN           NaN   \n",
       "4             NaN           NaN           NaN           NaN           NaN   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "261           NaN           NaN           NaN           NaN           NaN   \n",
       "262           NaN           NaN           NaN           NaN           NaN   \n",
       "263  7.754241e+09  9.138636e+09  1.093556e+10  1.284377e+10  1.269773e+10   \n",
       "264           NaN           NaN           NaN           NaN           NaN   \n",
       "265           NaN           NaN           NaN           NaN           NaN   \n",
       "\n",
       "             1967  ...          2013          2014          2015  \\\n",
       "0             NaN  ...           NaN           NaN           NaN   \n",
       "1             NaN  ...  2.198805e+11  2.102747e+11  2.033885e+11   \n",
       "2             NaN  ...           NaN           NaN           NaN   \n",
       "3             NaN  ...           NaN           NaN           NaN   \n",
       "4             NaN  ...  3.051902e+10  3.152886e+10  2.552868e+10   \n",
       "..            ...  ...           ...           ...           ...   \n",
       "261           NaN  ...  1.701577e+09  1.668399e+09  1.779653e+09   \n",
       "262           NaN  ...  4.787075e+09  4.616905e+09  6.980666e+08   \n",
       "263  1.302540e+10  ...  6.242974e+10  6.160736e+10  6.243880e+10   \n",
       "264           NaN  ...           NaN           NaN  8.171789e+09   \n",
       "265           NaN  ...  1.676952e+09  1.890430e+09  1.995427e+09   \n",
       "\n",
       "             2016          2017          2018          2019          2020  \\\n",
       "0             NaN           NaN           NaN           NaN           NaN   \n",
       "1    2.028777e+11  2.138524e+11  2.181183e+11  2.223502e+11  2.116203e+11   \n",
       "2             NaN           NaN           NaN           NaN           NaN   \n",
       "3             NaN           NaN           NaN           NaN           NaN   \n",
       "4    2.398846e+10  2.609297e+10  2.472013e+10  2.420865e+10  2.372682e+10   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "261  1.907940e+09  2.116610e+09  2.231401e+09  2.295828e+09  2.120449e+09   \n",
       "262  5.394499e+08  7.609407e+08  2.144476e+09           NaN           NaN   \n",
       "263  6.123251e+10  5.998757e+10  5.925901e+10  5.822581e+10  4.970882e+10   \n",
       "264           NaN           NaN           NaN           NaN           NaN   \n",
       "265  2.005404e+09  2.095369e+09  2.176302e+09  2.098584e+09  1.716101e+09   \n",
       "\n",
       "             2021          2022  \n",
       "0             NaN           NaN  \n",
       "1    2.276502e+11  2.457344e+11  \n",
       "2             NaN           NaN  \n",
       "3             NaN           NaN  \n",
       "4    2.500974e+10  2.712988e+10  \n",
       "..            ...           ...  \n",
       "261  2.396708e+09  2.320702e+09  \n",
       "262           NaN           NaN  \n",
       "263  5.002672e+10  5.242533e+10  \n",
       "264           NaN           NaN  \n",
       "265  1.935049e+09  2.366337e+09  \n",
       "\n",
       "[266 rows x 65 columns]"
      ]
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   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "investments = pd.read_excel('Investments.xlsx')\n",
    "investments"
   ]
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 266 entries, 0 to 265\n",
      "Data columns (total 65 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   Country Name  266 non-null    object \n",
      " 1   Country Code  266 non-null    object \n",
      " 2   1960          26 non-null     float64\n",
      " 3   1961          28 non-null     float64\n",
      " 4   1962          29 non-null     float64\n",
      " 5   1963          29 non-null     float64\n",
      " 6   1964          30 non-null     float64\n",
      " 7   1965          35 non-null     float64\n",
      " 8   1966          37 non-null     float64\n",
      " 9   1967          38 non-null     float64\n",
      " 10  1968          38 non-null     float64\n",
      " 11  1969          40 non-null     float64\n",
      " 12  1970          70 non-null     float64\n",
      " 13  1971          70 non-null     float64\n",
      " 14  1972          70 non-null     float64\n",
      " 15  1973          70 non-null     float64\n",
      " 16  1974          70 non-null     float64\n",
      " 17  1975          73 non-null     float64\n",
      " 18  1976          75 non-null     float64\n",
      " 19  1977          75 non-null     float64\n",
      " 20  1978          77 non-null     float64\n",
      " 21  1979          79 non-null     float64\n",
      " 22  1980          91 non-null     float64\n",
      " 23  1981          91 non-null     float64\n",
      " 24  1982          97 non-null     float64\n",
      " 25  1983          98 non-null     float64\n",
      " 26  1984          98 non-null     float64\n",
      " 27  1985          100 non-null    float64\n",
      " 28  1986          100 non-null    float64\n",
      " 29  1987          102 non-null    float64\n",
      " 30  1988          102 non-null    float64\n",
      " 31  1989          104 non-null    float64\n",
      " 32  1990          120 non-null    float64\n",
      " 33  1991          121 non-null    float64\n",
      " 34  1992          122 non-null    float64\n",
      " 35  1993          126 non-null    float64\n",
      " 36  1994          129 non-null    float64\n",
      " 37  1995          136 non-null    float64\n",
      " 38  1996          142 non-null    float64\n",
      " 39  1997          143 non-null    float64\n",
      " 40  1998          144 non-null    float64\n",
      " 41  1999          144 non-null    float64\n",
      " 42  2000          156 non-null    float64\n",
      " 43  2001          159 non-null    float64\n",
      " 44  2002          161 non-null    float64\n",
      " 45  2003          162 non-null    float64\n",
      " 46  2004          165 non-null    float64\n",
      " 47  2005          166 non-null    float64\n",
      " 48  2006          171 non-null    float64\n",
      " 49  2007          174 non-null    float64\n",
      " 50  2008          175 non-null    float64\n",
      " 51  2009          177 non-null    float64\n",
      " 52  2010          180 non-null    float64\n",
      " 53  2011          183 non-null    float64\n",
      " 54  2012          183 non-null    float64\n",
      " 55  2013          184 non-null    float64\n",
      " 56  2014          185 non-null    float64\n",
      " 57  2015          213 non-null    float64\n",
      " 58  2016          187 non-null    float64\n",
      " 59  2017          186 non-null    float64\n",
      " 60  2018          186 non-null    float64\n",
      " 61  2019          185 non-null    float64\n",
      " 62  2020          183 non-null    float64\n",
      " 63  2021          178 non-null    float64\n",
      " 64  2022          167 non-null    float64\n",
      "dtypes: float64(63), object(2)\n",
      "memory usage: 135.2+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "((266, 65),\n",
       " Index(['Country Name', 'Country Code', '1960', '1961', '1962', '1963', '1964',\n",
       "        '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973',\n",
       "        '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982',\n",
       "        '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990', '1991',\n",
       "        '1992', '1993', '1994', '1995', '1996', '1997', '1998', '1999', '2000',\n",
       "        '2001', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009',\n",
       "        '2010', '2011', '2012', '2013', '2014', '2015', '2016', '2017', '2018',\n",
       "        '2019', '2020', '2021', '2022'],\n",
       "       dtype='object'),\n",
       " Country Name     object\n",
       " Country Code     object\n",
       " 1960            float64\n",
       " 1961            float64\n",
       " 1962            float64\n",
       "                  ...   \n",
       " 2018            float64\n",
       " 2019            float64\n",
       " 2020            float64\n",
       " 2021            float64\n",
       " 2022            float64\n",
       " Length: 65, dtype: object,\n",
       " None,\n",
       "                1960          1961          1962          1963          1964  \\\n",
       " count  2.600000e+01  2.800000e+01  2.900000e+01  2.900000e+01  3.000000e+01   \n",
       " mean   9.302220e+09  1.159731e+10  1.171238e+10  1.251454e+10  1.345550e+10   \n",
       " std    1.092106e+10  1.406166e+10  1.456772e+10  1.553050e+10  1.699543e+10   \n",
       " min    2.820301e+08  2.210104e+08  2.678367e+08  2.543147e+08  3.002775e+08   \n",
       " 25%    1.200019e+09  1.398766e+09  1.322886e+09  1.567504e+09  1.802158e+09   \n",
       " 50%    3.682901e+09  3.984915e+09  4.312174e+09  4.311913e+09  4.635030e+09   \n",
       " 75%    1.746136e+10  2.057100e+10  2.076585e+10  2.193373e+10  2.185024e+10   \n",
       " max    3.295998e+10  5.070161e+10  5.321885e+10  5.519198e+10  6.242567e+10   \n",
       " \n",
       "                1965          1966          1967          1968          1969  \\\n",
       " count  3.500000e+01  3.700000e+01  3.800000e+01  3.800000e+01  4.000000e+01   \n",
       " mean   1.314974e+10  1.347366e+10  1.384770e+10  1.467681e+10  1.690908e+10   \n",
       " std    1.808264e+10  1.868495e+10  1.932495e+10  2.013524e+10  2.183740e+10   \n",
       " min    3.766407e+07  3.969643e+07  5.598829e+05  6.235075e+05  6.235075e+05   \n",
       " 25%    1.078802e+09  1.151368e+09  1.079119e+09  1.195360e+09  1.178487e+09   \n",
       " 50%    4.384729e+09  4.952993e+09  4.918975e+09  4.973122e+09  5.501661e+09   \n",
       " 75%    1.737775e+10  1.805362e+10  1.915182e+10  2.164386e+10  2.562834e+10   \n",
       " max    6.919876e+10  7.684074e+10  7.690991e+10  7.757128e+10  8.129315e+10   \n",
       " \n",
       "        ...          2013          2014          2015          2016  \\\n",
       " count  ...  1.840000e+02  1.850000e+02  2.130000e+02  1.870000e+02   \n",
       " mean   ...  4.693058e+11  4.808243e+11  7.576346e+11  5.014506e+11   \n",
       " std    ...  1.835134e+12  1.892610e+12  2.309206e+12  1.989775e+12   \n",
       " min    ...  4.469097e+07  3.722628e+07  3.254765e+07  4.117838e+07   \n",
       " 25%    ...  3.067075e+09  3.162465e+09  3.010136e+09  2.977251e+09   \n",
       " 50%    ...  1.678056e+10  1.733900e+10  1.549033e+10  1.752768e+10   \n",
       " 75%    ...  1.764936e+11  1.795286e+11  2.153809e+11  1.780659e+11   \n",
       " max    ...  1.784162e+13  1.839874e+13  1.892397e+13  1.935133e+13   \n",
       " \n",
       "                2017          2018          2019          2020          2021  \\\n",
       " count  1.860000e+02  1.860000e+02  1.850000e+02  1.830000e+02  1.780000e+02   \n",
       " mean   5.244090e+11  5.440346e+11  5.611036e+11  5.428666e+11  5.909496e+11   \n",
       " std    2.072988e+12  2.146174e+12  2.207789e+12  2.136408e+12  2.282738e+12   \n",
       " min    5.147673e+07  4.030269e+07  3.538804e+07  3.407890e+07  4.525663e+07   \n",
       " 25%    3.143410e+09  3.352419e+09  3.492473e+09  3.454923e+09  4.082465e+09   \n",
       " 50%    1.910224e+10  2.061244e+10  2.245873e+10  1.997803e+10  2.469861e+10   \n",
       " 75%    1.874294e+11  1.912427e+11  1.981182e+11  2.008096e+11  2.268057e+11   \n",
       " max    2.011464e+13  2.085170e+13  2.136701e+13  2.046735e+13  2.168368e+13   \n",
       " \n",
       "                2022  \n",
       " count  1.670000e+02  \n",
       " mean   6.498564e+11  \n",
       " std    2.411520e+12  \n",
       " min    5.174437e+07  \n",
       " 25%    4.790846e+09  \n",
       " 50%    3.240203e+10  \n",
       " 75%    2.771423e+11  \n",
       " max    2.234493e+13  \n",
       " \n",
       " [8 rows x 63 columns])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "investments.shape, investments.columns, investments.dtypes, investments.info(), investments.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b929bfda",
   "metadata": {},
   "source": [
    "### Nombres de las hojas Excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ea237b90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['Data', 'Metadata - Countries', 'Metadata - Indicators'])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "file_path = 'Investments.xlsx'\n",
    "data = pd.read_excel(file_path, sheet_name=None)  \n",
    "\n",
    "sheet_names = data.keys()\n",
    "sheet_names"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cf6f308",
   "metadata": {},
   "source": [
    "### Imputación con Mediana a valores NaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4209277b",
   "metadata": {},
   "outputs": [
    {
     "ename": "AssertionError",
     "evalue": "Existen valores no positivos después de la imputación.",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[1;32mIn [5]\u001b[0m, in \u001b[0;36m<cell line: 22>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     19\u001b[0m         median_val \u001b[38;5;241m=\u001b[39m investments_imputed[investments_imputed[column] \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m][column]\u001b[38;5;241m.\u001b[39mmedian()  \u001b[38;5;66;03m# Recalcular la mediana excluyendo ceros y negativos\u001b[39;00m\n\u001b[0;32m     20\u001b[0m     investments_imputed[column]\u001b[38;5;241m.\u001b[39mfillna(median_val, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m---> 22\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m (investments_imputed[years_columns] \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m)\u001b[38;5;241m.\u001b[39msum()\u001b[38;5;241m.\u001b[39msum() \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mExisten valores no positivos después de la imputación.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m     24\u001b[0m \u001b[38;5;28mprint\u001b[39m(investments_imputed[years_columns]\u001b[38;5;241m.\u001b[39mdescribe())\n",
      "\u001b[1;31mAssertionError\u001b[0m: Existen valores no positivos después de la imputación."
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Crear una copia para trabajar con la imputación\n",
    "investments_imputed = investments.copy()\n",
    "\n",
    "# Convertir columnas de años a numérico y manejar errores en la copia\n",
    "years_columns = investments_imputed.columns[2:]\n",
    "for column in years_columns:\n",
    "    investments_imputed[column] = pd.to_numeric(investments_imputed[column], errors='coerce')\n",
    "\n",
    "# Calcular la mediana para cada columna de año en la copia\n",
    "median_values = investments_imputed[years_columns].median()\n",
    "\n",
    "# Imputar los valores NaN con la mediana correspondiente en la copia\n",
    "for column in years_columns:\n",
    "    median_val = median_values[column]\n",
    "    if median_val <= 0:  # Ajuste si la mediana es cero o negativa\n",
    "        median_val = investments_imputed[investments_imputed[column] > 0][column].median()  # Recalcular la mediana excluyendo ceros y negativos\n",
    "    investments_imputed[column].fillna(median_val, inplace=True)\n",
    "\n",
    "assert (investments_imputed[years_columns] <= 0).sum().sum() == 0, \"Existen valores no positivos después de la imputación.\"\n",
    "\n",
    "print(investments_imputed[years_columns].describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dbd23627",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Columnas con valores no positivos y su cantidad:\n",
      "1997    1\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Verificar cuáles columnas todavía tienen valores no positivos y cuántos son\n",
    "non_positive_counts = (investments_imputed[years_columns] <= 0).sum()\n",
    "non_positive_columns = non_positive_counts[non_positive_counts > 0]\n",
    "\n",
    "if not non_positive_columns.empty:\n",
    "    print(\"Columnas con valores no positivos y su cantidad:\")\n",
    "    print(non_positive_columns)\n",
    "else:\n",
    "    print(\"No hay valores no positivos, la imputación ha sido exitosa.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "562bd731",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No hay valores no positivos, la imputación ha sido exitosa.\n"
     ]
    }
   ],
   "source": [
    "# Asegurarse de que la mediana calculada es siempre positiva\n",
    "for column in years_columns:\n",
    "    positive_values = investments_imputed[column][investments_imputed[column] > 0]\n",
    "    median_val = positive_values.median() if not positive_values.empty else 0.01\n",
    "\n",
    "    # Imputar los valores NaN y los valores no positivos\n",
    "    investments_imputed[column] = investments_imputed[column].apply(lambda x: median_val if x <= 0 or pd.isna(x) else x)\n",
    "\n",
    "# Verificación final para asegurarse de que no hay valores no positivos\n",
    "non_positive_counts = (investments_imputed[years_columns] <= 0).sum()\n",
    "non_positive_columns = non_positive_counts[non_positive_counts > 0]\n",
    "if not non_positive_columns.empty:\n",
    "    print(\"Columnas con valores no positivos y su cantidad:\")\n",
    "    print(non_positive_columns)\n",
    "else:\n",
    "    print(\"No hay valores no positivos, la imputación ha sido exitosa.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "97977e0c",
   "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>Country Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>1960</th>\n",
       "      <th>1961</th>\n",
       "      <th>1962</th>\n",
       "      <th>1963</th>\n",
       "      <th>1964</th>\n",
       "      <th>1965</th>\n",
       "      <th>1966</th>\n",
       "      <th>1967</th>\n",
       "      <th>...</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>2021</th>\n",
       "      <th>2022</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>3.682901e+09</td>\n",
       "      <td>3.984915e+09</td>\n",
       "      <td>4.312174e+09</td>\n",
       "      <td>4.311913e+09</td>\n",
       "      <td>4.635030e+09</td>\n",
       "      <td>4.384729e+09</td>\n",
       "      <td>4.952993e+09</td>\n",
       "      <td>4.918975e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1.678056e+10</td>\n",
       "      <td>1.733900e+10</td>\n",
       "      <td>1.549033e+10</td>\n",
       "      <td>1.752768e+10</td>\n",
       "      <td>1.910224e+10</td>\n",
       "      <td>2.061244e+10</td>\n",
       "      <td>2.245873e+10</td>\n",
       "      <td>1.997803e+10</td>\n",
       "      <td>2.469861e+10</td>\n",
       "      <td>3.240203e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Africa Eastern and Southern</td>\n",
       "      <td>AFE</td>\n",
       "      <td>3.682901e+09</td>\n",
       "      <td>3.984915e+09</td>\n",
       "      <td>4.312174e+09</td>\n",
       "      <td>4.311913e+09</td>\n",
       "      <td>4.635030e+09</td>\n",
       "      <td>4.384729e+09</td>\n",
       "      <td>4.952993e+09</td>\n",
       "      <td>4.918975e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2.198805e+11</td>\n",
       "      <td>2.102747e+11</td>\n",
       "      <td>2.033885e+11</td>\n",
       "      <td>2.028777e+11</td>\n",
       "      <td>2.138524e+11</td>\n",
       "      <td>2.181183e+11</td>\n",
       "      <td>2.223502e+11</td>\n",
       "      <td>2.116203e+11</td>\n",
       "      <td>2.276502e+11</td>\n",
       "      <td>2.457344e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>3.682901e+09</td>\n",
       "      <td>3.984915e+09</td>\n",
       "      <td>4.312174e+09</td>\n",
       "      <td>4.311913e+09</td>\n",
       "      <td>4.635030e+09</td>\n",
       "      <td>4.384729e+09</td>\n",
       "      <td>4.952993e+09</td>\n",
       "      <td>4.918975e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1.678056e+10</td>\n",
       "      <td>1.733900e+10</td>\n",
       "      <td>1.549033e+10</td>\n",
       "      <td>1.752768e+10</td>\n",
       "      <td>1.910224e+10</td>\n",
       "      <td>2.061244e+10</td>\n",
       "      <td>2.245873e+10</td>\n",
       "      <td>1.997803e+10</td>\n",
       "      <td>2.469861e+10</td>\n",
       "      <td>3.240203e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Africa Western and Central</td>\n",
       "      <td>AFW</td>\n",
       "      <td>3.682901e+09</td>\n",
       "      <td>3.984915e+09</td>\n",
       "      <td>4.312174e+09</td>\n",
       "      <td>4.311913e+09</td>\n",
       "      <td>4.635030e+09</td>\n",
       "      <td>4.384729e+09</td>\n",
       "      <td>4.952993e+09</td>\n",
       "      <td>4.918975e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1.678056e+10</td>\n",
       "      <td>1.733900e+10</td>\n",
       "      <td>1.549033e+10</td>\n",
       "      <td>1.752768e+10</td>\n",
       "      <td>1.910224e+10</td>\n",
       "      <td>2.061244e+10</td>\n",
       "      <td>2.245873e+10</td>\n",
       "      <td>1.997803e+10</td>\n",
       "      <td>2.469861e+10</td>\n",
       "      <td>3.240203e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>3.682901e+09</td>\n",
       "      <td>3.984915e+09</td>\n",
       "      <td>4.312174e+09</td>\n",
       "      <td>4.311913e+09</td>\n",
       "      <td>4.635030e+09</td>\n",
       "      <td>4.384729e+09</td>\n",
       "      <td>4.952993e+09</td>\n",
       "      <td>4.918975e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>3.051902e+10</td>\n",
       "      <td>3.152886e+10</td>\n",
       "      <td>2.552868e+10</td>\n",
       "      <td>2.398846e+10</td>\n",
       "      <td>2.609297e+10</td>\n",
       "      <td>2.472013e+10</td>\n",
       "      <td>2.420865e+10</td>\n",
       "      <td>2.372682e+10</td>\n",
       "      <td>2.500974e+10</td>\n",
       "      <td>2.712988e+10</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>261</th>\n",
       "      <td>Kosovo</td>\n",
       "      <td>XKX</td>\n",
       "      <td>3.682901e+09</td>\n",
       "      <td>3.984915e+09</td>\n",
       "      <td>4.312174e+09</td>\n",
       "      <td>4.311913e+09</td>\n",
       "      <td>4.635030e+09</td>\n",
       "      <td>4.384729e+09</td>\n",
       "      <td>4.952993e+09</td>\n",
       "      <td>4.918975e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1.701577e+09</td>\n",
       "      <td>1.668399e+09</td>\n",
       "      <td>1.779653e+09</td>\n",
       "      <td>1.907940e+09</td>\n",
       "      <td>2.116610e+09</td>\n",
       "      <td>2.231401e+09</td>\n",
       "      <td>2.295828e+09</td>\n",
       "      <td>2.120449e+09</td>\n",
       "      <td>2.396708e+09</td>\n",
       "      <td>2.320702e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Yemen, Rep.</td>\n",
       "      <td>YEM</td>\n",
       "      <td>3.682901e+09</td>\n",
       "      <td>3.984915e+09</td>\n",
       "      <td>4.312174e+09</td>\n",
       "      <td>4.311913e+09</td>\n",
       "      <td>4.635030e+09</td>\n",
       "      <td>4.384729e+09</td>\n",
       "      <td>4.952993e+09</td>\n",
       "      <td>4.918975e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>4.787075e+09</td>\n",
       "      <td>4.616905e+09</td>\n",
       "      <td>6.980666e+08</td>\n",
       "      <td>5.394499e+08</td>\n",
       "      <td>7.609407e+08</td>\n",
       "      <td>2.144476e+09</td>\n",
       "      <td>2.245873e+10</td>\n",
       "      <td>1.997803e+10</td>\n",
       "      <td>2.469861e+10</td>\n",
       "      <td>3.240203e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>South Africa</td>\n",
       "      <td>ZAF</td>\n",
       "      <td>7.931329e+09</td>\n",
       "      <td>7.938623e+09</td>\n",
       "      <td>7.754241e+09</td>\n",
