{ "cells": [ { "cell_type": "markdown", "id": "8d7051b2", "metadata": {}, "source": [ "# GDP (constant 2015 US$)\n", "\n", "En el contexto de un análisis económico, el \"GDP (constant 2015 US$)\" es una opción comúnmente utilizada por varias razones:\n", "\n", "- **Estabilidad del Valor**: Al estar ajustado por la inflación al utilizar dólares constantes de un año dado (2015 en este caso), refleja cambios reales en la producción y no está afectado por la inflación a lo largo del tiempo.\n", "\n", "- **Comparabilidad**: Facilita la comparación del PIB a lo largo del tiempo y entre diferentes países, ya que el efecto de la inflación ha sido eliminado.\n", "\n", "- **Enfoque en el Crecimiento Real**: Al utilizar el PIB en términos reales, se enfoca en el crecimiento económico real en lugar de los cambios en los precios.\n", "\n", "- **Ampliamente Reconocido**: Es un estándar en el análisis económico y es ampliamente utilizado en estudios comparativos y análisis de tendencias económicas." ] }, { "cell_type": "code", "execution_count": 1, "id": "81cde157", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry Code19601961196219631964196519661967...2013201420152016201720182019202020212022
0ArubaABWNaNNaNNaNNaNNaNNaNNaNNaN...3.029567e+092.981501e+092.962907e+093.013858e+093.226291e+093.303132e+093.227067e+092.453133e+093.131163e+093.458630e+09
1Africa Eastern and SouthernAFE1.547764e+111.551709e+111.675316e+111.761564e+111.842232e+111.940722e+112.017107e+112.123218e+11...8.707636e+119.056601e+119.325135e+119.532061e+119.777220e+111.002081e+121.022529e+129.939082e+111.036651e+121.072261e+12
2AfghanistanAFGNaNNaNNaNNaNNaNNaNNaNNaN...1.836026e+101.886050e+101.913422e+101.956672e+102.008465e+102.032350e+102.111847e+102.062196e+101.634520e+10NaN
3Africa Western and CentralAFW1.058912e+111.078584e+111.119278e+111.200731e+111.265726e+111.317427e+111.294025e+111.170452e+11...7.063517e+117.482119e+117.692632e+117.703563e+117.879687e+118.103378e+118.362760e+118.284304e+118.613714e+118.938137e+11
4AngolaAGONaNNaNNaNNaNNaNNaNNaNNaN...8.552596e+108.965050e+109.049642e+108.816151e+108.803178e+108.687297e+108.626288e+108.139919e+108.237534e+108.488400e+10
..................................................................
261KosovoXKXNaNNaNNaNNaNNaNNaNNaNNaN...5.751568e+095.944177e+096.295848e+096.646639e+096.967383e+097.204736e+097.547451e+097.144396e+097.912108e+098.325010e+09
262Yemen, Rep.YEMNaNNaNNaNNaNNaNNaNNaNNaN...5.905765e+105.894621e+104.244449e+103.846527e+103.651439e+103.678914e+10NaNNaNNaNNaN
263South AfricaZAF6.565279e+106.817696e+107.238889e+107.772663e+108.389783e+108.903472e+109.298642e+109.967821e+10...3.374161e+113.421866e+113.467098e+113.490139e+113.530553e+113.585516e+113.594836e+113.380463e+113.539448e+113.607066e+11
264ZambiaZMB3.745698e+093.796692e+093.702122e+093.823270e+094.290246e+095.004463e+094.725699e+095.099960e+09...1.972169e+102.064821e+102.125122e+102.205381e+102.282665e+102.374759e+102.408986e+102.341895e+102.487910e+102.618516e+10
265ZimbabweZWE4.329261e+094.602704e+094.668729e+094.960260e+094.905391e+095.146274e+095.224658e+095.661806e+09...1.928092e+101.956715e+101.996312e+102.014298e+102.096487e+102.201518e+102.062108e+101.900914e+102.061884e+102.196367e+10
\n", "

266 rows × 65 columns

\n", "
" ], "text/plain": [ " Country Name Country Code 1960 1961 \\\n", "0 Aruba ABW NaN NaN \n", "1 Africa Eastern and Southern AFE 1.547764e+11 1.551709e+11 \n", "2 Afghanistan AFG NaN NaN \n", "3 Africa Western and Central AFW 1.058912e+11 1.078584e+11 \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 6.565279e+10 6.817696e+10 \n", "264 Zambia ZMB 3.745698e+09 3.796692e+09 \n", "265 Zimbabwe ZWE 4.329261e+09 4.602704e+09 \n", "\n", " 1962 1963 1964 1965 1966 \\\n", "0 NaN NaN NaN NaN NaN \n", "1 1.675316e+11 1.761564e+11 1.842232e+11 1.940722e+11 2.017107e+11 \n", "2 NaN NaN NaN NaN NaN \n", "3 1.119278e+11 1.200731e+11 1.265726e+11 1.317427e+11 1.294025e+11 \n", "4 NaN NaN NaN NaN NaN \n", ".. ... ... ... ... ... \n", "261 NaN NaN NaN NaN NaN \n", "262 NaN NaN NaN NaN NaN \n", "263 7.238889e+10 7.772663e+10 8.389783e+10 8.903472e+10 9.298642e+10 \n", "264 3.702122e+09 3.823270e+09 4.290246e+09 5.004463e+09 4.725699e+09 \n", "265 4.668729e+09 4.960260e+09 4.905391e+09 5.146274e+09 5.224658e+09 \n", "\n", " 1967 ... 2013 2014 2015 \\\n", "0 NaN ... 3.029567e+09 2.981501e+09 2.962907e+09 \n", "1 2.123218e+11 ... 8.707636e+11 9.056601e+11 9.325135e+11 \n", "2 NaN ... 1.836026e+10 1.886050e+10 1.913422e+10 \n", "3 1.170452e+11 ... 7.063517e+11 7.482119e+11 7.692632e+11 \n", "4 NaN ... 8.552596e+10 8.965050e+10 9.049642e+10 \n", ".. ... ... ... ... ... \n", "261 NaN ... 5.751568e+09 5.944177e+09 6.295848e+09 \n", "262 NaN ... 5.905765e+10 5.894621e+10 4.244449e+10 \n", "263 9.967821e+10 ... 3.374161e+11 3.421866e+11 3.467098e+11 \n", "264 5.099960e+09 ... 1.972169e+10 2.064821e+10 2.125122e+10 \n", "265 5.661806e+09 ... 1.928092e+10 1.956715e+10 1.996312e+10 \n", "\n", " 2016 2017 2018 2019 2020 \\\n", "0 3.013858e+09 3.226291e+09 3.303132e+09 3.227067e+09 2.453133e+09 \n", "1 9.532061e+11 9.777220e+11 1.002081e+12 1.022529e+12 9.939082e+11 \n", "2 1.956672e+10 2.008465e+10 2.032350e+10 2.111847e+10 2.062196e+10 \n", "3 7.703563e+11 7.879687e+11 8.103378e+11 8.362760e+11 8.284304e+11 \n", "4 8.816151e+10 8.803178e+10 8.687297e+10 8.626288e+10 8.139919e+10 \n", ".. ... ... ... ... ... \n", "261 6.646639e+09 6.967383e+09 7.204736e+09 7.547451e+09 7.144396e+09 \n", "262 3.846527e+