       "      <td>9.138636e+09</td>\n",
       "      <td>1.093556e+10</td>\n",
       "      <td>1.284377e+10</td>\n",
       "      <td>1.269773e+10</td>\n",
       "      <td>1.302540e+10</td>\n",
       "      <td>...</td>\n",
       "      <td>6.242974e+10</td>\n",
       "      <td>6.160736e+10</td>\n",
       "      <td>6.243880e+10</td>\n",
       "      <td>6.123251e+10</td>\n",
       "      <td>5.998757e+10</td>\n",
       "      <td>5.925901e+10</td>\n",
       "      <td>5.822581e+10</td>\n",
       "      <td>4.970882e+10</td>\n",
       "      <td>5.002672e+10</td>\n",
       "      <td>5.242533e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>ZMB</td>\n",
       "      <td>3.682901e+09</td>\n",
       "      <td>3.984915e+09</td>\n",
       "      <td>4.312174e+09</td>\n",
       "      <td>4.311913e+09</td>\n",
       "      <td>4.635030e+09</td>\n",
       "      <td>4.384729e+09</td>\n",
       "      <td>4.952993e+09</td>\n",
       "      <td>4.918975e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1.678056e+10</td>\n",
       "      <td>1.733900e+10</td>\n",
       "      <td>8.171789e+09</td>\n",
       "      <td>1.752768e+10</td>\n",
       "      <td>1.910224e+10</td>\n",
       "      <td>2.061244e+10</td>\n",
       "      <td>2.245873e+10</td>\n",
       "      <td>1.997803e+10</td>\n",
       "      <td>2.469861e+10</td>\n",
       "      <td>3.240203e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>3.682901e+09</td>\n",
       "      <td>3.984915e+09</td>\n",
       "      <td>4.312174e+09</td>\n",
       "      <td>4.311913e+09</td>\n",
       "      <td>4.635030e+09</td>\n",
       "      <td>4.384729e+09</td>\n",
       "      <td>4.952993e+09</td>\n",
       "      <td>4.918975e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>1.676952e+09</td>\n",
       "      <td>1.890430e+09</td>\n",
       "      <td>1.995427e+09</td>\n",
       "      <td>2.005404e+09</td>\n",
       "      <td>2.095369e+09</td>\n",
       "      <td>2.176302e+09</td>\n",
       "      <td>2.098584e+09</td>\n",
       "      <td>1.716101e+09</td>\n",
       "      <td>1.935049e+09</td>\n",
       "      <td>2.366337e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>266 rows × 65 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Country Name Country Code          1960          1961  \\\n",
       "0                          Aruba          ABW  3.682901e+09  3.984915e+09   \n",
       "1    Africa Eastern and Southern          AFE  3.682901e+09  3.984915e+09   \n",
       "2                    Afghanistan          AFG  3.682901e+09  3.984915e+09   \n",
       "3     Africa Western and Central          AFW  3.682901e+09  3.984915e+09   \n",
       "4                         Angola          AGO  3.682901e+09  3.984915e+09   \n",
       "..                           ...          ...           ...           ...   \n",
       "261                       Kosovo          XKX  3.682901e+09  3.984915e+09   \n",
       "262                  Yemen, Rep.          YEM  3.682901e+09  3.984915e+09   \n",
       "263                 South Africa          ZAF  7.931329e+09  7.938623e+09   \n",
       "264                       Zambia          ZMB  3.682901e+09  3.984915e+09   \n",
       "265                     Zimbabwe          ZWE  3.682901e+09  3.984915e+09   \n",
       "\n",
       "             1962          1963          1964          1965          1966  \\\n",
       "0    4.312174e+09  4.311913e+09  4.635030e+09  4.384729e+09  4.952993e+09   \n",
       "1    4.312174e+09  4.311913e+09  4.635030e+09  4.384729e+09  4.952993e+09   \n",
       "2    4.312174e+09  4.311913e+09  4.635030e+09  4.384729e+09  4.952993e+09   \n",
       "3    4.312174e+09  4.311913e+09  4.635030e+09  4.384729e+09  4.952993e+09   \n",
       "4    4.312174e+09  4.311913e+09  4.635030e+09  4.384729e+09  4.952993e+09   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "261  4.312174e+09  4.311913e+09  4.635030e+09  4.384729e+09  4.952993e+09   \n",
       "262  4.312174e+09  4.311913e+09  4.635030e+09  4.384729e+09  4.952993e+09   \n",
       "263  7.754241e+09  9.138636e+09  1.093556e+10  1.284377e+10  1.269773e+10   \n",
       "264  4.312174e+09  4.311913e+09  4.635030e+09  4.384729e+09  4.952993e+09   \n",
       "265  4.312174e+09  4.311913e+09  4.635030e+09  4.384729e+09  4.952993e+09   \n",
       "\n",
       "             1967  ...          2013          2014          2015  \\\n",
       "0    4.918975e+09  ...  1.678056e+10  1.733900e+10  1.549033e+10   \n",
       "1    4.918975e+09  ...  2.198805e+11  2.102747e+11  2.033885e+11   \n",
       "2    4.918975e+09  ...  1.678056e+10  1.733900e+10  1.549033e+10   \n",
       "3    4.918975e+09  ...  1.678056e+10  1.733900e+10  1.549033e+10   \n",
       "4    4.918975e+09  ...  3.051902e+10  3.152886e+10  2.552868e+10   \n",
       "..            ...  ...           ...           ...           ...   \n",
       "261  4.918975e+09  ...  1.701577e+09  1.668399e+09  1.779653e+09   \n",
       "262  4.918975e+09  ...  4.787075e+09  4.616905e+09  6.980666e+08   \n",
       "263  1.302540e+10  ...  6.242974e+10  6.160736e+10  6.243880e+10   \n",
       "264  4.918975e+09  ...  1.678056e+10  1.733900e+10  8.171789e+09   \n",
       "265  4.918975e+09  ...  1.676952e+09  1.890430e+09  1.995427e+09   \n",
       "\n",
       "             2016          2017          2018          2019          2020  \\\n",
       "0    1.752768e+10  1.910224e+10  2.061244e+10  2.245873e+10  1.997803e+10   \n",
       "1    2.028777e+11  2.138524e+11  2.181183e+11  2.223502e+11  2.116203e+11   \n",
       "2    1.752768e+10  1.910224e+10  2.061244e+10  2.245873e+10  1.997803e+10   \n",
       "3    1.752768e+10  1.910224e+10  2.061244e+10  2.245873e+10  1.997803e+10   \n",
       "4    2.398846e+10  2.609297e+10  2.472013e+10  2.420865e+10  2.372682e+10   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "261  1.907940e+09  2.116610e+09  2.231401e+09  2.295828e+09  2.120449e+09   \n",
       "262  5.394499e+08  7.609407e+08  2.144476e+09  2.245873e+10  1.997803e+10   \n",
       "263  6.123251e+10  5.998757e+10  5.925901e+10  5.822581e+10  4.970882e+10   \n",
       "264  1.752768e+10  1.910224e+10  2.061244e+10  2.245873e+10  1.997803e+10   \n",
       "265  2.005404e+09  2.095369e+09  2.176302e+09  2.098584e+09  1.716101e+09   \n",
       "\n",
       "             2021          2022  \n",
       "0    2.469861e+10  3.240203e+10  \n",
       "1    2.276502e+11  2.457344e+11  \n",
       "2    2.469861e+10  3.240203e+10  \n",
       "3    2.469861e+10  3.240203e+10  \n",
       "4    2.500974e+10  2.712988e+10  \n",
       "..            ...           ...  \n",
       "261  2.396708e+09  2.320702e+09  \n",
       "262  2.469861e+10  3.240203e+10  \n",
       "263  5.002672e+10  5.242533e+10  \n",
       "264  2.469861e+10  3.240203e+10  \n",
       "265  1.935049e+09  2.366337e+09  \n",
       "\n",
       "[266 rows x 65 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "investments_imputed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "36b59e39",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Country Name    0\n",
      "Country Code    0\n",
      "1960            0\n",
      "1961            0\n",
      "1962            0\n",
      "               ..\n",
      "2018            0\n",
      "2019            0\n",
      "2020            0\n",
      "2021            0\n",
      "2022            0\n",
      "Length: 65, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Verifica el número de valores nulos en cada columna después de la imputación\n",
    "missing_values_count = investments_imputed.isnull().sum()\n",
    "print(missing_values_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f76f03ab",
   "metadata": {},
   "source": [
    "### Estandarización de las Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8d712634",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Medias de las columnas estandarizadas después de la imputación:\n",
      " 1960   -6.678033e-18\n",
      "1961   -1.402387e-16\n",
      "1962    2.086885e-16\n",
      "1963    1.586033e-16\n",
      "1964    1.318912e-16\n",
      "            ...     \n",
      "2018    3.339017e-18\n",
      "2019    1.669508e-17\n",
      "2020    1.335607e-17\n",
      "2021    0.000000e+00\n",
      "2022   -1.001705e-17\n",
      "Length: 63, dtype: float64\n",
      "\n",
      "Desviaciones estándar de las columnas estandarizadas después de la imputación:\n",
      " 1960    1.001885\n",
      "1961    1.001885\n",
      "1962    1.001885\n",
      "1963    1.001885\n",
      "1964    1.001885\n",
      "          ...   \n",
      "2018    1.001885\n",
      "2019    1.001885\n",
      "2020    1.001885\n",
      "2021    1.001885\n",
      "2022    1.001885\n",
      "Length: 63, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "years_columns = investments_imputed.columns[2:]  \n",
    "\n",
    "# Crear el objeto StandardScaler\n",
    "scaler = StandardScaler()\n",
    "\n",
    "# Ajustar y transformar los datos\n",
    "investments_imputed[years_columns] = scaler.fit_transform(investments_imputed[years_columns])\n",
    "\n",
    "means = investments_imputed[years_columns].mean(axis=0)  # Media debería ser cercana a 0\n",
    "std_devs = investments_imputed[years_columns].std(axis=0)  # Desviación estándar debería ser 1\n",
    "\n",
    "print(\"Medias de las columnas estandarizadas después de la imputación:\\n\", means)\n",
    "print(\"\\nDesviaciones estándar de las columnas estandarizadas después de la imputación:\\n\", std_devs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e8f6c3a",
   "metadata": {},
   "source": [
    "### Verificación de Estacionariedad\n",
    "Prueba Dickey-Fuller Aumentada (ADF):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a2c47052",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     ADF Statistic p-value                                    Critical Values  \\\n",
      "1960    -16.572108     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "1961    -16.626006     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "1962    -16.606278     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "1963    -16.642812     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "1964    -16.646196     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "...            ...     ...                                                ...   \n",
      "2018    -16.795919     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "2019    -16.799716     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "2020    -16.793747     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "2021    -16.799706     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "2022    -16.810186     0.0  {'1%': -3.4552699038400827, '5%': -2.872509235...   \n",
      "\n",
      "           1%        5%       10%  \n",
      "1960 -3.45527 -2.872509 -2.572615  \n",
      "1961 -3.45527 -2.872509 -2.572615  \n",
      "1962 -3.45527 -2.872509 -2.572615  \n",
      "1963 -3.45527 -2.872509 -2.572615  \n",
      "1964 -3.45527 -2.872509 -2.572615  \n",
      "...       ...       ...       ...  \n",
      "2018 -3.45527 -2.872509 -2.572615  \n",
      "2019 -3.45527 -2.872509 -2.572615  \n",
      "2020 -3.45527 -2.872509 -2.572615  \n",
      "2021 -3.45527 -2.872509 -2.572615  \n",
      "2022 -3.45527 -2.872509 -2.572615  \n",
      "\n",
      "[63 rows x 6 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "\n",
    "years_columns = investments_imputed.columns[2:]  \n",
    "\n",
    "adf_results = {}\n",
    "\n",
    "for column in years_columns:\n",
    "    adf_result = adfuller(investments_imputed[column].dropna())\n",
    "    adf_results[column] = {\n",
    "        'ADF Statistic': adf_result[0],\n",
    "        'p-value': adf_result[1],\n",
    "        'Critical Values': adf_result[4],\n",
    "        '1%': adf_result[4]['1%'],  \n",
    "        '5%': adf_result[4]['5%'],  \n",
    "        '10%': adf_result[4]['10%']  \n",
    "    }\n",
    "\n",
    "adf_results_df = pd.DataFrame(adf_results).transpose()\n",
    "\n",
    "print(adf_results_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "391af28f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "7b1c0eae",
   "metadata": {},
   "source": [
    "### Remove rows\n",
    "Indicadores que no se usarán"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "72f60c11",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  Country Name Country Code      1960      1961      1962  \\\n",
      "0                        Aruba          ABW -0.146825 -0.158595 -0.153408   \n",
      "1  Africa Eastern and Southern          AFE -0.146825 -0.158595 -0.153408   \n",
      "2                  Afghanistan          AFG -0.146825 -0.158595 -0.153408   \n",
      "3   Africa Western and Central          AFW -0.146825 -0.158595 -0.153408   \n",
      "4                       Angola          AGO -0.146825 -0.158595 -0.153408   \n",
      "\n",
      "       1963      1964      1965      1966      1967  ...      2013      2014  \\\n",
      "0 -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ... -0.203738 -0.202930   \n",
      "1 -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ... -0.071547 -0.081470   \n",
      "2 -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ... -0.203738 -0.202930   \n",
      "3 -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ... -0.203738 -0.202930   \n",
      "4 -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ... -0.194796 -0.193997   \n",
      "\n",
      "       2015      2016      2017      2018      2019      2020      2021  \\\n",
      "0 -0.285333 -0.202682 -0.202571 -0.202676 -0.202183 -0.201677 -0.201440   \n",
      "1 -0.195116 -0.092256 -0.090919 -0.093306 -0.094302 -0.094236 -0.093547   \n",
      "2 -0.285333 -0.202682 -0.202571 -0.202676 -0.202183 -0.201677 -0.201440   \n",
      "3 -0.285333 -0.202682 -0.202571 -0.202676 -0.202183 -0.201677 -0.201440   \n",
      "4 -0.280513 -0.198833 -0.198563 -0.200401 -0.201239 -0.199575 -0.201274   \n",
      "\n",
      "       2022  \n",
      "0 -0.201034  \n",
      "1 -0.090401  \n",
      "2 -0.201034  \n",
      "3 -0.201034  \n",
      "4 -0.203768  \n",
      "\n",
      "[5 rows x 65 columns]\n",
      "['Aruba' 'Africa Eastern and Southern' 'Afghanistan'\n",
      " 'Africa Western and Central' 'Angola' 'Albania' 'Andorra' 'Arab World'\n",
      " 'United Arab Emirates' 'Argentina' 'Armenia' 'American Samoa'\n",
      " 'Antigua and Barbuda' 'Australia' 'Austria' 'Azerbaijan' 'Burundi'\n",
      " 'Belgium' 'Benin' 'Burkina Faso' 'Bangladesh' 'Bulgaria' 'Bahrain'\n",
      " 'Bahamas, The' 'Bosnia and Herzegovina' 'Belarus' 'Belize' 'Bermuda'\n",
      " 'Bolivia' 'Brazil' 'Barbados' 'Brunei Darussalam' 'Bhutan' 'Botswana'\n",
      " 'Central African Republic' 'Canada' 'Central Europe and the Baltics'\n",
      " 'Switzerland' 'Channel Islands' 'Chile' 'China' \"Cote d'Ivoire\"\n",
      " 'Cameroon' 'Congo, Dem. Rep.' 'Congo, Rep.' 'Colombia' 'Comoros'\n",
      " 'Cabo Verde' 'Costa Rica' 'Caribbean small states' 'Cuba' 'Curacao'\n",
      " 'Cayman Islands' 'Cyprus' 'Czechia' 'Germany' 'Djibouti' 'Dominica'\n",
      " 'Denmark' 'Dominican Republic' 'Algeria' 'East Asia & Pacific'\n",
      " 'Europe & Central Asia' 'Ecuador' 'Egypt, Arab Rep.' 'Euro area'\n",
      " 'Eritrea' 'Spain' 'Estonia' 'Ethiopia' 'European Union' 'Finland' 'Fiji'\n",
      " 'France' 'Faroe Islands' 'Micronesia, Fed. Sts.' 'Gabon' 'United Kingdom'\n",
      " 'Georgia' 'Ghana' 'Gibraltar' 'Guinea' 'Gambia, The' 'Guinea-Bissau'\n",
      " 'Equatorial Guinea' 'Greece' 'Grenada' 'Greenland' 'Guatemala' 'Guam'\n",
      " 'Guyana' 'Hong Kong SAR, China' 'Honduras' 'Croatia' 'Haiti' 'Hungary'\n",
      " 'Indonesia' 'Isle of Man' 'India' 'Ireland' 'Iran, Islamic Rep.' 'Iraq'\n",
      " 'Iceland' 'Israel' 'Italy' 'Jamaica' 'Jordan' 'Japan' 'Kazakhstan'\n",
      " 'Kenya' 'Kyrgyz Republic' 'Cambodia' 'Kiribati' 'St. Kitts and Nevis'\n",
      " 'Korea, Rep.' 'Kuwait' 'Lao PDR' 'Lebanon' 'Liberia' 'Libya' 'St. Lucia'\n",
      " 'Latin America & Caribbean' 'Liechtenstein' 'Sri Lanka' 'Lesotho'\n",
      " 'Lithuania' 'Luxembourg' 'Latvia' 'Macao SAR, China'\n",
      " 'St. Martin (French part)' 'Morocco' 'Monaco' 'Moldova' 'Madagascar'\n",
      " 'Maldives' 'Middle East & North Africa' 'Mexico' 'Marshall Islands'\n",
      " 'Middle income' 'North Macedonia' 'Mali' 'Malta' 'Myanmar' 'Montenegro'\n",
      " 'Mongolia' 'Northern Mariana Islands' 'Mozambique' 'Mauritania'\n",
      " 'Mauritius' 'Malawi' 'Malaysia' 'North America' 'Namibia' 'New Caledonia'\n",
      " 'Niger' 'Nigeria' 'Nicaragua' 'Netherlands' 'Norway' 'Nepal' 'Nauru'\n",
      " 'New Zealand' 'OECD members' 'Oman' 'Other small states' 'Pakistan'\n",
      " 'Panama' 'Peru' 'Philippines' 'Palau' 'Papua New Guinea' 'Poland'\n",
      " 'Puerto Rico' \"Korea, Dem. People's Rep.\" 'Portugal' 'Paraguay'\n",
      " 'West Bank and Gaza' 'Pacific island small states' 'French Polynesia'\n",
      " 'Qatar' 'Romania' 'Russian Federation' 'Rwanda' 'South Asia'\n",
      " 'Saudi Arabia' 'Sudan' 'Senegal' 'Singapore' 'Solomon Islands'\n",
      " 'Sierra Leone' 'El Salvador' 'San Marino' 'Somalia' 'Serbia'\n",
      " 'Sub-Saharan Africa (excluding high income)' 'South Sudan'\n",
      " 'Sub-Saharan Africa' 'Small states' 'Sao Tome and Principe' 'Suriname'\n",
      " 'Slovak Republic' 'Slovenia' 'Sweden' 'Eswatini'\n",
      " 'Sint Maarten (Dutch part)' 'Seychelles' 'Syrian Arab Republic'\n",
      " 'Turks and Caicos Islands' 'Chad' 'Togo' 'Thailand' 'Tajikistan'\n",
      " 'Turkmenistan' 'Timor-Leste' 'Tonga' 'South Asia (IDA & IBRD)'\n",
      " 'Trinidad and Tobago' 'Tunisia' 'Turkiye' 'Tuvalu' 'Tanzania' 'Uganda'\n",
      " 'Ukraine' 'Uruguay' 'United States' 'Uzbekistan'\n",
      " 'St. Vincent and the Grenadines' 'Venezuela, RB' 'British Virgin Islands'\n",
      " 'Virgin Islands (U.S.)' 'Viet Nam' 'Vanuatu' 'World' 'Samoa' 'Kosovo'\n",
      " 'Yemen, Rep.' 'South Africa' 'Zambia' 'Zimbabwe']\n",
      "Original size: (266, 65)\n",
      "Filtered size: (239, 65)\n"
     ]
    }
   ],
   "source": [
    "rows_to_remove = [\n",
    "    \"East Asia & Pacific (excluding high income)\", \n",
    "    \"Early-demographic dividend\", \n",
    "    \"Europe & Central Asia (excluding high income)\", \n",
    "    \"Fragile and conflict affected situations\", \n",
    "    \"High income\", \n",
    "    \"Heavily indebted poor countries (HIPC)\", \n",
    "    \"IBRD only\", \n",
    "    \"IDA & IBRD total\", \n",
    "    \"IDA total\", \n",
    "    \"IDA blend\", \n",
    "    \"IDA only\", \n",
    "    \"Not classified\", \n",
    "    \"Latin America & Caribbean (excluding high income)\", \n",
    "    \"Least developed countries: UN classification\", \n",
    "    \"Low income\", \n",
    "    \"Lower middle income\", \n",
    "    \"Low & middle income\", \n",
    "    \"Late-demographic dividend\", \n",
    "    \"Middle East & North Africa (excluding high income)\", \n",
    "    \"Pre-demographic dividend\", \n",
    "    \"Post-demographic dividend\", \n",
    "    \"East Asia & Pacific (IDA & IBRD countries)\", \n",
    "    \"Europe & Central Asia (IDA & IBRD countries)\", \n",
    "    \"Latin America & the Caribbean (IDA & IBRD countries)\", \n",
    "    \"Middle East & North Africa (IDA & IBRD countries)\", \n",
    "    \"Sub-Saharan Africa (IDA & IBRD countries)\", \n",
    "    \"Upper middle income\"\n",
    "]\n",
    "\n",
    "investments_filtered = investments_imputed[~investments_imputed['Country Name'].isin(rows_to_remove)]\n",
    "\n",
    "print(investments_filtered.head())\n",
    "print(investments_filtered['Country Name'].unique())  \n",
    "print(\"Original size:\", investments_imputed.shape)\n",
    "print(\"Filtered size:\", investments_filtered.shape)\n",
    "\n",
    "investments_filtered.to_csv('main_investments.csv', index=False) # DataFrame principal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0680e68",
   "metadata": {},
   "source": [
    "### World | Regions | Countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1d9edee7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Country Name Country Code      1960      1961      1962      1963      1964  \\\n",
      "0        Aruba          ABW -0.146825 -0.158595 -0.153408 -0.158273 -0.158734   \n",
      "2  Afghanistan          AFG -0.146825 -0.158595 -0.153408 -0.158273 -0.158734   \n",
      "4       Angola          AGO -0.146825 -0.158595 -0.153408 -0.158273 -0.158734   \n",
      "5      Albania          ALB -0.146825 -0.158595 -0.153408 -0.158273 -0.158734   \n",
      "6      Andorra          AND -0.146825 -0.158595 -0.153408 -0.158273 -0.158734   \n",
      "\n",
      "       1965      1966      1967  ...      2013      2014      2015      2016  \\\n",
      "0 -0.162173 -0.158459 -0.162375  ... -0.203738 -0.202930 -0.285333 -0.202682   \n",
      "2 -0.162173 -0.158459 -0.162375  ... -0.203738 -0.202930 -0.285333 -0.202682   \n",
      "4 -0.162173 -0.158459 -0.162375  ... -0.194796 -0.193997 -0.280513 -0.198833   \n",
      "5 -0.162173 -0.158459 -0.162375  ... -0.212828 -0.212154 -0.291436 -0.211428   \n",
      "6 -0.162173 -0.158459 -0.162375  ... -0.203738 -0.202930 -0.285333 -0.202682   \n",
      "\n",
      "       2017      2018      2019      2020      2021      2022  \n",
      "0 -0.202571 -0.202676 -0.202183 -0.201677 -0.201440 -0.201034  \n",
      "2 -0.202571 -0.202676 -0.202183 -0.201677 -0.201440 -0.201034  \n",
      "4 -0.198563 -0.200401 -0.201239 -0.199575 -0.201274 -0.203768  \n",
      "5 -0.211792 -0.212379 -0.212696 -0.211230 -0.212707 -0.215902  \n",
      "6 -0.202571 -0.202676 -0.202183 -0.201677 -0.201440 -0.201034  \n",
      "\n",
      "[5 rows x 65 columns]\n",
      "                      Country Name Country Code      1960      1961      1962  \\\n",
      "1      Africa Eastern and Southern          AFE -0.146825 -0.158595 -0.153408   \n",
      "3       Africa Western and Central          AFW -0.146825 -0.158595 -0.153408   \n",
      "36  Central Europe and the Baltics          CEB -0.146825 -0.158595 -0.153408   \n",
      "61             East Asia & Pacific          EAS -0.146825 -0.158595 -0.153408   \n",
      "62           Europe & Central Asia          ECS -0.146825 -0.158595 -0.153408   \n",
      "\n",
      "        1963      1964      1965      1966      1967  ...      2013      2014  \\\n",
      "1  -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ... -0.071547 -0.081470   \n",
      "3  -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ... -0.203738 -0.202930   \n",
      "36 -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ... -0.050559 -0.044682   \n",
      "61 -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ... -0.203738 -0.202930   \n",
      "62 -0.158273 -0.158734 -0.162173 -0.158459 -0.162375  ...  2.371313  2.346239   \n",
      "\n",
      "        2015      2016      2017      2018      2019      2020      2021  \\\n",
      "1  -0.195116 -0.092256 -0.090919 -0.093306 -0.094302 -0.094236 -0.093547   \n",
      "3  -0.285333 -0.202682 -0.202571 -0.202676 -0.202183 -0.201677 -0.201440   \n",
      "36 -0.154195 -0.050243 -0.048101 -0.039801 -0.031614 -0.028840 -0.035424   \n",
      "61  3.318973 -0.202682 -0.202571 -0.202676 -0.202183 -0.201677 -0.201440   \n",
      "62  1.734816  2.385790  2.396582  2.376443  2.424562  2.394083  2.370510   \n",
      "\n",
      "        2022  \n",
      "1  -0.090401  \n",
      "3  -0.201034  \n",
      "36 -0.037123  \n",
      "61 -0.201034  \n",
      "62  2.384574  \n",
      "\n",
      "[5 rows x 65 columns]\n",
      "    Country Name Country Code      1960      1961      1962      1963  \\\n",
      "232        World          WLD -0.146825 -0.158595 -0.153408 -0.158273   \n",
      "\n",
      "         1964      1965      1966      1967  ...       2013       2014  \\\n",
      "232 -0.158734 -0.162173 -0.158459 -0.162375  ...  11.397879  11.368801   \n",
      "\n",
      "         2015       2016       2017       2018       2019       2020  \\\n",
      "232  8.793346  11.315822  11.318452  11.332682  11.317477  11.261769   \n",
      "\n",
      "         2021       2022  \n",
      "232  11.31281  11.370181  \n",
      "\n",
      "[1 rows x 65 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Cargar el DataFrame principal\n",
    "main_investments = pd.read_csv('main_investments.csv')\n",
    "\n",
    "# Lista de regiones y World\n",
    "regions_list = [\n",
    "    \"Africa Eastern and Southern\", \"Africa Western and Central\",\n",
    "    \"Central Europe and the Baltics\", \"East Asia & Pacific\",\n",
    "    \"Europe & Central Asia\", \"European Union\", \"Latin America & Caribbean\",\n",
    "    \"Middle East & North Africa\", \"North America\", \"OECD members\",\n",
    "    \"Sub-Saharan Africa (excluding high income)\", \"South Asia (IDA & IBRD)\"\n",
    "]\n",
    "\n",
    "# 1) DataFrame para países\n",
    "investments_countries = main_investments[~main_investments['Country Name'].isin(regions_list + ['World'])]\n",
    "\n",
    "# 2) DataFrame para regiones\n",
    "investments_regions = main_investments[main_investments['Country Name'].isin(regions_list)]\n",
    "\n",
    "# 3) DataFrame para World\n",
    "investments_world = main_investments[main_investments['Country Name'] == 'World']\n",
    "\n",
    "print(investments_countries.head())\n",
    "print(investments_regions.head())\n",
    "print(investments_world.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8c92df2",
   "metadata": {},
   "source": [
    "### Visualización de Tendencias Temporales | Countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ea1c9d7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bb5zxLgrQ2ne7F95pcL/5bp9uSjW+x9s/qyTB6ItzKN7kU1kex5vsfcUY08YX8wV4K6NuL67mstYuwVvl9DLe/nMHfMfPB7KMMXcaY8J9vxv7mbKn59W3acADxY+P7zl7hsMxiYhIJSi5JCIi/uw7vA2K1+OtCsinktM1rHfFpQl4+3l8jfdN7zq8/UbOreC4H4F/4f0v/268DZ6Le5HE4K222e+LJx14xHffxUCybzrQdXh7uFTXf4Dt1trnfX1HLgLuN8Z0t9Z+ineFqfd851qJt5IDa+1e4BzgIV9s3Sn/DTLW2k14Gy93AlYZYzJ8170Q73SiN3zXuRPv41jWsvfv4E1S7cP7hviick73Ct7ePQeMMZ9Za1fjne43D+8b6/4VxVoFF/iuZxfwKXCP73taG470fPzQ9zndGFNWb6JXgTeB2cAW3/F/rk4gvt5HGcUJJN9UwBOA0/BOPduA9/kPcD/e7+lyYAXehtP3V/JUZT6vrbVr8SatNvu+pwnAbXiTP1l4f07er8Il/YS3ymiPMWZvOfs8iLfqaqP5Y5W6v/viKcTbCPoSvNPJrsA7JbfQd+zReKdffeMbIw/43ndfNN6qq/14n+sn4q2eOTSBhe9c3wF/w9v0PcM35uvAi75dDuBNJq0wxmTjfc58Cjzsuz8S+Bz4Bfgr3ufAZaVOcRqQ5OuPVNb50/E2fg/D+3OZDtwKXGy9vctKewdv5eE7pY534+3RNQjv87A4ARWL854EvgC+N8Zk4f2dM7LiQ0RExB8Ya52qehUREZGGzBgzHdhhrf3nkfaV2meMmQhcX0EvM/FjxrtIwGXW2nsP2f47cKW1dqUTcYmIiFSHVl4QERERaYCstd/zR/WNNBLWWlXqiIhIg6PkkoiIiIhIPbPWJgP3OhyGiIhIrdC0OBERERERERERqTY19BYRERERERERkWprdNPiWrZsaTt16uR0GLUiJyeHyMhIR8dw+nh/iEHXoBhq63h/iEHXoBhq63h/iEHXoBhq63h/iEHXoBhq63h/iEHXoBhq63h/iMEfrsFfLFq0aK+1tlWZd1prG9XH0KFDbWMxa9Ysx8dw+nh/iEHXoBhq63h/iEHXoBhq63h/iEHXoBhq63h/iEHXoBhq63h/iEHXoBhq63h/iMEfrsFfAAttObkYTYsTEREREREREZFqU3JJRERERERERESqTcklERERERERERGptkbX0FtERERERERE6pfL5WLHjh3k5+eXbIuNjWXNmjU1GremYzh9fG2NUZ/CwsJo164dwcHBlT5GySURERERERERqZEdO3YQHR1Np06dMMYAkJWVRXR0dI3GrekYTh9fW2PUF2st6enp7Nixg86dO1f6OE2LExEREREREZEayc/Pp0WLFiWJJWmYjDG0aNHioAq0ylBySURERERERERqTImlxqE630cll0REREREREREpNqUXBIRERERERGRBi05OZl+/fodtO3ee+/lqaeeqvC4hQsXctNNNwGQlJTE3Llzq3zuTp06sXfv3sO2v/rqq/Tv35/Ro0fTr18/Pv/8cwCmT5/Orl27jjhuZffzB2roLSIiIiIiIiJN0rBhwxg2bBjgTS5FRUUxZsyYGo+7Y8cOHnjgARYvXkxAQADGGNLS0gBv0qhfv34kJCRUOEZl9/MHqlwSERERERERkUZt/Pjx3HnnnYwYMYIePXowZ84cwJtQOvXUU0lOTmbatGk8/vjjDBo0iDlz5pCWlsZFF13E8OHDGT58OL/++isA6enpTJw4kb59+3LVVVdhrT3sfKmpqURHRxMVFQVAVFQUnTt35qOPPmLhwoVceOGFDBo0iLy8PP7v//6P4cOH069fP6655hqstWXut2jRIo455hiGDh3KpEmT2L17NwBPPfUUffr0YcCAAZx//vn19IgeTJVLIiIiIiIiIlJr7vtyFat3ZeJ2uwkMDKzRWMVj9EmI4Z7T+tZorKKiIubPn88333zDfffdx48//lhyX6dOnbjuuuuIioritttuA2Dq1KnccMMNTJw4kW3btjFp0iTWrFnDfffdx7hx47j77rv5+uuveeWVVw4718CBA4mPj6dz584cffTRnHfeeZx22mmcffbZPPPMMzz66KMlFVM33ngjd999NwAXX3wxX3311WH7uVwu/vznP/P555/TqlUr3n//ff7xj3/w6quv8tBDD7FlyxZCQ0M5cOBAjR6j6lJySUREREREREQatPJWOCu9fcqUKQAMHTqU5OTkI475448/snLlSgICvJO+MjMzyc7OZvbs2XzyyScAnHLKKTRr1uywYwMDA5kxYwYLFizgm2++4S9/+QuLFi3i3nvvPWzfWbNm8fDDD5Obm8u+ffvo27cvp5122kH7rFu3jpUrV3LCCScA3qRb27ZtARgwYAAXXnghZ555JmeeeeYRr6suKLkkIiIiIiIiIrWmuMIoKyuL6OjoGo1V2TFatGjB/v37D9q2b98++vTpU3I7NDQU8CZ+ioqKjjimx+Nh5syZtGrVqopRexljGDFiBL179+bUU0/l8ssvPyy5lJ+fz/XXX8/ChQtp37499957L/n5+YeNZa2lb9++zJs377D7vv76a2bPns2XX37JAw88wIoVKwgKqt90j3ouiYiIiIiIiEiDFhUVRdu2bfnpp58Ab2JpxowZjB49utJjREdHk5WVVXJ74sSJvPDCCyW3ly5dCsDRRx/NO++8A8C33357WFILYNeuXSxevPigYzt27HjYeYoTSS1btiQ7O5uPPvqozHh69uxJWlpaSXLJ5XKxatUqPB4P27dvZ8KECfz3v/8lIyOD7OzsSl9zbVHlkoiIiIiIiIg0eG+88QY33HADt956KwD33HMPXbp0qfTxxT2RPv/8c55++mmeeuoprr32WgYMGEBRURFHH30006ZN45577uGCCy6gb9++jBkzhg4dOhw2lsvl4rbbbmPXrl2EhIQQHx/PtGnTALjsssu47rrrCA8PZ968eVx99dX069ePNm3aMHz48JIxDt3vo48+4qabbiIjI4OioiJuueUWevTowUUXXURGRgbWWm666Sbi4uJq9kBWg5JLIiIiIiIiItLg9enTh1mzZh20rbjyJykpqWRby5YtS3oujR8/nvHjxwPQo0cPli9fftDx06dPP2xaXosWLfj+++8rjKVjx44lVVSHTu0766yzOOuss0pu33///dx///2HjXHofoMGDWL27NmH7ffLL79UGEt90LQ4ERERERERERGpNiWXRERERERERESk2pRcEhERERERERGRalNySUREREREREREqk3JJRERERERERERqTYll0REREREREREpNqUXBIRERERERGRRiElJYWpU6fSpUsXhg4dynHHHcenn37qdFiNnpJLIiIiIiIiItLgWWs588wzOfroo9m8eTOLFi3itddeY8eOHZU6vqioqI4jbLyUXBIRERERERGRBu+nn34iJCSE6667rmRbhw4d+POf/4zb7eb2229n+PDhDBgwgBdeeAGApKQkjjrqKE4//XT69OlDUlISxxxzDGeccQZdunThnnvu4e2332bEiBH079+fTZs2AfDll18ycuRIBg8ezPHHH09KSgoA9957L1dccQXjx4+nS5cuPPXUUwDcfffdPPHEEyVx/eMf/+DJJ5+sp0em7gU5HYCIiIiIiIiINCLf/g32rCDcXQSBNUs7lIzRpj+c9FCF+65atYohQ4aUed8rr7xCbGwsCxYsoKCggLFjxzJx4kQAFi9ezMqVK+ncuTNJSUksW7aMNWvW0Lx5czp37kx0dDTz58/nySef5Omnn+aJJ55g3Lhx/PbbbxhjePnll3n44Yf53//+B8DatWuZNWsWWVlZ9OzZk4suuogrrriCKVOmcMstt+DxeHjvvfeYP39+jR4bf6LkkoiISBPz68a9fLCuENsmldFdWxAWHOh0SCIiIiK17oYbbmD27NmEhYXRsWNHli9fzkcffQRARkYGGzZsICQkhBEjRtC5c+eS44YPH07btm0B6Ny5c0kSqn///syaNQuAHTt2cN5557F7924KCwsPOv6UU04hNDSU0NBQWrduTWpqKr169aJFixYsWbKElJQUBg8eTIsWLerroahzSi6JiIg0ERl5Lh74ejUfLPT2HfhmywLCgwMZ260lx/VuzbG9WhMfE+ZwlCIiItLg+SqM8rKyiI6OrtFQVRmjb9++fPzxxyW3n332WZKTkxk/fjwdOnTg6aefZtKkSQcdk5SURGRk5EHbQkNDS74OCAgouR0QEFDSl+nPf/4zt956K6effjpJSUnce++9ZR4fGBhYcsxVV13F9OnT2bNnD1dccUWlrqmhUM8lERGRJuD7VXs44bGf+XjxTv40vivPHhfB9MuHc86wdqzZncldn6xg5IMzOfXpOTz2w3qW7ziAx2OdDltERESk0o499ljy8/N5/vnnS7bl5uYCMGnSJJ5//nlcLhcA69evJycnp9rnysjIIDExEYDXX3+9UsdMnjyZGTNmsGDBgsOSXA2dKpdEREQasfTsAu79cjVfLttF77YxvHLpcPq3iyUpaQ/je7ZmfM/W3He6ZX1KNjPXpvDTmlSe+WkDT83cQKvoUI7t2Zpje7dmXLeWRIbqZYOIiIj4L2MMn332GX/5y194+OGHadWqFWFhYfz3v//lnHPOITk5mSFDhmCtpVWrVnz22WfVPte9997LOeecQ7NmzTj22GPZsmXLEY8JCQlhwoQJxMXFERjYuNoS6FWiiIhII2St5Ytlu7jvy9Vk5xfx1xN6cN34rgQHHl60bIyhZ5toeraJ5vrx3diXU0jSulRmrk3lmxW7eX/hdkKCAhjdpQXH9W7NhJ6tad88woGrEhEREalY27Ztee+990puZ5WaVvfggw/y4IMPHrT/+PHjGT9+fLm3v/nmm5LjS993xhlncMYZZxx2/tLT4wBWrlxJVlYWAB6Ph99++40PP/ywupfnt5RcEhERaWT2ZOTzz89W8OOaVAa1j+ORswfQPb7y/Q6aR4YwZUg7pgxph8vtYUHyPn5a40023f35KmAVvdpEc3E3T91dhIiIiEgjsnr1ak499VQmT55M9+7dnQ6n1im5JCIi0khYa3l/wXYe+GYNLreHf57Sm8vHdiYwwFR7zODAAMZ0bcmYri3556l92JyWzferU3jo27WsjAupxehFREREGq8+ffqwefNmp8OoM0ouiYiINALb9+Vy1ycr+GXjXkZ1ac5DUwbQqWXkkQ+soi6torj26EienrmB9DxVLomIiIiIkksiIiINmsdjeX1eMg/PWEdggOGByf24YHgHAmpQrXQkxhgS4sJJz8+rs3OIiIiISMOh5JKIiEgDtTE1mzs/Xs6irfuZ0LMVD0zuT0JceL2cOyEunG17cuvlXCIiIiLi35RcEhERaWCK3B6+2lzIFz/OISIkkMfOHcjkwYkYU3fVSodKiAtnSbKmxYmIiIgIHL4esYiIiPi1q99YyEfrXRzfuzU//OUYpgxpV6+JJYDEuDAyCyHf5a7X84qIiIiUJyoqquTrb775hh49erBt27Z6j+Oyyy6jc+fODBo0iIEDB5KUlFTvMdQ3JZdEREQakGXbDzBrXRpTugfz3IVDaRUd6kgcxdPvdh1Q3yURERHxLzNnzuSmm27i22+/pUOHDkfc31qLx1O7FdmPPPIIS5cu5YknnuCWW26p1bH9kZJLIiIiDcjrc5OJDAnkhI7BjsaRWJJcync0DhEREZHSZs+ezdVXX81XX31F165dAXjsscfo168f/fr144knngAgOTmZnj17cskll9CvXz+2b9/OI488wvDhwxkwYAD33HNPyZhnnnkmQ4cOpW/fvrz44otVimf06NHs3r0bALfbze23315yjhdeeAGApKQkjj76aE455RR69uzJddddV+vJrrqmnksiIiINxN7sAr5avpsLRrQnPGivo7GocklERETK89/5/2XtvrW43W4CAwNrNFbxGL2a9+LOEXdWuG9BQQFnnnkmSUlJ9OrVC4AlS5bw2muv8fvvv2OtZeTIkRxzzDE0a9aMDRs28PrrrzNq1Ci+//57NmzYwPz587HWcvrppzN79mwGDx7Mq6++SvPmzcnLy2P48OGcddZZtGjRolLxz5gxg1NOOQWAV155hdjYWBYsWEBBQQFjx45l4sSJAMyfP5/Vq1fTsWNHTjzxRD755BPOPvvsGjxy9UuVSyIiIg3Eu79vo9Dt4ZIxnZwOhTaxYRhgp5JLIiIi4ieCg4MZM2YMr7zySsm2efPmMXnyZCIjI4mKimLKlCnMmTMHgI4dOzJq1CgAvv/+e77//nsGDx7MkCFDWLt2LRs2bADgqaeeYuDAgYwaNYrt27eXbK/I7bffTo8ePZg6dSp/+ctfSs7xxhtvMGjQIEaOHEl6enrJWCNGjKBLly4EBgZywQUX8Msvv9TqY1PXVLkkIiLSALjcHt76fStHdW9J11ZRbHc4nuDAAOJCjSqXRERE5DDFFUZZWVlER0fXaKyqjBEQEMAHH3zAcccdx4MPPsjf//73CvePjIws+dpay1133cW111570D7ffPMNP/74I/PmzSMiIoLx48eTn3/ktgCPPPIIZ599Nk8//TQ33HADS5YswVrL008/zaRJkw7aNykp6bDFWep7sZaaUuWSiIhIA/Ddqj2kZBZwmR9ULRVrEW7YlaHkkoiIiPiPiIgIvv76a95++21eeeUVxowZw2effUZubi45OTl8+umnHHXUUYcdN2nSJF599VWys7MB2LlzJ6mpqWRmZtKsWTMiIiJYu3Ytv/32W8kxl1xyCfPnz68wnhtvvBGPx8N3333HpEmTeP7553G5XACsX7+enJwcwDstbsuWLXg8Ht5//33GjRtXWw9JvXAsuWSMaW+MmWWMWW2MWWWMubmMfcYbYzKMMUt9H3c7EauIiIjTXp+bTIfmEYzv2drpUEo0DzNq6C0iIiJ+p3nz5syYMYP777+fXbt2cdlllzFixAhGjhzJVVddxeDBgw87ZuLEiUydOpXRo0fTv39/zj77bLKysjj++OMpKiqid+/e/O1vfyuZRgewfPlyEhISKozFGMPtt9/Oww8/zFVXXUWfPn0YMmQI/fr149prr6WoqAiA4cOHc+ONN9K7d286d+7M5MmTAbjqqqtYuHBhLT46dcPJaXFFwF+ttYuNMdHAImPMD9ba1YfsN8dae6oD8YmIiPiFVbsyWJC8n3+e0pvAAP8pkW4RHsDS7XlYaxtc6baIiIg0PsVVRwDt27dny5YtJdPqbr311oP27dSpEytXrjxo280338zNNx9c95KVlcW333572LkyMzPp3r077dq1O+y+6dOnH3T7jDPO4KKLLgLgwQcf5MEHHzzsmJiYGL766qvDtr/88suHbfNHjlUuWWt3W2sX+77OAtYAiU7FIyIi4q9en5tMeHAg5wxr73QoB2kRZigs8pCeU+h0KCIiIiL1KiYmhg8//NDpMPyGsdY6HQPGmE7AbKCftTaz1PbxwMfADmAXcJu1dlUZx18DXAMQHx8/9L333qv7oOtBdnY2UVFRjo7h9PH+EIOuQTHU1vH+EIOuoeHFkFVo+UtSLkclBnFp39Bai6E2rmHu1mxeXGO4Z3QYnWOrvsywP1yD0zE0hmvwhxh0Df4RQ2O4Bn+IQdfgHzE0hmuo7xhiY2Pp1q3bQdvcbjeBgVV/jVCbYzh9fG2NUd82btxIRkbGQdsmTJiwyFo7rMwDrLWOfgBRwCJgShn3xQBRvq9PBjYcabyhQ4faxmLWrFmOj+H08f4Qg65BMdTW8f4Qg66h4cXw7KwNtuOdX9l1ezJrNYbauIbpn/9oO975lf12xS5HYmgMz4XGcA3+EIOuwT9iaAzX4A8x6Br8I4bGcA31HcPq1asP25aZmVnGnlVT0zGcPr62xqhvZX0/gYW2nFyMo6vFGWOC8VYmvW2t/eTQ+621mdbabN/X3wDBxpiW9RymiIiII4rcHt6at5UxXVvQI75my/jWhRZh3pcRO9XUW0RERKRJc3K1OAO8Aqyx1j5Wzj5tfPthjBmBN970+otSRETEOT+uSWFXRj6XjunkdChligyGiJBAdh3IczoUEREREXGQk6vFjQUuBlYYY5b6tv0d6ABgrZ0GnA38yRhTBOQB5/tKsURERBq96XOTSYwL5/je8U6HUiZjDAlx4UouiYiIiDRxTq4W94u11lhrB1hrB/k+vrHWTvMllrDWPmOt7WutHWitHWWtnetUvCIiIvVp7Z5Mftu8j4tHdyQwwDgdTrkS4sLZqeSSiIiIOCw5OZl+/fodtO3ee+/lqaeeqvC4hQsXctNNNwGQlJTE3LlVTzt06tSJvXv3Vrh90aJFdO7cmSVLlvDFF1/w0EMPVfk8ZUlKSuLUU0+tlbFqwsnKJRERESnH63O3EhoUwHnD2jsdSoUS48JYvSvjyDuKiIiI+KFhw4YxbJh3AbSkpCSioqIYM2ZMrZ5j5cqVTJ06lffff5/BgwczePBgTj/99Fo9h9McbegtIiIih8vIdfHZkp2cOSiRZpEhTodToYTYcPZmF5LvcjsdioiIiEi5xo8fz5133smIESPo0aMHc+bMAf6o/ElOTmbatGk8/vjjDBo0iDlz5pCWlsZFF13E8OHDGT58OL/++isA6enpTJw4kb59+3LVVVdRUfeeNWvWMHXqVN58801GjBgBwPTp07nxxhsBuOyyy7jpppsYM2YMXbp04aOPPgLA4/Fw/fXX06tXL0444QROPvnkkvtmzJhBr169GDJkCJ988sfaaPv27ePMM89kwIABjBo1iuXLlwPeCq5LL72Uo446io4dO/LJJ59wxx130L9/f0488URcLleNH19VLomIiPiZDxZuJ8/l9ttG3qUlNgsHYHdGPp1bRjocjYiIiPiDPQ8+SMGatRS53ewLDKzRWMVjhPbuRZu//71mYxUVMX/+fL755hvuu+8+fvzxx5L7OnXqxHXXXUdUVBS33XYbAFOnTuWGG25g4sSJbNu2jUmTJrFmzRruu+8+xo0bx913383XX3/NK6+8Uu45zzjjDF588UXGjRtX7j67d+/ml19+Ye3atZx++umcffbZfPLJJyQnJ7N69WpSU1Pp3bs3V1xxBfn5+Vx99dX89NNPdOvWjfPOO69knHvuuYfBgwfz2Wef8dNPP3HJJZewdOlSADZt2sSsWbNYvXo1o0eP5uOPP+bhhx9m8uTJfP3115x55pk1emyVXBIREfEjbo/l9XnJjOjcnD4JMU6Hc0QJcd7k0q4DeUouiYiIiGN8C81XuH3KlCkADB06lOTk5COO+eOPP7Jy5UoCAryTvjIzM8nOzmb27NklFUOnnHIKzZo1K3eM448/njfeeIPJkycTWE6i7cwzzyQgIIA+ffqQkpICwC+//MI555xDQEAAbdq0YcKECQCsXbuWzp070717dwAuuugiXnzxxZJjPv74YwCOPfZY0tPTyczMBOCkk04iODiY/v3743a7OfHEEwHo379/pR6LI1FySURExI/8tDaVHfvz+PvJvZ0OpVISfcklNfUWERGRYsUVRllZWURHR9dorMqO0aJFC/bv33/Qtn379tGnT5+S26GhoQAEBgZSVFR0xDE9Hg8zZ86kVatWVYz6D8888wxXXXUV119/PS+88EKZ+xTHBVQ4xa4mis8REBBAcHBwSdItICCgUo/FkajnkoiIiB95fW4ybWPDmNgn3ulQKiU+JgxjvJVLIiIiIk6Jioqibdu2/PTTT4A3sTRjxgxGjx5d6TGio6PJysoquT1x4sSDEkLFU8yOPvpo3nnnHQC+/fbbw5JapQUEBPDKK6+wdu1a7r777krHMnbsWD7++GM8Hg8pKSkkJSUB0KtXL5KTk9m0aRMA7777bskxRx11FG+//Tbg7SXVsmVLYmLqpxJelUsiIiJ+YmNqFr9s3Mvtk3oSFNgw/v8TEhRA6+hQJZdERETEcW+88QY33HADt956K+DtQdSlS5dKH3/aaadx9tln8/nnn/P000/z1FNPce211zJgwACKioo4+uijmTZtGvfccw8XXHABffv2ZcyYMXTo0KHCccPCwvjiiy845phjiI+PJzLyyK0EzjrrLGbOnEmfPn1o3749Q4YMITY2lrCwMF588UVOOeUUIiIiOOqoo0oSYvfeey9XXHEFAwYMICIigtdff73S115TSi6JiIj4idfnbiUkKIDzh7d3OpQqSYgLZ9eBfKfDEBERkSauT58+zJo166BtxYmX4sofgJYtW5b0GRo/fjzjx48HoEePHiUrrBWbPn36YdPyWrRowffff3/EeIrPkZWVRWxsbEnlE3hXiSsev7Ts7GzAW/H06KOPEhUVRXp6OiNGjKB///4AnHjiiaxdu/aw8zVv3pzPPvvssO333ntvmeco677qUnJJRETED2Tmu/h48Q5OG5BAi6jQIx/gRxLiwlmzK9PpMEREREQalVNPPZUDBw5QWFjIv/71L9q0aeN0SOVScklERMQPfLRwB7mFbi4b08npUKosMS6cH1enYK0td6UWEREREama0tVW/q5hNHQQERFpxDweyxvzkhnSIY7+7WKdDqfKEmLDKCjysC+n0OlQRERExEF1tdKZ1K/qfB+VXBIREXHYzxvSSE7P5dIGWLUE3mlxgPouiYiINGFhYWGkp6crwdTAWWtJT08nLCysSsdpWpyIiIjDpv+aTKvoUE7q19bpUKqlOLm080Beg6y8EhERkZpr164dO3bsIC0trWRbfn5+lZMUh6rpGE4fX1tj1KewsDDatWtXpWOUXBIREXHQ5rRsfl6fxl+O70FIUMMsKE4sqVzKczgSERERcUpwcDCdO3c+aFtSUhKDBw+u0bg1HcPp42trDH/XMF/FioiINBJvzNtKcKDhgpHtnQ6l2uIiggkPDmSnkksiIiIiTZKSSyIiIg7JLijio0U7OKV/W1pHN5xS6UMZY0iIC1PlkoiIiEgTpeSSiIiIQz5ZvIPsgqIG28i7tIS4cCWXRERERJooJZdEREQcYK3l9bnJDGwXy+AOzZwOp8YS48LZqdXiRERERJokJZdEREQcsCrdw6a0nEZRtQTe5NLe7ALyXW6nQxERERGReqbkkoiIiAN+3OqiZVQIpwxo63QotSLBt2LcngxVL4mIiIg0NUouiYiI1LNt6bksS3NzwYgOhAYFOh1OrShOLqnvkoiIiEjTo+SSiIhIPXtjXjIBBi4c2dHpUGpNoi+5tFPJJREREZEmR8klEZEmoqDIzep0NymZzk1bKihy47HWsfP7g5yCIj5YuJ2h8YG0iQ1zOpxaEx8bijGwS029RURERJqcIKcDEBGRumet5W8fr+DTJfk8vGAmraJD6Z8Y+8dHu1jiY2o30bE/p5DVuzNZszuT1bsyWb07k42p2bQKh69HFNI8MqRWz9dQ3PflKrIKijixU+NJLAGEBgXSKipU0+JEREREmiAll0REmoB352/n0yU7OaFjEGMG9GDFjgxW7MwgaV0qHl8hUXHCqV9iLAOqkHDyeCzb9+eWJJCKP+8u1di5TUwYfRJiGNetJdPnbuG6txbx1pUjCQlqWgW0ny7ZwQcLd/DnY7vRJWS30+HUuoS4cHZlKLkkIiIi0tQouSQi0sit3JnBvV+u4qjuLbmgSy7Hju1ccl9uYRGrd2WyYmfGERNO/RNj6ZMQw5YMN3vmb/NWJO3OZM3uLLILigAIDDB0bRXJyM7N6ZMQQ5+2sfRuG02LqNCScwZm7uKF5fv412creeis/hhj6vXxcMqmtGz+8elKRnRuzs3HdeeXOY0vuZQYF86aPZlOhyEiIiIi9UzJJRGRRiwjz8X1by+meUQIT5w3iBUL5x10f0RIEMM6NWdYp+Yl246UcPJaQWRIIL3bxjBlSCJ92sbQJyGGHvHRhAVXvPrZ6IQgglu055lZG+keH8VVR3WpxSv2T/kuNze8vZiw4ECeOn8wQYGNs2IrIS6MmWtTsNY2maShiIiIiCi5JCLSaFlruf3DZew6kMf71446qHqoIhUlnNbszmTP1o2cc/xoOjSPICCgegmEW0/owcbUbB78Zg1dW0UxoVfrao3TUPzfV6tZuyeL6ZcPb1RNvA+VEBdOvsvD/lxXk+2pJSIiItIUNc5/nYqICK/8soXvV6fwt5N6MbRj8yMfUIHihNPFozsxvE0QnVpGVjuxBBAQYHjsvIH0bhvDn99dwvqUrBrF58++XLaLd37fxnXHdGV8z8adREuICwdQU28RERGRJkbJJRGRRmhh8j7+8+1aTuzbhivHdT7yAQ6ICAnipUuGER4SyJWvL2BfTqHTIdW65L053PXJCoZ2bMZfJ/ZwOpw6l+hLLu3Yr+SSiIiISFOi5JKISCOTnl3Aje8soV2zcB4+Z4Bf975JiAvnxYuHkpJZwHVvLaKwyON0SLWmoMjNje8uJjDA8NQFgwlupH2WSlPlkoiIiEjT1Phf6YqINCFuj+WW95eyL7eQ5y4cQkxYsNMhHdHgDs145OwBzN/iXUHOWnvkgxqA/3yzlpU7M/nfOQNLKnoau2YRwYQFByi5JCIiItLEqKG3iEgj8vRPG5izYS//mdKfvgmxTodTaWcMSmRjajZP/9Q4VpCbsXI30+cmc+W4zhzfJ97pcOqNMYaEuHB2ZSi5JCIiItKUKLkkItJIzNmQxpMzNzBlSCLnD2/vdDhV9pfj634FOWsti7cdYH9+3U2/274vl9s/Ws7AdrHceWKvOjuPv0qMC2fngXynwxARERGReqRpcSIijcDujDxufm8p3VtHcf+Z/fy6z1J5AgIM/zu37laQW7R1P+dMm8dZz8/lrjl5vPnbVjye2p2CV1jk4cZ3lwDwzNQhhAQ1vT+ziXHhmhYnIiIi0sQ0vVe9IiKNjMvt4cZ3llDgcvPchUOJCGm4RakRIUG8fGntriC3KS2b695cxFnPz2XrvlzuOa0PXeMC+NdnK5n68m9sS8+thci9Hp6xlmXbD/DI2QNo3zyi1sZtSBLiwknLKqCgyO10KCIiIiJST5RcEhFp4B6esZZFW/fzn7MG0K11lNPh1Fjb2NpZQS41K59/fLqCiY/PZs6GNG49oQc/3z6ey8d25rZhYTw0pT+rdmYy6YnZvPbrlhpXMf24OoWXf9nCpaM7cmK/tjUaqyErXjFuT4amxomIiIg0FUouiYg0YN+t2sNLc7Zw8aiOnD4wwelwak3pFeT++dmKKq0gl11QxGM/rGf8I0m8v2A7F43swM93TOCm47qXVHUZYzh/RAe+v/VoRnVpzn1frua8F+exZW9OteLdeSCPv364jL4JMdx1cu9qjdFYJMSFAd7HRERERESahoY7d0JEpInbmp7DbR8uY0C7WP55auNLaJReQa5HfPQRV5BzuT28N38bT87cwN7sQk7p35bbJ/WkU8vIco9pGxvOq5cN55PFO7nvy1Wc+MRsbpvYkyvGdSYwoHJ9q1xuDze9uwS3x/Ls1CGEBQdW6Tobm0Rf5dIuNfUWERERaTKUXBIRaYDyXW6uf3sxAcbw7NQhhAY1zoRG6RXkurSK5Nhe8YftY63l25V7eOS7dWzZm8PIzs15+dLeDGofV6lzGGM4a2g7xnVvyT8+XckD36zhm5W7eeTsAXRrHX3E4//3/XoWbd3PUxcMrjCR1VS0ifVWLqmpt4iIiEjToWlxIiIN0H1frmbVrkweO3dgo24cXXoFuZveXXrYCnLzt+xjyvNzuf7txQQHGl69bBjvXTOq0oml0uJjwnjpkqE8ef4gtuzN4eSnfuG5pI0Uucvv+ZS0LpVpP2/ighEdGtW0xJoIDQqkVXSokksiIiIiTYgql0SkwfJ4LHkuNzmFReQUuMkpKCKnoIjcQjfZBUXklt5e6CZlZyGpkdtpExtG29gw4mPDiA4NwpjKTX/yF58u2cG787dx3TFdOa734ZU8jU3xCnKnP/MrV76+gDsGGTakZPHfGWv5cU0qbWLCePisAZw1tF2lp7KVxxjDGYMSGdO1JXd/vpKHZ6xjxso9PHL2QHq2ObiKaU9GPrd+sIxebaK557Q+NTpvY5MQF66eSyIiIiJNiJJLIuLXNqZm8/3qPfy6cS87UvMIWJjkTRwVFJHrclPZPs8hgQEUuj18unH5QdsjQwJpExvm/YgJp23J12ElSajmkSF+k4DameXh/pkrGdG5ObdN7OF0OPWmbWw4L10yjPNemMe9cy37Z80mMiSIO07syeVjOhMeUrvTAltFh/L8RUP5evlu7v58Jac+PYc/H9udP43vSnBgAG6P5ab3lpDvcvOM+iwdJjEujHV7so68o4iIiIg0CkouiYhfcXssS7fv5/tVKfywOoXNvtW7+rSNIS7U0CEhlqjQQCJCgogMCSQyNIiI0KCSbVGhQUSEBHo/hwYRFRJEeEggIUEB/PDTLHoNGsmezHx2Z+STkuH9vCczjz0Z+czbtJeUrALchyxJHxIYQHxsKPHBhQwe4SI2ItiJh4acgiKeXZpPZGgIz1wwmKDApjWzeVD7OB49ZyB3fLiEy8d25sYJ3WgWGVKn5zxlQFtGdWnOvV+u5rEf1nurmM4ZwOebXMzfkstj5w6kW+uoOo2hIUqIDeentalYa/0mMSsiIiJNT16hm5QcD2lZBUSGBhIeHKjXJnVEySURcVy+y80vG/byw+oUZq5NYW92IcGBhlFdWnD52E4c3yeetrHhJCUlMX784GqfJzjA0L55RIU9itwey97sAvYUJ54y8tiTWcDujDy+XraLC1/5jbeuHElcRN0mNQ5VWOTh1g+WsjvH8vbVg2gdE1av5/cXpw1MIGrfOiZMqL9paC2iQnn6gsGc0r8t//xsJWc88ytuj+Wcoe2YMqRdvcXRkCTEhZPv8rA/10XzOk4AioiIiJTl1417ueX9paRlFcCcHwEwBiJDgogM9f6TuuTrkCDv7dA//oFdvE9qahFjijyEBDWtf+xWlZJLIuKI/TmFzFybyg+r9zB7/V7yXG6iQ4MY36s1J/SJZ3zPVsSE1X+FUGCAIT4mjPiYMAa2P/i+LoHpPLs0mwtf/p23r6q/BFNeoZs/vb2IpHVpXNgrhDFdW9bLef2VU/9tOrFfG0Z1ac79X69h5ZZd3HdGX0fiaAgS4sIB74pxSi6JiIhIfSpye3j8x/U8l7SJLi0jObWjpUvX7uQUenuxeltsuMku9LbayClwszsjn9zCIrIL3OQWenu4lvbOhp+4ZFRHpo7sQIuoUIeuzL8puSQi9WZbei7fr97DD6tTWJC8D4+FNjFhnD20HSf0iWdUlxZ+/R+Bga2CeOGSAVz75iKmvuRNMNX1tKzMfBdXTV/Igq37+M+U/rTN3Vyn55OKxUWE8Og5A0lK2k9EiP6ElifRl1zaeSCPfomxDkcjIiIiTcWO/bnc/N5SFm3dz3nD2nPP6X2YP/cXxo/uVKVx3B5bkmR6/7tfWJQVw/9+WM8zszYyeXAil4/tfNhiL02dXhmLSJ37avkuHvollx0zZgHQq000N0zoxsQ+beiXGNOg5j1P6NmaFy8eyjVvLmKqr4Kprioz0rMLuPS1+azdncVT5w/mtIEJJCUpuST+LyHOO21zl1aMExERkXry7Yrd3PnxcjwWnrpgMKcPTKj2WIEBhuiwYKLDghnQKoibzhnBhpQsXpubzCeLd/Degu0c1b0lV4ztzDE9WhFQwxWLGwMll0Skzrg9lke+W8e0nzfRMSaAf57Si4l92tChRfk9jxqC8T1b89Ilw7j6jYVMfek33rl6VK0nmHZn5HHRy7+z80AeL106jAk9W9fq+CJ1qXlkCKFBAUouiYiISJ3Ld7n591erefv3bQxsF8tTFwymY4vIWj9P9/hoHpzcn9sn9uSd+dt4Y14yl09fQJdWkVw+tjNnDUls0pXt/jv/REQatKx8F1e/sZBpP2/iolEd+NeoMK46qkuDTywVO6ZHK16+ZBhb9uYw9aXfSM8uqLWxt+zN4ezn55GaWcAbV4xUYkkaHGMMiXHh7DqQ73QoIiIi0oitT8nijGd+5e3ft3Ht0V348LoxdZJYKq1ZZAg3TOjGnDuO5cnzBxEVGsS/PlvJ6P/8xEPfrmV3RtP855qSSyJS65L35jD5ubnMXp/Gv8/sx/1n9ieoEZaKHt2jFa9cOtyXYPqdvbWQYFqzO5Nzps0jz+Xm3WtGMaJz81qIVKT+JTYLZ6cql0RERKQOWGt5d/42Tn/mF/ZmF/D6FSO46+Te9dq/NSQogDMGJfL5DWP58LrRjOnaghdnb2Lcf2fx53eXsHT7gXqLxR803ZotEakTv2zYyw3vLCbAwJtXjmR01xZOh1SnxnVvyauXDefK1xeUTJFrWc0VJBZt3c/lr80nIiSIt64aRbfWUbUcrUj9SYgNZ9aeVKfDEBERkUYmM9/FXZ+s4OvluxnXrSWPnTuQ1jFhjsVjjGF4p+YM79Sc7ftyeX1uMu8v2M6Xy3YxtGMzrhjbmTCPdSy++qLKJRGpFdZaXvt1C5e+Np82MWF8ceO4Rp9YKja2W0tevXQ42/blcsGLv5GWVfUKpl827OWil3+neWQIH143WoklafAS4sJJzSqgoMh95J1FRBxirWVPRj4/rU3h2VkbueuT5azdp99bIv5q8bb9nPzkHGas3MMdJ/bkjStGOJpYOlT75hH889Q+zPv7cdxzWh/Ssgq44Z3FfLLB5XRodU6VSyJSYwVFbv712Uo+WLiDiX3ieew879zjpmRMt5a8dtkIrpi+gAte+o13rh5J6+jK/aGbsXIPN727hC6tInnjyhGVPk7EnxWvGJeSUdBoeq2JSMPmcnvYnJbD6t0ZrN6VyZrdWazencm+nMKSfSJCAsktdPN7xnzuOLEXvdvGOBixiBTzeCwvzN7M/75fR3xMGB9cO5qhHZs5HVa5okKDuHxsZy4Z3YmZa1I4sHW10yHVuab17k9Eal1aVgHXvbWIRVv3c9Nx3bnluO5NdinO0V1b8Nrlw7n8tQVc8OJvvHv1qCP+J+XjRTu44+PlDGgXy/TLRhAbEVxP0YrUrcS4cAB2HshTcklE6l1mvou1u7NYvSuD1bu9iaR1KVkUFnkAb6+UnvHRnNA7nj4JMfRJiKFXm2iCAwO4+82ZzNi6n5OfmsPkQYn85YQetG+u32MiTjlQ4OHS1+YzZ8NeTunflgen9Cc2vGG8Zg4MMEzs24aktLVOh1LnlFwSkWpbuTODq99YyP7cQp6dOoRTBrR1OiTHjerSgumXD+fy6Qs4/6XfeK+CBNP0X7dw75erGdutBS9ePIzIJlbtJY1bgi+5tEtNvUWkjhUUuVmxI4MFyfv5cUk+d8+fxbZ9uSX3N48MoU/bGC4b04k+bb2JpC4tIwkKLLtDyMldQvjH+WN57ueNvPZrMl8t381Fozpy47HdaB4ZUl+XJdJkWWvJc7nJyHOxfEcGd/+aR4GngAcn9+eCEe0xpmn+I9vf6Z2MiFTLl8t2cftHy2geEcJH142hX2Ks0yH5jZFdWjD98hFc9tp8zn/xN969ZhTxpRJM1lqe/mkjj/2wnol94nnqgsGEBQc6GLFI7WsT633OK7kkIrUtI8/F4q37WZC8j4XJ+1m640BJRVJ8hGFY11jOG96+JJHUOjq0ym9GYyOCueuk3lw6uhNP/Lie6XO38OHC7Vx7TBeuGNeZiBC9jRI5Emst6XkeVu/KJCPPRUaei0zf57I+MvP/uN/l/qMBdmKU4cOrxtGzTbSDVyNHot+KIlIlHo/lsR/W88ysjQzr2IxpFw+t9upojdmIzs15/YoRXPaqL8F09SjaxIZhreWBr9fw8i9bmDIkkYfPGlDuf05FGrKw4EBaRoWyK0PJJZG6UuT2sHp3JguS97N0+wFy9hWQHLyF7vHRdG8dRatqJFX80e6MPBYk72dh8j7mb9nHupQsrIWgAEPfxFguHd2RYZ2aM6xjM1YsnMf48UNq7dwJceE8fPZArj6qCw9/t45Hv1/P6/O2csvx3Tl3WHuC9Tdc5DAbU7P4bMkuPlu6kx378+DnOYftE2AgJjyY2FIfic3CD7odGx5M88gQzJ41Siw1AEouiUilZRcU8Zf3l/LD6hTOG9aef5/Zj5Agvagqz/BO3gTTpa/O54KXfuOtq0by2qpCZu/YwmVjOnH3qX2abH8qaRoS48K8LypFpFbkFBSxdPsBFiTvY0HyPpZsO0BuoXdls4TYMA7kFPHT9j+axkaHBdG9dRTdW0fTrXUU3eKj6N46ioTYcL/9++Oxlg0pWcz3VSUtSN5X8nskMiSQIR2bcVK/tgzv3IxB7ePqrYKoe3w0L10yjIXJ+3jo27X849OVvDxnC7dP6slJ/do0iiSeSE2kZObz5TJvQmnlzkwCjHdF5fFt3Iwd0o/Y8OA/kkkRwUSFBFX691BT6FfUGCi5JCKVkprrYcpzv7IpLYd7T+vDpWM66YVUJQzr1Jw3rhzBpa8u4NhHkygo8nDTcd35y/Hd9fhJo5cQF876lCynwxBpsNKyCli0dR8LfEmWVbsycXssxkDvNjGcM7Sdt2KnUzPaxoYza9Ys+g4dzcbUbDakZvs+ZzFzbQrvL9xeMm54cCDdWnsTTV19n7vHR+OxtoJo6s7ujDyS1qUxa20qv27IJee72QC0jAplROdmXDG2M8M7Nad322jHq32HdWrOh9eNZuaaVP47Yy3Xv72Yge3juPPEnozp2tLR2ETqW1a+i+9WpfDZkp3M3bQXj4UB7WL516l9OG1gW1pHh5GUlMT4/urL2hQouSQiRzRvUzr3zcsjKCiYN64YwdhuevFUFUM7eiuYbn5vCUfFu7n1hB5OhyRSLxLiwklal4a1VslUkSOw1rJlb46vj5A3obRlbw4AoUEBDGofx5+O6cqwTs0Y0rEZMWGHr5RkjKF1TBitY8IYc8jf6v05hWxMy2ZDyh9Jp3mb0/lkyc6SfcICYeSW+Yzq0oKRXZrTPzG2TqZ9Fbk9LNl+gFlrU/lpbSpr93iT0Ilx4QxpHcTpo/swvFNzOraI8MvfHcYYju8Tz4Rerfl48Q4e/2E9U1/6nWN6tOLOE3s5HZ5InSos8jB7fRqfLt3Jj6tTKCjy0KF5BDdO6MYZgxPp2irK6RDFIUouicgR3fL+EqKDDe/fMJaOLSKdDqdBGtqxGb/ceSxJSUlOhyJSbxLiwslzuTmQ66KZVlgSKddXy3fxj6Q8Mr5LAiAuIphhHZtz/vD2DOvkTfLUdBp6s8gQhkc2Z3in5gdtz8p3sSkthw0pWXw7fzXbD+Tx3xneKSgRIYEM7djMm2zq3JwB7eKqHUd6dgE/r09j1ro0Zq9PIyPPRVCAYVinZtx1Ui+O7dWabq2j+Pnnnxk/rH2NrrW+BAYYzh3WntMHJvDGvGSenbWJU56ew0mdgjnmGCXVpfGw1rJo634+W7qTr5bv9v5djwjmvOHtOWNQIkM6xOn5LkouiciRpWcXcmKnICWWRKRKEuO8K8btPJCn5JJIOd78bSt3f76SzjEB3HlyP4Z3akbXVlH11hMpOiyYQe3jGNQ+jlbZmxg//hj2Zhcwf8s+ft+czm+b9/HId+sACAsOYGjHZozs3IJRXVowsH0soUFlr3bq8VhW7crkp7WpzFqXyrIdB7DWO9Vtoq/qZ1z3lmVWYDU0YcGBXHN0V84b1oEHvlnNBwt38PRPG7npuO5OhyZSZdZaMvOL2JdTyN7sAj5eX8i/5s9i+748woIDOKFPGyYPTuCo7q3U0F4OouSSiFSosMhDkccSUvZrRxGRciXEhQOw60Ae/RJjHY5GxL9Ya3nmp43874f1HN+7Nee2y2biyA5OhwV4E0An92/Lyb4+KftyCpm/ZR+/bU7n9y37ePzH9Vjrna43uEOcr7KpBRkFlm9W7GbW2lSS1qeRllWAMTCwXRy3HNeDY3u1pm9CjN82E6+p2IhgHpoygB279vDYD+tpFhHMxaM7OR2WNHEea0nPLmBfTiHpOYV/fM4uZF9OAek5hezPLSQ923vf/txCXO4/+q8ZYFz3WP5yfA8m9m1DVKhSCFI2PTNEpEJ5Lu8qNKGBjfOFoIjUndLJJRH5g8djuf/rNbz66xamDE7kv2cP4Nc5s50Oq1zNI0M4sV8bTuzXBoADud5k0+9b9vH7lnSenLkBazf49l5MTFgQx/RszYSerTi6RytaRoU6F3w9CwgwXNEvhIjY5tz9xSpiwoM5Y1Ci02FJE5SSmc+U5+ay60Ae9rsfy9wnJiyI5pEhNI8MoV2zCAa2i6N5VAgtfNuaRYaQkbySMyeNrOfopSFScklEKpTvSy6FqOpVRKqoRWQIIUEB7MrIdzoUEb9R5PZw58cr+HjxDi4f24l/ndKnwVXyxEWEMLFvGyb29SabMvJcLEzex3fzlnHOscMY3D7O8VXdnBQUYHhm6hAueXU+f/1gGTFhwUzo1drpsKSJWbR1PzsP5HFchyCOGtiD5lGhJUmjFr7EUWWmtSXtbro/y1I1Si6JSIXyCn3JJU2LE5EqMsaQGBfOTlUuiQDef9jc+M4SflyTwq0n9ODPx3ZrFE1wY8ODOa53PIEpIYc1DG+qwoIDefnSYUx96Tf+9PYi3rxypB4bqVebUrMBOLdnCJPGdnY4GmkKlIYUkQrlliSXGv6LXxGpf4lx4ZoWJ4J3VbZLX53PzLUp/PuMvtx0XPdGkViS8sWEBTP98hEkxIZzxfQFrN6V6XRI0oRsTMsmMS5crS2k3ii5JCIV+qPnksOBiEiDlBAXpuSSNHl7swu44KXfWLR1P0+cN0hNnpuQllGhvHnVSKJCg7jk1fkk781xOiRpIjamZtOtdZTTYUgTouSSiFQoXw29RaQGEuLCSc0qoLDI43QoIo7YsT+Xc6fNY2NqNi9dOkzNnZugxLhw3rxyBG6Ph4te+Z096kMndczjsWxOy6FrKyWXpP4ouSQiFVLPJRGpiYS4cKz1rloj0tRsTM3inGnzSMsu4K0rRzKhp5o6N1XdWkfz+hUj2J9TyCWv/s6B3EKnQ5JGbFdGHnkutyqXpF4puSQiFcp1qeeSiFRfYlw4gJp6S5OzbPsBzpk2D5fb8sG1oxmmZs5N3oB2cbx0yTCS9+Zy2WsLyCkocjokqQNuj+Xd+dsY8cCPfJfsciSGTWne6ZdKLkl9UnJJRCqUX6ieSyJSfQm+5JL6LklT8uvGvUx96TeiwoL4+E+j6d02xumQxE+M6daSp6cOZvmOA1z31iIKitxOhyS1aPG2/Zz57K/c9ckK0rILWLXXme/vRt9KcV1bRTpyfmmalFwSkQrlqXJJRGqgbWwYADv3K7kkTcOMlbu5/LUFtGsWwUfXjaFjC725k4NN6tuGh84awJwNe7n1/WW4PdbpkKSG0rIKuP3DZUx5bi6pWfk8ef4gThuQwM5sZ/oNbkzNpllEMC2iQh05vzRNQU4HICL+rWS1OKWiRaQawoIDaRkVwq4MJZek8Xt/wTbu+mQFg9rH8eplw4mLCHE6JPFT5w5rT2aei/u/XkNMeBAPTu6PMfpHXkPjcnt4c95WHv9hPflFbq47pis3HtuNqNAgduzP44tlu8jKdxEdFlyvcW1Ky1Yzb6l3Si6JSIVyfdPigjUtTkSqKSEunJ0H1NBbGrdvthTywboVHNW9JS9cPJSIEL3MlopddVQX9ucW8uysTcSGh/C3k3o5HZJUwdxNe7n3i1WsT8nm6B6tuOe0PgcldHrERwOwITWbIR2a1Wtsm1KzOaFPfL2eU0R/9USkQvkuN2HBAQTov2kiUk0JseFsTMt2OgyROvP4D+v5YJ2LUwa05fFzBxESpHJfqZzbJvZkf66LaT9vollEMNce09XpkOQIdmfk8cDXa/hq+W7aNQvnxYuHckKf+MMqz3r6kkvr92TVa3Jpf04h6TmFauYt9U7JJRGpUF6hm3CVLYlIDSTEhTN7QxrWWk37kEbny2W7eHLmBsYlBvHU+YMJDNBzXCrPGMO/z+hHZp6L/3y7lriIYFRv4p8Kity8PGcLz/y0EY+1/OX4Hlx7TBfCynmd3K5ZOCGBsD6lfv+5simtuJm3kktSv5RcEpEK5bmUXBKRmkmICyO30E1Gnks9aKRRWb0rkzs+Ws6wjs24rGeBEktSLYEBhsfOHURmfhF3fbKC6weGMt7poOQgs9amct+Xq0hOz+XEvm34xym9ad88osJjAgIMiZEBrE/JqqcovYpXilPlktQ31eyKSIXyCt2EhSi5JCLVlxgXDsDOA2rqLY3H/pxCrn1rITHhQTx30RCClFiSGggJCmDaRUMY1D6O55cV8MWyXU6HJMDW9Byuen0Bl09fQGCA4c0rRzDt4qFHTCwVS4iq/+TSprRsQoMCSPD97RWpL44ll4wx7Y0xs4wxq40xq4wxN5exjzHGPGWM2WiMWW6MGeJErCJNWZ7LTYSSSyJSA8UvcHepqbc0EkVuDze9t4SUjAKmXTSU1tFhTockjUBESBCvXT6CbnEB3PTuEl77dYvTITVZmfkuPt5QyAmPz2bepnT+fnIvvr35aI7q3qpK47SLDiA1q4ADuYV1FOnhNqZm06VVlCoppd45OS2uCPirtXaxMSYaWGSM+cFau7rUPicB3X0fI4HnfZ9FpJ780XPJ7XQoItJA/ZFcUuWSNA6PfLeOORv28t+z+jO4nleBksYtNjyYvw4L4+Nd0dz35WrSsgq4fVJP9aurJ6mZ+bzy6xbe+W0bWQVFTB6cyN9O6kV8TPUSyIlR3u/b+pRsRnRuXpuhlmtjWjaD2uv3ktQ/x5JL1trdwG7f11nGmDVAIlA6uXQG8Ia11gK/GWPijDFtfceKSD3Ic7mJDlN7NhGpvhaRIYQEBSi5JI3Cl8t28cLszVw0qgPnDe/gdDjSCIUEGp67cCj//GwlzyVtYm92AQ9O7k9QoDqa1JXNadm8OHsznyzeSZHHw0n92zI8cj+XnTGoRuMmRnm/Z+tSsuoluZTvcrNjfx5nDWlX5+cSOZTx5m0cDsKYTsBsoJ+1NrPU9q+Ah6y1v/huzwTutNYuPOT4a4BrAOLj44e+99579RV6ncrOziYqqmaN2Go6htPH+0MMTf0a/vlLLq0jAriiR5EeR12DX8TQGK7BH2Ko72u4c3YuHWMCuH7QH//9bWjX4I/HK4baOb6yY2zLdHP/7/l0jA7gzhFhB/VZaijX4M/HK4aDj7fW8tlGF59vcjGwVSDXDwolNLByFUz+cg01UR8xbM5w881mF4tS3AQGwFGJQZzUOZjWEQG1cg1ZWdnc8bthdEIQl/QJrfLxVY1hW6abu+fmc/3AUEa0DarWGDWNobaP94cY/OEa/MWECRMWWWuHlXmntdbRDyAKWARMKeO+r4BxpW7PBIZVNN7QoUNtYzFr1izHx3D6eH+Ioalfw1H//cne/O5ix6+hNsZw+nh/iEHXoBhq6/iqjjH1pXl28rO/1GoM+j4ohto6vjJj7MsusOP+O9OOeOAHm5KZV+sx6PugGMo7/o15ybbT376yU5771e7PKXAkhvo+vi5j8Hg8Nmldqj3/hXm2451f2f73zLAPz1hjUzPza/X8xWNMfvYXe+60udU+viq+WLrTdrzzK7tmd0a1x6hpDLV9vD/E4A/X4C+AhbacXIyjc12MMcHAx8Db1tpPythlJ9C+1O12vm0iUk/yXG7C1dBbRGooITacORv2Oh2GSLWUbuD9/rWj1MBb6tXFozrSIjKEW95byjnT5vHGlSNoG6uVwKqqyO3h6xW7eeHnzazenUmbmDD+cXJvLhjZgajQuntb3CM+mu9W7cFaW+e9szamZhNgoFOLyDo9j0hZnFwtzgCvAGustY+Vs9sXwCW+VeNGARlW/ZZE6lV+oZuwYCWXRKRmEuLCScnKx+X2OB2KSJUVN/D+95l91cBbHHFy/7ZMv2I4ezLyOeu5uWxMrd/l7RuyvEI3b8xLZsL/krj5vaUUFLl5+OwBzL5jAlcf3aVOE0vgTS7tz3WxN7vuV4zbmJZN++YReu0ujnCycmkscDGwwhiz1Lft70AHAGvtNOAb4GRgI5ALXF7/YYo0XdZacl3Fq8WJiFRfYlw41sKejHzaN49wOhyRSvvC18D7wpFq4C3OGtO1Je9dO4pLX13A2dPm8cqlwxnaUcnO8mQXWp6auYHpc5PZl1PIkA5x/OuUPhzfO56AgPpbfa9HfDQA61OyaBVd9b5LVbEpNZuurRp+Xx9pmJxcLe4XoMKfat+cvhvqJyIROZTLbXF7LBGaFiciNZQQ553CsfNAnpJL0mCs3pXJHR8tY1jHZtxzWl+nwxGhb0Isn/xpDJe8+jsXvvwbz104hGN7xTsdlt95ec5mHvk5lwL3eo7t1ZrrjunK8E7N6nxaWll6tPEme9anZDG2W8s6O4/bY9m8N4eje7Sqs3OIVETrWYpIufJcbgCV1opIjSXEeXvU7DqQ53AkIpWzP6eQa99aSGx4MM9dNISQIL1sFv/QoUUEH/1pDN1bR3P1G4v4aNEOp0PyK0/P3MD9X6+hV/NAZtxyFK9eNpwRnZs7klgCaBUVSlxEMOtT6nYq4479uRQWeeimyiVxiP5Kiki58n3JJTX0FpGaKq5cUnJJGoLSDbyfv2ioGniL32kZFcq714xidJcW3PbhMqb9vKl4de0m7emZG/jfD+uZPDiRm4eE0qtNjNMhYYyhR3w061Oy6/Q8m9K843dtrWbe4gwll0SkXLmFvuSSKpdEpIbCggNpERnCzgP5TocickTFDbz/74y+DFEDb/FTUaFBvHrZcE4bmMBD367l/q/X4PE03QRT6cTSo+cMJMChSqWy9IiPYv2erDpNAG5M9SWXVLkkDnGyobeI+Lk8X3JJPZdEpDYkxIWrckn8XukG3uePUANv8W8hQQE8ed4gWkSG8MovW9ibXcAjZw90Oqx6d2hiKbAeG3ZXRs/4aLIKitiTmU/b2PA6Ocem1BxaRoUQFxFSJ+OLHImSSyJSLvVcEpHalBAXxua0HKfDECmXGnhLQxQQYLjntD60jgnl4Rnr2JdTyNSOTaeCyd8TSwDdfSvGrduTVWfJpY1pWilOnKVpcSJSrpKeS0ouiUgtKK5cUl8Q8UfZhVYNvKXBMsZw/fhuPHzWAOZuSucfv+Qxa12q02HVuYaQWALo4UsubaijvkvWWjamZtOttZJL4hz91RSRcpX0XNK0OBGpBYlx4eQUusnMK3I6FJGDFLk9PL8sXw28pcE7d3h7PrxuNGGBcPlrC/jrB8s4kFvodFh1oqEklgCaR4bQMiqUdXW0Ylx6TiEZeS5VLomjlFwSkXIVT4tTzyURqQ3FK8btVN8l8TOPfLeOVekeNfCWRmFIh2bcNzacGyd047OlOzn+sdnMWLnH6bBqVUNKLBXr2SaKDXWUXCpu5q3KJXGSkksiUq78QvVcEpHaU5xcUlNv8Repmflc9+YiXpi9mQntg9TAWxqN4ADDbZN68vkNY2kdHcp1by3ihncWsze7wOnQaqw4sTSlASWWwDs1bn1Kdp2s6LcpzbdSnJJL4iAll0SkXHnquSQitSghzjvVaFeGkkviLGst7y/YxvGP/cxP61K5fVJPLuqtFZak8emXGMvnN47ltok9+GFVCic89jOfL93ZYHvflU4sPdKAEkvgTS7ludx1Ur27MTWbiJBAEmI1pVeco+SSiJSrJLmkaXEiUgtaRoYSEhSgaXHiqK3pOVz48u/c+fEKerWNYcbNR3HDhG4N6k2qSFUEBwZw47Hd+eqmcXRoEcnN7y3l6jcWkZKZ73RoVdKQE0vwR1PvdXtqf2rcxlTvSnHGNKzHRBoXJZdEpFzFDb3DgpRcEpGaCwgwJMSGsetAw3pDI41DkdvDCz9vYtITs1mxI4MHJvfjvatH0UUNcKWJ6BEfzSd/GsM/T+nNnA1pHP/Yz3ywYHuDqGJq6IklgO7x3t8161NrP7m0OS2Hrq0ia31ckapQcklEypXvchMWHEBAA/wDLiL+KSEuXD2XpN6t2pXB5Ofm8p9v1zKuWyt+uPUYLhzZUX/fpMkJDDBcdVQXZtxyNL3bxnDHx8u55NX57Nif63Ro5WoMiSWAmLBgEmLDWF/LlUs5BUXsPJCnZt7iOCWXRKRceYVu9VsSkVqVEBfOzv1KLkn9yHe5eXjGWk5/5ld2Z+Tx7NQhvHTJUNqoL4k0cZ1bRvLe1aP49xl9Wbx1P5Men82b85LrpNl0TTSWxFKx7r6m3rVpc1oOoJXixHlBTgcgIv4rz6XkkojUroS4cFKy8nG5PU6HIo3c75vTueuTFWzem8PZQ9vxz1N6Exehpt0ixQICDBeP7sSEXq2565MV/OvzVXy5fDcPnzXA6dAA+GJTIZ9saDyJJYCebaKZtzkdt8fW2vWUrBSnKb7iMCWXRKRceYVuwtTMW0RqUWJcGNbCngz1XZK6kZnv4r/fruXt37fRrlk4b145gqO6t3I6LBG/1a5ZBG9cMYIPF+3g31+tZtITsxndJoDVbCQxLpy2seG0jQ2jTWwYwYF1M/HFWsv+XBcpmfmkZhUwZ30an2xwNarEEkD31lEUFnnYmp5Ta/3eNqZmExhg6NhCPZfEWUouiUi58lxuIpRcEpFalBAXDqC+S1Inflidwr8+W0lqVj5XjevMrRN7EBGil7siR2KM4dxh7TmmRyv+78vVJK3dTdKOdYfsA62iQkmICychLqwk6ZQQ5/2cGBdOy6jQg3qZeTyWfbmFpGYWkJKVT1pmQUkCKTUrn5TMAtJ8X7vcB0/JG5sQ1KgSS+CtXAJYn5JVa8mlTWnZdGweQUiQOt6Is/TXVkTKpZ5LIlLbSpJLGXk0czgWaTwyCiw3vLOYr5fvplebaKZdPJRB7eOcDkukwYmPCePZC4eQlJTE8NHj2J2Rx64D+Yd9Xrsni1lr08hzuQ86PjjQEB8TRqC7gMJ5M0nLKqCojD5OcRHBtI4OJT4mjC6tIomPCSu5Xfx547LfG1ViCf7oi7Q+JZsT+9XOmBtTs+mqfkviB5RcEpFy5bncRIfp14SI1J6E2OLKpXyaNa73DOKAPRn5fLRoO8//kovLk89fT+jBtcd01X/wRWpBZGgQ3VpH0611dJn3W2vJyHOx60A+uw7keRNPGfnsPpDH5h0pdO/QkviY0D+SRjGhtI4Oo1V0KGGV+OflJtP4/khEhATRoXkE61JqZ8W4IreH5PQcju8TXyvjidSE3jWKSLnyCt20jg51OgwRaUTCQwJpHhnCzgN59FXpklSDy+1h5ppU3l+wjZ/Xp+Gx0LdFAE9eOq7cN8EiUvuMMcRFhBAXEUKfhJiD7ktKSmL8+IEORebfesRHsaGWkkvb9uXicls18xa/oOSSiJRLPZdEpC4kxIV5ey4puSRVsDE1mw8WbueTxTvYm11IfEwofxrflXOHtWfLigVKLIlIg9AjPpqkdWkUFnlqXGW5MdW7Ulw3TYsTP6DkkoiUK8/lJlzJJRGpZQmx4SSn5zgdhjQAOQVFfL18N+8v3M6irfsJCjAc17s15w1vz9HdWxHkW7lqi8NxiohUVo/4aIo8luT0HHrE1ywpvinN+7e0SyutFCfOU3JJRMqVX+iu1Jx4EZGqSIgL59eNe7FW027lcNZaFm87wAcLtvPV8l3kFLrp0iqSu07qxZQh7Wil6doi0oAVJ5TW7cmqcXJpY2o28TGhxIQF10ZoIjWi5JKIlMlaS65Lq8WJSO1LjAsnp9BNbpHTkYg/Sc8u4NMlO3l/wXY2pGYTHhzIqQPact7w9gzt2AzTCJv7ikjT06VVJAGGWum7tDEtW1PixG8ouSQiZXK5LW6PVc8lEal1CXHeFeP25R++PLU0LZn5LuZtSuelJfks+2EmLrdlcIc4HprSn1MHJhAVqpeqItK4hAUH0qllZI1XjLPWsjk1m8lDEmspMpGa0V9sESlTnssNoGlxIlLrEuLCAEjP8zgcidS3giI3i7ceYO6mvfyycS/Ld2Tg9liig+GS0Z05b3j7Gk8TERHxdz1aR7O+hsml1KwCsgqKVLkkfkPJJREpU74vuaSG3iJS2xKbeSuX0lW51Oh5PJbVuzP5deNeft2Uzvwt6eS7PAQYGNg+jj8d05Wx3VqSs3U5xx/bx+lwRUTqRY820Xy/eg/5rur3Ny1eKa5rKyWXxD8ouSQiZcot9CWXVLkkIrWsZWQoIYEBpOcpudTYWGvZti+XXzem8+vGvczdtJf9uS4AureO4vzhHRjbrSUjuzQ/qAFt0nb1UxKRpqNHfBQeC5vSsumbEFutMTaleZNLqlwSf6HkkoiUKc+XXFLPJRGpbQEBhrZxYaTnFTgditSC9OwCfttdxIyPl/PLxr3s2J8HQJuYMI7tFc/Ybi0Y260l8TFhDkcqIuIfevqm/65Pyap2cmljajbRoUG01gqa4ieUXBKRMqnnkojUpT5tY/hh1R4+X7qTMwapGWlDlJqZz+M/buD9BdvwWIgO282Yri245ugujO3Wki4tI7XCm4hIGTq1jCQ40LA+JbvaY2xKy6ZL6yj9nhW/oeSSiJSppOeSkksiUgcemjKAzTtTufm9pew6kM91x3TRC+QGIrugiBdnb+al2Zsp8ni4ZHQnOnj2cOnpxxIYoO+hiMiRBAcG0KVlFOv3VL+p98bUbMZ1a1WLUYnUjJJLIlKmkp5LmhYnInUgNiKY24aH8WVKHP+dsZbt+3P5v9P7EhQY4HRoUg6X28P7C7bzxI8b2JtdwCkD2nLHpJ50bBFJUlKaEksiIlXQPT6KZTsOVOvYzHwXKZkF6rckfkXJJREpU/G0OPVcEpG6EhxgeOK8QSQ2C+f5pE3sPpDHM1OHEBmqlyf+xFrL96tT+O+MtWxOy2FEp+a8dMlQBndo5nRoIiINVs/4aL5avpucgqIq/93bnJYDQNdWkXURmki16NWbiJQpv1A9l0Sk7gUEGO48sRftmoXzr89Wct6L83j1suG0jlbzZ3+weNt+/vPNGhYk76drq0heumQYx/durSmMIiI11N3X1HtDajaD2sdV6diNqVopTvyPkksiUqY89VwSkXp04ciOtI0N48Z3ljD52blMv3x4yQtvqX/Je3N4+Lu1fLNiDy2jQnlgcj/OG9Ze0xZFRGpJzzZ/rBhX1eTSprRsggMNHZpH1EFkItWjVwgiUib1XBKR+nZsr3jev2Y0hW4PZz0/l982pzsdUpOTnl3AvV+s4vjHfiZpXRq3HN+dn28fz4UjOyqxJCJSizo0jyA0KKBaTb03pmbTqUWkfi+LX9GzUUTKVFy5FBak5JKI1J/+7WL55E9jaB0TxiWvzOfzpTudDqlJyCt08+ysjYx/JIk3f9vKucPbk3TbeG45vod6YImI1IHAAEO31lGs901xq4pNqdmaEid+R68WRKRM+S43YcEBBGj1HxGpZ+2bR/DxdWO45s2F3PzeUnYeyONPx3RVn5864PZY5uxw8bdHk9iTmc/xveP520k96dZaUxJFROpaj/ho5m2qWpVuYZGHrftyObl/2zqKSqR6VLkkImXKK3Sr35KIOCY2Ipg3rhzBGYMSeHjGOv7+6UqK3B6nw2pUrLX89YOlvLKykPjYMN6/ZhQvXzpMiSURkXrSIz6aPZn5ZOS5Kn3M1vQc3B6ryiXxO6pcEpEy5Sq5JCIOCw0K5PFzB9GuWTjPztrEnow8npk6RNO0asnbv2/js6W7OL1rME9eNUaVYSIi9axHvDdBtCEli2GdmlfqmOKV4rq2UnJJ/Isql0SkTPkut5p5i4jjAgIMt0/qxYOT+zN7w17Oe3EeqZn5TofV4K3YkcH/fbmaY3q04sxuwUosiYg4oEd88Ypxle+7tCnNl1xqHVknMYlUl5JLIlKmPCWXRMSPTB3ZgZcvGcbmtBwmPzeXDSlVX11HvDLyXFz/ziJaRIXw+HmDCFBiSUTEEYlx4USEBLK+Cn/TNqZm+45TFa/4FyWXRKRM6rkkIv5mQq/WfHDtaArdHqY8P5c16W6nQ2pwrLXc/uEydh/I55mpQ2geGeJ0SCIiTVZAgKF7fHSVkkub0nLo0kpVS+J/lFwSkTLlutyEKbkkIn6mX2Isn14/hjYxYTyyMJ+7PlnBngxNk6usl+ds4fvVKfztpF4M7djM6XBERJq8Hq2jKp1c8ngsm9Ky1cxb/JKSSyJSpvxCNxGaFicifqhdswg++tMYJrQP4qNF2znmkVk8+M0a9ucUOh2aX1uYvI+HZqzlxL5tuHJcZ6fDERERoGebaPZmF5KeXXDEfXdn5pNb6FYzb/FLSi6JSJnyXJoWJyL+KzY8mIv7hPLTX8dzyoC2vDRnM0c9PIsnf9xAdkGR0+H5nfTsAm58ZwmJceE8fM4ANfAWEfET3avQ1HuTb6U4VS6JP1JySUTKpIbeItIQtG8ewWPnDuK7W45mTNcWPP7jeo55eBav/LKFfJd6MoF3GsUt7y9lX24hz104hJiwYKdDEhERn56+5NKG1CNPjduo5JL4MSWXRKRMeYXquSQiDUeP+GhevGQYn14/hp5tovn3V6s59tEkPliwnSK3x+nwHPXMrI3M2bCXe0/rS7/EWKfDERGRUuJjQokOC2LdniMnlzalZRMbHkwLLcYgfkjJJRE5jLWWPJd6LolIwzO4QzPeuXoUb105kpbRodzx8XImPTGbb1bsxlrrdHj17teNe3n8x/WcOSiBC0a0dzocERE5hDGGnvHRbKjEtLiNqd5m3praLP5IySUROYzLbXF7rHouiUiDNa57Sz6/YSzTLhqCMYbr317M6c/8yuz1aU0myZSSmc/N7y2ha6soHpjcX29GRET8VPf4aNalZB3x79OmtGy6qZm3+Ckll0TkMHm+PiWaFiciDZkxhhP7teW7W47mkbMHsC+nkEtenc8FL/3G4m37nQ6vThW5Pfz53SXkFLh5/sIhRIYGOR2SiIiUo2d8FBl5LtKyyl8x7kBuIXuzC+naOrIeIxOpPL3SEJHD5BV6k0tq6C0ijUFggOGcYe05fVAC7/y+jWd+2siU5+ZyfO94JrVqnP2Y/vfDeuZv2cfj5w0sWYlIRET8Uw/f7+l1KVm0jgkrc59NaWrmLf5NlUsicpjiyiX1XBKRxiQ0KJDLx3Zm9h0TuG1iD37fnM598/KYtynd6dBq1cw1KTyftIkLRnRg8uB2TocjIiJH0KONN7m0voK+S8UrxXXVtDjxU0ouichhSiqXNC1ORBqhyNAgbjy2O1/+eRwxIYaLX/mdN3/b6nRYtWLH/lxu/WAZfdrGcM9pfZwOR0REKqFlVCjNI0NYX8GKcZvScggJCqBds4h6jEyk8pRcEpHDqOeSiDQFnVpG8s9R4RzVvSX/+mwl//h0BS53w50mV1jk4YZ3luDxWJ67cIh+h4uINCA94qNYn1p+cmljajZdWkYSGKDFGcQ/KbkkIodR5ZKINBURwYaXLx3Otcd04e3ft3HxK7+zL6fQ6bCq5cFv1rBs+wEeOWcAnVqq4auISEPSMz6aDSnZ5a4Ytyktm67qtyR+TMklETnMHz2X1PNfRBq/wADDXSf15vHzBrJ42wHOePYX1lUwNcEffb18N9PnJnPF2M6c2K+t0+GIiEgVdY+PJrugiF0Z+Yfdl+9ys31fLt3Ub0n8mJJLInKY4uRSeIh+RYhI0zF5cDvev2YUBS4PU577le9X7XE6pErZk+Phzo+XM7hDHH87qZfT4YiISDX0LG7qXcY/N7bszcFjUeWS+DW9cxSRw+QXqueSiDRNgzs044sbx9G1dRTXvrWIZ2dtLHeKgj/Id7l5dmkBQYGGZ6YOISRIL+1ERBqiHq2LV4w7PLm0Kc27Upwql8Sf6RWIiBwmt7AIUM8lEWma2sSG8cG1ozltQAKPfLeOm99bSr6votOfWGv552cr2Z7l4fHzBpEYF+50SCIiUk2xEcHEx4Syrozk0sbUbIyBLq3UT0/8lxqqiMhh8lze1ZLUc0lEmqqw4ECePH8QvdpG88h369iyN4cXLxlK21j/SOAUuT3c9ckKPlq0g9O7BjOhZ2unQxIRkRrq4WvqfaiNqdm0axauWQXi11S5JCKHKe65FKrpFSLShBljuH58N166eBib07I5/ZlfWbxtv9NhUVDk5sZ3lvDhoh3cdFx3JncLdjokERGpBT3io9mQmoXHc/B07E1pOZoSJ35P7xxF5DD5LjdhwQEEBBinQxERcdzxfeL59IaxhAcHcv6Lv/HJ4h2OxZJTUMQV0xcwY9Ue7j61D7ee0ANj9LtaRKQx6BEfRb7Lw/b9uSXb3B7L5rRsuiq5JH5OySUROUxuYZH6LYmIlNIjPprPbxjL0A7NuPWDZfznmzW4PfXb6PtAbiEXvvw7v23ex6PnDOSKcZ3r9fwiIlK3esR7m3qvK7Vi3K4DeRQUeeimleLEzym5JCKHySv0qN+SiMghmkWG8MaVI7h4VEdemL2ZK19fQK6rfhJMKZn5nPvCPFbvyuS5C4dw9tB29XJeERGpP919yaUNqX/0Xdro+1rJJfF3evcoIocpnhYnIiIHCw4M4N9n9qNnm2ju/WIVq7ZBSGIKx/VuXWfT07am53DRK7+zL7uQ6ZcPZ0y3lnVyHhERcVZUaBCJceEHVS4VJ5c0LU78nd49ishh8lxuwkM0LU5EpDwXjerIu9eMIigArnpjIVdMX8CWvTm1fp61ezI5e9o8svKLePvqUUosiYg0cj3io1if8kdyaVNaNi0iQ2gWGeJgVCJHpuSSiBxGPZdERI5seKfm/HtsOP84uTcLkvcz6fHZPDxjLTkFRbUy/uJt+znvhd8IMPDhtaMZ1D6uVsYVERH/1aNNNJvTcihyewBv5VJXTYmTBkDJJRE5TJ7LQ7h6LomIHFFQgOHqo7vw01+P4dSBbXkuaRPH/e9nvly2C2ur349pzoY0Lnzpd+IigvnoujElfThERKRx69E6mkK3h+R074pxm7RSnDQQSi6JyGHyC92Eq+eSiEiltY4J47FzB/Hxn0bTIiqEP7+7hAte+o21ezKrPNa3K3ZzxfQFdGwRwYfXjaZ984g6iFhERPxRzzbefyasT8kis9CyP9elZt7SIOjdo4gcJs/l1rQ4EZFqGNqxOV/cOI77z+zH2j1ZnPLUL9z7xSoy8lyVOv6DBdu54Z3FDGgXx/vXjKZ1dFgdRywiIv6ka6sojPEml3Zne3zbIh2OSuTIlFwSkcOoobeISPUFBhguGtWRWX8dz/nD2/P6vGSOfTSJDxZsx+Mpf6rcS7M3c8fHyxnXvRVvXjmC2IjgeoxaRET8QXhIIB2bR3iTSzne5JIql6QhUHJJRA6TV+gmPFg9l0REaqJZZAgPTO7PlzeOo1PLSO74eDmTn5/Lsu0HDtrPWssj363lgW/WcEr/trx8yTAi1PdORKTJ6h4fzbo9WezK9hAeHEhCbLjTIYkckZJLInIQa62vckm/HkREakO/xFg+um40j507kJ378zjzuV/528fLSc8uwGMt//p8Jc/O2sQFI9rz1AWDCQnS718RkaasZ3w0yem5bMvy0KVVJAEBxumQRI5I/xYTkYO43Ba3x6rnkohILTLGMGVIO07oE89TMzfw2q/JfLNiN4kRHtbs28a1x3Thbyf2whi9gRARaeq6x0fh9ljW77ecNlBT4qRhOOK/xowxU4wxG4wxGcaYTGNMljGm6kufiEiDkOdyAxCm5JKISK2LDgvmH6f0YcYtRzGgXRxr9nm488Re3HVSbyWWREQE+GPFOI/1NvgWaQgqU7n0MHCatXZNXQcjIs7LK/Qml9TvQ0Sk7nRrHc2bV47gi++TOGN8V6fDERERP9K5ZSSBAQa3x6qZtzQYlZnUn6LEkkjTUVy5pJ5LIiJ1yxhDbKiqlURE5GChQYF0bhkJaKU4aTgqU5qw0BjzPvAZUFC80Vr7SV0FJSLOKa5cUs8lERERERFn9IiPYlNqNh1bRDgdikilVCa5FAPkAhNLbbNAjZNLxphXgVOBVGttvzLuHw98DmzxbfrEWvt/NT2viJRPPZdERERERJx10aiOhOenExqk1+TSMBwxuWStvbwOzz8deAZ4o4J95lhrT63DGESkFPVcEhERERFx1piuLSncHuJ0GCKVVpnV4toZYz41xqT6Pj42xrSrjZNba2cD+2pjLBGpHSU9l1S5JCIiIiIiIpVQmY69rwFfAAm+jy992+rLaGPMMmPMt8aYvvV4XpEmSQ29RUREREREpCqMtbbiHYxZaq0ddKRt1Q7AmE7AV+X0XIoBPNbabGPMycCT1truZex3DXANQHx8/ND33nuvNkJzXHZ2NlFRNVsdoKZjOH28P8TQ1K5h9g4Xr64s5NFjwmkZ/keCyelr8IcYdA3+EUNjuAZ/iEHX4B8xNIZr8IcYdA3+EUNjuAZ/iEHX4B8xNIZr8IcYdA21N4Y/mDBhwiJr7bAy77TWVvgBzAQuAgJ9HxcBM490XGU/gE7Aykrumwy0rGifoUOH2sZi1qxZjo/h9PH+EENTu4bXftlsO975lU3PLnAshroaw+nj/SEGXYNiqK3j/SEGXYNiqK3j/SEGXYNiqK3j/SEGXYNiqK3j/SEGf7gGfwEstOXkYioz7+UK4FxgD7AbOBuoyybfJYwxbYwxxvf1CLzT+NLr49wiTVWeywOo55KIiIiIiIhUTmVWi9sKnF4XJzfGvAuMB1oaY3YA9wDBvvNOw5vI+pMxpgjIA873ZctEpI4U91wKDVLPJRERERERETmycpNLxpg7rLUPG2OeBg5L6Fhrb6rpya21Fxzh/meAZ2p6HhGpvHyXm7DgAAICjNOhiIiIiIiISANQUeXSGt/nhfURiIj4h9zCIiJCjljUKCIiIiIiIgJUkFyy1n7p+zLXWvth6fuMMefUaVQi4pi8Qo/6LYmIiIiIiEilVaapyl2V3CYijUDxtDgRERERERGRyqio59JJwMlAojHmqVJ3xQBFdR2YiDgjz+UmPESVSyIiIiIiIlI5FTVW2YW339LpwKJS27OAv9RlUCLinNzCIiKC1XNJREREREREKqeinkvLgGXGmHesta56jElEHJTn8hAbHux0GCIiIiIiItJAVKY8oZMx5j9AHyCseKO1tkudRSUijskvdNMmJtTpMERERERERKSBqEzX3teA5/H2WZoAvAG8VZdBiYhz8lxurRYnIiIiIiIilVaZ5FK4tXYmYKy1W6219wKn1G1YIuKU3EI34SHquSQiIiIiIiKVU5l3kAXGmABggzHmRmAnEFW3YYmIU/JVuSQiIiIiIiJVUJnKpZuBCOAmYChwMXBpXQYlIs6w1nqnxYVU5leDiIiIiIiISCUql6y1C3xfZgOX1204IuIkl9vi9lhVLomIiIiIiEilHTG5ZIwZBvwD6Fh6f2vtgDqMS0QckFfoBlDPJREREREREam0yryDfBu4HVgBeOo2HBFxUp7Ll1xS5ZKIiIiIiIhUUmWSS2nW2i/qPBIRcVxJckk9l0RERERERKSSKpNcuscY8zIwEygo3mit/aTOohIRR5RMi1PlkoiIiIiIiFRSZZJLlwO9gGD+mBZnASWXRBqZPFcRoJ5LIiIiIiIiUnmVeQc53Frbs84jERHH5RV688eqXBIREREREZHKqkxjlbnGmD51HomIOE4NvUVERERERKSqKlO5NApYaozZgrfnkgGstXZAnUYmIvVODb1FRERERESkqipMLhljDHAtsLV+whERJ+UVqueSiIiIiIiIVE2F7yCttdYY86y1tn99BSQiztFqcSIiIiIiIlJVlZn7stgYM7zOIxERx+W51NBbREREREREqqYyc19GAhcaY7YCOajnkkijVdxzKTRIPZdERERERESkciqTXJpU51GIiF/IKywiPDiQgADjdCgiIiIiIiLSQByxPMFauxWIA07zfcT5tolII5PnchMeoilxIiIiIiIiUnlHTC4ZY24G3gZa+z7eMsb8ua4DE5H6l1foUb8lERERERERqZLKTIu7Ehhprc0BMMb8F5gHPF2XgYlI/ct3uQkLVr8lERERERERqbzKvIs0gLvUbbdvm4g0MrmFRZoWJyIiIiIiIlVSmcql14DfjTGf+m6fCbxSZxGJiGPyXG4igivza0FERERERETE64jvIq21jxljkoBxvk2XW2uX1GlUIuKIPJeH2PBgp8MQERERERGRBqTc5JIxZrq19jLfzf7W2qfqJyQRcUp+oZs2MaFOhyEiIiIiIiINSEU9lwaW+vrmug5ERJyX6yrSanEiIiIiIiJSJRUll2y9RSEifiGv0EN4iHouiYiIiIiISOVV9C6ynTHmKbwrwxV/XcJae1OdRiYi9S7f5VblkoiIiIiIiFRJRcml20t9vbCuAxERZ1lryXO5CQ+pqKBRRERERERE5GDlJpesta/XZyAi4qxCtwe3x6pySURERERERKpEJQoiAkB+oQdAPZdERERERESkSpRcEhEA8lxuAFUuiYiIiIiISJUouSQiQKnkknouiYiIiIiISBWUO//FGPM0YMu7X6vFiTQuuYVFgCqXREREREREpGoqaq6iFeJEmpD8ksol9VwSERERERGRytNqcSICQF5xQ29VLomIiIiIiEgVHLFEwRjTCrgT6AOEFW+31h5bh3GJSD1TQ28RERERERGpjsp07n0bWAN0Bu4DkoEFdRiTiDigpOeSGnqLiIiIiIhIFVTmXWQLa+0rgMta+7O19gpAVUsijYx6LomIiIiIiEh1VOZdpMv3ebcx5hRgF9C87kISESfkFWpanIiIiIiIiFRdZZJL9xtjYoG/Ak8DMcAtdRmUiNS/PJcaeouIiIiIiEjVVSa5tN9amwFkABMAjDFj6zQqEal3xQ29Q4PUc0lEREREREQqrzLvIp+u5DYRacDyCosIDw4kIMA4HYqIiIiIiIg0IOVWLhljRgNjgFbGmFtL3RUDaN6MSCOT53ITHqIfbREREREREamaiqbFhQBRvn2iS23PBM6uy6BEpP7lFXrUb0lERERERESqrNzkkrX2Z+BnY8x0a+3WeoxJRByQ73ITFqx+SyIiIiIiIlI1FU2Le8JaewvwjDHGHnq/tfb0ugxMROpXbmERESGV6fEvIiIiIiIi8oeK3km+6fv8aH0EIiLOynO5NS1OREREREREqqyiaXGLfJ9/NsaEAL0AC6yz1hbWU3wiUk/yXB5iw4OdDkNEREREREQamCM2WDHGnAJsAp4CngE2GmNOquvARKR+5Re6CVfPJREREREREamiyjRY+R8wwVq7EcAY0xX4Gvi2LgMTkfqV61LPJREREREREam6ypQpZBUnlnw2A1l1FI+IOCSv0EOYei6JiIiIiIhIFVWmTGGhMeYb4AO8PZfOARYYY6YAWGs/qcP4RKSe5Kuht4iIiIiIiFRDZZJLYUAKcIzvdhoQDpyGN9mk5JJIA2et9a4WF6KeSyIiIiIiIlI1R0wuWWsvr49ARMQ5hW4Pbo9VzyURERERERGpsiO+kzTGhAFXAn3xVjEBYK29og7jEpF6lF/oAVDPJREREREREamyysyBeRNoA0wCfgbaoYbeIo1KnssNoJ5LIiIiIiIiUmWVSS51s9b+C8ix1r4OnAKMrNuwRKQ+lSSX1HNJREREREREqqgy7yRdvs8HjDH9gFigdd2FJCL1LbewCIDwYPVcEhERERERkaqpzDvJF40xzYB/Al8AUcDddRqViNSr/JLKJU2LExERERERkaqpzGpxL/u+nA10qdtwRMQJeb6G3uq5JCIiIiIiIlVV7rQ4Y8ytxpgry9h+pTHmljqNSkTqlRp6i4iIiIiISHVV1HPpQuCNMra/CVxRN+GIiBNKei5pWpyIiIiIiIhUUUXJpSBrrevQjdbaQsDUXUgiUt/Uc0lERERERESqq6LkUoAxJv7QjWVtE5GGLa9Q0+JERERERESkeipKLj0CfG2MOcYYE+37GA98BTxaH8GJSP3Ic6mht4iIiIiIiFRPuavFWWvfMMakAf8H9AMssAq421r7bT3FJyL1IM/XcyksuKJ8s4iIiIiIiMjhyk0uAfiSSEokiTRyeS434cGBGKN2aiIiIiIiIlI1KlMQEW9ySc28RUREREREpBqUXBIR8go96rckIiIiIiIi1aLkkoiQ5ypS5ZKIiIiIiIhUS7k9l4wxt1Z0oLX2sdoPR0SckFfoVuWSiIiIiIiIVEtFDb2jfZ97AsOBL3y3TwPm12VQIlK/iht6i4iIiIiIiFRVuckla+19AMaY2cAQa22W7/a9wNe1cXJjzKvAqUCqtbZfGfcb4EngZCAXuMxau7g2zi0if8hzeYgND3Y6DBEREREREWmAKtNzKR4oLHW70LetNkwHTqzg/pOA7r6Pa4Dna+m8IlJKXmEREapcEhERERERkWqoaFpcsTeA+caYT323zwRer42TW2tnG2M6VbDLGcAb1loL/GaMiTPGtLXW7q6N84uIV57LrYbeIiIiIiIiUi3Gm7c5wk7GDAGO8t2cba1dUmsBeJNLX5UzLe4r4CFr7S++2zOBO621Cw/Z7xq8lU3Ex8cPfe+992orPEdlZ2cTFRXl6BhOH+8PMTSFa7jpp1yGtA7ksn6hjsVQH2M4fbw/xKBrUAy1dbw/xKBrUAy1dbw/xKBrUAy1dbw/xKBrUAy1dbw/xOAP1+AvJkyYsMhaO6zMO621R/wAxgGX+75uBXSuzHGVHLsTsLKc+74CxpW6PRMYVtF4Q4cOtY3FrFmzHB/D6eP9IYamcA19755h7/tilaMx1McYTh/vDzHoGhRDbR3vDzHoGhRDbR3vDzHoGhRDbR3vDzHoGhRDbR3vDzH4wzX4C2ChLScXc8SeS8aYe4A7gbt8m4KBt6qb6aqinUD7Urfb+baJSC2x1pJbWESEpsWJiIiIiIhINVSmofdk4HQgB8BauwuIrsugSvkCuMR4jQIyrPotidSqQrcHj0U9l0RERERERKRaKtPQu9Baa40xFsAYE1lbJzfGvAuMB1oaY3YA9+CtjMJaOw34BjgZ2AjkApfX1rlFxCu/0ANAmFaLExERERERkWqoTHLpA2PMC0CcMeZq4Arg5do4ubX2giPcb4EbauNcIlK2PJcbgHAll0RERERERKQajphcstY+aow5AcgEegJ3W2t/qPPIRKRe5BYWAajnkoiIiIiIiFTLEZNLxpgrrbWvAD/4bgcaY+6x1t5X59GJSJ0rrlzStDgRERERERGpjso09D7OGPONMeb/2bvv+Lrq+vHjr3P3SHKzR5ukSfdO2jJausKeggxBQFHxy1ARRFHQ31cBRcGBfhEcDHErKqCyoYUGSinQvXd2m73H3ffz++Pc3CRtkqZNbm7avp9wHmfcc859n3Ql7/v+vD9ZmqbNAj5k9Bp6CyGizNM9LE4ql4QQQgghhBBCHIehDIu7QdO064Bt6DPG3aCUWhP1yIQQo8IdbugtPZeEEEIIIYQQQhyPo1YuaZo2BbgLeAEoBz6raZoj2oEJIUaH9FwSQgghhBBCCDEcQxkW9zLwXaXUbcByYB+wLqpRCSFGjfRcEkIIIYQQQggxHEcdFgecoZRqA1BKKeBRTdNejm5YQojRIj2XhBBCCCGEEEIMx4DJJU3TzlFKvQOcp2laf6fsjVpUQohR4/aFk0tSuSSEEEIIIYQQ4jgMVrm0DHgH+EQ/ryngxahEJIQYVV3hyiXpuSSEEEIIIYQQ4ngMllxqAFBKfUHTtFlKqR2jFJMQYhR5wpVLVtNQWrAJIYQQQgghhBB9DfbT5M29tv8c7UCEELHh9gexm40MMPxVCCGEEEIIIYQY1GDJJW2AbSHEScTtD0ozbyGEEEIIIYQQx22wYXEuTdOuRE9AJWiadlXvF5VS0nNJiJNAly8ozbyFEEIIIYQQQhy3wZJL7wKXh7ffo29jb2noLcRJwiOVS0IIIYQQQgghhmHA5JJS6gujGYgQIjbcUrkkhBBCCCGEEGIYZHooIU5x3Q29hRBCCCGEEEKI4yHJJSFOcW6fDIsTQgghhBBCCHH8JLkkxClOKpeEEEIIIYQQQgzHUZNLmqZ9StO0+PD2/2qa9qKmafOjH5oQYjS4paG3EEIIIYQQQohhGErl0neVUu2api0BzgN+B/wmumEJIUaL2xfCJpVLQgghhBBCCCGO01CSS8Hw+lLgKaXUq4AleiEJIUaTxx/EIZVLQgghhBBCCCGO01CSSwc1TXsSuA54TdM06xCvE0KMcUopunwB6bkkhBBCCCGEEOK4DSVJdC3wJnChUqoFSAa+Gc2ghBCjwxcMEVJIzyUhhBBCCCGEEMfNNIRzsoBXlVJeTdOKgLnAn6IZlBBidHh8IQDpuSSEEEIIIYQQ4rgNpXLpBSCoadpk4CkgB/hbVKMSQowKt19vqRaVnktKQTAAAR/4PaCCR79GCCGEEEIIIcQJZyiVSyGlVEDTtKuAx5VSj2uatinagQkhoq/LFwA4es+l525kUckaWGfWk0QqFF4UhHrv99o+zBKjE9qvgcIbIOdM0LRoPJIQQgghhBBCiFE2lOSSX9O064GbgE+Ej5mjF5IQYrR0Vy4NOiwuFIQ9r+Fz5mOdtgw0g74YjD3bhy/9vNaw/V0ytz0PG/8ISXlQcD3MvQ6S80fnYYUQQgghhBBCRMVQkktfAG4HfqiUKtU0LR/4c3TDEkKMBk84uTRoQ+/OBlAhqrPOJf4TPz3u99odnE/motNg18uw5e9Q/AgUPwy5i6Dg0zDrSrC5jvv+QgghhBBCCCFi46g9l5RSO4F7gG2aps0GqpRSP456ZEKIqHOHG3oP2nOpsw4AnyVp+G9ojYPC6+FzL8Hd2+Hc+6GrEV6+C346Bf71Bdj7lt6rSQghhBBCCCHECeGolUvhGeL+CJQBGpCjadrnlFLvRTUyIUTUDannUkctAH5z4si+uSsbln4dltwNhzbCludg2/Ow40VwpsGca/WKpsw50p9JCCGEEEIIIcawoQyLexS4QCm1B0DTtKnA34EF0QxMCBF9Q+q51FEPjFDlUn80DcYv0JcLfgj7V+jD5j5+Cj78FaTP0pNMc6+NzvsLIYQQQgghhBiWow6LA8zdiSUApdRepKG3ECeFIfVcClcu+Syj0A/JZIHpl8J1f4F79sIlPwOzHVZ8F34+k4kH/gB+d/TjEEIIIYQQQggxZENJLm3QNO0ZTdOKwsvTwPpoByaEiD63T08uOQarXOqsB7ODoNE+SlGFOZLhjFvglrfhjvVQeD25lf+G3y6Fio9GNxYhhBBCCCGEEAMaSnLpdmAncGd42Ql8KZpBCSFGR9dQK5ecabHte5Q6Ba74FVvmPggBLzx7IbzxbfB1xS4mIYQQQgghhBDAUXouaZpmBLYopaYDPx+dkIQQo8UTrlyymgbJM3fUQVzGKEU0uObkQrj0A1j5AHz4a9jzOlzxBOQtiXVoQgghhBBCCHHKGrRySSkVBPZompY7SvEIIUaR2x/EbjaiDVaV1FEHcemjF9TRWOPh0kfhc68ACv5wKbz6DfB2xDoyIYQQQgghhDglDWVYXBKwQ9O0tzVNe6l7iXZgQojoc/uDOAYbEgfQOcaSS93yl8KXPoCFX4Z1v4NfL4IDq2IdlRBCCCGEEEKccgYdFhf23ahHIYSIiS5fENtgzbyDfuhqBOcYTC4BWJxw0cMw8wr471fgz5+E+TfBBQ+BbRRmtxNCCCGEEEIIcfTkklLq3dEIRAgx+jz+4ODNvDsb9HVcOnSOTkzHJXch3P4+FD8MHzwO+9+GTzwGU86PdWRCCCGEEEIIcdIbcFicpmlf1DTtm732qzRNa9M0rV3TtNtHJzwhRDS5fXrPpQF11OrrsTgs7nBmO5z/ffjiSr0v01+vgX9/CdzNsY5MCCGEEEIIIU5qg/Vcuh14ttd+vVIqAUgDro9qVEKIUeE+auVSvb4eq8Pi+pO9AG57D5Z9E7b+A351Jux+NdZRCSGEEEIIIcRJa7DkkqaUauy1/y8ApZQHsEc1KiHEqDh65VKdvj4RKpd6M1nhnP+FW1fpibHnboDnv4jZ1xbryIQQQgghhBDipDNYcimx945S6kcAmqYZgNQoxiSEGCVu/0k0LK4/WQVwyztw9v+Dnf/ljI9vh7W/hoAv1pEJIYQQQgghxEljsOTSW5qmPdTP8e8Db0UpHiHEKBrSsDhLnD4r24nKZIHl34Lb36c9fgq8+W34zSLY8wYoFevohBBCCCGEEOKEN1hy6ZvAJE3T9mua9kJ42Q9MBu4ZnfCEENHk9oWwHa1yyZk2egFFU/p0ts59AG74F6DB36+DP18JtTtjHZkQQgghhBBCnNBMA72glOoErtc0bSIwK3x4p1LqwKhEJoSIOrcvgGOwyqWOOojLGL2Aok3TYOoFMOlsWPc7KH4YfrsYFnwBzv4OOGXErxBCCCGEEEIcq8EqlwBQSpUopV4OL5JYEuIkoZQaQs+lOog7SSqXejOaYeHtcOcmOONW2PAH+OV8+OBx6cckhBBCCCGEEMfoqMklIcTJyRcMEVIcpefSSVa5dDhHMlz8Y/jyWsg9E976X/j1mbD7VenHJIQQQgghhBBDJMklIU5RHl8IYOCeSwEfuJvBeYLOFHcs0qbBjf+CG18AgxmeuwH+dDnUbI91ZEIIIYQQQggx5g2YXNI0LXmwZTSDFEKMvC5/AGDgnkud9fo67hRILnWbch58aQ1c8jOo2QZPLoWX74KO+lhHJoQQQgghhBBj1oANvYENgAI0IBdoDm8nAhVAfrSDE0JEj9sXBBi451JHrb4+lZJLoPdjOuMWmHMNvPsT+Pgp2P4iLLsHLTQz1tEJIYQQQgghxJgz2Gxx+QCapj0N/Fsp9Vp4/2Lgk6MSnRAiatx+Pbk04LC4SOXSSdxzaTD2JLjoYTjtZr0X04rvcZYpHvZPgfgsiM/sf+1I1melE0IIIYQQQohTxGCVS90WKqVu6d5RSr2uadpPohiTEGIUeMLJpQEbendXLjlPwtnijkXqFLjhH3DgHRpWPEGWXUFzKVR8oPekOpzRAnGZ4WTTkQkoZ0c5tFWDIwVMltF/HiGEEEIIIYQYYUNJLh3SNO1/gb+E928EDkUvJCHEaOgKD4sbsOdSR52+PtWGxQ1k0jnsqTSQVVTUc8zvgY4aaK+B9uoj1/W7oaQYvG2RS04HWB/esbrAmaInmhyp4e1Ufd+Z2utY+LjFOXrPK4QQQgghhBBDNJTk0vXA/cC/0XswvRc+JoQ4gR2951IdWBPAbB/FqE4wZhsk5enLYLwdeiVYezU7Pn6XWfkZ0NkIXY3Q1QCdDdBaBdWb9e2Qv//7mGwsMjhhRzrYXEdf7Inh7UT919I4lL/yhRBCCCGEEOLYHPUnDaVUE3CXpmlOpVTnKMQkhBgFR++5VCdVSyPFGqcvKZOoLwvA6UUDn6uUXunU1RhOQDWEtxugq4Gmkl1kJdnB06pXTTXs0bc9raBCg8dhieN0UxKMexSmXjiijyiEEEIIIYQ4dR01uaRp2lnAM0AckKtpWgFwm1Lqy9EOTggRPUfvuVQHTkkujTpN66k8Sp54xMt7iov7Ds3rphT4OnoSTb0Xd0vP9taX4G/Xwtzr4KJH9AbkQgghhBBCCDEMQxkj8QvgQuAlAKXUFk3TlkU1KiFE1EV6Lg02LC5j1ihGJIZF08Aary+u7AFPW285m+XaOlj9KBx4By59FGZeMYqBCiGEEEIIIU42hqGcpJSqPOxQMAqxCCFGkXsolUsyLO6kowxmOPs7cGsxJIyDf96kL90N3Me6gBdHZ6VeqSWEEEIIIYQYE4aSXKoMD41TmqaZNU27B9gV5biEEFHmCVcuWU39/DXg94C3VZJLJ7PMOfA/78C598Oe1+FXZ8DWf47NpI23Hba/CM/fDD+dzBnr7tDj/fhpvVm6EEIIIYQQIqaGMizuduAxYDxwEHgL+Eo0gxJCRJ/bH8RuNqJp2pEvdoarWKTn0snNaIKlX4fpl8J/74AXb4HtL8Blv9CrmmKpswH2vAa7XoGSYgh6wZECM69gX7uNKV3r4bV74O3vw7zPwOn/AymTYhuzEEIIIYQQp6ihJJfsSqkbex/QNC0zSvEIIUZJly+IY8AhcfX6Oi5j9AISsZM2DW5+Az56Uk/W/OpMuOAhmH+T3stptDSXw+5XYPerULFWn/3OlQunfxGmXwa5C8Fg5GBxMVOW/xSq1sPHT8LHT8GHv4EpF8CZt8Gkc0Y3biGEEEIIIU5xQ0kulWqa9i/gZqWUO3zsNWB+9MISQkSb2x/ENlAz7+7Kpbi00QtIxJbBCIu+DNMugpfuhJfvhB0vwiceg6S86LynUlC3U69O2v0y1GzTj6fPgqX3wIzLIHNu/4kiTYOc0/Xl/B/Aht/D+t/DX66C1Klwxq1Q8Gm9wbkQQgghhBAiqoaSXNoGrAbWaJr2KaXUAUA+EhbiBOfxBwdp5l2rr6Vy6dSTPBFuegk2/gHe+h78+iw47wF92JlhSHNADC4YIKF1F7y1Uk8qNZcCGuScoSeJpl967MPbErL0JuVLvwE7/gMf/bZnyFzhjXDGLTJkTgghhBBCiCgaSnJJKaV+rWnaFuBlTdPuBcZgx1chxLFw+/SeS/3qHhbnlMqlU5LBAKfdDJPPh1e+Bq9/U69iuvwJSJ088HVKgbsZ2g5Ca9WRS9tBaDvEfBUEgxnyl8HiO2HapRA/AolMkxUKrtOXqvV6kmndM/p6yvn6kLmJ54xMkkwIIYQQQggRMZTkkgaglFqjadq5wD+B6VGNSggRdV2+o1Qu2RL1H9bFqSsxB258Hrb8Hd64D367GIq+TWKzATaFE0htvRNIB8Hf2fceRgskjAdXNuQtgYTx7GxQzLziLrC5ohd79mmQ/YzeO2r972H9s/CXqyFlCpxxK1ZPsp4Mk95MQgghhBBCDNtQkkuXdG8opao1TTsbOCt6IQkhRoPHHyTRYen/xc46iJOZ4gR68qXwBr1J9qvfgJX3UwiwJfx6XIaePEqbrlc6ucKJJFc2JGTr1W+HVQrVFRczM5qJpd7iM+Hsb+tD5nb+R29a/vo3WQSw5R7ImA2Zc8Lr2fpzSFJVCCGEEEKIYzJgcknTtM8opf4CXN/vVOXwXtSiEkJEndsfJGvAYXF14JTkkuglPhOu+wtUfMjmjespXH6pnlQ6URIxJgvMvVZfqrew952/MDXeC7Xb9cqmQHi+Cs2oNwTPnN2TcMqYc+zD9pQCT4s+xLSzTv8z1VmvrztqwddJKlMgtFRvpi6EEEIIIcQJbLDKJWd4LVPtCHEScg/a0LsOsgpGNyAx9mkaTFhES6lXb/x9osoq4ND4ZqYWFen7oSA0leiz1dVuh5rtUP4BbPtXzzXOtD7JpsTmGtjWEE4a1R2ZROqsh6DvyPfWjOBMBWB2x4tQ/bzed6rg+hMnUSeEEEIIIcRhBkwuKaWeDK8fHL1whBCjxT1ozyUZFidOIQYjpE7Rl9lX9RzvaupJNtVu15NPHz0JQV/foYEGk558cqbpf24yZvVsO9MhLi28Tgd7sj5MMBRkx/OPMKv5LXj5Llj1I1j4Jb2R+mgNGRRCCCGEEGKEDDYs7peDXaiUunPkwxFCjJYBZ4vzdYGvXZJLQjiS9Rnt8pf1HAv6oXE/m9espHDx+fqfE1visc9AZzBSn74YPvUdKH0P3v8FrHwAVv8cTvsCLPyyPhRRCCGEEEKIE8Bg3w1vCC82YD6wL7wUAgN0ARZCnAiUUvqwuP6SS511+lp6LglxJKMZ0mfQkjQH0qfrCahjTSz1pmkwcTnc9B+49V2YfB588Dj83xx46avQsH/EQhdCCCGEECJaBhsW90cATdO+BCxRSgXC+78FVo9OeEKIaPAFQ4QU/Q+L66jX13HH2MBYCDE84wrhU7+Hpu/CB0/A5r/Cxj/DjMtg8d2QvSDWEQohhBBCCNGvoXzcmgQk9NqPCx8TQpyg3L4gQP+VSx21+joubRQjEkJEJE+Ey34OX9sOS7+hD5t75hz4w2Wwb6U+E50QQgghhBBjyGCzxXV7BNikadoqQAOWAQ9EMyghRHS5/eHkUn+VS93D4qRySYjYikuDc78LS74GG/4Ia38Ff70aMubA4rvQQvI5jxBCCCGEGBsGTS5pmmYA9gBnhheAe5VSNdEOTAgRPYNXLnX3XJLKJSHGBGs8nHUHnHErbPsXrHkMXvwfzjI5ofECmHy+3qspXhLCQgghhBAiNgZNLimlQpqm/UopNQ/47yjFJISIsu7KJdtAySV7st64WAgxdpgsMO9GKLge9r1Fw6qnyCpfCzv+rb+eORemXABTzofxp4FxKMXJQgghhBBCDN9QvvN8W9O0q4EXlZJGD0KcDLorlxz9NvSu1adXF0KMTQYDTLuIPdU2spYvh5ptsH8F7FsB7/8CVv8MbC6YdI5UNQkhhBBCiFExlOTSbcDXgYCmaR70vktKKZUw+GVCiLFq8J5L9ZJcEuJEoWmQNVdfln4D3C1Qskpv/L1/RU9VU1aBnmiSqiYhhBBCCBEFR/3uUikVPxqBCCFGz1Fnixt/2ihHJIQYEfZEmHWlvigFNVv1iqb9K3tVNSXCpLMZ58uAHS1gT9KvsyXq29Z4PWklhBBCCCHEEA3po0tN05KAKYCt+5hS6r3hvrmmaRcBjwFG4Bml1COHvf554KfAwfChJ5RSzwz3fYU41Q3ec6leZooT4mSgaXrFUlYBLLsH3M1QUhxJNk3tqIV9v+3nOmOvZFOinnDqTjz1TkLFZ4AyjOIDCSGEEEKIseqoySVN0/4HuAvIBjYDC4G1wDnDeWNN04zAr4DzgSpgnaZpLymldh526j+UUncM572EEH15/AP0XPJ2gL9TnwJdCHFysSf1VDWFQqx960UWFU4HT4ueeHKH156WvttdjdB4oOc4Pe0Xc/NvZJjfDgghhBBCiJPAUCqX7gJOBz5USp2tadp04Ecj8N5nAPuVUiUAmqY9B1wBHJ5cEkKMsK6BhsV11ulrqVwS4uRmMOC1pULm7GO7LhQCb5ueeHr1G+SUvwTen4A1LjpxCiGEEEKIE4J2tAngNE1bp5Q6XdO0zcCZSimvpmk7lFKzhvXGmnYNcJFS6n/C+58N3/+OXud8HngYqAf2AncrpSr7udetwK0AGRkZC5577rnhhDZmdHR0EBc3vG/Yh3uPWF8/FmI4GZ/hlRIfz+/189T5DizGnt4qCa27mL/pPrbOuZ+mlPlRjSEW94j19WMhBnkGiWGkrk9o3cP8Td/iwMTPU5l7ZUxikF8HiWGkrh8LMcgzSAwjdf1YiEGeQWIYqevHQgxj4RnGirPPPnuDUqr/Br1KqUEX4N9AIvAA8B7wX+C1o103hPteg95nqXv/s+g9lXqfkwJYw9u3Ae8c7b4LFixQJ4tVq1bF/B6xvn4sxHAyPsOjb+5Wefe9okKhUN8Td/xXqfsTlDq0JeoxxOIesb5+LMQgzyAxjNT1SinV9IslSv1kslK+rpjEIL8OEsNIXT8WYpBnkBhG6vqxEIM8g8QwUtePhRjGwjOMFcB6NUAu5qidOJVSVyqlWpRSDwDfBX4HfPL48lx9HARyeu1n09O4u/u9G5VS3vDuM8CCEXhfIU55bn8Qu9mIdviMUJFhcemjH5QQ4oRTPuFa/e+NjX+OdShCCCGEECKGBkwuaZqWfPgCbAPeB0ainmsdMEXTtHxN0yzAp4GXDoshq9fu5cCuEXhfIU55Xb7gkf2WADrqAA0cqaMekxDixNOSOBtyFsKaxyDgi3U4QgghhBAiRgarXNoArA+vu3se7QtvbxjuGyulAsAdwJvoSaN/KqV2aJr2fU3TLg+fdqemaTs0TdsC3Al8frjvK4TQK5dsAyWXHClgHEqvfyHEKU/TYNk3oa0Ktp4c/Q6FEEIIIcSxG/AnSKVUPoCmaU8D/1ZKvRbev5iRGRZH+J6vHXbse722vw18eyTeSwjRw+MPYrcMkFySmeKEEMdi8rmQVQirfw4FN0hyWgghhBDiFHTUnkvAwu7EEoBS6nXgrOiFJISINrcviKO/5FJnHcSljX5AQogTl6bBsnuguRR2vBjraIQQQgghRAwMJbl0SNO0/9U0LS+8/D/gULQDE0JET5dvoGFxtVK5JIQ4dtMuhbQZsPpRCIViHY0QQgghhBhlQ0kuXQ+kAf8OL+nhY0KIE5TH309Db6Wgox6cUrkkhDhGBoNevVS/G3a/EutohBBCCCHEKDtqckkp1aSUukspNS+83KWUahqN4IQQ0eHuL7nkbYeAWyqXhBDHZ9aVkDwJ3vupnqwWQgghhBCnjKMmlzRNm6pp2lOapr2lado73ctoBCeEiA63v5+eS531+jouffQDEkKc+AxGWPp1qNkK+1bEOhohhBBCCDGKhjKly7+A3wLPAMHohiOEGA1uXxDb4cmljlp9LcPihBDHa+51UPwIvPcTmHK+3uxbCCGEEEKc9IaSXAoopX4T9UiEEKPG7etnWFxHnb6WYXFCiONlNMPiu+C1e6D0PZi4PNYRCSGEEEKIUTCUht4va5r2ZU3TsjRNS+5eoh6ZECIqlFL991yKJJdkWJwQYhjmfVZPUq/+WawjEUIIIYQQo2QoyaXPAd8EPgA2hJf10QxKCBE9vmCIkAL7ET2X6kAzgCMlNoEJIU4OZhucdadeuVTxUayjEUIIIYQQo2Aos8Xl97NMHI3ghBDD5w/62eXehQrP3uT26a3TjqxcqgVHqt6UVwghhuO0L4A9WaqXhBBCCCFOEUOpXELTtNmapl2radpN3Uu0AxNCjIyHPnqIX9f9mm0N2wB9pjjop3Kpo176LQkhRobFCYu+AvvegkObYx3NyUspqN+LzV2rbwshhBBCxMhRG3prmnY/UATMBF4DLgbeB/4U1ciEEMP2/N7neXHfiwAcaDnA3LS5g1cuxclMcUKIEXLGLbDml7D6Ubjuz7GO5uRStxt2vAjbX4TGfSwE2PxNyJwDWXP1deZcSJumN1kXQgghhIiyocwWdw1QAGxSSn1B07QM4C/RDUsIMVzb6rfxo49+xKKsRayrXkdpaykwSOVSZ73+g4gQQowEmwvOvBXe+ynU7YL0GbGO6MTWeCCcUPo31O0ANMhbAgtvZ8++/UxL8EL1Vlj/ewi49WuMFv3rnjkHMgvC69lgjY/powghhBDi5DOU5JJbKRXSNC2gaVoCUAfkRDkuIcQwNLobubv4btId6fxk2U+49sVre5JL/VUuKaVXLjmlckkIMYLO/BKs/TWs/jlc/XSsoznxNJfDjn/rSaXqLfqxnIVw8U9g5hUQnwlAdWcx04qK9NdDQWjcDzXb9GtqtsGe12FT9+eCGiRP7FXlNBd7V61eDRUKhJdgr+0AhPz9HOu1D8S1+yC4BIxD+dZSCCGEECeboXwHsF7TtETgafSZ4jqAtdEMSghx/AKhAN9875u0eFv488V/JtGWSIY5g7K2MmCAyiVPKwR90nNJCDGynClw+s2w9ldQdB+kTIp1RGNf2yHY8R89oVS1Tj82bj5c8BDMuhJc2YNfbzDqVahp02DONfoxpaC9Wq9sqgkvhzbBzv8AcCbAx8ML+zSAbQ9Azukw4SzIPQvGL9BnDxRCCCHESe+oySWl1JfDm7/VNO0NIEEptTW6YQkhjtdjGx9jXc06Hlr8EDNS9GEoGaYMtrVvwx/091+51Fmvr+PSRztcIcTJbtFX4aOn4P1fwBVPxDqasamjDnb+V++hVLEWUHpl0bn36wml5Pzh3V/TIGGcvky7qOe4uwVqt7Pzo7eZOWsOGEy9FqO+Npr77vd3TtDHzhV/YaazRY//nYf0+xstemJswiI92ZR7pj5cUgghhBAnnaE09H5bKXUugFKq7PBjQoix442yN/jDjj9w3bTruGLyFZHjGeYMgipIZXslbr8VOKxyqaNWX0tySQgx0uIzYMHn9F5Ay++FRBlZD4CvC3a9RMHmX8G720GFIG0GnP0dmHUVpE6Ofgz2RMhbQl1ZgJmzi4Z1q7qMZczsHprX1QSVH0H5B/ryweN6chENMmbryabu6qZ4qZgVQgghTgYDJpc0TbMBDiBV07QkQAu/lACMH4XYhBDHYH/zfr635nsUpBVw7+n39nktw6x/817aWorbNwU4rHKpo05fOyW5JISIgrPuhPXPwge/hEt+GutoYkcpqN4MG/8M254Hbys2WyYs/YaeUMqYGesIR4YjGaZdrC8Avk6oWq9XNZV/oPd/+vgp/bXkiZB7Fqn+8RBYBCZr7OIWQgghxHEbrHLpNuBrwDj0XkvdyaU2QOrahRhD2n3tfK34azhMDn5e9HPMh009nW7Wk0albaUY/ROBAZJL0nNJCBENiTlQcD1s+CMsvefUq1ZxN8PWf8HGP0HtNjDZ9Ibc82/io1I/RWefHesIo8vihInL9QUg6Nf7P1WEK5v2vMpsdzOUPA1zr4XCG/Vm40IIIYQ4YQyYXFJKPQY8pmnaV5VSj49iTEKIYxBSIf7f+/+Pg+0HeebCZ0h3HFl9ZDPYSHekU9payvhAPw29O+tAM4I9abTCFkKcapbcDZv/Cmsf15tTn+xCIShbrSeUdr0MQS9kFcClj8Lsa/QhaQBlxbGMMjaMZsheoC9nfRVCQbb++zHmhrbqFW4f/VbvOVX4GT3Z5EiOdcRCCCGEOIrBhsWdDlR2J5Y0TbsJuBooBx5QSjWNTohCiME8s+0ZVlWu4t7T72VBxoIBz8t35VPaWkqKOYimgdVk6Hmxo1bvt2QwDHi9EEIMS8okPamy7llY8vWTN2HQehA2/w02/RlayvUG1vNvgvmf1ZNL4kgGI00p86Ho63q/pm3Pw+a/wBv3wlv/C9Mv0RNNk84B41AmOhZCCCHEaBvsX+gngfMANE1bBjwCfBUoBJ4Crol2cEKIwa05uIYnNj3BJfmXcOOMGwc9Ny8hj9dKXmNGfAC72YimaT0vdtSDMy3K0QohTnlLvwHb/gkf/gbO+X+xjmbkBHyw9w09obR/pd6cO28pnPNdmHEZmO2xjvDE4UiGM2/Vl5rterXb1n/os+nFZULBp2HeZyB1SqwjFUIIIUQvgyWXjL2qk64DnlJKvQC8oGna5qhHJoQYVFV7Fd9671tMTprM/Yvu75ss6ke+K592fzstvqa+/ZYgXLl0ivVAEUKMvvTpMONy+OhJOOuOWEdz/JSC9hpo3M/EA7+Hdf8DnfUQn6VXZc27UW9ULYYnczZc9DCc9yDse1NvBP7B47Dm/yD7DD3JNOtKsCXEOlIhhBDilDdocknTNJNSKgCcC9w6xOuEEFHmDri5u/huFIrHih7DYXYc9Zp8Vz4Ajb4qbObDEkmd9ZAxa8Bra3/yUxJ27qS5pgZ7QQHWKVPQTPLXgBDiOCy7B3a9BB8/DZwW62gG19UEjfuh8YC+bgqvG0vA3wlAtmbUZ0WbfxNMOleGbUWDyQIzPqEv7bWw9TnY9Fd4+U54/V6YeQVJTAPvArDGxzpaIYQQ4pQ02HdAfwfe1TStAXADqwE0TZsMtI5CbEKIfiileOjDh9jdtJtfnfsrchJyhnTdRJf+KXproAqHZVzvG+qzxcUd2QgcINjRSdOzz2IzGqn58EMANIcD++zZ2AsKsBcWYC8owJSaOrwHE0KcGrIKYMoFsPZXGE77TayjwRhwQ/WWnqRR4/6eRJK7uedEzQhJEyB5EkxYoveQSpnE2gPtLL7gitg9wKkmPgMW3wVn3QkHN+jVTNtfoMD7HGz9PqTPgOzTYPxpkH06pE0Dg/Ho9xVCCCHEsAw2W9wPNU17G8gC3lJKqfBLBvTeS0KIGPjHnn/w0oGX+HLBl1mWvWzI16U70rGb7LT5D+HsPVOcuxlCfnD2n1zy7tsLQOstt7Dg6qtwb96Ce4u+NP7+9xAIAGAePx57YWEk4WSbPh3NYjn+BxVCnLyWfRN+dz5T9j0NaW1gTwZHkr62J+lNsI8y1PeoQiHoaoD2an0IW3/rtmqWdtbB+72uSxivJ45mfhJSJoeXSZA4Qa+gOYy/snh4cYrjo2l6Ein7NLjoYba+9Bvmpvigaj3sfEmfpQ/AEgfj5/ckm7JPG/DDFCGEEEIcv0Frt5VSH/ZzbG/0whFCDGZz3WZ+/PGPWZa9jNsKbjumaw2agbyEPCrqq0np3XOpo05fD/DNtneP/kfen52NJScHS04Ork9cBkDI48GzcxfuzZtxb9lC14YNtL36KgCaxYJt5sxIssng9R7j0wohTlo5Z8DMK8ja+V94ceWRr2tGPcnkSO5JODkOW9uTSW7cD5uqeiWMavpuq+CR93ak6r2R4jMhcy4lLYqJp52vJ5GS88HijP7zi5FltodnmyvS95WCphKoWqcnm6rWwQe/hJD+YQiJueFkUzjhlDkXzLbhx6EUhIL6okLhJbwdCuqvH3EsFFmsnjo9KSoztwohhDgBSWMAIU4QDe4Gvl78dbLisvjRkh9h0I79m898Vz77Gj7s29C78yjJpb17MDidhFKOnDbcYLPhmD8Px/x5kWP+mhrcW7ZGqpuan3uOpj/+kTSg7Ll/EH/RhSRccAHmceOOuJ8Q4hTyqT+yZsXLLJ4/Q+9t5G7SKym7t7vC++4maK2Cmq36sYA7cou5ANvCO/aknqRR2nR93b3fvXamH1F9VFFczMRZRaP11GI0aFpk2CIFn9aP+cPDH7uTTVXrYMeL+msGM2TMpLDLD/vj9CRUKBBOFAWGvF+EgnePP+xFABu/rjcyz5yjJ70y5+hD/UzW4X5VhBBCiKiS5JIQJ4CgCvKN4m/Q7mvnN+f9BpfVdVz3yXPlEdBex2oK9ByMVC71P1ucZ+9erNOmDXmIijkzE3NmJgkXXgCA8vnw7NnD9j//BevevdQ98mPqHvkxtoK5JFx4EfEXXIAle/xxPY8Q4gSmafgtCcc+pbzfHUlCbfxoDfOXXahPUT8SlSfi5GW2Q+5CfenWXtOTbKregnI36JVrBlN4MfbaHuiYMbIuK68kb+Ik/d9LzQiaQV8M3dvG8GuHH9PP27NjE9NcAT2Ruumv4H9Kj9Ng0hOmvRNOmbP1hKoQQggxRkhySYgTwH+a/8PG9o08svQRpiVPO+775LvyQVMoU33Pwe7kkjPtiPOVUnj37CXhskuP+z01iwX7nDl0XnIxp//kx/jKymh78y3a33yTup/8hLqf/ATbnDkkXHgB8RddhCU7+7jfSwhxCjDb9SVhHG2uBkjKi3VE4kQVnwkzLtMXYEtxMUXdQ+uOQ1lxMXnLj//66uYMpnW/fygEzaV6tVXNNn058A5s+XvPBYm5vZJN4XWkRaoQQggxuiS5JMQY90bpGxS3F/OZGZ/h0onHn+QByE/IB8BnrO052FGrDwno5xPQQHU1ofZ2bNOOP6F1OEteHqm33Urqbbfiq6ig7c03aX/zLep+9ih1P3sU26xZxF94IQkXXYglN3fE3nc0qECAYEuLvjQ3E2huJtisbwebmwm2teF0u2lpacGan48lPx9jQkKswxZCCDHWGAw9Q/tmX9VzvL0WardB9daepNPuVwE9qbTE6ISS2XqlU/pMSA+vnWnDb5IvhBBCDEKSS0KMcc9se4bx5vF8/bSvD/teExImoJSGl+qeg531er+lfr7p9OzZA4B16jRoax32+x/OkptL6i23kHrLLfiqqmh/8y3a3nyT+p//nPqf/xzrjBkkdCea8vJG/P37o5RCeTwE29sJdXQS6miPbNvWr6Nh376+CaPmZgItehIp1NY24H0NDgeG+Hic9fVUv/FG5LgxJQVLfp6ebMrLxzIxH2t+PubsbDST/BUthBCil/gMfZl8Xs8xbwfU7YSardRuWsl4Qxvsegk2/rHnHEcKpM3Q+zd1J5zSpusN8oUQQogRID+5CDGGVbRVsKd5D1clXYXZYB72/axGK8qfRJfqlVzqqO13SBz0zBRnnToF1q8f9vsPxpKdTcoXbyblizfjP3iQtrdW0P7GG9T/3/9R/3//h2XyJJIMRir+/Bc96WI2oZnMaCaTvpjNaGYTmHodDx/TTPpxx+491G3cFE4YdRDq6CDU3k6wo9d2ZycEAv3G6ALqAc1qxZicjDEpEVNiEvbsbIxJSRiTEjEmJWFKSgrvJ2FM1I8bLHoT4eK332ZR/kR8ZaX4SkvxlpbiKy2j/e13CDY19byZ2azPzpefjzU/D0u40knzeKL66yCEEOIEY43TZ2DMOYN9nZMZX1SkD4/rqNOTTvW79XXdbtjyHPjae66Ny+yTbHJ2hEAtlyonIYQQx0ySS0KMYSvKVwBQ4CgYkft5AyFCvjTagod6DnbU6TMp9Xf+3j2Yx4/HGBc3Iu8/VObx40n5wudJ+cLn8VdX0/7WW3S8vwaqDxHsaAd/AOX3owKBXov/iOME+05DHg80Go0Y4+IwxMdjiIvDGBeHOSsLQ7y+bYiL7387Pp6Pd+xgycUXY7Dbj//hjEasE/OxTsw/4qVgSwu+sjK8pWX4SkrwlenJp8733kP5/QCkmc1Uvfkmrssuw7l0aSRpJYQQQkRoWk+V06Sze44rBW0HoW5Xr2UnrP89BNycDrDnx3pl1JQLYGIR2GT4thBCiKOT5JIQY9iK8hXMSZ1DsmlkytY9/iAhbxqtgY8JqRAGzaAnl7Lm9n/+nvBMcTFkzsoi+XOfI/lzn6OkuJiCY2i2qkIhCPQknFZ/9BHLzz8f7Tg/kQ1VVw8vsXQUxsRE7IWF2AsL+xxXwSD+gwfxlpSw9+/PYfrwI9pffwNDQgIJF15AwmWfwHH6aWgGQ9RiE0IIcRLQNHBl68uU83uOh0LQUsbuN3/PdGMF7HwJNv1Zn6kud5GeaJp6IaROlaomIYQQ/ZLkkhBj1KGOQ+xo3MHdC+6GhpG5p9sfJORLI6B81HbWkuXICPdcyjji3JDXi6+sjPgLzu/nTicGzWAAiwWtu7rHYjnuxFIsaUYjltxcLLm5tAPzn3iczg8/pPXll2l99TVa/vU8powMEi65hITLLsU2c+YJ+ZxCCCFixGCA5InUZJ3L9KIiCPqh8mPY9xbsWwErvqsvibl6omnKBZC3FCyOWEcuhBBijJDkkhBjVPeQuPNzz+dAw4ERuafbpyeXAEpbS8nSLKCC4Ew/4lzfgQMQDI7oTHFiZGhmM3FLlxK3dCkht5uOVatofeVVmv7yF5p+/3ss+fkkfOIyXJdeimXChFiHK4QQ4kRjNEPeYn05/0ForepJNG3+G6x7BoxWyF8aTjadD8kTYx21EEKIGJLkkhBj1MrylUxPnk5OQg4HGJnkUpdPHxYHUNpWylmmRP2FuCOTS55IM29JLo1lBrtdr1i65BICzc20v7WCtldeoeGXj9Pwy8exzZ2L67JLSbj4Ykxp/TduF0IIIQblyobTbtaXgBfK1+iJpn1vwevfgteBlMlMts2A9DbIOVPv9ySEEOKUIcklIcag2s5aNtdv5o7CO0b0vh5/EBWMw26Mo7S1FKzj9Rf6SS559+xBs1qxTMgd0RhE9JiSkki67lqSrrsWf3U1ba+9Tusrr1D7o4epfeTHOBeeiW3qVNTixWjm4c8+KIQQ4hRkssKkc/Tlooeh8QDsXwn73mLcgTfgny/r5yXl6Umm7iV9BhiMMQ1dCCFE9EhySYgx6O2KtwE4P29k+x25/UFAY5wjV08uOabqL/TTc8m7dw/WKVPQjPKN4InInJVFyhdvJuWLN+Pdv5/WV1+l7ZVXcX2wlgNvv0PaHV8h4bLL5NdXCCHE8KRM0pczb2P1OytYPiURKj+Eyo/gwCrY+g/9PGsCZJ/Wk2zKPg2s8TENXQghxMiR5JIQY9DKipVMck1iomtk+xe4fUEAsuPy2NmyDuLr9BecRw6X8uzZS9zy5SP6/iI2rJMnk37XXaTdeSdrn3iCzHdWceje+2h4+mnSvnon8Rcc/wx6QgghRDdlMEPO6frCV0EpaC7Tm4NXfqivix8BFGgGyJgVTjYthJwz9IbhQgghTkiSXBJijGl0N7KhdgO3zr11xO+tVy7BhIQ83q1+jY62KuKMVrC5+pwXaGgg2NiIbdrUEY9BxI6mafjmzCH/K1+h/a23qP/l4xy86y5sM2eS9rW7cC5dKkkmIYQQI0fTIDlfXwqu0495WqFqvV7ZVPkRbHlObxAOEJ/FDPsUSKiAiUWSbBJCiBOIJJeEGGPeqXyHkApxXu55I37v7sqlfFceAGUdlcyOS9e/+evFs2cPAFaZKe6kpBkMJFx0EfHnnUfry6/Q8MQTVN56G/YFC0i7606cZ5wR6xCFEEKcrGwumHyuvgAEA1C3U080VXxI4t634aX39NeS8vUk08TlkLcMnCkxC1tEUSgIbQf1KremUn3dUsG0hmYIFOuzGjvTIC5N345LB3uS9PASYoyR5JIQY8yKshXkxucyNWnkq4a6K5cmJ+rD7Uq7avTk0mG8kZnipHLpZKaZTCRe+Ulcl15Cywsv0PCb31Jx0+dwnnUWaXd/DfucObEOUQghxMnOaIKsufpyxi2sXbWKolmZUPIulBTDtudhw+8BDTLn9CSbcs8CiyPGwYsh83ZAS3lP8qi5tCeZ1FIBIX/PuQYTuLJJ7myHD97r+1o3zQCOVD3R5EztSTr12nZ2HARfJ1ico/WUQpzSJLkkxBjS4mnh45qP+fysz0dleFIkuZQ8AZNmotTXCs7JR5zn3bsXU1oapuTkEY9BjD2axULS9dfjuvJKmv/2dxqffpqyT11L3LnnknbnnTI8UgghxOjRNH1mufQZsPB2vbLp0MaeZNOHv4EPfglGC2Sf0ZNsGjdfT1SJ0acUeFqgrRraDkHbQfJK10DT33qSSZ11fa+xuiA5T08YzviEPnQyKU+vVksYD0YTa4uLKVq+HNzN0Nmg36Ojrv/tpo+gsx78XZG3OB1g/V0QnwXJE8NDNCf2XaSpvBAjRv4GFmIMWVW5iqAKcv6EkZ0lrpvbF0TTwGmxkh2fTWndAf1TnsN49u6RIXGnIIPNRsrNXyDx2mtp+tMfaXr295R+8pMkXHIJaV+9A0teXqxDFECguRlfaSmWbdtoD4VQgQAEg6hgCIIBVDCECgagzzoIoSAq0LN2VpTTdPAgpqQkjMnJGJOSMCYmYUpKRLNYYv2YQgihM5r0Zt85Z8Dyb+qVKBVre5JNq34Iqx7SZ6ObsJjsYBaUmfVKKEkcDF8oqCdt2g71LO2HDtuv7pPUAZiABq5sPWE09UJ93TuB5BjiB5iapp/rSIa0IXzY5esMJ53q2bH2LWZl2vQEV1MJ7FsJHTV9z3emH5Zw6pWAOhkEfKBCsY5CnCIkuSTEGLKyYiXjnOOYmTIzKvd3+4LYzUY0TSM/IY/Shn1HJJdUIIBv336cNy2KSgxi7DPGOUn78pdJvuEGGp/9PU1//jNtb7yB68pPkvblL8c6vFOC8vvxVVbiKy3FW1KCr7QMX2kpvpISgq2tACQBVcN4jzig9uVX+n3NEBenJ5uSkvTkU/eS3LNvSk2FkHzDKoQYZRYnTD5PXwA6G6HsvUiyaXLz63DgWUCDlMmQVQDjCiGrUN+2JcQw+ChSCrztesN0TysJrXug1AgBLwTc4bUnvHjB3/tY79f0/Xk1pbCxU0/GhAJ938tg0quBEsbplUdTL4KE8H7CeIjP4r1Ne1l+TnQ+LB2UxRlpIl9/oAuWFfV93duhD8lrKum1lELpu7Dlb31OXWJ0wkfhD1uUAlR4m17bauBtzcD4CTcCh8UwWg5uhN9dwPJQAD5M0H/v21x6ItbmOsp+or5vTcAY6NSTdppR/7U3GI/o1zpmKKX/GXA3QVezvnY3k9xYCd4FknCOMkkuCTFGtPva+eDQB9ww/Yaozdjl9uvJJYB8RyarzSYCzrQ+fxH4yspQfj82qVw65RkTE0n/+t0k3/RZGp56ipa/P0fbf18iOTODir/8FVNqKqa0VEypqRhTUzGl9OwbEhJk5rkhCDQ34ysp0ZNIpaX4Skr1JFJVFQR6vpk3pqVizZ9I/EUXYcnPw5qfz+bSUk474wwwGtGMRjAY0Uy91wY0kwnNYIDD10Yj777zDksKCgg2NxNoaibY3EywpZlAUxPB5hZ9v7kZf30dnr17CTY1obzePvG7CgoILVqEwW4f7S+dEELonCkw60p9Ada89R8W5zmgejMc2qxXOW1/vuf85Ek9yaZxheGEk+vI+w4m6A8Px6oPL323p1dXQfu/wWQDkxVMdn1ttg++b7KB2YbNXaPH7mkBd0uvdWs/x3q9poKREOcDbBrCs0RitPVarIQMFsidF04Y9Vrix+nNtQ2GQW+rDKXH9jUdLdY4PSGW2U9fSV9XuA+UnnSq2fkh2ePG6a9pGqANsI2+3/v7Hk2Dig+ZWPInaL8H4jOi8zwDUQpWfA9sCZSnnUteZnL490+bvm6rgrrwvrdt0OqmpQDvH3ZQM+iJpkjC6fB9YzgJZeR0jx/2poLZofdJM9v1bXOvbcth+93bFieYrLhatsPOtnDSqKlv8iiyryeSev856DYXYPsPYfx8yF8GeUsh50zp2zbCJLkkxBjxbtW7BEKBqA2Jg3ByyRJOLlkSCWgah0wmek/0G5kpTpp5izBTaiqZ3/kOKV/4Ak1/+jPVG9YTbG3FW3KAYH0Dyn9ko03NbNYTTpElJbJvramh02YPV8MkYko8uYdhBVtb8VVU4CuvwFdRjr+8Al95OWn79rGvszNynmY2Y8nLwzp1KvEXXYg1Px9LeDHGH/lJW0ApbDOHUeVoNEZ+faxDvCTkdhNsaiLQ3ELn2g+o+/kvKP/858n5zW+kR5sQYkzwWxJhahFMvaDnYEc9VG+B6k160qbyY9j+Qs/rSfk9CaeMWaTWr4N1+wdOILmb+39zgxmcqST6gtCxs6dqKOg7pmdYCPBRPy9oRrAn6lUl9kR9xrTk/J59mytcceJi6+4DzJ1/et/EVe+12a73rRrgg6AtxcUUFRUdU9wnPIsDMmbqC7DfP5fs4XwNGg+gPXE6vPcTuPTRkYlxqA68DWWr4aIfU+aZTt5gz6EU+Dr6Jp+8bZEquP17djJ5Yp5ewRYKhpeAnsQJBfQq5j77fc/pqjmE0+HUq+U66/Uknt+tD6XsXo5iHsDmXgdMNrCHh0vak/QebZH9w9dJbF79GoUJrVC6Gt7/P1j9aLhv2+k9yabs0/Q/G+K4SXJJiDFiRdkK0u3pzE2bG7X36B4WB5Cn6X95lhLok1zy7tkLJhOWiSfJWHMxYsxZWWTc+y12FRdTGP4mRSlFqK2NQEMDgYZGAg31BBsaeu034K+pwb19G8HGJgiFSAQqnn6mz717D8MyJrr0oVeJvYZjJSWGjyWi9UrIjAVKKYLNzfjKy/FHkkj64i8vjwxj62bKzMSSm4tn/nzyFp+FdeJELPn5mMeN0yuQxjCD3Y5h/HjM48djnz2LfR2dGP7wB8quv57cp57CMmFCrEMUQogjxaXBlPP0pVtnQ091U/VmqNoAO/4NwGyAHeHz7El6pY4zHdJnhrfTwrOSpfXdt7lA0/jw8MRMKNR3SFrvYWp+zxFD0nbv3MH0wjP7JpJsiXoVxxCrgpvqi/UfmkXspEyiOusCxm/4Ayz8MqRMGp33DYVg5QOQmAunfQHeXzv4+ZqmDxezxkM/RXxVXcVMXlx03OHsOFqiUin9976vO9nkBn9nrwSUhy279lOw6JyepNExVhy1JBVAdwzedqj4UB8KWboaih8BHtYTsblnhpNNy2DcPJkk4BjJV0uIMaDL38WaQ2u4esrVGLTBy4yHo0/lktLXpcEOlvc6x7tnD9b8fAwncSWJGDmapmF0uTC6XFgnDf5NkwoGCba08OEbbzBv8pTIMKxgczOB5uaeoViNTfgOlBBsbibUdeSnWelA+b+eJ/Hqq4g//3wMNluUnq6fZwgE6Fz7Ic7//Jeq//5Xr0KqqCDU0dFzksGAOSsLy4RcbBdfhCV3ApYJuVhyczHn5ETiLS0uJuUE/1TYO6+Q3KLfU/WlL1P26evJ+e1vsBcUxDosIYQ4Omdq395NoA+rqd/Dum27OX35xeBIAaN5+O9lMOg/DA/xB+Ka5mKmzyga/vuKmCufcB3j69/VG89f8+zovOmOF6FmG1z51IlRiaNp4eFwdiCl31Oaa4v1Jv0jwRoPU87XF9ArEcs/gNL39GTT29/Xj1viYcIiyF9GfJsVPPOOfQjtKUaSS0KMAe8dfA9v0Mt5E847+snD4PYFsYUrl1yeNpKDQUq9jX3O8ezdi2PBgqjGIU5NmtGIKSWFwPjxOM88Y0jXhLxegi09/X+Czc3sefsdzJs3c+ib38KQkIDrsktxXX019lmzohK3CoVwb9pE26uv0vbGmwSbmnAaDHhysrHkTsA1bx6WCbmYc3Ox5E7AnD3+lErOOubNY8Lf/0blrbdR/rnPM/7RnxF/7rmxDksIIY6dIxkmLKKz1AvxmbGORpwEfNYkvWpp9c/grK/q1TDRFPDBOz+AjNkw51PRfa+ThT0Jpl+qL6BXNZat7kk27XuLBQAbv6mfm5TXM+th93Zyvt7M3jC2K9CjTZJLQowBK8tXkmxLZn76/Ki+j8cfJMkZ/qG3o458f5DS9p75poJtbQSqq7FOk35LYmwwWK0YMjIwZ/Q0wux0ODjtpz+h6+OPaXn+BVqef4Hmv/0d64wZJF51Fa5PXIYxMXFY76uUwrtrF62vvkrb668TOFSNZrUSd/bZJFx6CRuBovNjMAvOGGXNzyfvub9TefuXqPrqnWT87/8j+YYbYh2WEEIIEXuL74T1z8LKB+Gm/0T3vTb+UW9KfsO/jtp0XQzAmdpnkgDaDrH9zT8ye5xT/9o2l+o93Ha93HcmRYMZEnP6Tzwl5Y36Y8SCJJeEiDFPwMN7Ve9x2cTLMEY52+32BxkXrlyio458zcLKtp7ZPLx79wLITHFizNMMBpwLF+JcuJBg6//S+sortLzwArU//CF1P/0p8eedR+I1V+NYuFCfHW2IvKWltL36Gm2vvYavpARMJpyLzyL9a18j7pxzMcY59ROLi6PzYCcwU0oKE/74Bw5+4x5qv/8DAtXVpN199zF9/YUQQoiTjs0Fy+6BN78DJcUwsSg67+PtgHd/DBMW9wz5EsOXMI6GtEVweN+pYADaD0FTaTjpVKYnnprL4NCmIxr/5+bfCBx2j5OMJJeEiLE1h9bgDrijPiQOoKtXQ28668g3xdHibaHZ00ySLalnpjhJLokTiNHlIvnGG0m+8UY8O3fS8sKLtL78Mm2vvYZ5/HhcV11J4pVXYu6eTvgw/poa2l57nbZXX8WzYwdoGo7TTiP5ppuIv/ACTElJo/xEJy6Dw0H247+k5qGHaHz6GfzVNWT96Ien1DBBIYQQ4ginfRE+/A2suB9uWRWdqqIPf6PPxvbpvw258bsYBqNJb5qemAt9OtiGuVugpTySfGppPAH6Xw2TJJeEiLGV5StxWV2cnnl61N/L4w9is/SqXHKlQqCDsrYykmxJePfsxehyYUpPj3osQkSDbeZMMmfOJP1b36R9xUpaXniehsefoOGJX+E86ywSr7mauHPPRevooPm552h75VW6NmwApbDNnk36vfeScPFFmDOl18bx0kwmMu+/H/O48dT//OcE6urIfuJxjAkJsQ5NCCGEiA2zDc7+DvznS7DzPzD7qpG9f2cjrHkMpl0KOUPraymizJ6oL1n6RCdtp0DVuySXhIghX9BHcWUx5004D7NhBGYjOQp378qljjryxs2F1jJKW0uZlz5Pnylu2jQ0+bRDnOAMVqve6PuyS/FVHaT1xRdp+fe/OXj31zEkJJDW0UFNKIRl4kRS7/gKrksvxZKXF+uwTxqappF66y2YszI59J3/R/mNN5Lz5JMDVo8dD/+hQ1g3bqSluQXl9RDyeFAeLyGvvtaPeVEeDyFv9/qw13w+EtPSaK6pIa6oSJKKQgghomfudfDB43rD7RmfGJmZCLutfhT8nXDu90bunkIcI0kuCRFDH1Z/SIe/g/MnRH9ctFIKtz+Iw2LUxwh3NTIuIQdLu4XS1lJUKIRn3z4SrxrhT1KEiDFL9njS7vwqqV/5Mp0frKXt1Vc51NXF7C/djnX6dEmmRpHrE5/AlJZG1R1fpezT15Pz1JPYpk8/rnuFurroWreOjvfX0LlmDb6SEhKB6n7O1ex2DFYrms0WWWs2KwarDUNyEgarTT9mMOBZs4aaBx4EHsQ6YwbxZxcRV1SEbfZs6RclhBBi5BiMcO798PfrYOOf4PQvjsx9Wypg3dNQcAOkH9+/sUKMBEkuCRFDK8pXEGeOY2HWwqi/lzcQIqTAZjZCVwOgMMZnMsE1gdLWUvxVVaiuLpkpTpy0NKORuKVLiFu6hL3FxdhmzIh1SKcE58KFTPjrX6m87TbKb/wM43/5GHGLFx/1OqUU3j176Fyzho7338e9fgPK70ezWnGccQaJ136KXZrGGWefjWa1YbCFk0gWyzElDPeuWsWi3Fw6Vq2ifVUxDb99koZf/wZjaipxy5cRf/bZOM86C4PDMZwvw0lNBQJobjf+2jqUx03I7SbU5e6zHXJ36dVjXeFj7i6U2xPeduNqbqb67bcxxMVjTIjHEJ+gr3vvx8dhSEjA4HBI4k8IcWKaeiHkLtIbbxd8GizO4d9z1cOABmd/e/j3EmIYJLkkRIz4Q35WVa5iec5yLMboN7v1+IMA+rC4jjr9oDOd/IR8djftjjTzlpnihBAjzTZtKnnP/Z3KW2+j8rbbyfrBD0i88pNHnBdoaqJzzQd0vv8+HR+sIVjfAIB1yhSSPvMZnEsW4zjtNAxWvSlmoLgYS27u8ILTNKyTJmGdNImU//kfAs3NdK5eTUdxMe1vraD1hRfRLBYcZ55J3NlFxBcVjejwvrEu1NmJv7aOQG0N/tpaAjW1+GtrCNTWEajRjwUbG0kH9g/1pkYjBrsdzW7DYHdgsNkwtbXRUVlJsKMD5XYPfr3BgCE+HmOcnmwyxsfjCgVpPFCCbc5s7LNmYXCOwA9sQggx0jQNznsQnr0APvw1LPvm8O5XuxO2/B0WfQVc2SMToxDHSZJLQsTIupp1tHpbR2VIHIC7O7lk6ZVcissg35vPyoqVdB3cpf+QNXnyqMQjhDi1mDMzmfDXv1B1551Uf/vbBGqqYcoUOj/+mM7319D5/vt4du4EwJiYiPOss3AuXoxzyWLMGRmjFqcpKQnX5ZfjuvxylN9P14YNdKwqpr14FbXf/wG13/8B1mnTIokmQqFRi22kBTs68B88hGXbdppr6wjUhhNHNbUE6mrx19QSam8/4jqjy4UpMxNTRjq2WbMwpadTWlvDlNlzMNht+rBEuwODw64PTQxvG2w2NIcDzWw+orqsuLiYoqIiAJTPR7Cjg1B7O8G2dkLtbQTbO/R1WzvB9jZCvfZD7e2YS8uoW/9T/WYGA9ZJk7DNnYN9zlzsc+dgnTIFzRz93oanspDHg6GlhUBDg/5rbDLpX/N+fr2FOKXlnqk33l7zS1hwMzhTjv9eb38frPGw9BsjF58Qx0mSS0LEyMryldhNdhaPO/rwkJHg9unJJYfFCJ3dyaU08gP5hFSIlp1bsOTmytAPIUTUGOPjyX3ySaq/+13qH/sl6SYTFYEAGI3YCwtJu+tOnEuWYJs5E81ojHW4aGYzzoULcS5cSPp99+IrLaNj1So6iotpfPoZGn/7JGk2G2XTp2OdOjW8TME2dSrGxMSYxq6UItjcjP/gIfyH+lkOHiTU1gZAElADoGmY0tIwZWRgycvDceZCTBnpmDMzMaVnYM7MwJSRgcFmO+L9dhQXkxRODg2XZrFgSk6G5OQhX1NcXMySuXPxbN+Oe+s23Nu20vHOKlpfeFG/p9WKbeZMvbIpnHAy5+Yed9JD+f0E29sJtrZGkmCWnbtwp6ZhTEzEmJiIwek4oZMqKhQi2NpKsKmJQGMjwcZGAo1NBBobCDY2EWhqJNjQSKCpiWBDA6GuLtKAff3dLJxo6k449d026Qmo8OLy+aleVaz/XkxLw5SW2rOdkiJJQnFyOPd78JtFeiPui350fPcoXwt7X4dzvguOof99KUS0SHJJiBgIhoK8XfE2y7KXYTMd+U16NHSFk0s2sxGaa/WDznTylQcA/959xM2aNyqxCCFOXZrFQtYjj2CbNYvSNWuY+qlP4TjzTIzx8bEObVCapmGdmI91Yj4pX7yZYEsLHavfZ/+rrxLX0UHbm28S+uc/I+ebMjL6JJusU6dimTQJg2X4w6BDHo/+Q39LK8HWFmwffUzD7j19k0fV1UcMLzM4nZjHjcM8bhyOeYWR7W01NZxxySWYUlPRTCfut4am5GTili0jbtkyQE+w+Q8exLN1azjhtI2Wf/6L5j/9GQCDy4V9zhzsc+dgmzkT6/bttDQ1E2xrJdTWTrCtTa+Oam0j2N5OqK2NYJu+rbq6jnj/JKDsl7/sOWA2Y0x0YUpMxOhKxJDowpiYqO8fvrhcGJpb8NfV6QkpTQODQV9Dz7HeCxqaoe8xraurp/eVx0OoK9zryu3p6YEV2fYQ8rhR7p7txPJySh77JcGGBgLNzRAIHPmFNhgwJiVhSk7GmJqCfc4cjCnJmFJSOVBby9Qpk1F+f3gJ9GwHurd9qEAA+jvH78fYWEP7W28RbG4+8r01TX/v7mRTaq/EU7q+NtbU4K+tw+B06tVz0p9LjEXp0/UG3OuehoW3Q+IxDvFWClY+AHEZsPBLUQlRiGN14n4HIcQJbGPdRpo8TZw34bxRe8++PZfqwewEaxx5hjysPoXxUD3Wq6SZtxAi+jRNI/mmm9iam6sPLTsBGRMTcX3iMtrj41hQVIRSikBdHd69eyOLZ+8+uj78EOX3hy8yYsnL65NwMtbW4d62XU9otLbqSaPuxFFbW3i/Jfyavq+83j6xuIB6wJiUhHncOKyTJhG3dCnm8eMiCSTz+PEYEhL6raTxFxdjzsyM/hdtlGmahiU7G0t2NgmXXALozce9+/fj3rYNTzjh1PDbJyEU6jv7oKbpfZ3i4/W+TgkJWPImhHs8JWBIiMeY4NKbjYdf37RhA3MnTiTY0nLk0tyCv7wCz5atBFtaen5P9JLGMfStGsAx9b4CfdiizYbmsGOw2TGEQpjz87HNmokpJRVTSjLG5BRMqSkYk5MxpaRgTEwcsLJw+whUsHUPkVQ+H4HGRgINDQTq6wnU1evr7qWhAe/+/QQaGvokwVKB/Q88GNk3OBxoTgdGh1NPOHUvDkf/+3FxWCor8GSN0597kOcVYljO/jZs+5fekPvK3xzbtXvfhMoP4dKfD9gU3Fd1kEP33UvKoUOU/N9jerWgyQQmI5rJjGY06vtmE5rRdOTrJhOayYijpYU2txtzTi6WCblj/sMgETuSXBIiBlaWr8RqtLJs/LJRe8++PZdqIS4dAIfZQUFHMpqql2beQghxnDRNw5yRgTkjg7ilSyPHVSCAr7xcTzbt2YN37z4827bT/vobgP6DcFl/97PbMbpcGBMSMLpcWPLyMLhc4WPhdaL++saychZ/8goZ1jwEmsmEbfp0bNOnw6c+BUCoqwvv/v1s2LyFM845G2NCAgan85gTCv62tiElS5VSqK4ugi0tBFrCicOWFnZt2MDUKVNAKZRSEFJ6dYJSgOo5ruhzXIVCkWMllZVMmT27V7+rcK8ruwODPZxIstv1hupW6xFVPcXFxcwdIwlfzWLBnJWFOStr0PNUKKR/LevrCdQ3sH3NGqZNmECos7Nn6eok1NkV2ffX1aI6uwiGjx9eiZYElD4WrkLrrtRKCSfZUlIP207GmJKiV1ElJ8uwPTF0rmw481b44Ak46w7ImDW060JBePtBSJ4I828a8LTaH/0Iz85dBKZNw5yUhAoGwB+IVBGG3F0QCOr7gQCE1yoY7KkuDASI7+zk4H9fitzXmJSEOTcHS+4ELLm5WHJzMOfmYpkwAWNS0gk9HFgMjySXhBhlIRViZflKFo9bjMM8ej8IdPdcspvDPZfCySWAua36597WqVK5JIQQI0kzmSKz0SVcfHHkeLCjE9/+fWx58y1mnX6anixyufQqGJcrMiPeUAR9PkksDYPB4cA+dy6BpiYs2dGfbUnTNLRwtYx5/PjIcbfDMeyqn5GoHDrRaAYDpuRkvU/XtGl4Av5j/hqoUIhQl1tPPnW0s/6dd5iTk0OgobGnx1RjI8GGBnwVmwg0Ng44q6HR5SLVaGS/zaYPbTQY9B+2u7cNGmiGyLDHPq+FtxO7ujj0xpvhqsNw9WFWFqZx40ZkaK0YQ5Z8HTb8SW/MfcM/hnbN1n9C3U645lkw9p/MbC8upuOdd0i/5xtsmzyZecP4e+HdN97gzPx8fBUV+Csq8JVX4KuswL1hA22vvBJOdOsMTifmCbl64iknB8uEXCy1dXTa7Ghmk560N5r6bpvCFVT9bRuNcAIP1z7VyK+UEKNsa/1W6tx1nJ83OrPEdTtitrjUKZHXJjUa8ZjB1OubXCGEENFjjHNiLyzE09Jywg4NFOJkoRkMGOOcGOOckJGOv7KShKP8uQx1dhJoaiLQ0KA3O48koho5VFZGcnoGqBAqpPRZJbu3lb6vVEivTjtsGxVCa2mhc+1aAnV1fX5wBzCmpYaTTb2GvY4bh3lcFuZx4zAmJETxKyWGQilFqL0df00N+HyDn+xIhiVf0yuRytfChEWDnx/wwqofQVYBzLyy31NCXi+1P/wRlokTSb7pJvjgg+N7kDBls2GbNq3fEQ4hnw9/1UF8FeV64qmiEl9FOd5du2hfuRICAZKAiuEEoGkkjxtH9api7IWFes/ACRNOmAoppRTBpia0zs5YhxJ1klwSYpStKF+ByWBiefbyUX3fPpVLHXUwoWeWuoxDHirSYLy3kXRH+kC3EEIIIYQQ6BUaFqcTS07OEa/tLi5m/jCSxiXFxRSE+075a2vxH6oON+s/iP/QIQLV1Xh37aLjnXdQhyUvDHFxmLOySDQaOPjSSxgTkzAmJemN45OSMCYlYkrqOWaw248rxpDPR6i9XZ8tsUOv+Aq2txNq7yDU0Y5j956ePj25OSdV0ksFgwTq6vBXV+szclZX67821dUEwr9WoXAiIXHuHNT55w+eCDnzdvj4KVh5P9z8ZqSRf7/W/Q5aK+Dyx/SKt340/u53+Csryf39s2hRrnQzWCyRyS4OpwIB/DU1rHvjDQrnzIVgeNhdIKgP0QsG9Yb+A24HIRgg1OXm0Jo1tL32Gi3/0Ku7jElJ2AsLsc+bh72wAPucOcf9e3kkhNxu/AcP4qusxF9Zhf9gFb7KKvyVlfiqqlBuN/arroRLL41ZjKNBkktCjCKlFCvLV7IoaxHxltFthhepXDKEwN2kzy4RjslR2UD5RI3M1lJJLgkhhBBCjAGaxaIPLeongQXhflNNTT2zRHYnOqqr0UpL8ezcRbC5mWBr68DvYbP1JJ16JaLiqg9x6M23wkmjDj2R1NFBsEPfPjypdbh44OCLL0b2jS6X3pcnJ0fv15PT06vHlJYW81n9lM9HsLNT74cW7s1l2b6d5to6/NX617c7ceSvrYVgsM/1RpcL0/hxmHNzcSxciDkrC39NNc1/+jMtzz9PUrjHW78sDlh+L7zyNdjzGkwfIAHhaYPVP4P85TDpnH5P8VVV0fjkU8RffBHORUepgooyzWTCkp2Nf/JknGeeMax77Vwwn4Jly/AdOEDXpk24N2/BvWkTHatW6SeYTNimTdOTTfMKcRQWYho3buSqm0Ih/DU1erKosgp/lZ408ldW4auqJFjf0Od0zeHAkp2NOScH51mLMGfn0HhiFFoNiySXhBhFOxt3cqjzELcX3D7q7x1JLvmb9ANxaQAE6uowtHVSkW4go7WMM7POHPXYhBBCCCHEsdEMBr2ReGoq9rlz+7x2IFz9BHoFSbCtTU80tbQQbG4m0NxMsFnf7n3cd7CKYFMzdr+fzqQkjHFxGOLiMKYkY5kwITyLYhyGuHgM8XH66/Hx+jnx8frrcXG8v3ZtT5+eykp8FZX4Kytwb91K25tv9knOaFYr5pzsnoRTTi6WnGzMu3fTYTJDKKhXsYRCqEAwvB/S14PsO/bspm7DxnBT965eDd67Dmv43tXvDI5JQA2A0YgpIx3zuHHYFywgIdwDyzx+XKTpvMF55IxtKhSi5qOPqXv4EZwLFw6YJARg3mdh7RN676WpF4GhnwkFPngcuhrhvAcGvE3tw4+A0UjGvfcO/F4D8Af9VLRXUNJaQklLCSWtJZS2luLp9LB67WqmJE1hatJUJidNJsEy+pVomsGAdcoUrFOmkHTttQAEmptxb9mCe9Nm3Js30/LCCzT/5S8AmNLTI9VN1sZGWpqaCXncKLdHX3s8hLq33R5CHg/K7SbkOfJYens7+3snFA0GzJmZmHNyiFu+XE8kZefov2+zszEmJx+R2AoUF4/WlypmJLkkxChaUb4Co2bk7JyzR/293b4gmgZWTzizHq5c8u7ZA0Btlo3SttJRj0sIIYQQQkSPZjL1ND0fouLiYoqGMbRP2e09MzMe/prfj//QIb0/T2UF/opKfThRRQWdH34YaZaeDFQedwR69VSjyYTB6cTgdGB0OjE49G1TWmpk2xBusG9w9N3esm8fZ1x8Mab0dL3J9DHSDAbaPncT9h89zKF772PCn/808CyURhOc+z34502w5e8w7zN9X++og7W/gpmfhPHz+71Fx7vv0vH226Tf8w3MmZkDxtXl76K0rZSSFj15VNJawoGWA1S1VxFQgch545zjyHflU9NZw+tlr/PPvf+MvJbpzGRq0lSmJOoJpylJU8hz5WE2jO5siaakJOKLiiK9C1UggHfvXr26adNmOjZtoP2tt0gEqg+7VjOb9dkzbTY0uw2DLbztsGN2uTDYbWjhY1WNjUxatCicBM3BnJUlM0P2Q5JLQowSpRQryldwRuYZJNoSR/393b4gdrMRrbNeP+DUh795wsklw+R8SlsluSSEECK2AqEAXYEuuvzhJdBFp7+TLn8XnQF97Q64+xyrbqymZHsJE+InkJuQS058DjaTLdaPIoToh2Y2Y5kwAcuECUe8ppQiUF+Pv+ogmzasZ96CBfqQOWN45jCjsWffYACTacD91WvXUnT+8U+g4w+FMI8bN5xHJZScTOZ3/5dD995H47PPknrLLQOfPONyGL9Ab9g9+2ow9+oh9O5PIOCBc77b//t4vdT0buIdtqtxF2va1/Dxuo8j1UjVnT1pFpNmIichh0mJkzh/wvnku/KZmDiR/IT8yKzWxcXFLF++nNquWvY272Vv8172Ne9jX8s+Pjj4QSQhZTKYmOiayJSkKX2STuqwpvTREggF2Ne6j82GLWzO2coW2zYOzqnH1WEkwQ0eM/jM4DXpa5PJTKItjmRbMknWJJJsSSTbkkm0Jka2k2z68dr1u1hwziUnTBPxWJHkkhCjZG/zXiraK/jcrM/F5P3d/mC4mXeNfiBOTy559+zFNC6LrMzJbKzdGJPYhBBCnFpava1sqd/CxtqNbKrbRFljGeo5RVegC2/QO+T72E12HCYHXp+XNRvWRI5raGQ4MyLJpgkJE5iQEE48xeVgHmD6biFEbGmahjk9HXN6Ov62Vhzz+6/SGZIxUlmScPnltL/9DvW/fJy4pUv7reYC9Ebe5z0Af/wEfPw0LL5TP95UCht+D/NvgtTJ/V7a9Oyz+CsqyH32d5Em3m+Wvck9794DgK3VRr4rn3np87gm8RomuiYy0TWRnPih/X2oaRqZzkwynZksy14WOe4P+iltK2Vf875I0mlD7QZeLXk1co5ds5P3ch458TnkxOdEPgDIic8h3ZGOQTu+flvd/45srtvMlvotbGvYhjugV72l2dMoTC/khuk3UJheyN7Ne5lWOI1mbzNNniaaPc00e5v1dXipbK+k2dtMp7//Wd0e/NuDjHOOY1ycvmQ5s/qsU+2px/0sJwtJLgkxSlaUr8CgGTgnt/8GfNHm9gexW4zQWacfiCSX9mCbMpX8hHxeLXmVLn9X5JMKIYQQYriUUlR3VrOxbiObajexsW4j+1v2A/qn5jNTZzLJNomJ2RNxmBw4zA4cJgdOsxOHWV/bTXZ929RzzGa0YQz3JSkuLmbBWQuoaK+goq2CsrYyKtr07bfK36LV29PQ2KAZyHJm6cmmeD3xlOfK6zMcRAgxsJAK0e5rp9nTTIu3pWftbabFo6/L68t5/8P3SbGlkGJPiayTbcmk2FNwmBynTBWIpmlkPvgAXRs3cuhb95L3/L8wDDSLW/4ymHwerH5UTyYBrPohGMx60+9++KoO0vDbJ4m/6CKcZ50F6ImXhz96mJkpM7nWdi1XnntlVBIfZqOZqUlTmZo0lUvpaUTe6m1lf8t+9jXv472d7xGyh9jTvId3Kt7p83etxWBhfPz4SLKpe8mOzyY7LhuLUf86hVSIkpYSNtdvjiSUSlpLADBqRqYlT+PKyVdSkFZAYXohWc6sPr+/msxNzEmbM6Rn8gV9keRTdyLqo+0f4cx0cqjjENWd1Wxt2Nrn3xUAs8FMpjNTTz45x5EVlxVJRmU5swiq4ADvePKQ5JIQo2Rl+Urmp88n1Z4ak/fvHhZHRx1YE8BsJ+Tz4S0tJe7ss8l36VOIlreVMyNlRkxiFEIIceILhoLsb9nPprpNbKzdyMa6jdR21QIQZ46jIL2Ai/MvZl76PGanzsZusuv9XRYWDet94y3xzEqZxayUWUe81uptpbytnPK2ciraKyhvLae8vZyt9Vvp8HcAkGXOIq0+jYK0gmHFIcSJzBv0sq5mHe+0vcPWjVv7JIwia28LIRXq93qLwUKSLQnlU5SWldLiben3PJvR1pNsOizx1L1f4a1gf/N+rEYrFqOlz9rYX8PrY6SUwh/y4w168Qa9eAIefEEfnqAHb9DLHvcebNW2yLkAil5DvPpsqiO2DRjwhfRZ9UxJSWQ99AOqbv8S9Y89RsY3vzlwYOfeD08uhTX/R5w7F7b9C5Z8HRKy+j299pGHwWAg495vRY79YsMvaPG28Nvzf0vN1ppRr6hxWV0syFjAgowFZNZkRvp3BUIBajprqGyvpLK9kqr2qsj2+pr1dAW6IvfQ0Kul0h3p7GvcR1dFV+TehWmFXDbxMgrTC5mVMmtEPxi3GC1kODPIcGZEjjkrnBSdUdTnvE5/J9Ud1RzqPMShjkMc6jwU2X//4PvUu+v7nH+x62LO5dwRi3MskuSSEKOgxl/DgdYD3DftvpjFEKlc6qgDpz5TnK+kBAIBrNOmRpJLpa2lklwSQggxZJ6Ah/2e/ezbuo+NdRvZUreFdn87AOn2dOZnzNeX9PlMTpw8Ij8UHiuX1cXctLnMTes7o5ZSiiZPE+tr1/PQ+w/x2dc+y6enf5q75t+F03zk7E9i6PxBP53+Tjr8HXT6O4/Y7u9Yh7+D9qZ2Vn2wikRrYmRxWV0k2ZJwWV36vsUVk99HJ6u6rjreq3qPd6ve5aPqjyJDi4wtxkj/mURrIhMTJ0b2k6xJJNoS+66tidhNdjRNizQE94f8NHuaaXQ30uhppMnTpG+H9xvdjRzqPMS2hm00e5uPTFq91H/MJs2E1WQ9MvFk0Nc2k43mpmb+8MYf8Aa8eENevAFvJHHkC/rwBDx9k0X9eWt4X9vJ1smcGzoXo8FIfFERiZ/6FE3P/p74oiIcp5/e/0VZc2HOp+DD3zLFMQFsibD4rn5P7XjvPTpWvk3aN76OOUtPPq2rWccL+17gC7O/wPTk6dRQM7yHGEEmg0mvSorPZhGL+rzW/fdxd7Kpe6nprKHAUcDFcy+mML2QvIS8MVH15jQ7mZw0mclJ/Q9V9Aa91HTWRKqdOkv7H253MpHkkhCjYHPnZgDOyz0vZjG4fUFs3ZVL3TPF7d0LgG3aNHITcjBoBsraymIWoxBCiLGvy9/F5rrNrK9dz4baDWxr2IY/5IdamJw4mYvyL2Je+jzmZ8xnnHPcmPghYCCappFiT+HCvAtRJYpNzk38ffffeafiHf534f9SlFMU6xDHrO7hjruadrG7aTe7m3azo3oH33vue3T6OyMVG0fjMDmIM8fhtDhxmBw0BZo4VHWIFm8LgdDAQxUTLAn9Jp9aWltoO9BGuiOdDEcGGY4MGe5/mJAKsbNxJ+9Wvcu7le+yq2kXoM8OdsWkK1ies5y23W1cfM7Fw/7zazaYSXekk+5IH1JcLd4WGt16EurjTR8zdebUSDWRL+iLVBl1bx9+rPu8Dn8HXaEunDhx2VzYjDY96WS0YTXqSSmrydr3eDhZZTXqx3ds28H8eT09nzT0r0Xvr0n3sd66X99ct5mfrf8Zv9/xe/5nzv8AkHHfvXR++CGH7vs2+f/9D8a4uP6/GGf/P9jxH1xtu+H874M98civl9dLzUM/xJKfT8rn9J6u3qCX76/9PuPjxvOlgi8d9Ws+lnT/fZxiT6EwvbDPa8XFxRRNKYpJXMfLarRG+v0BFB8sjm1Ao0CSS0KMgi1dWyhIK+hTXjnaPP4gSU6L3nMpXa9M8uzZo8/YkZeHZjQxzjlOZowTQgjRR5uvTU8m1axnfe16djbuJKiCGDUjs1Jm8ZkZn8FSZ+Gz534Wl9UV63CPm81g49tnfptLJl7CAx88wFff+SoXTLiAb5/57ZgNaR8rAqEApa2lkSRS99LmawP0Plb5CflkW7KZmjMVp9lJnDkOhzmcODI7I0vvfYfZccRwne6KF6X0Bu8t3hZaPC36uvfiaaHV20qLt4UGdwP7W/bT4m3BHXDz8vsv97lnnDkukmzqTnR0b2c49XWyLfmkbsbb5e9i7aG1vFv1Lu9VvUejpxGDZqAgrYC75t/F8uzlTE6cHEmMFO8rHvXEsEEzkGxLJtmWDIB7j5uivKLjvl/376Xj5dvnY0HGguO+fm7qXN7Z+Q6/2vQrzsw8kzlpczA4nYz78SOUf+az1D78MON++MP+L07Oh6Vfp2P9c8SdcWu/p3Q38c753TORJt5Pb32asrYynjz/Sewme7/XCREtklwSIsoq2yqp8lfx6QmfjmkcXb4g4xLDlUsTiwB9pjjLlMloJv2vgnxXviSXhBDiFNfiaWFD3QbW1+iVSbubdqNQmA1m5qTO4ebZN3NaxmkUphf2mar6RE4s9VaQVsA/L/snz25/lie3Psna6rV8Y8E3uGrKVWO6CmukdPm72Neyj92Nu9nVtIs9TXvY17IvMouf1WhlatJULsy7kOnJ05mePJ0pSVNGrHdWN03TIkmo8XHjh3zdm++8ybQF06jrqqO2q5a6rro+2weqD9Dgbjhi+JXJYCLNnkaaIw1/u5+Xil/CbrLrSbBejeZ7r7sbzTtMfY91U0qhUD1rFPr/+n8hFerTy6f7PHfIjT/ox2QwDev33MGOg7xbqSeTPq75GH/IT7w5nsXjF7MsexlLxi8hyZZ03PcXg9M0jetSrqO6qZp7V9/Lvz7xL/330/z5pHzxizQ+/TTx55xD/LkD9OE5+zusZyFF5iOTRP6DB2l48iniL7yQuMWLAdjfvJ/fbf8dn5j4Cc4ad1Y0H02IfsU0uaRp2kXAY4AReEYp9chhr1uBPwELgEbgOqVU2WjHKcRwrKhYAcB5E2I3JA70nktxxiB4WsDZM1OcM/wPEujJpY9rPiakQif1p3dCCCF6tAXbeKPsDTbUbGB97frITG5Wo5WCtAK+VPAlFmQsYG7aXGwmW4yjHR1mo5nbCm7jgrwLeHDtgzyw9gFeKXmF+xfdT54rL9bh9RFSIQ51HKKsrYyNnRtpP9COL+jDH/LjC/rwhXz4g/4++92v+4P+Pvul9aXU/70+knhJsCQwI3kGn572aaanTGd60nTyXHmYDGP382mrwUqeK2/QX6dgKEijp5HaztojklB17jpaQ62UtJTQFejSF3+XPvTzWPxxeM/BX/RKnv56CR3e3Lr3YjFaUErx7qF3qX6hGoC8hDxumH4Dy3OWU5heiNlw9KnnxchwGBw8vPRhbn7zZh7+6GEeWvIQAGlfvYOO1aup/u73sBcWYkpJ6f8GA3w/XvvII6BpZNynzyAXUiEeWPsAceY47jn9nqg8ixBHE7N/GTRNMwK/As4HqoB1mqa9pJTa2eu0LwLNSqnJmqZ9GvgxcN3oRyvE8VtRtoJcS+4xfeoWDR5/kFSDXr5OXDqBpiYC9fVYp02LnJPvyscb9FLdWR3zeIUQQoy87pncuqdy3lK/hYr2CqgCu8nOvPR5XJJ/CadlnsaslFmRaaBPVfmufJ698Fn+ve/fPLrhUa5+6WpuK7iNL8z6Ambj6P6A7g/5qWyvpKSlhJLWEg60HKC0tZTS1lI8QU/Pie/3f71RM2IxWjAbzJgNZixGyxH76eZ0rpp1FdOTpzMjeQaZzsyTslrLaDAO2geov+FU/qCfrkAX7oCbLr+edOr0d0a2u5NQXf4uSspKyMvLQwv/p/8f/k/TIh/gde/3fg1g//795OTnHNFT6Ij9gJc2b1uf/kOeoIdAKEC2KZvPFHyG5TnLIz1fRGwsyFjALXNu4cmtT7Jk/BIuyr8IzWJh3E9+TNnV11B9//1kP/74kP+sdaxeTfuKlaR9vaeJ97/2/Ist9Vv40ZIfRYYVCjHaYvmxwxnAfqVUCYCmac8BVwC9k0tXAA+Et58HntA0TVPd9aNCjHFb6rewvXE7VyReEetQcPuCpKJPt0xceq9m3lMj5/SeMU6SS0IIceJr9baypX5LZNlWvy0y1XOyLZnCtELmGedx7VnXMiNlhlQ09MOgGbh66tUsz1nOwx89zOObHuf10td54KwHKEgrGPH38wQ8lLeVc6DlACWteiKppKWE8vbyPg2uM52ZTHJNYkHGAiYlTiLflc/eLXtZvHCxnjAyhhNIBj2BNJTZ1YqLiykqLBrxZzoZmI1mXEbXkIZ/FrcM7+tYXF9M0dzjvx7Cv5azhncPMXJuL7idtdVr+f7a7zM3bS7j4sZhmzqVtK99jbqf/pTWf/+HxKuuPOp9Qj4fNQ89hCUvj5TP6028aztr+cXGX7AwayGXTbws2o8ixIBimVwaD1T22q8CzhzoHKVUQNO0ViAFaBiVCIUYBqUUP133U1LtqSyNXxrzWLr8QZJVi37AmY73w+0AWKcemVwqay1jyfglox2mEEKIYQipECUtJWyu3xxJJnX30TNqRqYmTeXySZdTkF5AQVoB2XHZkSnD56bNjXH0Y1+qPZVHix6luLKYhz58iM++9lk+Pf3T3DX/Lpxm55Dv4wv6qOuqo6azhtqu2sh6W902fvLiT6hqr4pMj27QDOTE55Dvyqcop4iJiROZ6JpIviu/3/dst7STm5A7Uo8shBghJoOJR5Y+wqde/hTfXv1tfnfh7zAZTCR//nN0rFpF7Q9/iOOMM7BkD/7hbtOzz+IvryDnmZ4m3g9//DDBUJDvLfzeSVlpKE4cWqyKgDRNuwa4SCn1P+H9zwJnKqXu6HXO9vA5VeH9A+FzGg67163ArQAZGRkLnnvuuVF6iujq6OggbqDpKUfpHrG+fizEcLzXb+rcxLMNz3J98vXM1ebG9Bma2zq4+wONn2S9x7XNv2Xtwmew/vN1LNu20/DTn0TOU0pxX9V9zHfM57qUviNQY/3rMBZikGcYGzGcDM8wFmKQZxgbMRzr9SEVwhPy0BHqoDPUSXuwnZKOEg6qg5R7y3ErNwBOg5N8az551jwmWieSa8nFarBG5RlG4h6xvv5Y7+EOuXml5RVWt6/GZXRxbfK15IfysTqttAZaaQm26EugheZgc591e6j9iPvZNTsug4ssaxaZ5kwyzBlkmbNIM6dh1oZeTRbrr+PJ8HtpLMQgzzA2YojGM6zrWMefGv/Epa5LuSjxIgAMDY2kPPQQgZwcmu/+GhgM/V5vaGwk9YEH8c6eTett+gxyW7q28Ez9M1yReAXnufrv7xrrr4P8Xhi5e4wFZ5999gal1Gn9vqiUiskCLALe7LX/beDbh53zJrAovG1Cr1jSBrvvggUL1Mli1apVMb9HrK8fCzEcz/XegFdd+PyF6pP/+aQKBAMxf4aX33xHTbj3FbX+T99W6v4EpXxuVXL1Nar8C1844twbX71RfeGNI4/H+hnGQgzyDGMjhpPhGcZCDPIMYyOGN99+Ux1sP6i2N2xX71e9r14+8LL6044/qcc2PKYe/OBBdfequ9XnX/+8uuLfV6hlzy1TBX8sULP/MLvPMucPc9SV/71SPfjBg+o/+/6jSltKVSgUGrVnGIl7xPr6473HptpN6pP/+aSa/YfZauGfFh7xazP7D7PVor8uUp/8zyfVbStuU/evuV/9evOv1Yt7X1RrDq5RB5oPqA5fR0yfYSxdLzGMzPVjIQZ5hoHvce9796qCPxaoTbWbIsean39B7Zw2XTX87tkBr6+846tqV+E85Tt4UCmlVJu3TZ3zj3PU1f+9WvmCvmOK4VjE+vqxEMNYeIaxAlivBsjFxHJY3DpgiqZp+cBB4NPADYed8xLwOWAtcA3wTviBhBjT/r777xzsOMhvz/vtkHocRJsvpP+xiQ80gc2FMpjx7ttH0vXXH3Fuviuf9w8O0A1UCCHEsARDQbY1bGP1wdW8f/B9djbu7NskIMygGUi0JpJkTSLRlki+K595tnkkWZNIsiXpr4XXlVsrufici0f/YQSF6YX887J/8rfdf2PN7jXMmzyPTEcmGc6MyPpYhswJIU5+/+/M/8fmus3ct/o+nv/E88RZ4nBddSXt77xD/S9+gXPJYmy92lYAdKx+n/YVK0i7+27M48YB8NjGx2jwNPDYOY9JvzwxJsQsuaT0Hkp3oFcnGYFnlVI7NE37Pno27CXgd8CfNU3bDzShJ6CEGNNaPC08ufVJFo9bzOLxi2MdDgDecP9Pp78JnOn4yitQXm+fmeK65bvy+c/+/9DmayPBkjDKkQohxMmnwd3AmoNreP/g+3xw6APafG0YNAMFaQVc7LqYRbMW9UkWJdmSiLfER2aUOur9DdKKMpbMRjOfm/U5JtRPoKigKNbhCCHGuHhLPI8sfYTPv/F5fvjRD3l46cNomkbW9x+k5BOXc+hb95L/z39EeiqFfD5qH3oIy4QJJH/h8wBsrtvMP/f8kxtn3Mjs1NkxfBohesSycgml1GvAa4cd+16vbQ/wqdGOS4jheHLrk3T6O/nGad+IdSgR3ZVLdl8jxGXg3bsH6DtTXLf8hJ6m3tLgVQghjl0gFNCrk6r06qRdTbsAvSH02TlnsyR7CYuyFuGyuvQZnaYUxTZgIYQQo6owvZDbCm7j15t/zeLxi7ls4mWYUlLI+sH3qfrKHdQ/8SvSv343AE3P/h5feTk5Tz+NwWLBH/TzwAcPkOnM5KvzvhrjJxGiR0yTS0KcbMrbynlu93NcOflKpiRNiXU4Eb6gvrZ5GyGjEM+ePWA0Ypk06Yhzu2eMK20tleSSEEIMUYO7gfcPvh+pTmr3tWPUjBSkFXDnvDtZMn4J05KnDbkaSQghxMntljm3sPbQWh768CEK0wrJjs8m/txzcV11FY3PPENcURGGpiYafvtb4s8/n7il+kzOv9v+Ow60HuBX5/4Kh9kR46cQoockl4QYQf+34f8wG83cMe+Oo588irzh5JLF06BXLu3ZiyU/D4P1yJmDxsePx2QwUdZWNrpBCiHECaTN18aOhh283Pwyv37515HqpDR7GufmnsuS8UtYNG6RDC8WQgjRL5PBxMNLH+aal67hvtX38YeL/oDJYCLjO9+m66OPOHTvvSQkJgKQ8e37AP3D36e2PsVFeRexLHtZDKMX4kiSXBJihGyo3cDKipV8pfArpNpTYx1OH96gwooPk78dnGl492zAXtB/VZLZYCY3PpfS1tJRjlIIIcYmT8DD7qbdbG/YzvbG7Wxv2E55WzkABgwUphdy1/y79OqkpGlomhbjiIUQQpwIxseN53uLvse33vsWT259kq8UfgVjXBzjHnmY8ps+h7WyktSvfQ3zuHGEVIgH1z6IzWTj3jPujXXoQhxBkktCjICQCvGzdT8j3ZHO52Z9LtbhHMEXhDStFYCgIRH/wYMkfmrgdmZ5CXmSXBJCnJICoQAHWg6wvWE72xq2saNxB/ua9xFUeglouj2d2amzuWLSFcxKnUXr7laZqU0IIcRxuzj/Yt4/+D5PbX2KRVmLmJ8xH8fpp5N2110cfPVVkm/+AgD/3vdvNtRu4MGzHhxzH2QLAZJcEmJEvF76Otsbt/PQ4oewm+yxDucIvqAiFT255G3Up46z9tPMu1u+K5/3Dr6HP+SXqU2FECctpRT1/npeLXmV7Q3b2dG4g12Nu/AEPYA+o8/slNncPPtmZqfOZnbqbNId6X3uUby3OAaRCyGEOJl858zvsLF2I/etvo/nL3+eBEsCqbffxvbp0zBYLDS4G3h0w6OclnEaV06+MtbhCtEvSS4JMUyegIfHNj7GjOQZfGLSJ2IdTr/0yqUWALzV7QDYpk0b8Px8Vz6BUICD7QfJc+WNQoRCCBE93qCXirYKytrKKG0tpay1jLK2Mspay2j3t8MhsBltzEiZwTVTr2F26mzmpM4hJz5HhrgJIYSIOqfZyY+X/ZibXr+Jh9Y+xI+X/bjPvz+PfPwI3oCX+xfdL/8uiTFLkktCDNNfd/2V6s5qfrD4B2N2FiBvUJEaHhbnqazHEB+PKStrwPN7zxgnySUhxIlAKUWDu0FPHnUnkcLrQx2HUKjIuRmODPJceVwy8RIM9QauXnw1kxInYTLIt0VCCCFiY27aXL5c+GUe3/Q4S7KXcPmkywF4t/Jd3ix7kzsK75Dvy8WYJt9FCTEMTZ4mntn2DMuzl3Nm1pmxDmdA3hCMCyeXvCWVWKdNHfRTj+5/uErbSjmbs0cjRCHECSCkQtR11VHRVsHBjoOUdZaRUJtAmj2NVEdqVIcFK6Vo8bZQ766noauBenc9a1vW8ubqNyOJpE5/Z+R8u8nOhIQJzEmdw+WTLicvIY88Vx55CXl9pm4uLi5mWvLAlZxCCCHEaPni7C/ywaEP+OGHP6QwrRBPyMOjHz3K5MTJ3Dz75liHJ8SgJLkkxDD8evOvcQfcfP20r8c6lEH5gopMYxvKloR37z5cV1wx6PkJlgRS7amUtZaNToBCiDEjGApS01VDRVsFle2VlLeVU9FeQWVbJZXtlfhCvj7nP/vGs5Ftp9mpJ5rsqX2WNEfPsTR7Gi6rK1LpGVIhmj3N1Lvrqe+qp8HdQF1XnZ5EcjdQ31Uf2faH/EfEmxnIJD8hv08CaaJrIumO9DFbTSqEEEL0x2gw8vCSh7n65au5b/V9JHoSqe2s5acX/xSzUfqgirFNkktCHKeSlhKe3/s810y9homuibEOZ1C+IGQaWvGrNEKdHVgH6bfULd+VLzPGCXESUkrhDrip99ez5uAaKtorqGiriKyrOqoIhAKR861GKznxOeQm5LI0e2lke7xzPO9++C75s/IjyZ/uZFCDu4GdjTtpcDfQFeg6IgaTwUSKLQWv10vHnzsIqMAR5yRYEkh3pJNqT+W0hNNIc6RFKqTS7emk2dPYtX4XF5xzQVS/XkIIIcRoyorL4v5F93PPu/cAcN206yhML4xtUEIMgSSXhDhOv9jwC+wmO18u/HKsQzkqbxBStVa8HXFAB7ZBZorrlpeQx5tlb6KUksaBQowx/pCf9mA7pa2ltPvaafO10e5rj2y3+dpo8/Y91nsdVEH9Rof0ld1kJyc+h8mJkzk792xy43OZkDCBnPicQSuAsi3ZLB6/eNBYu/xdPVVI7noa3Y2RaqTamlrmTJxDmj0tkjzqrnKyGq1H/TocMBw4pq+bEEIIcSK4MO9CNtRu4O39b3PX/LtiHY4QQyLJJSGOw8fVH1NcVczX5n+NZFtyrMM5Kl9QkUIr3tZEACyTpxz1mnxXPm2+Npq9zSfEMwpxolNK0env7FMFdHhCpsHTQENXA83eZv2iqv7vZTaYSbAkEG+JJ8GaQKItkdz4XBKs4WOWBGrLajnvtPPITcglzZ4WtSSyw+xggnkCExImHPFacXExRfOLovK+QgghxInsO2d+h4VdC4m3xMc6FCGGRJJLQhyjkArxs/U/I8uZxWdmfibW4QyJLwhJqoWmhmzMOTkY45xHvab3jHGSXBJi+IKhIFUdVexv2U9paykbmzbyUvFLkWFkDe4GPEHPEdeZDeZIv6LsuGwK0wpJtafSUNnA/FnzSbAkRJZ4SzzxlnhsJttR4yluKOa0zNOi8ahCCCGEGAHSO1CcSCS5JMQxevnAy+xq2sUjSx8Z0rCNMSHgxqHcVNd0Yp29YEiX9E4uLcgY2jVCCL0Cqaazhn0t+9jfsp8DLQfY17yPktYSvEFv5Dy7wU6WIYtUeypz0+ZGml2n2FP0oWE2vRF2giWh36qi4pZiiiYWjeKTCSGEEEII0T9JLglxDNwBN7/c9Etmp8zm4vyLYx3OkMUFWwkFwFfbSsJVQ5tyO8uZhdVolabeQgxAKUWjp5H9LfvZ37xfX4eXTn9n5Lx0RzqTEydzXeZ1TE6czOTEyUxKnMTHaz6mqKgodg8ghBBCCCHECJHkkhDH4E87/kRdVx0/XfbTE6pMNS7UgrfNDEoNaaY40Mtw8xLyKGsri25wQoxxXf4uKtsrqWyvpKK9gsr2SjbXbOa7//guLd6WyHmJ1kSmJE3h8kmX90kiuayu2AUvhBBCCCHEKJDkkhBD1OBu4Hfbf8d5uecxP2N+rMM5JgnBVrwt+h/3ocwU1y3PlcfOxp3RCkuIMUEpRbO3OZJAqmyr7JNMavI09Tk/yZpEIomcm3suU5KmRJJIKbYUmVlRCCGEEEKckiS5JMQQPbHpCfxBP19b8LVYh3LMXKEWvC1mNJsNc07OkK/Ld+WzonxFnz4xQhwLb9BLu6+dNl8b7b522n3tbOrcROv+VrxBL+6AG0/Agyfo6bPu/drh253eThz/dGA1WrEYLUeuDdbIdn+vWwwWNjdv5qXil6hqr6KyvZIOf0ckZg2NDGcGOfE5FOUUkROf02eJt8Trs5ydVRS7L6wQQgghhBBjiCSXhBiCfc37+Pf+f3PD9Bv6nU57rEtULXhazFinTEEzGod8XX5CPiEVoqKtIorRibHMH/LrySFvWyRJtKFzA3V76iLJou6lzd92xLEBE5MNfXdNmgmbyYbNZMNqtGI32bEZbVhNVhKsCWQ4MrCarNiMNupr6knPSscX9OENevEGvZHtNm9bn/3e2/6QP/J+Roxkk01OfA6F6YXkxOeQG59LTnwO4+PHnzjN+oUQQgghhBgDJLk0RtXv3oa/9hChYBDDMSQDRHQ8uuFRnGYntxfcHutQjplSiqRQC55WC/HLhj4kDvrOGGfBEo3wxChqdDdS4imBSiKJojZvm74OL4cfdwfc/d8snBwyaSYSrAnEW+KJN8cTb4kn05EZOZZgSYgc7152bt7JskXL9GRSOIFkNpiH/BzFxcUULSo65ucPqVAk0bT+g/Wce/a5x3wPIYQQQgghxJEkuTRGHXzga2RvPsTeH3wfnBqBBDuBJBehjCyMEybhmDqLtPmLSMw+8apoTjS73LtYU7eGe06754RszOsNhMjwNRPyatimDq2Zd7fuKq3S1lKmcWzXitjxBDwcaD3AvuZ97G3eG1lHegfV9j3faXbqSaBwMig7LpuE5IQ+CaLuJd4Sz54tezhn8TkkWBOwGW3H3GeoxdJCdnz2CD3t0Bk0Q6Q6yqhJ0l4IIYQQQoiRIsmlMcr2yRuod7xMfFc7pqZmTG0eTNVdqK01wCYCPE81UGMJoZxGgi4HgeQkQhnjMOVNIm76XFJmL8BXW0Xlmrfx1NXga2og0NxAqL0V1d6G1tEOXZ0YPG4MHg+a14fBF8DgC4IvBH5Fpga7zRqYDYTMRpTFRMhqJmS1omw2QnYHOJxozni0hAQM8YmYE1MwJ6ViS03HV11J477daAYNzWAAownNYEDTDGgGDYPJhKYZe7YNRjRNP9dgMuvXxJCns51Xap8nxzme66dfH9NYjpfHHyS1tQVgyDPFdXOYHWQ5syhtk+TSWBRSIQ62H2Rvy95IEmlf8z4q2isIqRAAVqOVSYmTWJa9jCmJU+io6GD56csjSaM4Sxwmw7H9U9BmaSPDmRGNRxJCCCGEEEKcgCS5NEZN//QXqcmcRGFRUeRYKBikpWw/DVvW0bVnO6HKUoz1tZiaWjA1dWKq7EAFq4CP8fJ3DgE5QHebWgMcObDJoNDMgBmU2YCyGAnE21AWCyG7Db/PhzUY6kk8dXkxtnrA3wZ+UMH+Kxb84SUHqBvm1yLDoNhtBM0IygSYDCijhjIZUSYDymxCmUyELGaUxRJerGCzgc2B1tbGxn/9BjxeNK8bg9cHfh8Gvx/NF8AQCKD5Q2jBEPhDEAQCoIJASONn4ThKHpir/4kxAmZNf2+TEWU2EjKbUOH3D1mtKKsd7OH3tzsJ+APsKN2GNS0LR+Y4nFk5xKVnYjQPfSjQ8eryBUlo6cKHEevUKcd8fb4rn//f3p3HSVWd+R//nt6bZt8RUBBBRJTFNSaixsFoEs2oGSGJiVFHjbiPEzWTn2MmJjEucdyISzRBB+MWoxh3jbbREImI7MimIGs3jUDT0Huf3x/nFF00tdx7aazq7s/79apXd9et59Rz7j117q3n3qpetW2V1Ln1c0N61lpV1lWqfGe5yneW653Kd1Q6s9QVkrYu3/WxNSOjQV0GaXj34Tp16Kka3n24RvQYocFdBis3p/kqndJNpTq096GZ6g4AAACAdojiUhuSk5urnsMOVs9hia8gaWps6LD8pgAAL6VJREFUVMXHC7R5wWzVLF8su2Gdquob1KX/fsrp1l25PXqqoEcfFfXup+K+/VXSf6A6de+Z8jlLS0t1ZFyBq6X66p2q2lSm6k0bVVNRptotFWrcslkNlVvVVLlNVZvK1Lmks2SbJGv9Lf53JVimXctMU6Nqd1SpSJKpr99VEDINjTINjcqprpepqpUa7O5FIdtc9CqOy9fkWCnPyuQa2Twj5bkiUVN+rmynAtn8fDXl58sWFqixoEBvFm1QjsnRyQ2DlFNbK1NbK1NXp5y6epl6l0fOzjrlNtS4HBqs1GBkm3Yvug10a1P1krb5m4yVybeuUFWQI1uYp6aiAjUWFcoWd1JTSYnUuatMt+6qyynUpv691GfkYSm3VyLVdQ3K39agui6dlNejR+j4IV2H6PkVz8uW2NCxSK2+qV6bqzerbGeZynaU7Sogle1s/r18Z7lqGmt2i+u2s5tG9BihMw86UyN6jNDwHsN1UPeD1Cm/U4Z6AgAAAKAjo7jUjuTk5qrvoWPV99Cxu+4rLS3VuBTFob2VX9xJPfYfqh77D024vLS0VOP38vlLS0t1bMg26nZUqXrrFtV8vknzFizUsSd9VcXdeyq/OPib7yc/flLTZ/1SU/r+SONPuzTU8zfU1mrn55tU83mFajZv0pLZ72tglxI1bqlQ09YtspVbZKqqlLNjh3Kqq2Vqa5Vb26C8LTuUX1clW79ZtqG5QDVYUsUTL2pzoVVTzwLV9esjO3S4Oo07VgNPOlWd+/RPmkvtjkqZbTnSgF6h+hAztNtQ7WzYqW2N2yLFt0fWWtU11am6vlrVDc23nQ07d/t7t1u9W/5x+ce6/8X7Vb6zXJurN8tq96Jdfk6++nbqq36d+mlUr1E6cfCJu/7u26mv1ixYozNOPiP09xwBAAAAwL5CcQntUkFJZxWUdFa3gYNVsLlSXQeE+/Lg6oZqPTT/IY3vO14ji0aGfv68wkJ1HTBo1/N+0pSv0REKZNvXr1XV+s+07O3X1GvzBuWuWa2CTVtVtGCd7Nz1anruHa3Rr2U6Sw09S1S/3wCZEYeq2zETNOi4k5Rf3EmNW9aptjJPOmK/0P2Qmv9jXFl9WZpHZh9rrXY27NT2uu3aXrddn9Z+qsL1hapuqFZNQ03SQtDOhp0Jl2/buU2Nf2xUdUP1ru80Cqo4r1jFecUqaizS0KKhGtlzpPp26rtb4ahvp77qUdgjZeGockklhSUAAAAAWYXiEpDA00uf1qbqTbptwm2q+rgqfcA+UFDSWb2Gj1Sv4SP1qS3Y7QqwhtparZ/1N33+/jtqWrpQBevXKm/zDuWuWSG9v1I1j72glTlWtluOcjoXSE1G5sBhkfKIFZcWVS/SrA2zJGnX1TbWNl91s+sKnLgLceKvyllSvUQF6wok474fKMfkyMi4L3BP8TP2OCurpdVL1bC6YVexqKq+StvrtquyrlJVdVXaXr9dVXVVqqyr3LV8jyLQxsT9zDW5zQWgvKJdvxfnFatnUU8V5RVp66atGjZ42G7LivOK1Sm/0x73xd+K8oqUY9yX05eWlurEfXg1IQAAAAB80SguAS3sqN+hRxY8ouP2O05H9j9SpR+XZjqlPeQVFmr/CRO1/4SJu92/8/MKrXvnNVXN+YfMJ8uUv6FcuRU1Uq7U9YSJSVpLrU9xH/Us6qm3t7+tt19/e+8Sf3PvwiXt8Q3xnfM7q0tBF3Uu6Kwu+V3Ur1M/Des+TF0Kurhbfpddy1cuWaljxh+TsACUn5Of9oqg0tJSnXj0ia3QCQAAAABoPyguAS1MXzxdW2q36PKxl2c6ldA69eyt4Wd+Tzrze7vd/9abb2jkkV+O1KYxRn/8xh/1ynuvaOzYsbvu27VcJul98ebMmaNx48fJWisru8fPJtvkrnSy2v1vaddjli9arglHT3CFpIIuKskr2e0/oaVTuqpUR/Q7IspqAAAAAAAkQXEJiLOtdpseXfSoThp8kg7rE/4/s2WrnLz8vYof2HmgDio6SEf2PzJyG1uLtmpc33F7lYdWSgf3TPzfEgEAAAAAmZGT6QSAbPLooke1vX67Lht7WaZTAQAAAACgTaC4BHibqzdr+pLpOnXIqVwdAwAAAABAQBSXAO/3C3+v2sZaTRk7JdOpAAAAAADQZlBcAiSV7SjTU0uf0ukHnq6h3YZmOh0AAAAAANoMikuApN8t+J0abaN+NOZHmU4FAAAAAIA2heISOry129fq2eXP6uzhZ2tQl0GZTgcAAAAAgDaF4hI6vAfnP6gc5eiiwy7KdCoAAAAAALQ5FJfQoX267VO9sPIFTRo5Sf1K+mU6HQAAAAAA2hyKS+jQ7p97vwpzC3Xh6AsznQoAAAAAAG0SxSV0WEs/X6pXVr2icw85V72Ke2U6HQAAAAAA2iSKS+iwps6dqi75XXTeoedlOhUAAAAAANosikv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\n",
      "text/plain": [
       "<Figure size 1440x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "countries_to_plot = ['United States', 'Germany', 'Korea, Rep.', 'United Kingdom']\n",
    "data_to_plot = investments_countries[investments_countries['Country Name'].isin(countries_to_plot)]\n",
    "\n",
    "plt.figure(figsize=(20, 12))\n",
    "for country in countries_to_plot:\n",
    "    subset = data_to_plot[data_to_plot['Country Name'] == country]\n",
    "    plt.plot(subset.columns[2:], subset.iloc[0, 2:], label=country)  \n",
    "\n",
    "plt.title('Final Gross Fixed Capital Formation (constant 2015 US$) Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Standardized Gross Fixed Capital Formation')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d968e07",
   "metadata": {},
   "source": [
    "### Comparación entre Regiones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "93a20a68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "regions_data_2009 = investments_regions[['Country Name', '2009']]  \n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(x='2009', y='Country Name', data=regions_data_2009)\n",
    "plt.title('Gross Fixed Capital Formation (constant 2015 US$) by Region in 2009')\n",
    "plt.xlabel('Standardized Gross Fixed Capital Formation')\n",
    "plt.ylabel('Region')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60f787d1",
   "metadata": {},
   "source": [
    "### Tendencia Mundial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "73332f7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22, 6))\n",
    "plt.plot(investments_world.columns[2:], investments_world.iloc[0, 2:], marker='o')  \n",
    "plt.title('World Gross Fixed Capital Formation (constant 2015 US$) Over Time')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Standardized Gross Fixed Capital Formation')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31a715c8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f6c155de",
   "metadata": {},
   "source": [
    "# Será lento"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "aa762e33",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             1960        1961        1962        1963        1964        1965  \\\n",
      "count  239.000000  239.000000  239.000000  239.000000  239.000000  239.000000   \n",
      "mean     0.016587    0.017917    0.017331    0.017880    0.017932    0.018321   \n",
      "std      1.055900    1.055685    1.055782    1.055691    1.055683    1.055617   \n",
      "min     -1.055931   -0.903548   -0.922423   -0.876406   -0.850411   -0.773447   \n",
      "25%     -0.146825   -0.158595   -0.153408   -0.158273   -0.158734   -0.162173   \n",
      "50%     -0.146825   -0.158595   -0.153408   -0.158273   -0.158734   -0.162173   \n",
      "75%     -0.146825   -0.158595   -0.153408   -0.158273   -0.158734   -0.162173   \n",
      "max      7.679393    9.087590    9.146005    8.846733    9.062661    8.951824   \n",
      "\n",
      "             1966        1967        1968        1969  ...        2013  \\\n",
      "count  239.000000  239.000000  239.000000  239.000000  ...  239.000000   \n",
      "mean     0.017901    0.018344    0.019002    0.020831  ...   -0.053612   \n",
      "std      1.055688    1.055613    1.055497    1.055156  ...    0.900334   \n",
      "min     -0.815352   -0.788488   -0.771541   -0.775723  ...   -0.214631   \n",
      "25%     -0.158459   -0.162375   -0.168200   -0.184395  ...   -0.211285   \n",
      "50%     -0.158459   -0.162375   -0.168200   -0.184395  ...   -0.203738   \n",
      "75%     -0.158459   -0.162375   -0.168200   -0.184395  ...   -0.189315   \n",
      "max      9.452723    9.002055    8.640537    7.962729  ...   11.397879   \n",
      "\n",
      "             2014        2015        2016        2017        2018        2019  \\\n",
      "count  239.000000  239.000000  239.000000  239.000000  239.000000  239.000000   \n",
      "mean    -0.053323   -0.125991   -0.052841   -0.053046   -0.053156   -0.052695   \n",
      "std      0.899610    0.794996    0.899140    0.899379    0.900010    0.900383   \n",
      "min     -0.213822   -0.292755   -0.213100   -0.213493   -0.214068   -0.214285   \n",
      "25%     -0.210824   -0.291164   -0.210350   -0.210900   -0.211123   -0.211253   \n",
      "50%     -0.202930   -0.285333   -0.202682   -0.202571   -0.202676   -0.202183   \n",
      "75%     -0.188134   -0.268838   -0.186397   -0.186105   -0.185616   -0.185690   \n",
      "max     11.368801    8.793346   11.315822   11.318452   11.332682   11.317477   \n",
      "\n",
      "             2020        2021        2022  \n",
      "count  239.000000  239.000000  239.000000  \n",
      "mean    -0.052446   -0.053063   -0.053476  \n",
      "std      0.898687    0.899691    0.901244  \n",
      "min     -0.212858   -0.214546   -0.217811  \n",
      "25%     -0.209561   -0.210678   -0.212056  \n",
      "50%     -0.201677   -0.201440   -0.201034  \n",
      "75%     -0.184328   -0.187140   -0.190240  \n",
      "max     11.261769   11.312810   11.370181  \n",
      "\n",
      "[8 rows x 63 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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f9Xv8gXDdfoJ+DjenPFenhcvuAJrCZoaZBB1y30LQJPOfYQwjdRvBmXvrCDr7dgAfyMB++7wf+AczO0bQH+n7fSvc/QTwj8D9YRlXpT4wbFJ+NUES1ELwvnx1WFNyPr5K8H7scwvwBMFZl60E74s8d3+WYGiG/0fwnn4NwZm3nWkcY6j39acJkp42M7uFIAnaRfDv/ymCH9Vz8Qngm+H+BupX+BcENTD/ZWfGskqt6fo4QXPsLuB3wD+7+69S1j9L0LQ8C/h1eLuvhvDNBEntsbAcn3X3AftEhf3drufM2cFNBLVcb0zpLzcB+AlnzridR1CTCEEfww8R1MT8AcHr9WV3Xw8QJoqvYuj+nP3dSFCrsz887sfDP1nn4iN29jhhzWF5jxC8779O8NoeD8s9knh+StBXse9Eldd70Oewh+AzcgXB57c5PG7fn7eMfWe4+5NhnJ8m+Lw8SJBM/f157Gu43w05T+ZD9q0Wia/w39533H3A5kzJrrCW6zHgJR7RgK0yMmZ2u7u/q9+yDxA0d38kmqiyy8w+QXAW7NuijkVynwadE5GcFNbIXBR1HJJZ7v7/oo5BJFeoOVJERLKify2YiJxNzZEiIiIiEVBNmIiIiEgElISJiIiIRGDMdcxPJBJeU1OT9eMcP36csrKhhtsav1T2eJYd4l3+OJcd4l1+lT2eZYfRKf/GjRub3b3/AMDAGEzCampqeOSRR7J+nLVr17J69eqsHycXqeyrow4jMnEuf5zLDvEuv8q+OuowIjMa5TezQafXU3OkiIiISASUhImIiIhEQEmYiIiISASUhImIiIhEQEmYiIiISASUhImIiIhEQEmYiIiISASUhImIiIhEQEmYiIiISASUhImIiIhEQEmYiIiISASUhImIxJi78/ieNlpO9uLuUYcjEitjbgJvERHJjMd2H+aTdz3Fo7vbAPjMo/dyxZxKrphTydI5lVw2p5LyYv1MiGSLPl0iIjGzr+0kn/vVM/x0036qJxbzDzdczNat2zhekmDTnjZ+89TzAJhB7dTyMDGr4oo5lSyeVk5BvhpRRDJBSZiISEy0n+rmy2u38/X1SQA+8OJFvPdFCykvLmDtqZ2sXn0FAG0nOtm0p+305TdPPc/3H9kLQGlhPpfOrjhdY3bFnEpmVJRgZlEVS2TMUhImIjLO9fQ6P3hkD7fevZXm9lO8buks/vLlS5hZWTrg9pUTili9ZCqrl0wFgn5ju1pO8PjeNh7bHSRmt9+/k86eXgCmTiwOErK5QVJ22Ww1Y4qkQ58SEZFxbMO2Zj71i6d45sAxls+r4uvvXM4VcyrPaR9mRk2ijJpEGTdcMQuAU909PP3cMTbtPny6xuzulGbMxVMnnk7MLp+tZkyRgSgJExEZh7YfPMY//e8z/PaZg8yZXMqX3nolr7xkesaaDYsL8k83R/Y5fLyTTXvb2LS7jcf3tvHrpw7wvUf2ADChKJ9LZlWwtK8Zc24lMyoGrokTiQslYSIi40jr8U7+/Z6tfKdhNxMK8/mrV17AO6+poaQwP+vHriorYs2Sqazp14zZV1P22J42vpHSjDltUvFZnf4vnV2hZkyJFb3bRUTGgVPdPXzrgV184bfbONHZw1tWzOXPXlrLlPLiyGJKbcZ87dIzzZhP7T96OjF7fE8bv34yaMbMM6hNacYMzsacSH6eOv3L+KQkTERkDHN3fv3kAT79y2fY1XKC1Uuq+b+vupDaaROjDm1AxQX5LJ1bxdK5VaeXpTZjbtrzwmbMS2dVcMXcyrAps4rpFSVRhS+SUUrCRETGqM172/jUXU/TuLOVxdPK+eZ7VvCixdVRh3XOBmrG3Nlygk17Dp9OzG7bkKSrJxjRf/qkEq6YU8nlc/rOxqygTM2YMgbpXSsiMsY8d+Qk//zrZ/nxo/tIlBfxT6+7lDcunz1uzj40M+YnypifKON1S2cD0NHVw9PPHT1r/LJfPXkACJoxF0+beGbssrmV1E5VM6bkPiVhIiJjxPFT3Xx1XRNfW7eDXof3rV7I+1cvZGJJYdShZV1J4QubMVuPd/J42OF/0542frnlAHc+HDRjlhX1DSpbdTo5UzOm5BolYSIiOa6n1/nRo3u59dfPcvDYKV5z+Uw+8vIlzJk8IerQIjW5rIg1F0xlzQVnmjGTzcd5PKV/2X9taHpBM2Zfp/9LZ6kZU6Kld5+ISA57YEczn7rraZ567ihXzKnky29bxrJ5VcM/MIbMjAXV5SyoLj+rGfOp546eTsoGasacWXSKzuoDXL1wSixqFSV3KAkTEclBTYfa+fQvn+E3Tz3PrMpSvnDjUl5z2QzN0XiOSgrzuXJuFVemNGO2tJ8Kasv2HOGx3Ye5v+kYv/32RvLzjKVzKqmvraZ+cYLLZlWMm352kpuUhImI5JC2E5184d7tfOvBnZQU5vORVyzhPdfOH5XBVuNiSnkxL75gGi++YBoA9/z2PsprLmPDtmbWbzvEv927lX+9ZyuTSgq4ZmGC+sUJrqutjn3zr2SekjARkRzQ2d3Ldx7axb/fu41jHV286aq5fPj3FlM9MbrBVuOiIM9YtWAKqxZM4ZaXL+Hw8U7u39HM+q1BUtbXfFkzZUJQS1abUNOlZISSMBGRCLk7v3nqeT79y2dINh+nvjbB/73+Qi6YPinq0GKrqqyIV182k1dfNhN3p6n5OOu3HmL9tmZ+9Ohevv3QLjVdSkYoCRMRiciWfUf4x188zYNNLSysLuMb77qK1Uuq1e8rh5gZC6vLWVhdzruunU9ndy+P7j6spkvJiKwlYWZ2G/Bq4KC7XzLA+tXAT4FkuOjH7v4P2YpHRCRXPH+0g1t//Sw/fHQvVROK+OQNF/PmFXMpVE1KzisqyDunpsu6sOlykpouZQDZrAm7Hfgi8K0htlnv7q/OYgwiIjnjZGcP/7m+ia/8bgfdPc5N9Qt4/5pFVJTqB3qsUtOljETWkjB3X2dmNdnav4jIWNHb6/zPpn187lfPcuBoB6+6dDoffcUFzJtSFnVokkEDNV0+tvsw6/s1XU4sKeBaNV0KYO6evZ0HSdhdQzRH/gjYC+wHbnH3JwfZz03ATQDTpk1bduedd2Yp4jPa29spLy/P+nFykcoez7JDvMufrbI/29rDnc90kjzay/xJedx4YRGLq3JvuAm99tkve3un81RrD1uag0trR/D7O22CcXEin4un5HPh5HwmFI5en8A4v+4wOuVfs2bNRndfPtC6KJOwSUCvu7eb2auAf3f32uH2uXz5cn/kkUcyH2w/a9euZfXq1Vk/Ti5S2VdHHUZk4lz+TJd9V8txPvPLZ/jllgPMqCjhI69Ywg2XzyIvRyeV1mu/elSP2b/p8sGmFk509ox602WcX3cYnfKb2aBJWGRnR7r70ZTb/2tmXzKzhLs3RxWTiMhIHTnZxRd/u43bH9hJYX4ef/F7i/nj+gWUFuVe7ZdER02XAhEmYWY2HXje3d3MVgB5QEtU8YiIjERXTy93NO7mX3+zlbaTXbxx2Rz+4mWLmTqpJOrQZAwoKshj5YIprEw56/KBHS2s33aIdVvPnHU5b8oE6msT1NdW66zLcSCbQ1TcAawGEma2F/g4UAjg7l8B3gC8z8y6gZPAmz2bbaMiIlng7tz37EH+8RdPs+PQca5ZOIX/e/2FXDyzIurQZAyrKivi+stmcP1lM85qutywvZmfPLqP7zy0+6ymy7raBJfP1lmXY002z468cZj1XyQYwkJEZEx65sBRPnXX02zY3syCRBlff8dyXnLhVA22KhmlpsvxSyPmi4ico4PHOvjX32zlew/vYWJJIR9/zUW8bdU8DbYqo2Kopsv125rHVdNld08vJ7t6ONnZE1x39XCis4eOzjO3T3b10NF3uzPldrj9yc6Ux/dbfvV0iPK8BCVhIiJp6ujq4b82JPnSfdvp7Onl3dfO5wMvXkTlhKKoQ5MYG6jpsm9apf5Nl3VhUpaJpsueXqejq19y0xkmSV39kqTO/glTNye7esPHdYfXvZzs7D5rf109595LqbggjwlF+ZQW5lNSlH/69sSSAqZNKqa0MJ/SonxKCwuYcHz/iJ6DkVISJiIyDHfnZ4/v53O/epZ9bSd5+cXT+NgrL2R+QoOtSm5Jbbp85zU1L2i6/Pd7t/Fv92w73XRZ1dPF9vVNZ9UepdYqDVR71Hd9qrv3nOMrys+jpDCPCUUFlBblU1IYJEkTigqYXHYmYSot6kuUUu4PsHxCuI/SMNkqKcg/p2Fg1q49eM5lyCQlYSIiQ9i4q5VP3vU0m/a0cfHMSdz6h5dz9cIpUYclkpbhmi73tXXCM08DkJ9nTOhXe9SXJFWUFgbL+ydEw1xPKCygpCjvdNKkEwfOpiRMRGQAe1pP8JlfPcMvNj/HtEnF3PqHl/P6pbk72KpIOvo3Xf787rW86Lo6SgvzKSpQgjTalISJiKQ42tHFl+7bwW33J8kz+NBLannvixYwoUhflzK+mBmTik0TyEdI3yoiIgSdjL/z0C7+9TdbaTneyR9cOZu/fPkSpldosFURyQ4lYSJjUG+v093r9PQ63b294bWfue4ZZHlvL909wf0eT902WPbEc90cfXw/feMmu4PjwbWDE3RSdwjukLK+//bhDvrObQr24Snb8YLjcNa6M/ui77jO2fsb4FgveFzq/lPLkHIcgF8/fpJ97VtYMX8yt19/EZfO1mCrIpJdSsJEQh1dPTQe6KZ5494gWelLXnr6JTFnJTV96wdYHm7fM+D2gyVJ4fKeQZaH97M6t8Tjj2Vx59llBkbQzGJnLQtWWMr91G0BKgrhK29bxssvnqbBVkVkVCgJEwn9YONevrTpFGx6PK3tC/ON/DyjIC8vvLYz1/mDLE/ZvriwYMDlp+8Ptf+8vJT1/Za/4PFGnvXdzxs0nvw8Y+MjD7NixQrghQlNavLSt55B1huESU/K9gNsi/GCZGiwY5217/77ykDStHbtWlZfMn3E+xERSZeSMJHQQztamFxi/PSDq1+QpOTlcVYyNF7PkHuuPI9FU8ujDkNEJBaUhIkQ9BFqSLaypCpP862JiMio0KAgIkBT83Ga20+xZHJ+1KGIiEhMKAkTARqTrQAsqVISJiIio0NJmAjQ0NRCoryY6WXjs6+XiIjkHiVhEnt9/cFWzp+soQlERGTUKAmT2Nt7+CTPHelg5YLJUYciIiIxoiRMYu+hphYAVsxXEiYiIqNHSZjEXmOylcoJhSyeOjHqUEREJEaUhEnsNSRbWVEzedwOwCoiIrlJSZjE2nNHTrK79YSaIkVEZNQpCZNY6xsfbNWCKRFHIiIicaMkTGKtIdnKxOICLpwxKepQREQkZpSESaw1NLWwvKaKfPUHExGRUaYkTGKruf0UOw4dZ8V8NUWKiMjoUxImsdXXH0yDtIqISBSUhElsNSZbKS3M59JZFVGHIiIiMaQkTGLroaYWls2rojBfHwMRERl9+vWRWGo70cmzzx/T+GAiIhIZJWESSw/vPIw7rFQSJiIiEVESJrHU0NRCUUEel8+pjDoUERGJKSVhEkuNO1u5Yk4lJYX5UYciIiIxpSRMYudYRxdb9h1RU6SIiERKSZjEzsZdh+l1WKlBWkVEJEIFUQeQa9pOdPLrJw9QcsqjDkWypCHZSkGeceW8yqhDERGRGEurJszMZpnZNWZ2Xd8l24FF5bkjHXz0R0+w+VB31KFIljQmW7l0dgUTivQfREREojPsr5CZfRZ4E/AU0BMudmBdFuOKzAXTJ5IoL+bJFiVh49HJzh42723jj+oWRB2KiIjEXDpVAa8Flrj7qSzHkhPMjPraBPc+uY/eXicvz6IOSTLosd2H6epxdcoXEZHIpdMc2QQUZjuQXFK3KMHRTnj6wNGoQ5EMeyjZSp7BspqqqEMREZGYS6cm7ASwyczuBU7Xhrn7B7MWVcTqaxMAbNjWzMUzNbnzeNKYbOGimZOYVBKr/xUiIpKD0qkJ+xnwSeABYGPKZdyaOqmE2eXG+m3NUYciGXSqu4fHdrdpaAoREckJw9aEufs3zawIWBwuetbdu7IbVvQuTuRz385WOrp6NKr6OLF57xFOdfdq0m4REckJw9aEmdlqYBvwH8CXgK3jeYiKPhdPyaezu5fGZGvUoUiGNDS1ALCiRkmYiIhEL53myH8BXubuL3L364CXA/+a3bCit2RyPkX5eWzYribJ8aIh2cqSaROpKiuKOhQREZG0krBCd3+27467byUGZ0sW5xvLa6pYt/VQ1KFIBnT19LJx12FWLlAtmIiI5IZ0krBHzOzrZrY6vPwn8Ei2A8sFdbUJnjlwjIPHOqIORUZoy74jnOjsUX8wERHJGekkYe8jGC3/g+HlqXDZuHddbTUA96tJcszr69unJExERHJFOmdHngI+H15i5aIZk5hcVsT6bc28bunsqMOREWhItrIgUcbUiSVRhyIiIgIMURNmZt8Pr58ws839L8Pt2MxuM7ODZrZlmO2uMrNuM3vDuYefXXl5xrWLEmzY1oy7Rx2OnKeeXufhna3qDyYiIjllqJqwD4XXrz7Pfd8OfBH41mAbmFk+8Fng7vM8RtbVL0rw88f3s/X5dpZMnxh1OHIenn7uKMc6ujVIq4iI5JRBa8Lc/bnw5vvdfVfqBXj/cDt293XAcINsfQD4EXAw3YBHW104hdH6bTpLcqxSfzAREclF6XTM/70Blr1ypAc2s1nA64Avj3Rf2TSzspSF1WWawmgMa0i2MGdyKTMrS6MORURE5DQbrK+Tmb2PoMZrAbAjZdVE4H53f9uwOzerAe5y90sGWPcD4F/c/SEzuz3c7oeD7Ocm4CaAadOmLbvzzjuHO/SItbe3U15eDsB3nz7F7/Z088WXTKAo37J+7Killn2sc3c+8NsTXF5dwJ9cVjzs9uOp7OcjzuWPc9kh3uVX2eNZdhid8q9Zs2ajuy8fcKW7D3gBKoAa4A5gXspl8mCPGWAfNcCWQdYlgZ3hpZ2gSfK1w+1z2bJlPhruu+++07fveeqAz/voXX7/tkOjcuyopZZ9rHv2wFGf99G7/HsP705r+/FU9vMR5/LHuezu8S6/yh5fo1F+4BEfJKcZqk/YEXff6e43etAP7CTgQLmZzR1hYoi7z3f3GnevAX5I0Pfsf0a632xYtWAKhfnGOjVJjjkNYX+wleoPJiIiOWbYccLM7DUEY4TNJKitmgc8DVw8zOPuAFYDCTPbC3yccLojd//KiKIeZWXFBSydW8WG7YeAC6IOR85BQ1ML0yeVMHfyhKhDEREROcuwSRjwKWAVcI+7LzWzNcCw/cHc/cZ0g3D3d6W7bVSuq01w691baWk/xZTy4fsWSfTcnYZkK1cvmILZ+O/LJyIiY0s6Z0d2uXsLkGdmee5+HzBwB7NxrK5vCqMdLRFHIuna2XKCQ8dOaZBWERHJSekkYW1mVg6sA75rZv8OHM9uWLnn0lkVVJQWsn6rxgsbKxqagoRZ/cFERCQXpZOE3UDQKf/PgV8RDFfxmmwGlYvy84xrF01hw3ZNYTRWNCZbmVJWxMLq+J5+LSIiuWvYJMzdj7t7DzAB+DnwHYKzJGOnvraa5450sONQe9ShSBoakq2smD9Z/cFERCQnDZuEmdl7zewAsBl4BNgYXsdO3aK+KYw0VEWu23v4BPvaTqopUkREclY6zZG3AJeEY3otCMf3WpDtwHLRnMkTmJ/QFEZjQUNT33yRmrRbRERyUzpJ2A7gRLYDGSvqFiV4qKmFzu7eqEORITQmW6koLeSC6ROjDkVERGRA6SRhfwU8YGZfNbMv9F2yHViuqq9NcKKzh0d3H446FBlCQ7KFq2omk5en/mAiIpKb0knCvgr8FniIoD9Y3yWWVi2cQn6esUFNkjnr+aMd7Gw5of5gIiKS09IZMb/Q3T+c9UjGiEklhSydU8n6bYe45eVLog5HBnB6vkgN0ioiIjksnZqwX5rZTWY2w8wm912yHlkOq6tNsHnfEdpOdEYdigygMdlCeXEBF82YFHUoIiIig0onCbuRsF8YZ5oiYzlERZ/62mrc4f7tmsIoFzU0tbJsXhUF+em8vUVERKIx5K+UmeUBHwuHpUi9xHKIij6Xz65gYkkBG7ZrCqNc09J+im0H21mh/mAiIpLjhkzC3L0X+MtRimXMKMjP45qFU1i3VVMY5ZqHdwb9wVapP5iIiOS4dNpr7jGzW8xsjvqEnVFXW82+tpPsbNEQarnkoaZWSgrzuHRWZdShiIiIDCmdsyPfFF7/n5RlDsS6SfK62r4pjA4xP1EWcTTSpzHZypVzqygqUH8wERHJbelM4N2/P1js+4QBzJtSxpzJpZrCKIccOdHF0weOqj+YiIiMCcPWhJlZIfA+4Lpw0Vrgq+7elcW4xoT62mp+tmk/XT29FOpMvMg9sqsVd1ip+SJFRGQMSCdz+DKwDPhSeFkWLou9+kUJ2k918/ietqhDEYJBWovy81g6tzLqUERERIaVTp+wq9z98pT7vzWzx7MV0FhyzcIEeQbrtjWzvEZNYFFrSLZy+ZwKSgrzow5FRERkWOnUhPWY2cK+O2a2AOjJXkhjR8WEQi6bXcmGbRovLGrtp7rZsu+I+oOJiMiYkU5N2F8C95lZE2DAPODdWY1qDLmuNsEX79vOkZNdVJQWRh1ObD266zA9va7+YCIiMmYMWhNmZgUA7n4vUAt8EPgAsMTd7xud8HJfXW01vQ4P7tAURlFqSLaQn2csm1cVdSgiIiJpGao5sjHl9q3uvjm8nMp2UGPJ0rmVlBXls15NkpFqTLZyyawKyorTqdwVERGJ3lBJmKXcvjbbgYxVhfl5XL1wChu2a7ywqHR09fD4niOsUn8wEREZQ4ZKwjQpYprqa6vZ1XKC3ZrCKBKP7W6js6dXnfJFRGRMGart5gIz20xQI7YwvE143939sqxHN0bU9U1htP0Qb50yL+Jo4qch2YIZGiZERETGlKGSsAtHLYoxbkGijFmVpazf2sxbVyoJG20NTa1cOH2Szk4VEZExZdAkzN13jWYgY5mZUbcowS+3PEdPr5OfZ8M/SDKis7uXR3cf5i0r50YdioiIyDnRhIcZUr84wdGObjbvbYs6lFjZvLeNU929rFR/MBERGWOUhGXItQsTmMH6bTpLcjQ1JFsBuEr9wUREZIxREpYhVWVFXDqrgg1KwkZVQ7KV2qnlTCkvjjoUERGRczJonzAze4KBh6nQ2ZGDqFuU4Gvrmmg/1U25Bg3Nuu6eXjbubOV1V86KOhQREZFzNlSm8OpRi2KcqKtN8KW1O3hoRwsvvWha1OGMe0/uP8rxzh5WaL5IEREZg3R2ZAYtm1dFaWEwhZGSsOxrDPuDqVO+iIiMRcP2CTOzVWb2sJm1m1mnmfWY2dHRCG6sKS7IZ+WCyazXFEajoiHZQs2UCUybVBJ1KCIiIucsnY75XwRuBLYBpcAfA/+RzaDGsvraapoOHWdf28moQxnXenudxmQrK9UUKSIiY1RaZ0e6+3Yg39173P0bwCuyG9bYVR9OYbRh26GIIxnfnjlwjKMd3axcoKZIEREZm9JJwk6YWRGwycw+Z2Z/nubjYql2ajnTJhWzTkNVZFVjsgVAk3aLiMiYlU4y9fZwuz8FjgNzgNdnM6ixLJjCqJr7tzfT0zvQCB+SCQ3JVmZVljK7akLUoYiIiJyXdJKw17p7h7sfdfe/d/cPo+ErhnTd4gRtJ7p4cv+RqEMZl9z7+oOpFkxERMaudJKwdw6w7F0ZjmNcuXZR0C9MUxhlx45D7bQc71R/MBERGdMGTcLM7EYz+zkw38x+lnK5D2gdvRDHnkR5MRfNmMR6dc7PioeagrefBmkVEZGxbKgR8x8AngMSwL+kLD8GbM5mUONBfW2C2+5PcqKzmwlFmsIokxqTrUydWEzNFPUHExGRsWvQmjB33+Xua939anf/XcrlUXfvHs0gx6L62mq6epyGJlUaZpK705BsYcX8yZhZ1OGIiIict6GaIzeE18fM7GjK5ZhGzB/e8poqigvy1C8sw3a3nuD5o6dYuUBNkSIiMrYNNXdkXXg9cfTCGT9KCvNZMX+y+oVlWF/Nos6MFBGRsS6tQVfN7Eoz+6CZfcDMlmY7qPGivjbBtoPtHDjSEXUo40ZDspXJZUXUTi2POhQREZERSWcC778DvglMIeikf7uZ/U22AxsP6murAVQblkENyRauqqlSfzARERnz0qkJeytwlbt/3N0/DqwiGEV/SGZ2m5kdNLMtg6y/wcw2m9kmM3vEzOrOLfTcd8H0iSTKi9mwXf3CMmFf20n2Hj6pSbtFRGRcSCcJ2w+UpNwvBval8bjbGXqi73uBy939CuA9wNfT2OeYYmbU1ybYsK2ZXk1hNGKaL1JERMaTdJKwI8CTZna7mX0D2AK0mdkXzOwLgz3I3dcxxKCu7t7u7n2ZSRkwLrOUukUJWo538vQBnVA6Uo3JViaWFHDhjElRhyIiIjJi6Ywi+pPw0mdtpg5uZq8DPg1MBa7P1H5zSX3tmSmMLp5ZEXE0Y1tDUysraiaTn6f+YCIiMvbZmcqoLOzcrAa4y90vGWa764C/c/eXDrL+JuAmgGnTpi278847Mx3qC7S3t1Nenpkz8P5mwwkqio2/vKo0I/vLtkyWPVPaTvXyZ/ed5I1LCnnV/KKsHScXyz6a4lz+OJcd4l1+lT2eZYfRKf+aNWs2uvvygdYNWxNmZrUEtVUXkdI3zN0XZCpAd19nZgvMLOHuL+jF7u5fA74GsHz5cl+9enWmDj2otWvXkqnjvKL9Kb710C5WXVtPSWF+RvaZTZkse6bctXk/8BhveekKrphTmbXj5GLZR1Ocyx/nskO8y6+yr446jMhEXf50+oR9A/gy0A2sAb4FfGekBzazRRaOM2BmVxJ0+G8Z6X5zUV1tgs7uXhqTmsLofDU0tTKhKJ+LZ6o/mIiIjA/pJGGl7n4vQdPlLnf/BGn03zKzO4AHgSVmttfM/sjMbjazm8NN/gDYYmabgP8A3uTZbBuN0Mr5UyjKz9N4YSPQmGxl2bwqCvPTGl9YREQk56XTMf+UmeUB28zsTwmGpxi2AdXdbxxm/WeBz6YV5RhXWpTP8poqzSN5nlqPd/Ls88d4zeUzog5FREQkY9KpVvgQMAH4ILAMeBvwzmwGNR7V11bzzIFjHDymKYzO1cM7w/kiNWm3iIiMI4MmYWZWYmbV7v5wOKbXXnd/N/A+YNOoRThO9A1Vcb9Gzz9nDU2tFBfkcdlsDfEhIiLjx1A1YV8A6gdYfi3wr9kJZ/y6aMYkJpcVsX6rkrBz1bizhaVzKykuyP0zS0VERNI1VBK2zN1/3H+hu/8EuC57IY1PeXnGtYsSrN/ezDg9/yArjnZ08dT+o6zQfJEiIjLODJWETTjPx8kg6msTHDp2imefPxZ1KGPGxp2H6XVYpfkiRURknBkqmTpoZiv6LzSzqwCNtXAe+vqFbdBZkml7KNlCYb6xdG5V1KGIiIhk1FBDVPwl8H0zux3YGC5bDrwDeHOW4xqXZlSUsmhqOeu2NfPH9RmbcGBca0y2ctnsSkqL1B9MRETGl0Frwty9EVgBGPCu8GLASndvGI3gxqO6RQkaky10dPVEHUrOO9HZzRN7j7BCTZEiIjIODTlYq7sfBD4+SrHEwnWLE9z+wE427jrMtYsSUYeT0x7d1UZ3r7NSSZiIiIxD6mA/ylbOn0Jhvmn0/DQ0JFvIM1heoyRMRETGHyVho6ysuIAr51ZpHsk0NCRbuWRWBeXF6cyuJSIiMrYoCYtAfW2CJ/cfpaX9VNSh5KyOrh427WlTU6SIiIxbg1YxmNnPgUFHFXX3389KRDFQX1vNrXdvZcP2Zm64YlbU4eSkTXva6Ozu1SCtIiIybg1VE3Yr8C9AEjgJ/Gd4aQd2ZD+08euSWRVUlBZqvLAhNCZbMYMV6g8mIiLj1KA1Ye7+OwAz+xd3X56y6udm9kjWIxvH8vOMukUJ1m8LpjAys6hDyjkNyRaWTJtIxYTCqEMRERHJinT6hJWZ2emRRc1sPlCWvZDioa42wYGjHew41B51KDmns7uXjbsOs2qBmiJFRGT8Sue0sz8H1ppZE8FgrfOA92Y1qhioC8cIW7e1mUVTJ0YcTW55Yt8ROrp6NUiriIiMa8MmYe7+KzOrBS4IFz3j7jqtb4TmTJ7A/EQZG7Y38566+VGHk1Mak60ASsJERGRcG7Y50swmEMwj+afu/jgw18xenfXIYqC+NsFDTS10dvdGHUpOaUi2sLC6jER5cdShiIiIZE06fcK+AXQCV4f39wGfylpEMVK3KMGJzh4e3X046lByRk+v88jOw6xUfzARERnn0knCFrr754AuAHc/QdA3TEZo1cIp5OeZhqpI8dT+o7Sf6tYgrSIiMu6lk4R1mlkp4cCtZrYQUJ+wDJhUUsjSOZWawihFQ7IFCObYFBERGc/SScI+AfwKmGNm3wXuBT6azaDipK42weZ9R2g70Rl1KDmhIdnKvCkTmF5REnUoIiIiWTVsEubudwOvB94F3AEsd/f7shxXbNTXVuMO929viTqUyPX2Og/vbNUo+SIiEgvpnB35baDb3X/h7ncRDN56b/ZDi4fLZ1cwsaSADdvVJLn14DHaTnSpU76IiMRCOs2RG4AGM3uVmf0J8Bvg37IaVYwU5OdxzcIprNsaTGEUZw1Nwfhg6pQvIiJxkM5grV81syeB+4BmYKm7H8h6ZDFSV1vNr598np0tJ5ifiO+MUI3JVmZWlDC7qjTqUERERLIunebItwO3Ae8Abgf+18wuz3JcsXJdbTCFUZzPknR3GpItrJg/WROai4hILKTTHPkHQJ273+HufwXcDHwzu2HFy7wpZcyZXMr6GI8X1tR8nOb2TvUHExGR2Ejn7MjXuvvBlPuNwIqsRhVD9bXVPLijha6eeE5h1NcfTPNFiohIXAzaJ8zMPuLunzOzLwyyyQezFFMs1S9K8N8Nu3l8TxvLYzhEQ2OyhUR5MQti3CdORETiZaiO+U+F1xtHI5C4u2ZhgjyDdduaY5eEBf3BWlmp/mAiIhIjQzVHvgHA3b/Zd516GZXoYqRiQiGXza5kQww75+89fJLnjnSwckG8kk8REYm3oZKwy1JufyjbgUhwluSmPW0cOdkVdSij6qGmYLYA9QcTEZE4SefsSBkldbXV9Do8uCNeUxg1JlupnFDI4qkTow5FRERk1AzVJ2x22CnfUm6f5u7qmJ9hS+dWUlaUz/pth3jFJdOjDmfUNCRbuapmMnl56g8mIiLxMVQS9pcptx/JdiAChfl5XL1wChu2x2e8sOeOnGR36wnecfW8qEMREREZVYMmYep8H4362mruefogu1tOMHfKhKjDybrGZDA+2CoN0ioiIjGjPmE5pq5vCqPt8ThLsiHZysTiAi6cMSnqUEREREaVkrAcsyBRxqzKUtZvjUeTZENTC8trqshXfzAREYkZJWE5xsyoW5TggR3NdI/zKYwOHTvFjkPHWTFfTZEiIhI/wyZhZvY5M5tkZoVmdq+ZHTKzt41GcHFVvzjB0Y5uNu87EnUoWfXwzqA/mAZpFRGROEqnJuxl7n4UeDWwE1jE2WdOSoZduzCBGWzYNr6bJBuaWigtzOfSWRVRhyIiIjLq0knC+s6gvB74gbuP7+qZHFBVVsSlsypYP86nMGpItrJsXhWF+WoVFxGR+Enn1+8uM3sGWAbca2bVQEd2w5K6RQke293GsY7xOYVR24lOnn3+mKYqEhGR2Bo2CXP3jwHXAMvdvQs4DtyQ7cDirr62mu5e56Gm1qhDyYqHdx7GHVYqCRMRkZhKp2P+HwJd7t5jZn8DfAeYmfXIYu7KeZWUFuazYZw2STY0tVBUkMflcyqjDkVERCQS6TRH/q27HzOzOuClwH8BX85uWFJckM+qBZNZP0475zfubOWKOZWUFOZHHYqIiEgk0knCesLr64GvufsvgKLshSR96mqraWo+zt7DJ6IOJaOOdXSxZd8RNUWKiEispZOE7TOzrwJvAv7XzIrTeZyZ3WZmB81syyDr32pmm83sCTN7wMwuP7fQx7/rwimMxttQFRt3HabXYaUGaRURkRhLJwl7I/Br4OXu3gZMJr1xwm4HXjHE+iTwIne/FPgk8LU09hkri6aWM21SMeu3j68krCHZSkGeceW8yqhDERERiUw6Z0eeAHYALzezPwWmuvvdaTxuHTDoqX3u/oC7Hw7vPgTMTi/k+DAz6muruX97Mz29HnU4GdOYbOXS2RVMKCoYfmMREZFxytyH/nE3sw8BfwL8OFz0OoK+Yf9v2J2b1QB3ufslw2x3C3CBu//xIOtvAm4CmDZt2rI777xzuEOPWHt7O+Xl5Vk/znAe3N/NVzef4uNXlzC/YnQ6sWez7Kd6nPffc4KX1xTyxiW517UwV173qMS5/HEuO8S7/Cp7PMsOo1P+NWvWbHT35QOudPchL8BmoCzlfhmwebjHhdvWAFuG2WYN8DQwJZ19Llu2zEfDfffdNyrHGc6hYx0+76N3+Rd/u23UjpnNsm/YdsjnffQu/+3Tz2ftGCORK697VOJc/jiX3T3e5VfZ42s0yg884oPkNOn0CTPOnCFJeNvOJxt8wY7NLgO+Dtzg7i2Z2Od4kygv5qIZk8bNFEYNyVbyDJbVVEUdioiISKTS6ZTzDaDBzH4S3n8twVhhI2JmcwmaON/u7ltHur/xrH5xgts2JDl+qpuy4rHdj6qhqYWLZk5iUklh1KGIiIhEasiaMDPLI+g0/26CTvatwLvd/d+G27GZ3QE8CCwxs71m9kdmdrOZ3Rxu8nfAFOBLZrbJzB4ZQTnGtfpF1XT1OI3JsT2F0anuHh7b06ahKURERBimJszde83sP9x9KfDouezY3W8cZv0fAwN2xJezLa+porggj3XbDrHmgqlRh3PeHt9zhM7uXk3aLSIiQnrjhN1rZn9gZhnpBybnrqQwnxXzJ4/5QVsbk0G3vxU1SsJERETSScLeC/wAOGVmR83smJkdzXJc0s91tdVsO9jOc0dORh3KeWtItrJk2kSqynJvaAoREZHRls5grRPdPc/di9x9Unh/0mgEJ2fUjfEpjLp6etm46zArF6gWTEREBIZIwsws38zKU+6vMrPrwsvE0QlP+lwwfSKJ8mLWj9EkbMu+I5zo7FF/MBERkdBQHfM/CxwEPhfevwPYApQQdNL/aHZDk1TBFEYJ1m09RG+vk5c3trro9Z3ZqSRMREQkMFRz5EuAz6fcb3P31wAvA67NalQyoPraBC3HO3nqubHXJa8h2cqCRBlTJ5ZEHYqIiEhOGCoJy3P37pT7HwUIh+CP70RTEapbFPYL2z62miR7ep2Hd7aqP5iIiEiKoZKwotS+X+5+N4CZVRA0ScoomzqphAumTxxzUxg9/dxRjnV0qylSREQkxVBJ2H8C3wunFwLAzOYR9A37erYDk4HVLUrw8M7DnOzsGX7jHNHXH0wj5YuIiJwxaBLm7p8HfgZsMLMWM2sB1gE/d/dbRytAOVtdbYLO7l4ad46dKYwaki3MmVzKzMrSqEMRERHJGUOOE+buX3H3uUANUOPu89z9y6MSmQxo5fwpFOXnsWGMNEn29gZzXq6oUS2YiIhIqiHnjuzj7seyHYikp7Qon+U1VWNmvLDth9o5fKJLnfJFRET6SWfaIskx9bXVPHPgGAePdUQdyrAamoL5IleqU76IiMhZlISNQfXhFEb3j4GhKhqSrUyfVMLcyROiDkVERCSnDNocaWavH+qB7v7jzIcj6bhoxiQmlxWxfmszr1s6O+pwBuXuNCRbuXrBFMzG1gj/IiIi2TZUn7DXDLHOASVhEcnLM65dlGD99mbcPWcTnJ0tJzh07JT6g4mIiAxg0CTM3d89moHIuamvTfDzx/fz7PPHuGD6pKjDGZD6g4mIiAwurbMjzex64GJSRsp393/IVlAyvL5+YRu2NedsEtaYbGVKWRELqzXLlYiISH/Ddsw3s68AbwI+ABjwh8C8LMclw5hRUcqiqeWsy+GhKhqSrayYPzlnm0tFRESilM7Zkde4+zuAw+7+98DVwOLshiXpqFuUoDHZQkdX7k1htPfwCfa1nVRTpIiIyCDSScJOhtcnzGwm0AXMyF5Ikq7rFifo6Opl467DUYfyAg1NwbRKKzRfpIiIyIDSScLuMrNK4J+BR4GdBJN4S8RWzp9CYb7l5Oj5jclWJpUUcMH0iVGHIiIikpOGTcLc/ZPu3ubuPyLoC3aBu/9t9kOT4ZQVF3Dl3CrW5+A8kg3JFlbMn0xenvqDiYiIDCStEfPN7BozewtBB/0bzOwd2Q1L0lVfm+DJ/UdpaT8VdSinPX+0g50tJ1ippkgREZFBpXN25LeBW4E64KrwsjzLcUma6murAdiQQ1MYNSSD/mAapFVERGRw6YwTthy4yN0928HIubtkVgUVpYVs2NbMDVfMijocIBiktby4gItm5Ob4ZSIiIrkgnebILcD0bAci5yc/z6hblGD9tmAKo1zQmGxl2bwqCvI1P7yIiMhg0vmVTABPmdmvzexnfZdsBybpq6tNcOBoBzsOtUcdCi3tp9h2sJ0VGh9MRERkSOk0R34i20HIyNQtCqYwWre1mUVTox0S4uGdQX+wVeoPJiIiMqRhkzB3/91oBCLnb87kCcxPlLFhezPvqZsfaSwPNbVSUpjHpbMqI41DREQk1w3aHGlmG8LrY2Z2NOVyzMyOjl6Iko762gQPNbXQ2d0baRyNyVaunFtFUYH6g4mIiAxlqF/KtwK4+0R3n5RymejuOu0tx9QtSnCis4dHd0c3hdGRE108feCo+oOJiIikYagk7Cd9N8zsR6MQi4zA1QunkJ9nkY6e/8iuVtzRIK0iIiJpGCoJS51vZkG2A5GRmVhSyNI5lWyIcB7JhmQrRfl5LJ1bGVkMIiIiY8VQSZgPcltyVH1tNZv3HeHw8c5Ijt+QbOXyORWUFOZHcnwREZGxZKgk7PK+jvjAZeqYn/vqahO4wwM7Wkb92O2nutmy74j6g4mIiKRp0CTM3fNTOuIXqGN+7rt8dgUTSwoi6Rf26K7D9PS6+oOJiIikSeMIjCMF+Xlcs3BKJFMYNSRbyM8zrpxXNarHFRERGauUhI0z9bXV7Gs7SbL5+Kget6GplUtmVVBenM4kDCIiIqIkbJyprw2mMNqwffTOkuzo6uHxvW2sUn8wERGRtCkJG2fmTSlj7uQJrNs6eknYo7sP09Xj6pQvIiJyDpSEjUN14RRGXT2jM4VRY7IVM1heoyRMREQkXUrCxqHrahO0n+pm0562UTleQ1MrF06fREVp4agcT0REZDxQEjYOXb0wQZ7B+lEYPb+zu5dHdx9m5QLVgomIiJwLJWHjUEVpIZfPqRyV8cI2723jVHcvK9UfTERE5JwoCRun6hcleHxPG0dOdmX1OA3JVgCuUn8wERGRc6IkbJyqX1xNr8ODO7LbJNmQbKV2ajlTyouzehwREZHxRknYOHXFnErKiwuy2i+su6eXjTtb1R9MRETkPGQtCTOz28zsoJltGWT9BWb2oJmdMrNbshVHXBXm57FqwZSsJmFP7j/K8c4eVmi+SBERkXOWzZqw24FXDLG+FfggcGsWY4i1+toEu1tPsKslO1MYNYb9wdQpX0RE5NxlLQlz93UEidZg6w+6+8NAdnuOx1jfFEbZqg1rSLZQM2UC0yaVZGX/IiIi45n6hI1j8xNlzKosZUMWkrDeXqcx2cpKNUWKiIicF3P37O3crAa4y90vGWKbTwDt7j5os6SZ3QTcBDBt2rRld955Z4YjfaH29nbKy8uzfpxsu23LKR4+0M0XXzyB/DxL6zHplH330R7+7oEO/uTSIq6dNX5Gyh8vr/v5inP541x2iHf5VfZ4lh1Gp/xr1qzZ6O7LB1pXkNUjZ4i7fw34GsDy5ct99erVWT/m2rVrGY3jZFv75P2s++/HqFp0BVfOrUrrMemU/Rv3J4GneOerrmV21YSRB5ojxsvrfr7iXP44lx3iXX6VfXXUYUQm6vKrOXKcu3ZhAjNYvzWzTZKNyVZmVZaOqwRMRERkNGVziIo7gAeBJWa218z+yMxuNrObw/XTzWwv8GHgb8JtJmUrnriqKivi0lkVbNieuSmM3Pv6g+msSBERkfOVteZId79xmPUHgNnZOr6cUbcowVfXNXGso4uJJSPvv7XjUDstxzs1SKuIiMgIqDkyBuprq+npdR5qGnTEkHPStx8N0ioiInL+lITFwJXzKiktzGf9tsw0STYmW5k6sZiaKeoPJiIicr6UhMVAcUE+qxZMzsh4Ye5OQ7KFFfMnY5bekBciIiLyQkrCYqKutpqm5uPsPXxiRPvZ3XqC54+eYuUCNUWKiIiMhJKwmLgunMJopLVhDU2aL1JERCQTlITFxKKp5UybVMz67SNMwpKtTC4ronZqfEdYFhERyQQlYTFhZtTXVnP/9mZ6es9/qqqGZAtX1VSpP5iIiMgIKQmLkfraBG0nunhy/5Hzevy+tpPsPXxSk3aLiIhkgJKwGLl2UdAvbP159gtrTLYAsEL9wUREREZMSViMJMqLuWjGpPMeL6yhqZWJJQVcOEOzS4mIiIyUkrCYqV+cYOOuwxw/1X3Oj21MtnJVzWTy89QfTEREZKSUhMVM/aJqunqCCbjPxcGjHTQ1H9fQFCIiIhmiJCxmltdUUVyQx7pzbJJs3BmOD6ZBWkVERDJCSVjMlBTms2L+uU9h1NDUyoSifC6eqf5gIiIimaAkLIauq61m28F2njtyMu3HNCZbWTavisJ8vWVEREQyQb+oMVR3jlMYtR7v5Nnnj6k/mIiISAYpCYuhC6ZPJFFenPZ4YQ+rP5iIiEjGKQmLoWAKowT3b2+mN40pjBqaWikuyOOy2RWjEJ2IiEg8KAmLqfraBC3HO3nquaPDbtu4s4WlcyspLsgfhchERETiQUlYTNWFUxht2D50k+TRji6e2n+UFZovUkREJKOUhMXU1EklXDB94rBTGG3ceZheh1XqlC8iIpJRSsJirG5Rgod3HuZkZ8+g2zyUbKEw31g6t2oUIxMRERn/lITFWP3iajq7e0+Phj+QxmQrl82upLRI/cFEREQySUlYjK2omUxRfh4bBmmSPNHZzRN7j7BCTZEiIiIZpyQsxkqL8rlqftWg44Vt3HWY7l7XIK0iIiJZoCQs5uoWVfPMgWMcPNrxgnWNyVbyDJbNU38wERGRTFMSFnP1tYMPVdHQ1MolsyqYWFI42mGJiIiMe0rCYu6iGZOYUlb0gnkkO7p62LSnTU2RIiIiWaIkLOby8oxrFyVYv70Z9zNTGG3a00ZnT68GaRUREckSJWFCXW2CQ8dO8ezzx04va0y2YhacQSkiIiKZpyRMTvcLW7/1TJNkQ7KFJdMmUjFB/cFERESyQUmYMKOilEVTy1kfds7v7nU27jrMqgVqihQREckWJWECBLVhDU0tdHT1sPNILx1dvRqkVUREJIuUhAkQJGGnunvZuOswzx4O5pJUEiYiIpI9SsIEgJXzp1CYb6zbdohnW3tZWF1Gorw46rBERETGLSVhAkBZcQFXzq3id88eYuvhHlaqP5iIiEhWKQmT065bHExh1NGDBmkVERHJMiVhclrdosTp2+oPJiIikl0FUQcgueOSWRVUTiik0LuZUVEadTgiIiLjmpIwOS0/z/jIyy9g546tUYciIiIy7qk5Us7ylpVzuWamcnMREZFsUxImIiIiEgElYSIiIiIRUBImIiIiEgElYSIiIiIRUBImIiIiEgElYSIiIiIRUBImIiIiEgElYSIiIiIRyFoSZma3mdlBM9syyHozsy+Y2XYz22xmV2YrFhEREZFck82asNuBVwyx/pVAbXi5CfhyFmMRERERySlZS8LcfR3QOsQmNwDf8sBDQKWZzchWPCIiIiK5JMo+YbOAPSn394bLRERERMY9c/fs7dysBrjL3S8ZYN1dwGfcfUN4/17go+7+yADb3kTQZMm0adOW3XnnnVmLuU97ezvl5eVZP04uUtnjWXaId/njXHaId/lV9niWHUan/GvWrNno7ssHWleQ1SMPbR8wJ+X+7HDZC7j714CvAZjZoTVr1uzKfngkgOZROE4uUtnjK87lj3PZId7lV9njazTKP2+wFVEmYT8D/tTM7gRWAkfc/bnhHuTu1VmPDDCzRwbLXMc7lT2eZYd4lz/OZYd4l19lj2fZIfryZy0JM7M7gNVAwsz2Ah8HCgHc/SvA/wKvArYDJ4B3ZysWERERkVyTtSTM3W8cZr0D/ydbxxcRERHJZRoxf3BfizqACKns8RXn8se57BDv8qvs8RVp+bN6dqSIiIiIDEw1YSIiIiIRiE0SZmZzzOw+M3vKzJ40sw+Fyyeb2W/MbFt4XRUuv8DMHjSzU2Z2ywD7yzezx8LxznJaJstuZjvN7Akz22RmLxjTLddkuOyVZvZDM3vGzJ42s6ujKNO5yFT5zWxJ+Jr3XY6a2Z9FVKy0ZPi1//NwH1vM7A4zK4miTOciw+X/UFj2J3P9dYfzKvtbLZjD+Akze8DMLk/Z1yvM7FkL5jn+WFRlSleGyz7kHNC5KFPlH2w/GefusbgAM4Arw9sTga3ARcDngI+Fyz8GfDa8PRW4CvhH4JYB9vdh4L8JBqONvHyjVXZgJ5CIukwRlf2bwB+Ht4uAyqjLN5rlT9lnPnAAmBd1+Uaj7AQzeSSB0vD+94F3RV2+USz/JcAWYALByVz3AIuiLl+Gy34NUBXefiXQEN7OB3YAC8LP/OPARVGXbzTKHt6/DrgS2BJ1uSJ47QfcT6bjjU1NmLs/5+6PhrePAU8TfLneQPDjSnj92nCbg+7+MNDVf19mNhu4Hvh69iMfuUyWfazJVNnNrILgC+m/wu063b1tFIowIll67V8C7HD30Rg0+bxluOwFQKmZFRAkI/uzG/3IZbD8FxL8MJ1w927gd8Drs1+C83ceZX/A3Q+Hyx8iGDwcYAWw3d2b3L0TuDPcR87KYNnx4eeAzjmZKv8Q+8mo2CRhqSyYTmkp0ABM8zODxB4ApqWxi38DPgL0ZiO+bMpA2R2428w2WjCd1JgxwrLPBw4B37CgGfrrZlaWtWCzIAOvfZ83A3dkNrrsGknZ3X0fcCuwG3iOYGDpu7MXbeaN8LXfAtSb2RQzm0AwvuOcYR6TM86j7H8E/DK8PabnOB5h2ce8TJW/334yKnZJmJmVAz8C/szdj6au86DeccjTRc3s1cBBd9+YvSizY6RlD9W5+5UE1bb/x8yuy3ykmZeBshcQVMt/2d2XAscJqrTHhAy99phZEfD7wA8yHmSWZOAzX0XwL3o+MBMoM7O3ZSncjBtp+d39aeCzwN3Ar4BNQE9Wgs2wcy27ma0h+CH+6KgFmSVxLjtkrvxD7ScTYpWEmVkhwZP5XXf/cbj4eTObEa6fARwcZjfXAr9vZjsJqqZfbGbfyVLIGZOhsvfVCuDuB4GfEFTX57QMlX0vsNfd+/4J/ZAgKct5mXrtQ68EHnX35zMfaeZlqOwvBZLufsjdu4AfE/QjyXkZ/Nz/l7svc/frgMME/WNy2rmW3cwuI+hicoO7t4SL057jOJdkqOxjVqbKP8h+Mio2SZiZGUF/nqfd/fMpq34GvDO8/U7gp0Ptx93/yt1nu3sNQbPMb909p/8VZ6rsZlZmZhP7bgMvI2iqyFkZfN0PAHvMbEm46CXAUxkON+MyVf4UNzJGmiIzWPbdwCozmxDu8yUE/UNyWiZfezObGl7PJegP9t+ZjTazzrXsYbl+DLzd3VMTzIeBWjObH9YCvzncR87KYNnHpEyVf4j9ZJbnwNkMo3EB6giqHzcTVKdvIujbMAW4F9hGcNbP5HD76QS1H0eBtvD2pH77XM3YODsyI2UnOEPo8fDyJPB/oy7baL7uwBXAI+G+/ofwjJpcvmS4/GVAC1ARdbkiKPvfA88Q/On4NlAcdflGufzrCf50PA68JOqyZaHsXyeo4evb9pGUfb2KoOZvB+PzO2+ost9B0A+yK3w//FHU5Rut8g+2n0zHqxHzRURERCIQm+ZIERERkVyiJExEREQkAkrCRERERCKgJExEREQkAkrCRERERCKgJExEYsPMXmtmbmYXpCy71sweMLOfmtl7o4xPROJFQ1SISGyY2fcIph76rbt/POp4RCTeVBMmIrEQzgFXRzA/3JvDZavNbK2Z/dDMnjGz74YjZWNmLwkna3/CzG4zs+IIwxeRcUhJmIjExQ3ArzyYmqTFzJaFy5cCfwZcRDArxLVmVgLcDrzJ3S8lmMD9faMesYiMa0rCRCQubgTuDG/fGd4HaHT3ve7eSzA1SQ2whGDS7r655L4JXDd6oYpIHBREHYCISLaZ2WTgxcClZuZAPsG8cL8ATqVs2oO+F0VklKgmTETi4A3At919nrvXuPscIAnUD7L9s0CNmS0K778d+N0oxCkiMaIkTETi4EbgJ/2W/YgzTZJncfcO4N3AD8zsCaAX+EpWIxSR2NEQFSIiIiIRUE2YiIiISASUhImIiIhEQEmYiIiISASUhImIiIhEQEmYiIiISASUhImIiIhEQEmYiIiISASUhImIiIhE4P8DqeuHkwq8KCUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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W4LTpSMzjLXd0bCPx7ZlEHI8Cy5N+6BwiOGV25njrDb/c45msd5z9enR5/4jg83YlwZf3spFVZlKgTJjZSoLt/8fufn9SnB0EtVArkmZfwSQ7VBCUbay4dwFLkpMkM5tLcEx4zheaux8i+AyNnNoaGf/rML7nh+u7Kull5xOcFszEXqDeknpQ89z9KuN9PkW8RwlOuwEnjk2njXpZPGl6EUE7yL0e9Jof6XzznMtRuPvID8BKgv35RQSnvP6Q4FRZjCAhHncfMrOlBGc53kNwBiVG0B4x+bWjt8PfheMuDo9Bb8xkXWN4E8F34/fM7FmCdnkVBAn/WNK9L+0E+1mqTiQZxx3+UB85HZq87HeM+h6ZE/4IwsxeTrBf3s+pHbLaSX2MGe2UfYagomLEPmDxqB8Z6b6n0tlHsK+NiI814ySWWx9+rrO97HRychxPoZ2gRjD5/a9091uS5hn3GDTtE0F37yRokPs5M7vOzKrNrMjMmggOOmPZRJCdf9DMSi24zMQrgQ0WXILiDWZW6+4DBKd3hwHM7BVmdlb45nQRnF4ZTrmGzPw/gg/6HxN8EP87PAB/HzjHzN4UxldqZqvN7HwPur1/C7jZzOaa2QWkOQi5+08IOp1828wuM7OScDu908z+mKBtRDlhgmnBdYVSXQrlY+G2eRHwCoIOA6PtB+alqPU4AvSY2XkEjZKn6ivAX5jZcjOrIjhgfjXVr+pJqib4pdhrZmsIkp8RBwne85SXHSFIos8xsz8Kt/VrCU5tfX+iQbj7boKaujXh8DDBaZJ/MrNFYe3c88Nk/mvAy83sCjMrJaiB6iM4HZPWOPv1/lFlrQ6Xe5jgS+DvJlis0csbHctFwI+AP3P376WY5b+BvzazunB/+hOCUzIjry83s4pwsMzMKka+jMzs2vB1Fr6v72XsS21sIjhY3xguo5LgtOqDhImgmd1qZheNfKYI9u3t7n7YzM42s6uTvggXEtSMJf9Y+R2C03fjcvd2gvfy78N4LiHonJDx9fbSxUtwCrvCgsv3lBK0JysftYjLzOzVYdLy5wT7wW/GWNdHw2NWWfh+vI+g5uFpgn1okPCUqJn9DafW8qYz0hbuYLietxLUCKZTTVCb3GVmiwka20/W9QTfOU1Jj9cALzOzeZNYXjNBQnKLmVWG7+0LJxn3Dwj2qRFfAD5sZhcCmFmtmf1B+Hw+QTvOt4dleqWZvSx83e3AB8LvCwuPDaN/3EJQo/wyM6s3s9MJ9okRvyZ4j98bfn+9mvA4NglfA95qZueHSVtWrtXn7jsJPs83h/vp8wnygJzK1XE8hbsJ3teXhOuosOCyR8lJ9bjHoGmfCAK4+6cIGjx+kOAgu5+gPd2HGGPjuXs/wRv+UoLs/HMEvXWfCmd5E9BmQXX8OwlOy0LQpucnBB/OXwOfc/cHJhO3mV0Wxv3mMLm7leAAd2N4+udqgkbdewmqpkcaG0Pwa7gqHH8n8F/jrO46goPEVwm+6B8DVhG0w+km+EL8GsGpyD8iqI1J9mw4bS/BKZF3Jm2rE8JxXwGesaAqehFBo/I/Ijg99p9hDFN1B0Hvu58TNFjvJWgbkS3vBj5uZt3A3xDWCAOEpxH+Fvi/sIzPS35h+KX6CoIP8GGC/fIVYQ3MZPwHwf444gMEbUpbCE713ErQ1vVpghqDfyPYp19J0CO9P4N1pNuv/54g8eo0sw8QJGI7CX6hPsEYiUAaNwN3hcv7wxTT/5KgJuqLdvJ0Y3KN300ENR87gZ8B/+DuP0qa/jTB6ZHFBO1hjnPyF/brCBLr7rAct7r7XamCdPc+gtN96whOgT5DUHv2h0mnu+YC3+ZkT/SlBDWqELQLex9BzeJrCN6vz7v7LwDC5OhlQMr1j+H1BDWwe8P13hT+0MvUmPG6exfBfn87wXt7NCx3su8StF/uINgnXx3+WE7FCY5Lh8J4rwJe7u49BO/LjwiSz50En99MTvfh7k8Q9Lb8NcGx/mKCDjDpfIygY04XQW/2b2WyrtHCz/pS4LPu/mzS4x6C/er1E11meOx/JUG7t10E2/y1k4z7NoJrU1q47G8THB82hN9ljxF8543M+113/0F4zHobcLuZzXP3rxMc4/6H4LPyHZJquZN8iaA2qY2gZ+6JY3t43Hk1QZvJRFimSW13d/8hQRv7Bwi288gxp28yyxvlDQS1oiM9zL+apeWOJxfH8VOEPx6vJahwOkjwGfsrwtzOzFYDPR5cRmZM5qec3pdCZEFt6d3unvLUsuRW+CvxEeAKj+ii0jI1Znanu79l1Lg/I2h68MFoopLZyMz+h6CzwXeijiVXzOx8gqS2PItngUaW/VWCzm03ZXO505GZfRP4orv/IN18M/1CvCIzXlgzdUHUcUh2ufu/RR2DzD7u/kfjzzXzmNnvE5zVmktQe/a9bCSBYa1YguDM0tUENWi3pH3RLOHur8lkvhlxalhEZDobXRsoIhP2DoLLr+wgaMOcjbbmEHRw2UjQLOZfCa4t+kiWlj0r6NSwiIiISIFSjaCIiIhIgVIiKCIiIlKgCqqzyPz5833ZsmU5XcfRo0eprEx3ecPZq5DLDoVd/kIuOxR2+Qu57FDY5VfZc1/2hx566JC7j77we1YVVCK4bNkyHnzwwZyuY+PGjaxbty6n65iuCrnsUNjlL+SyQ2GXv5DLDoVdfpV9Xc7XY2bj3bZvynRqWERERKRAKREUERERKVBKBEVEREQKlBJBERERkQKlRFBERESkQCkRFBERESlQSgRFRERECpQSQREREZECFWkiaGbXmNnTZrbdzG5MMb3czL4aTt9kZstGTV9iZj1m9oG8BS0iIiIyS0SWCJpZMfBZ4KXABcDrzeyCUbO9Dehw97OAfwZuHTX9n4Af5jpWERERkdkoyhrBNcB2d3/G3fuBDcC1o+a5FrgrfP4N4AozMwAzexXQCjyen3BFREREZhdz92hWbHYdcI27vz0cfhOw1t3fkzTPY+E8u8PhHcBaoBe4D7gK+ADQ4+6fHmM9NwA3ADQ0NFy2YcOGnJVpT88w+zuPcWljVc7WMZ319PRQVVWYZYfCLn8hlx0Ku/yFXHYo7PKr7Lkv+/r16x9y91W5XEdJLheeQzcD/+zuPWEF4Zjc/TbgNoBVq1Z5Lm8S/cd3tvBkey/vf2Pu1jGdFfINyKGwy1/IZYfCLn8hlx0Ku/wq+7qow8iKKBPBPUA8abgxHJdqnt1mVgLUAocJagWvM7NPATFg2Mx63f3fcx51Gk3xGD996gBHegeoqSiNMhQRERGRcUXZRrAFONvMlptZGfA64J5R89wDXB8+vw74qQde5O7L3H0Z8Bng76JOAiFIBAEebe+KNhARERGRDESWCLr7IPAe4F7gSeBr7v64mX3czH4vnO2LwDwz2w68H3jOJWamkxWNMQA2t3dEG4iIiIhIBiJtI+juPwB+MGrc3yQ97wX+YJxl3JyT4Cahdm4pp881Nrd3Rh2KiIiIyLh0Z5EsOyNWzOb2LqLqjS0iIiKSKSWCWXZGbRGHevrY03k86lBERERE0lIimGVnxoJNqtPDIiIiMt0pEcyyeHURZSVFbN7VGXUoIiIiImkpEcyykiLjwkU1bNndGXUoIiIiImkpEcyBpniMrXu6GBgajjoUERERkTEpEcyBpniM3oFhnn62O+pQRERERMakRDAHRu4wog4jIiIiMp0pEcyBJfVzqa8sY4sSQREREZnGlAjmgJmxorFWNYIiIiIyrSkRzJGmeB3bD/bQ3TsQdSgiIiIiKSkRzJEV8VrcYevurqhDEREREUlJiWCOjHQYeUSnh0VERGSaUiKYI7G5ZSyfX6l2giIiIjJtKRHMoaZ4jM3tnbh71KGIiIiIPIcSwRxa0VjLwe4+9nX1Rh2KiIiIyHMoEcyhpiV1gC4sLSIiMpsMDc+eM30lUQcwm52/sJqy4iI2t3fysosXRh2OiIiITMLRvkEe3tVBS2uC5rYEm3ce46EXDlJZPvPTqJlfgmmsvKSYCxbVsHlXZ9ShiIiISIYO9/TR0tZBS1uClrYEj+89wtCwU2RwwaIaXtRYQu/AkBJBGV9TPMZXW9oZHBqmpFhn4kVERKYTd2d3x3GaW4Okr7ktwTMHjwJQVlJEUzzGu37nTFYvr+fSJTGqK0rZuHEj86rKI448O5QI5lhTPMadv2rjt/t7uGBRTdThiIiIFLThYee3B7rD07zB6d5njwSdOqsrSli9rJ7rLmtkzbJ6Lm6spbykOOKIc0uJYI6NXFh6c3unEkEREZE86x8cZuueruA0b2uCB3d20HU8uP1rQ005q5fVs2Z5PauX1XNuQzVFRRZxxPmlRDDHls6bS2xuKZvbO/ijtUuiDkdERGRWe07HjvZOegeGAThjfiXXXHg6q5fXs2ZZPfH6OZgVVuI3mhLBHDMzVjTG2NKuew6LiIhk23gdO16/ZglrltWzalk9p1XPjnZ92aREMA+a4jH+dds2evoGqZoFPYxERESiMNKxYyTpa25NsGOcjh2SnrKSPGhaEsMdHt3dyQvOnB91OCIiIjNCcseOkVq/kbt1VVeUsGppHa8poI4duaBEMA+aGmNA0GFEiaCIiEhq6Tp2LKguP9G2b/Wyes49vZriAuvYkQtKBPOgrrKMpfPmskW3mpu1/vZ/n+DXT/byi54nOGtBFWcvqOKsBVXE5pZFHZqIyLSVaceO1cvqWFI/t+A7duSCEsE8aYrH+M0zh6MOQ3LgaN8gd/xfG5UlsGPTLo4PDJ2YNr+q/ERSeHZD8P+sBVWcVlWuA5qIFBx17Jh+lAjmSVM8xnc372Vf13EW1s6JOhzJokd2dTI07PzJxeX86WuuYE/ncbYf6GH7gR62Hehm24EevrN5D929gydeUzun9ESCeNaJRLGaRbUVShBFZFZQx46ZQYlgnpy4sPSuThZerERwNmluPUyRwVl1xRQVGfH6ucTr57L+vAUn5nF3DnT3sW1/D9vD5HD7gR7ue2I/G1raT8xXWVbMmSOJ4YLqE6eZ4/Vz1RZGRKa14WFn24EemsP2ferYMTMoEcyT8xfWUFpsbN7dyUsvXhh1OJJFzW0JLlxUy5ySwTHnMTMaaipoqKng8rNP7TCUONp/svZwfw87Dvbwq+2H+dbDe07MU1ZSxBnzKzm7oZqzTgtOM5+9oIql8yopK9E9rEUk/waH/UT7vpa2oGNH5zF17JhpIk0Ezewa4F+AYuB2d79l1PRy4L+By4DDwGvdvc3MrgJuAcqAfuCv3P2neQ1+gipKi7lgYQ2bd3VGHYpkUd/gEI/s6uQNa5cCBya1jPrKMtYsD25xlOxI7wA7DvSw7UDPif+b2zv4/qN7cQ/mKSkyls6be7L2sKGKM08LHnPK9GtbpNANDzt9g8P0DgxxfGCI3oEhegeGOT4wRN+JcadO7xsc5nj/UNK4YXoHh+jtHwr+DwxzrH+IHfuP0f/jXwGwfH4lV1/QcOJ2berYMXNElgiaWTHwWeAqYDfQYmb3uPsTSbO9Dehw97PM7HXArcBrgUPAK919r5ldBNwLLM5vCSauKR7j6w/tZmjY9ctolnhsTxd9g8NBEndocongWGoqSlm5pI6VS+pOGX+8f4gdB4Oaw237R9ohdnPfk/sZGg4yRDOI1809pQfzyEPtcESiNTg0TO9IctY/RN/gyeQsOVHrPeVx6vSR8anGJc/bNzg8qRiLLKjAmFNaTEVpMeWlRSeezyktpm5uKY1lx/j9yy9h1bI6FlRXZHkrSb5EWSO4Btju7s8AmNkG4FogORG8Frg5fP4N4N/NzNz9kaR5HgfmmFm5u/flPuzJa1oS465f7+S3+7s5f2FN1OFIFmxqTQCwelkdWw/lZ51zyoq5aHEtFy2uPWV8/+AwbYePBqeZwwRx+4Eefrn9EP1JXwan11Sc0oP57AXVnL2girpKXepGZCyDQ8Mc6unnQHcv+4/0caC7l0Pd/Ty9o58Huh47NVEbHE6qPUuqVQvHDQz5pGIoLTYqSoqpKCumorSIipJi5pQVU1FSTM2cUhZUlyclb0VUhIlbMO7U4ZHpc5KG55QWUx6OKy22cWv0Nm7cyDo1dZrxokwEFwPtScO7gbVjzePug2bWBcwjqBEc8Rrg4emeBAKsCC8svaW9U4ngLNHSmuCsBVXMq4r+MgdlJUWc01DNOQ3VcPHJ8UPDTnviGNsOnEwOtx/o4ast7RzrP3mpm3mVZUnJYdCL+awFVSyo1qVuZPYaSfD2H+nlQHffif8Hkob3H+nj8NG+E00ykpUWwdxn96ZIvoqYV1mWJvkanag9d3r5SKJXWkxFSRElxWoPLNlnnmrPzseKza4DrnH3t4fDbwLWuvt7kuZ5LJxndzi8I5znUDh8IXAPcLW77xhjPTcANwA0NDRctmHDhhyWCnp6eqiqqko5zd15z0+PcVlDCX98UfSJQ7alK/tsNOzOn95/jLWnl/CWi8pnXPmH3enodfb0DLPvaPB/b/g4ltTvZU4JLK4qYmFlEYuqilhUZSyqLGLeHKMoTBBnWtmzrZDLP13LPjjsHOl3Onudzr4Uj3B8d78z+lvQgJpyIxY+asuNupH/FSeHa8qM48eOTsvy58N0fe/zIV9lX79+/UPuviqX64iyRnAPEE8abgzHpZpnt5mVALUEnUYws0bg28Cbx0oCAdz9NuA2gFWrVvm6deuyFX9KGzduJN06Lmtt5sCRXtate3FO44jCeGWfbR7f28Xxe3/Jq154EetWLp415Xd3Dvb0sX1/D9vDdojbD/Tw5IEefrHnZMX7nNJizlxQydkLqhk60s+yZYvAgy9Vd3CcYT/5PPzD3cNxJ6eN/B51D1/DqfMwMpxi2siyh09Zd7ie4KUnX5Pq9Sde99zXMyrG5HKNLBfgeE8JSxfWUF1RQlV5CVUVJVRXlFJdXhKMC4erykuoCYfnlBbPiprWfO/3A0PDHByj5i7438fB7l4OH+1/Tg1ekcG8qnIaaso5e14FC2rKWVAd/G8Y+V9TwbzKsoxr32bL534yVPZ1UYeRFVEmgi3A2Wa2nCDhex3wR6PmuQe4Hvg1cB3wU3d3M4sB/wvc6O7/l7+Qp64pHuPff7qNo32DVJbr6j0zWfNI+8BRvX1nOjMLvhyrK3jBWade6qbz2MilbsIE8WAPm545zN6uAdixLXw9FJlh4XPDCP9ODNuJ4WC+kelFRXbKeAsnWrrX2/jLtVHxBK9JGjfq9Zwy/+h5w+dFYATJwrEB56lnj9DdO0hP3+App9zHUlxkVI0kiuUl1FSUUhU+H0kea8LksfrE+FKqK04dni2XD+ofHOZgT5DYjSRzI23x9h8JEr2D3X0cPtr/nNcWWXAXn4aaChbVVtAUj7GgOhg+8b+mfEIJnkihiCwTCdv8vYegx28xcIe7P25mHwcedPd7gC8CXzKz7UCCIFkEeA9wFvA3ZvY34bir3T273TZzoCley7DD1j1dPO+MeVGHI1PQ0pZgcWwOi2OFc4Hw2NwyVoW3f0r2wAMPsH79+oiiit7o2oHBoWGO9g1xpHeAnr7BMEEcoLt38ESy2N07QE843B0OH+juZcfBwRPj+4fG7/FZVlIU1DKWn6x1rAqTxeqRcRXPTTirR70mV1cy6Bsc4mB333Nr7470sT9pXGKMBO+0MJFrrJvDpUvrnpvgVZczr6pcV2IQmaRIq6Tc/QfAD0aN+5uk573AH6R43SeBT+Y8wBwY6TCyub1TieAM5u40tyZ40dmnRR3KtDAbTnFmU0lxEbVzi6idO7VL9fQNDgWJ44mEcSBp+GSS2T2SbPYG09sTx8KkM5hnOIOm4JVlxaecwh5d85g8Lnl4e8cQx7fuG3V6tvfE6duO8ALDyYqLjNOqyllQU05j3VwuXVqXdGr25OnaeZVK8ERyTecm82xeVTlL6ufqwtIzXOuhoxzq6Wf1stl1Wliml/KSYsqripk/hV7p7s6x/qETtZCjayWfU0s5klz2DrK38/iJ4bSnuzc9DJxM8BpqyonXz+WypXWn1N6N1O7VV5YpwROZJpQIRqApHjvRvkxmppH3b/TdQESmGzOjsryEyvISGmomf9HfkdPdJ2olw8Rx69atXPnC1SyoDjpZFCnBE5lRlAhGYEU8xj1b9vJsVy+n1+pq7DNRc1uCeZVlnHlaZdShiOTFWKe7i559kgsX1Y7xKhGZ7tR9KgJN8RgQtBOUmam5NcHqZfVqGyciIjOaEsEIXLiohtJiUyI4Q+3tPM7ujuOz7rIxIiJSeJQIRqCitJjzF9awub0j6lBkElragvaBa5UIiojIDKdEMCIrGmNs3d3FUCbXdZBppbk1QVV5ie4XLSIiM54SwYg0xWMc7R9i+4GeqEORCWppS3DZ0jpd/kJERGY8JYIRaVoSA9Dp4Rmm42g/v93fo8vGiIjIrKBEMCLL51VSU1GiDiMzzEj7QCWCIiIyGygRjEhRkbEiHmNze1fUocgENLcmKCsp4pJGXTdNRERmPiWCEWqKx3j62SMc6x+MOhTJUEtbgqZ4jPKS4qhDERERmTIlghFqiscYdti6W7WCM8HRvkEe23uENbq/sIiIzBJKBCO0QncYmVEe3tXB0LCrfaCIiMwaSgQjNL+qnMa6OWzZ3Rl1KJKB5tYERQaXLq2LOhQREZGsUCIYsaZ4jM27OqMOQzLQ3JrgosW1VJWXRB2KiIhIVigRjFhTPMberl4OHOmNOhRJo29wiEfaO1mt9oEiIjKLZFS1YWaLgaXJ87v7z3MVVCFZGV5Y+pH2Tl5y4enRBiNj2rq7i/7BYbUPFBGRWWXcRNDMbgVeCzwBDIWjHVAimAUXLqqlpMjYokRwWtvUGlxIWjWCIiIym2RSI/gq4Fx378txLAWporSY8xZWq+fwNNfSluDsBVXUV5ZFHYqIiEjWZNJG8BmgNNeBFLKmeIxHd3cxNOxRhyIpDA07D7V1sFqnhUVEZJbJpEbwGLDZzO4HTtQKuvt7cxZVgWmK13H3b3ax42AP5zRURx2OjPLkviN09w2yVomgiIjMMpkkgveED8mRpnhw39rN7Z1KBKehZrUPFBGRWWrcRNDd7zKzMuCccNTT7j6Q27AKyxnzq6iuKGFzeyd/uCoedTgySktbgsWxOSyKzYk6FBERkazKpNfwOuAuoA0wIG5m1+vyMdlTVGSsaNSFpacjd6e5NcHvnHNa1KGIiIhkXSadRf4RuNrdf8fdXwy8BPjn3IZVeFbEa3l6fzfH+4fGn1ny5plDRzl8tF8dRUREZFbKJBEsdfenRwbc/beoF3HWNcXrGBp2HtvbFXUokmSkfaAuJC0iIrNRJongg2Z2u5mtCx//CTyY68AKTVM8BqDTw9NMS2uC+VVlnDG/MupQREREsi6TXsPvAv4UGLlczC+Az+UsogJ1WnU5i2NzdGHpaWZTa4LVy+oxs6hDERERybpMeg33Af8UPiSHmuIxJYLTyJ7O4+zpPM7bLl8edSgiIiI5MeapYTP7Wvh/q5k9OvqRvxALR1M8xp7O4xzo7o06FCE4LQxqHygiIrNXuhrB94X/X5GPQASalsQA2NLexVUXVEQbjNDclqC6vITzF9ZEHYqIiEhOjFkj6O77wqfvdvedyQ/g3fkJr7BctKiW4iJjc3tH1KEIQY3gZcvqKC5S+0AREZmdMuk1fFWKcS/NxsrN7Boze9rMtpvZjSmml5vZV8Ppm8xsWdK0D4fjnzazl2QjnqjNKSvm3IZqtrTrEjJRSxztZ9uBHt1WTkREZrV0bQTfZWZbgXNHtQ9sBabcRtDMioHPEiSVFwCvN7MLRs32NqDD3c8iuIj1reFrLwBeB1wIXAN8LlzejNe0JMaW9k6Ghz3qUApaS1vQPnCt2geKiMgslq5G8H+AVwL3hP9HHpe5+xuzsO41wHZ3f8bd+4ENwLWj5rmW4PZ2AN8ArrDgOh7XAhvcvc/dW4Ht4fJmvKZ4jO6+QZ451BN1KAWtuTVBWUkRFzfWRh2KiIhIzph7ZjVPZrYAONGDwd13TWnFZtcB17j728PhNwFr3f09SfM8Fs6zOxzeAawFbgZ+4+53h+O/CPzQ3b+RYj03ADcANDQ0XLZhw4aphD2unp4eqqqqJv36PT3DfOSXx3nbRWW8qHFm3cBlqmWfTj72q+OUFcOH187J+DWzqfwTVchlh8IufyGXHQq7/Cp77su+fv36h9x9VS7XMe51BM3slQTXEFwEHACWAk8SnJad9tz9NuA2gFWrVvm6detyur6NGzcylXUMDTt/3/Jj+qpOZ926i7MXWB5MtezTRU/fIDvvvZc/XX8W69adm/HrZkv5J6OQyw6FXf5CLjsUdvlV9nVRh5EVmXQW+STwPOC37r4cuAL4TRbWvQeIJw03huNSzmNmJUAtcDjD185IxUXGJY21urB0hB7e2cGw6/qBIiIy+2WSCA64+2GgyMyK3P0BIBvVlC3A2Wa23MzKCDp/3DNqnnuA68Pn1wE/9eBc9j3A68JexcuBs4HmLMQ0LTTFYzy1r5vegaGoQylIza0JiouMS5fURR2KiIhITmVyr+FOM6sCfg582cwOAEenumJ3HzSz9wD3AsXAHe7+uJl9HHjQ3e8Bvgh8ycy2AwmCZJFwvq8BTwCDwJ+6+6zJmpriMQaHncf2dLFKly/Ju+a2BBctqqGyPJOPh4iIyMyVyTfdtUAv8BfAGwhOz348Gyt39x8APxg17m+SnvcCfzDGa/8W+NtsxDHdNMVjAGxu71QimGd9g0Nsbu/kzc9bGnUoIiIiOTduIujuRwHMrAb4Xs4jEhbUVLCotkLtBCPw6O4u+geH1T5QREQKQia9ht8BfIygVnAYMMCBM3IbWmFrWhJTIhiB5tbgQtK6o4iIiBSCTDqLfAC4yN2XufsZ7r7c3ZUE5lhTPMbujuMc6umLOpSC0tya4JyGKuoqy6IORUREJOcySQR3AMdyHYicakVjDIAtqhXMm6Fh56GdHaoNFBGRgpFJZ5EPA78ys03Aieopd39vzqISLm6spbjI2NzeyRXnN0QdTkF4ct8RevoG1T5QREQKRiaJ4H8APwW2ErQRlDyYW1bCOQ3VaieYR5vC9oFKBEVEpFBkkgiWuvv7cx6JPEdTPMb3H93L8LBTVGRRhzPrtbQmaKybw8LazO8vLCIiMpNl0kbwh2Z2g5ktNLP6kUfOIxOa4rV09w7SenjK1++Wcbg7LW0J1QaKiEhByaRG8PXh/w8njdPlY/KgKR7c4mzzrk7OPK0q4mhmtx0Hj3L4aD9r1FFEREQKSNoaQTMrAm4MLxmT/FASmAdnLaiisqxY7QTzoFntA0VEpAClTQTdfRj4qzzFIqMUFxmXNOrC0vnQ0pZgflUZy+dXRh2KiIhI3mTSRvAnZvYBM4urjWD+rYjHeHLfEXoHhqIOZVZrbg3aB5qpU46IiBSOTBLB1wJ/CvwceCh8PJjLoOSkpniMwWHn8b1Hog5l1trTeZw9ncd1IWkRESk443YWcffl+QhEUlu5JAbA5vZOLltaF20ws1SL2geKiEiBGjcRNLNS4F3Ai8NRG4H/cPeBHMYloYaaChbWVqidYA5tak1QXV7CeafXRB2KiIhIXmVy+ZjPA6XA58LhN4Xj3p6roORUKxpjuudwDrW0JVi1rI5iXbRbREQKTCaJ4Gp3X5E0/FMz25KrgOS5mpbE+NHjz3K4p495VeVRhzOrHO7pY/uBHl596eKoQxEREcm7TDqLDJnZmSMDZnYGoC6sedQUjwGwZXdnpHHMRi1tHQCsVftAEREpQJnUCP4V8ICZPQMYsBR4a06jklNcvLiWIgvuMPK75zVEHc6s0tyaoLykiIsXx6IORUREJO/GTATNrMTdB939fjM7Gzg3nPS0u/flJzwBqCwv4ZyGajbv7oo6lFmnpS3ByiUxykoyqRwXERGZXdJ9+zUnPf+0uz8aPpQERqApHnQYcfeoQ5k1unsHeHxvl+4vLCIiBStdIpjchfKFuQ5E0muKx+g6PkDroaNRhzJrPLyrk2GHNcvnRR2KiIhIJNIlgqp6mkaaki4sLdnR3HqY4iI7cdFuERGRQpMuETzPzB41s61Jzx81s61m9mi+ApTA2QuqmVtWrOsJZlFLawcXLa6lsjyTPlMiIiKzT7pvwPPzFoWMq7jIuHhxrWoEs6R3YIjN7Z1c/4KlUYciIiISmTETQXffmc9AZHxNS2Lc8ctWegeGqCgtjjqcGe3R3V30Dw2rfaCIiBQ0XTNjBlkZjzEw5Dyx70jUocx4za2HAVi1tC7iSERERKKjRHAGWTFyhxGdHp6y5rYOzm2opq6yLOpQREREIqNEcAZZWDuHhppytROcosGhYR5qS7B6uWoDRUSksKW7s8hWUl9CxgB390tyFpWMqSkeUyI4RU/u6+Zo/5DaB4qISMFL12v4FXmLQjLWFK/j3sf3kzjaT71Oa07KprB9oO4oIiIihU69hmeYFfFaALbs7mT9uQsijmZmamlLEK+fw+m1FVGHIiIiEqlx2wia2fPMrMXMesys38yGzGxK3VbNrN7M7jOzbeH/lI21zOz6cJ5tZnZ9OG6umf2vmT1lZo+b2S1TiWWmuaQxhhls3tUZdSgzkrvT0tbBmmU6LSwiIpJJZ5F/B14PbAPmAG8HPjvF9d4I3O/uZwP3h8OnMLN64CZgLbAGuCkpYfy0u58HrAReaGYvnWI8M0ZVeQnnLKhWO8FJ2nGwh8TRftaoo4iIiEhmvYbdfTtQ7O5D7v5fwDVTXO+1wF3h87uAV6WY5yXAfe6ecPcO4D7gGnc/5u4PhHH1Aw8DjVOMZ0ZpisfYsrsTd90OeqI2tSYA1FFEREQEsPGSCTP7OXAlcDvwLLAPeIu7r5j0Ss063T0WPjegY2Q4aZ4PABXu/slw+KPAcXf/dNI8MYJE8Ep3f2aMdd0A3ADQ0NBw2YYNGyYbdkZ6enqoqqrK6To2tg9w5+P93PqiOTRUTp8rAOWj7FP1H1t6efzwMP+yfg7Brpc9M6H8uVLIZYfCLn8hlx0Ku/wqe+7Lvn79+ofcfVUu15Gu1/CINxHUHL4H+AsgDrx6vBeZ2U+A01NM+kjygLu7mU24asvMSoCvAP86VhIYLv824DaAVatW+bp16ya6qgnZuHEjuV7Hgr1HuPPxX1C+6FzWrVyc03VNRD7KPlX/79f386Jz61i//tKsL3smlD9XCrnsUNjlL+SyQ2GXX2VfF3UYWZFJddKr3L3X3Y+4+8fc/f1kcGkZd7/S3S9K8fgusN/MFgKE/w+kWMQegqRzRGM4bsRtwDZ3/0wGZZhVzmmoYk5psdoJTtDujmPs7epl9TK1DxQREYHMEsHrU4x7yxTXe0/Scq8HvptinnuBq82sLuwkcnU4DjP7JFAL/PkU45iRSoqLuLixlkeUCE5IS5vaB4qIiCQbMxE0s9eb2feA5WZ2T9LjASAxxfXeAlxlZtsI2h/eEq5zlZndDuDuCeATQEv4+Li7J8yskeD08gXAw2a22czePsV4ZpymeIwn9x6hb3Ao6lBmjObWBNUVJZx7enXUoYiIiEwL6doI/oqgY8h84B+TxncDj05lpe5+GLgixfgHCS5PMzJ8B3DHqHl2E9zmrqA1xWP0Dw3z5L5umuKxqMOZEZpbE6xeVk9xUcHvPiIiIsD4dxbZCTw/f+FIpkaSv827OpQIZuBQTx87Dh7lusvi488sIiJSIMZMBM3sl+5+uZl1A8m9eo2gs29NzqOTMS2srWBBdbk6jGTowRPtA3V/YRERkRHpagQvD/+rQdU0ZGasiMfYsrsr6lBmhE2tCSpKi7h4cW3UoYiIiEwbmVxHEDO7FLicoGbwl+7+SE6jkow0xWPc98R+Oo/1E5tbFnU401pLW4KV8TrKSqbPBbhFRESiNu63opn9DcFt4OYRdBy508z+OteByfhWjrQT1OnhtLp7B3hi7xFW67SwiIjIKTKpHnkDsNrdb3L3m4DnEdxtRCJ2cWMtZkoEx/PQzg6GHdYqERQRETlFJongXqAiabicU+/wIRGprijlrNOq2KJEMK3m1gQlRcbKJbGoQxEREZlWMmkj2AU8bmb3EbQRvApoNrN/BXD39+YwPhlHUzzGT57cj7tjpuvjpdLSluCixbXMLcuoSayIiEjByOSb8dvhY8TG3IQik9G0JMbXH9rNrsQxls6rjDqcaad3YIgt7V285YXLog5FRERk2hk3EXT3u/IRiExOU1KHESWCz7WlvZP+oWHWLFP7QBERkdEy6TV8tpl9w8yeMLNnRh75CE7Gd25DNRWlReowMobm1uBC0quW1UUciYiIyPSTSWeR/wI+DwwC64H/Bu7OZVCSuZLi4CLJSgRTa25LcN7p1brOooiISAqZJIJz3P1+wNx9p7vfDLw8t2HJRDTFYzy+9wj9g8NRhzKtDA4N8/DODlbrtLCIiEhKmSSCfWZWBGwzs/eY2e8DVTmOSyagKV5H/+AwT+47EnUo08oT+45wtH9I9xcWEREZQyaJ4PuAucB7gcuANwLX5zIomZgV8eD+uVt2d0YbyDQz0j5QiaCIiEhqY/YaNrMKoNrdW8JRPcBbzWwBoKqnaWRxbA7zq8rZvKuTNz8/6mimj+bWBEvq59JQUzH+zCIiIgUoXY3gvwIvSjH+hcA/5yYcmQwzoykeU4eRJMPDTktbQrWBIiIiaaRLBC9z92+NHunu3wZenLuQZDKa4rU8c+goXccGog5lWthxsIeOYwO6fqCIiEga6RLBuZN8nUSgKR5cJ0/tBAOb1D5QRERkXOkSugNmtmb0SDNbDRzMXUgyGZfEazFDp4dDLW0JTqsuZ+m8dL9nREREClu6W8z9FfA1M7sTeCgctwp4M/C6HMclE1RTUcqZp1UpEQTcnebWoH2gmUUdjoiIyLQ1Zo2guzcDawAD3hI+DFjr7pvyEZxMzIrGGFvaO3H3qEOJ1O6O4+zr6lX7QBERkXGkqxHE3Q8AN+UpFpmipiUxvvnwbnZ3HCdeX7inRFva1D5QREQkE+r0MYusjMcAeKTATw83tyaoqSjh3IbqqEMRERGZ1pQIziLnnl5NeUkRm3d1Rh1KpJrbEqxeVk9RkdoHioiIpKNEcBYpLS7iosW1BX0JmYPdfTxz8CirdVpYRERkXOluMfc9YMxeB+7+ezmJSKakKR7j7t/sZGBomNLiwsvzH1T7QBERkYylyxQ+Dfwj0AocB/4zfPQAO3IfmkxGUzxG3+AwT+3rjjqUSGxqTVBRWsRFi2qjDkVERGTaG7NG0N1/BmBm/+juq5Imfc/MHsx5ZDIpTWGHkc3tHVzcWHjJUEtbgkuX1FFWUni1oSIiIhOVybdlpZmdMTJgZsuBytyFJFPRWDeHeZVlbG7vijqUvDvSO8AT+46wWtcPFBERyUja6wiG/gLYaGbPEFxQeinwjpxGJZNmZjTFY2xu74g6lLx7aGcH7rBW7QNFREQyMm4i6O4/MrOzgfPCUU+5e19uw5KpaIrHuP+pA3QdH6B2TmnU4eRNc2uCkiJj5ZK6qEMRERGZEcY9NWxmcwnuO/wed98CLDGzV0xlpWZWb2b3mdm28H/Kb24zuz6cZ5uZXZ9i+j1m9thUYpmNmpbEAHi0wC4j09Ka4OLGWuaUFUcdioiIyIyQSRvB/wL6geeHw3uAT05xvTcC97v72cD94fApzKye4PZ2awnueXxTcsJoZq8m6MEso1zSGANgSwHdYaR3YIgtuzt1f2EREZEJyCQRPNPdPwUMALj7MYK2glNxLXBX+Pwu4FUp5nkJcJ+7J9y9A7gPuAbAzKqA9zP1hHRWqp1TyhmnVbK5gBLBze2dDAy5rh8oIiIyAZkkgv1mNofw4tJmdiYw1TaCDe6+L3z+LNCQYp7FQHvS8O5wHMAnCK5xeGyKccxaQYeRTtzHvCb4rNLcmsAMVi1VIigiIpKpTHoN3wz8CIib2ZeBFwJvHe9FZvYT4PQUkz6SPODubmYZZytm1kRQS/kXZrYsg/lvAG4AaGhoYOPGjZmualJ6enpyvo5MVPYOcKinn2/88AFOm5ufa+pFWfZ7Hz5OY1URjzT/XyTrh+nz3kehkMsOhV3+Qi47FHb5VfaNUYeRFZn0Gv6xmT0EPI/glPD73P1QBq+7cqxpZrbfzBa6+z4zWwgcSDHbHmBd0nAjsJGgreIqM2sL419gZhvdfR0puPttwG0Aq1at8nXrUs6WNRs3biTX68hE/e5OvvTE/zGn8TzWXbIoL+uMquyDQ8O8+6c/5rrLGlm37qK8r3/EdHnvo1DIZYfCLn8hlx0Ku/wq+7qow8iKTHoNfwkYdPf/dffvE1xg+v4prvceYKQX8PXAd1PMcy9wtZnVhZ1ErgbudffPu/sid18GXA78dqwksJCdd3oNZSVFbN7VGXUoOff43iMc6x9S+0AREZEJyuSc4S+BTWb2MjP7E4JOG5+Z4npvAa4ys23AleEwZrbKzG4HcPcEQVvAlvDx8XCcZKCspIiLFtUURIeR5tZgt1CPYRERkYnJ5NTwf5jZ48ADwCFgpbs/O5WVuvth4IoU4x8E3p40fAdwR5rltAHRnQuc5pridXx5004GhoYpLZ69995tbkuwdN5cFtRURB2KiIjIjJLJqeE3ESRjbwbuBH5gZityHJdkwYp4LX2Dwzz9bHfUoeTM8LDT0pZQbaCIiMgkZFJN9Brgcnf/irt/GHgnJ68BKNPYynhw/e3ZfHp4+8EeOo8NsFrtA0VERCZs3ETQ3V/l7geShpsJ7vQh01y8fg71lWWzOhHcFLYPXKtEUEREZMLGbCNoZh9090+Z2b+OMct7cxSTZImZnbiw9GzV0ppgQXU5S+rnRh2KiIjIjJOus8gT4f+H8hGI5MaKxhgPPH2AI70D1FSURh1OVrk7za0J1iyvx2yqdz0UEREpPOkSweuA77v7XWZ2vburXeAM1LQkhjts3d3FC8+aH3U4WbW74zjPHunV9QNFREQmKV0bwUuSnr8v14FIbjQ1xoDZ2WHkxPUDlQiKiIhMyuy9uJwAUDu3lDPmV/LILLzDSHNrgto5pZyzoDrqUERERGakdKeGG8OOIpb0/AR3V2eRGWJFPMYvth3C3WdVW7qWtgSrl9VRVDR7yiQiIpJP6RLBv0p6/mCuA5HcaYrH+PYje9jb1cvi2Jyow8mKA929PHPoKK9dHY86FBERkRlrzERQnUNmj6Z4DIDNuzpnTSL4YFsHoPaBIiIiU6E2ggXg/IU1lBUXsbm9I+pQsqa5NcGc0mIuWlwbdSgiIiIzlhLBAlBWUsQFi2rY0t4VdShZ09ya4NKlMUqLtQuLiIhMlr5FC0RTPMbWPV0MDg1HHcqUdR0f4Mlnj7B6mU4Li4iITMW4iaCZfcrMasys1MzuN7ODZvbGfAQn2bNySYzjA0M8vb876lCm7OGdHbirfaCIiMhUZVIjeLW7HwFeAbQBZ3Fqj2KZAU50GJkFF5be1JqgtNhYGa+LOhQREZEZLZNEcKRn8cuBr7v77GloVkCW1M+lbm4pW2ZBItjSluDixbXMKSuOOhQREZEZLZNE8Ptm9hRwGXC/mZ0G9OY2LMk2M2NFPDbjawR7B4Z4dHcnq3VaWEREZMrGTQTd/UbgBcAqdx8AjgLX5jowyb6meIxtB3ro7h2IOpRJe2RXJwNDzlolgiIiIlOWSWeRPwAG3H3IzP4auBtYlPPIJOua4jHcYevumXt2v7k1gRlctlSJoIiIyFRlcmr4o+7ebWaXA1cCXwQ+n9uwJBdWNMYA2Ly7M9I4pqKlLcF5p9dQO6c06lBERERmvEwSwaHw/8uB29z9f4Gy3IUkuVJXWcayeXPZvKsz6lAmZWBomId2drBmmXoLi4iIZEMmieAeM/sP4LXAD8ysPMPXyTTUFHYYcfeoQ5mwx/ce4fjAkDqKiIiIZEkmCd0fAvcCL3H3TqAeXUdwxmqKxzjQ3ce+rpnX8bu59TAAa3RHERERkazIpNfwMWAH8BIzew+wwN1/nPPIJCdWhBeWnonXE2xu7WDZvLksqKmIOhQREZFZIZNew+8DvgwsCB93m9mf5TowyY0LFtVQVlw0464nODzstLQldFs5ERGRLCoZfxbeBqx196MAZnYr8Gvg33IZmORGeUkx5y+q4ZEZlghuO9BD1/EBVuu0sIiISNZk0kbQONlzmPC55SYcyYeV8Rhbd3cxODQcdSgZa25LALB2+byIIxEREZk9MkkE/wvYZGY3m9nNwG8IriUoM9SKeC3HB4bYdqAn6lAy1tyaoKGmnHj9nKhDERERmTXSJoJmVkSQ+L0VSISPt7r7Z3IfmuRKUzy4Dt9MaSfo7rS0JlizfB5mqowWERHJlrRtBN192Mw+6+4rgYfzFJPk2LJ5c4nNLWXzrk5ev2ZJ1OGMqz1xnGeP9OpC0iIiIlmWyanh+83sNaaqmFnDzFjRGJsxNYIj7QPXqH2giIhIVmWSCL4D+DrQZ2ZHzKzbzI7kOC7JsRXxGL890E1P32DUoYyrufUwtXNKOXtBVdShiIiIzCqZXFC62t2L3L3M3WvC4ZqprNTM6s3sPjPbFv5Pec7PzK4P59lmZtcnjS8zs9vM7Ldm9pSZvWYq8RSilfEY7rB1d1fUoYyrpa2D1cvqKSpSpbSIiEg2jZkImlmxmVUlDT/PzF4cPqqnuN4bgfvd/Wzg/nB49PrrgZuAtcAa4KakhPEjwAF3Pwe4APjZFOMpOCN3GJnup4cPdPfSeugoa5arfaCIiEi2pesscitwAPhUOPwV4DGggqDjyIemsN5rgXXh87uAjSmW9xLgPndPAJjZfcA1YRx/DJwHQYcW4NAUYilI9ZVlLJ03l83tHVGHklZLaxCf2geKiIhkn7l76glmjwCr3X1wZNjdV4adRn7h7pdPeqVmne4eC58b0DEynDTPB4AKd/9kOPxR4DhwO7CVoN3iOoL7IL/H3fePsa4bgBsAGhoaLtuwYcNkw85IT08PVVUzoy3bF7b08nRimH9ePzcry8tF2b/0RB+/2DPI566YS8k0PzU8k977bCvkskNhl7+Qyw6FXX6VPfdlX79+/UPuviqX60hXI1g0kgSGPgTg7p58yngsZvYT4PQUkz6SPBAuL3U2mloJ0Aj8yt3fb2bvBz4NvCnVzO5+G3AbwKpVq3zdunUTWNXEbdy4kVyvI1ueKWnlN99/gvNWPo/TayumvLxclP3WLb9gzfIyrvzdtVldbi7MpPc+2wq57FDY5S/kskNhl19lXxd1GFmRrrNIWXJbQHf/MYCZ1RKcHk7L3a9094tSPL4L7DezheHyFhKcgh5tDxBPGm4Mxx0GjgHfCsd/Hbh0vHjkuZqWxACm7enhruMDPPXsEd1fWEREJEfSJYL/CXzVzE5ccdjMlhK00bt9iuu9BxjpBXw98N0U89wLXG1mdWEnkauBez04l/09TrYxvAJ4YorxFKQLFtZQWmxsbp+ePYcf2pnAHdYsVyIoIiKSC2OeGnb3fzKzY8AvzawyHN0D3OLun5/iem8BvmZmbwN2An8IYGargHe6+9vdPWFmnwBawtd8fKTjCMFp6i+Z2WeAgwS3wJMJqigt5vyFNdO2RnBTa4LSYmNlWHMpIiIi2TXeLea+AHxh5BSxu3dnY6XufpigJm/0+AeBtycN3wHckWK+ncCLsxFLoWuKx/jmQ7sZGnaKp1lnjJbWBJc0xqgoLY46FBERkVkpkzuL4O7d2UoCZXppisc42j/EtgPT6+093j/Eo7u71D5QREQkhzJKBGX2agovLL1lml1Y+pH2DgaHnbVqHygiIpIzSgQL3LJ5ldRUlEy7O4w0tyYwg0uX6o4iIiIiuTJmG0Eze3W6F7r7t9JNl5mhqMhYEY/xyK7OqEM5RUtbgvNPr6F2TmnUoYiIiMxa6TqLvDLNNOfkdfxkhlsZj/HvD2znaN8gleVp+w/lxcDQMA/v7OS1q+PjzywiIiKTlu7yMbokS4FoWhJj2OGxPV2sPSP6e/o+tqeL4wND6igiIiKSYxlV/5jZy4ELSbqjiLt/PFdBSX6taIwBsLm9c1okgs2tweUiVy9X+0AREZFcGreziJl9AXgt8GeAAX8ALM1xXJJH86rKidfPmTYdRlraEiyfX8mC6qnf/1hERETGlkmv4Re4+5uBDnf/GPB84JzchiX51hSvmxaJ4PCw09LWwRqdFhYREcm5TBLB4+H/Y2a2CBgAFuYuJInCisZa9nX1sv9Ib6Rx/PZAN13HB1it6weKiIjkXCaJ4PfNLAb8A/Aw0AZ8JYcxSQRG7ucbda1gS9g+UBeSFhERyb1xE0F3/4S7d7r7NwnaBp7n7h/NfWiSTxcuqqWkyCJPBDe1Jji9poLGujmRxiEiIlIIMu01/AJg2cj8Zoa7/3cO45I8qygt5vyFNWyO8MLS7k5LW4K1y+dhZpHFISIiUijGTQTN7EvAmcBmYCgc7YASwVlmRbyW7zyyl6Fhp7go/4nYrsQx9h/pU/tAERGRPMmkRnAVcIG7e66DkWg1xeu4+ze72HGwh3MaqvO+/ma1DxQREcmrTDqLPAacnutAJHpN8RhAZKeHm1sTxOaWctZpVZGsX0REpNBkUiM4H3jCzJqBvpGR7v57OYtKInHG/EqqK0p4pL2TP4zgPr8tbQlWL6unKILT0iIiIoUok0Tw5lwHIdNDUZGxojHGlgh6Dh840kvb4WO8Ya1uWiMiIpIv4yaC7v6zfAQi00NTPMbnf7aD4/1DzCkrztt6m9uC9oFr1D5QREQkb8ZsI2hmvwz/d5vZkaRHt5kdyV+Ikk9N8RhDw87WPV15XW9za4K5ZcVcuKgmr+sVEREpZOk6i7wBwN2r3b0m6VHt7vq2nqVWjHQYae/I63qbWxNctrSOkuJM+i+JiIhINqT71v32yBMz+2YeYpFp4LTqchbH5rClPX81gl3HBnh6fzerl+m0sIiISD6lSwSTu26eketAZPpoWhLL663mHtyZwF3tA0VERPItXSLoYzyXWW5lPMaezuMc6O7Ny/qaWxOUFtuJ6xiKiIhIfqRLBFeMdA4BLlFnkcKR7wtLN7clWNEYo6I0f72URUREJE0i6O7FSZ1DStRZpHBcuKiW4iJjy+7OnK/rWP8gW3d36f7CIiIiEVAXTXmOOWXFnHd6dV7aCW7e1cngsKt9oIiISASUCEpKTfEYj7Z3MTyc2+ahm1oTmMFlS+tyuh4RERF5LiWCklJTPEZ33yA7DvbkdD0tbQkuWFhDTUVpTtcjIiIiz6VEUFI60WEkh6eH+weHeXhXh64fKCIiEhElgpLSmadVUV1ektNE8LG9XfQODKt9oIiISESUCEpKRUXGJfHanCaCza0JANUIioiIRCSSRNDM6s3sPjPbFv5P2VPAzK4P59lmZtcnjX+9mW01s0fN7EdmNj9/0ReOpniMp57t5nj/UE6W39Ka4Iz5lZxWXZ6T5YuIiEh6UdUI3gjc7+5nA/eHw6cws3rgJmAtsAa4yczqzKwE+BdgvbtfAjwKvCdvkReQFY0xhoadx/dm/77Dw8NOS1tCp4VFREQiFFUieC1wV/j8LuBVKeZ5CXCfuyfcvQO4D7iG4B7IBlSamQE1wN6cR1yAmpbEgNx0GHl6fzdHegd1WlhERCRC5p7/2wibWae7x8LnBnSMDCfN8wGgwt0/GQ5/FDju7p82s+uAO4CjwDaC2sGU5y/N7AbgBoCGhobLNmzYkJtChXp6eqiqqsrpOvLpLzce48xYEe9uqhh33omU/Sc7B7j7yX7+4cVzOG3u7GiqOtve+4ko5LJDYZe/kMsOhV1+lT33ZV+/fv1D7r4ql+soydWCzewnwOkpJn0kecDd3cwyzkbNrBR4F7ASeAb4N+DDwCdTze/utwG3AaxatcrXrVuX6aomZePGjeR6Hfn0vD0Ps7m9M6MyTaTsX/+fh1lY28F1L11P8Ftg5ptt7/1EFHLZobDLX8hlh8Iuv8q+LuowsiJniaC7XznWNDPbb2YL3X2fmS0EDqSYbQ+wLmm4EdgINIXL3xEu62ukaGMo2bEiXsv/bt3Hwe6+rHXqcHdaWhM8/8x5syYJFBERmYmiOid3DzDSC/h64Lsp5rkXuDrsIFIHXB2O2wNcYGanhfNdBTyZ43gLVlM86NC9JYvtBHcePsaB7j61DxQREYlYVIngLcBVZrYNuDIcxsxWmdntAO6eAD4BtISPj4cdR/YCHwN+bmaPEtQQ/l3+i1AYLl5cS3GRZbXDSHNbcP3AteoxLCIiEqmcnRpOx90PA1ekGP8g8Pak4TsIOoWMnu8LwBdyGaME5pQVc25DdXYTwdYEdXNLOWtBYTYyFhERmS5mR3dNyakV8RhbdncyPJydHuYtbQlWL6tX+0AREZGIKRGUca2Mx+juHeSZQ0envKz9R3rZefiYLiQtIiIyDSgRlHFl88LSI/cXViIoIiISPSWCMq4zT6uiqryEze0dU15Wc2uCyrJiLlhYk4XIREREZCqUCMq4iouMixfXsqV96vccbmlLcOnSOkqKteuJiIhETd/GkpGmJTGe3HeE3oGUd/LLSOexfp56tps1un6giIjItKBEUDLSFI8xOOw8vnfytYIPtgWnltU+UEREZHpQIigZWRmPAfDIrs5JL6O5LUFZcRErwmWJiIhItJQISkYW1FSwsLaCLbsnXyPY3JpgRbyWitLiLEYmIiIik6VEUDLWFI9Nuufwsf5BHtvTpfsLi4iITCNKBCVjTfEY7YnjHO7pm/BrH9nVyeCwq32giIjINKJEUDLWFLbtm8yFpTe1JigyuGxpXXaDEhERkUlTIigZu2hxLUUGWyaRCLa0JrhgUQ3VFaXZD0xEREQmRYmgZKyyvIRzGqp5ZIKJYP/gMA/v6lD7QBERkWlGiaBMyMolMba0dzI87Bm/ZuueLvoGh3UhaRERkWlGiaBMSFM8xpHeQVoPH834NS1tCQBWq6OIiIjItKJEUCZk5GLQE2kn2Nya4IzTKplfVZ6boERERGRSlAjKhJy9oJrKsuKMew4PDTstbQnWqjZQRERk2lEiKBNSXGRc3FibcSL49LPddPcOqqOIiIjINKREUCasKV7Hk/uO0DswNO68I+0DdSFpERGR6UeJoExYU7yWgSHniX1Hxp23uTXBotoKGuvm5iEyERERmQglgjJhTfHg7iCbd3Wmnc/daW5LqDZQRERkmlIiKBN2em0Fp9dUjNtOsO3wMQ529+myMSIiItOUEkGZlKZ4jC27O9PO09IatA9Uj2EREZHpSYmgTMqKeIydh4+RONo/5jybWhPUV5Zx5mlVeYxMREREMqVEUCalKYMLS7e0JVi9rA4zy09QIiIiMiFKBGVSLmmspcjgkTESwWe7etmVOKbrB4qIiExjSgRlUirLSzinoXrMGsHmtpH2gfPyGJWIiIhMhBJBmbQVjUGHEXd/zrTm1sNUlhVz/sLqCCITERGRTCgRlElrWhKj89gAbYePPWdaS2sHly2rp6RYu5iIiMh0pW9pmbSRDiOb2ztOGd9xtJ+n93ezZlldBFGJiIhIppQIyqSd01DN3LJitrR3nTL+wZ1BYrhG7QNFRESmtUgSQTOrN7P7zGxb+D9l1ZGZ/cjMOs3s+6PGLzezTWa23cy+amZl+YlckhUXGRctrn1Oz+Hm1sOUFRdxSWNtNIGJiIhIRqKqEbwRuN/dzwbuD4dT+QfgTSnG3wr8s7ufBXQAb8tJlDKulfEYT+49Qt/g0IlxzW0dNMVjVJQWRxiZiIiIjCeqRPBa4K7w+V3Aq1LN5O73A93J4yy4OvHvAt8Y7/WSe03xGP1Dwzyx9wgAR/sGeWxPF6uXq32giIjIdBdVItjg7vvC588CDRN47Tyg090Hw+HdwOJsBieZa1oSA07eYeSRXZ0MDbvaB4qIiMwAluoacFlZsNlPgNNTTPoIcJe7x5Lm7XD3sdoJrgM+4O6vCIfnA78JTwtjZnHgh+5+0RivvwG4AaChoeGyDRs2TLZIGenp6aGqqnDurevu/MXG45xfX8Qbzhzkx/vK+N6OAT535VzmlBTWreUK7b1PVshlh8IufyGXHQq7/Cp77su+fv36h9x9VS7XUZKrBbv7lWNNM7P9ZrbQ3feZ2ULgwAQWfRiImVlJWCvYCOxJE8dtwG0Aq1at8nXr1k1gVRO3ceNGcr2O6WZN+4P8dn83VVUVHPByLlw8yEuvfFHUYeVdIb73Iwq57FDY5S/kskNhl19lXxd1GFkR1anhe4Drw+fXA9/N9IUeVGE+AFw3mddL9jUtidF2+BidvcM8squTNct0WlhERGQmiCoRvAW4ysy2AVeGw5jZKjO7fWQmM/sF8HXgCjPbbWYvCSd9CHi/mW0naDP4xbxGL6doaowB8NP2QfoGh1mjjiIiIiIzQs5ODafj7oeBK1KMfxB4e9JwyvOL7v4MsCZnAcqEXNxYixn8dNcAAKuX1UcckYiIiGRCdxaRKauuKOXsBVX0DMCZp1Uyr6o86pBEREQkA0oEJStG7jusy8aIiIjMHEoEJStWnEgE1T5QRERkplAiKFlxzYWn86LFJVxx/kSuDS4iIiJRUiIoWTGvqpy3XVxOTUVp1KGIiIhIhpQIioiIiBQoJYIiIiIiBUqJoIiIiEiBUiIoIiIiUqCUCIqIiIgUKCWCIiIiIgVKiaCIiIhIgVIiKCIiIlKglAiKiIiIFCglgiIiIiIFSomgiIiISIFSIigiIiJSoJQIioiIiBQoc/eoY8gbMzsI7MzxauYDh3K8jumqkMsOhV3+Qi47FHb5C7nsUNjlV9lzb6m7n5bLFRRUIpgPZvagu6+KOo4oFHLZobDLX8hlh8IufyGXHQq7/Cr77Ci7Tg2LiIiIFCglgiIiIiIFSolg9t0WdQARKuSyQ2GXv5DLDoVd/kIuOxR2+VX2WUBtBEVEREQKlGoERURERAqUEsFxmFnczB4wsyfM7HEze184vt7M7jOzbeH/unD8eWb2azPrM7MPpFhesZk9Ymbfz3dZJiOb5TezNjPbamabzezBKMozEVkue8zMvmFmT5nZk2b2/CjKlKlsld3Mzg3f75HHETP784iKlbEsv/d/ES7jMTP7iplVRFGmTGW57O8Ly/34THjfYVLlf4OZPRoe235lZiuSlnWNmT1tZtvN7MaoypSpLJf9DjM7YGaPRVWeichW2cdazrTm7nqkeQALgUvD59XAb4ELgE8BN4bjbwRuDZ8vAFYDfwt8IMXy3g/8D/D9qMuW7/IDbcD8qMsUUdnvAt4ePi8DYlGXL19lT1pmMfAswXWxIi9jPsoPLAZagTnh8NeAt0RdvjyV/SLgMWAuUAL8BDgr6vLloPwvAOrC5y8FNoXPi4EdwBnhZ34LcEHU5ctH2cPhFwOXAo9FXa48v+8plxN1+dI9VCM4Dnff5+4Ph8+7gScJDu7XEny5E/5/VTjPAXdvAQZGL8vMGoGXA7fnPvLsyGb5Z5psld3MagkOil8M5+t39848FGHScvS+XwHscPdcX9R9yrJc/hJgjpmVECRFe3Mb/dRkseznE3w5HnP3QeBnwKtzX4KpmUT5f+XuHeH43wCN4fM1wHZ3f8bd+4EN4TKmrSyWHXf/OZDIT+RTl62yp1nOtKVEcALMbBmwEtgENLj7vnDSs0BDBov4DPBBYDgX8eVaFsrvwI/N7CEzuyE3UebGFMu+HDgI/JcFzQJuN7PKnAWbZVl430e8DvhKdqPLvamU3933AJ8GdgH7gC53/3Huos2uKb73jwEvMrN5ZjYXeBkQz1WsuTCJ8r8N+GH4fDHQnjRtN9M8IUg2xbLPaNkq+6jlTFtKBDNkZlXAN4E/d/cjydM8qANO2/3azF4BHHD3h3IXZe5Mtfyhy939UoJq9D81sxdnP9Lsy0LZSwhOkXze3VcCRwlOMUx7WXrfMbMy4PeAr2c9yBzKwue+jqBGYTmwCKg0szfmKNysmmrZ3f1J4Fbgx8CPgM3AUE6CzYGJlt/M1hMkBB/KW5A5orJPvezpljPdKBHMgJmVEryhX3b3b4Wj95vZwnD6QuDAOIt5IfB7ZtZGcIrgd83s7hyFnFVZKv9I7QjufgD4NsGpk2ktS2XfDex295Ffhd8gSAyntWy976GXAg+7+/7sR5obWSr/lUCrux909wHgWwRti6a1LH7mv+jul7n7i4EOgvZS095Ey29mlxA0+bnW3Q+Ho/dwag1oYzhuWstS2WekbJV9jOVMW0oEx2FmRtC260l3/6ekSfcA14fPrwe+m2457v5hd29092UEp8h+6u7TvmYgW+U3s0ozqx55DlxNcOpo2srie/8s0G5m54ajrgCeyHK4WZWtsid5PTPotHAWy78LeJ6ZzQ2XeQVBm6FpK5vvvZktCP8vIWgf+D/ZjTb7Jlr+sGzfAt7k7smJbgtwtpktD2vEXxcuY9rKYtlnnGyVPc1ypi+fBj1WpvMDuJygKvhRglMbmwnauswD7ge2EfSGqw/nP52gBugI0Bk+rxm1zHXMnF7DWSk/Qc+5LeHjceAjUZctn+890AQ8GC7rO4S9zabrI8tlrwQOA7VRlyui8n8MeIrgh8+XgPKoy5fHsv+C4EfPFuCKqMuWo/LfTlDbOTLvg0nLehlBLegOZucxL13Zv0LQLnYg3CfeFnX58lH2sZYTdfnSPXRnEREREZECpVPDIiIiIgVKiaCIiIhIgVIiKCIiIlKglAiKiIiIFCglgiIiIiIFSomgiMg4zOxVZuZmdl7SuBea2a/M7Ltm9o4o4xMRmSxdPkZEZBxm9lWCW8T91N1vijoeEZFsUY2giEga4T1DLye4n+jrwnHrzGyjmX3DzJ4ysy+HdxTAzK4ws0fMbKuZ3WFm5RGGLyKSlhJBEZH0rgV+5MFtpA6b2WXh+JXAnwMXENw554VmVgHcCbzW3S8GSoB35T1iEZEMKREUEUnv9cCG8PmGcBig2d13u/swwW2klgHnAq1+8t6jdwEvzl+oIiITUxJ1ACIi05WZ1QO/C1xsZg4UE9xH9H+BvqRZh9DxVERmINUIioiM7TrgS+6+1N2XuXscaAVeNMb8TwPLzOyscPhNwM/yEKeIyKQoERQRGdvrgW+PGvdNTp4ePoW79wJvBb5uZluBYeALOY1QRGQKdPkYERERkQKlGkERERGRAqVEUERERKRAKREUERERKVBKBEVEREQKlBJBERERkQKlRFBERESkQCkRFBERESlQSgRFRERECtT/B2gjunY5WnndAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "\n",
    "years = [str(year) for year in range(2014, 2023)]\n",
    "data_filtered = investments_regions.set_index('Country Name')[years].transpose()\n",
    "\n",
    "# Resumen estadístico\n",
    "print(investments_filtered.describe())\n",
    "\n",
    "# Gráficos de series temporales para cada país\n",
    "for column in data_filtered.columns:\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.plot(data_filtered.index, data_filtered[column])\n",
    "    plt.title(f'Gross Fixed Capital Formation (constant 2015 US$) for {column}')\n",
    "    plt.xlabel('Año')\n",
    "    plt.ylabel('Final Gross Fixed Capital Formation')\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "# Descomposición de series temporales del total agregado\n",
    "result = seasonal_decompose(data_filtered.sum(axis=1), model='additive', period=1)\n",
    "result.plot()\n",
    "plt.show()\n",
    "\n",
    "# Correlación entre regiones\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(data_filtered.corr(), annot=True, cmap='coolwarm')\n",
    "plt.title('Matriz de Correlación entre Regiones')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0d4a765b",
   "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": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}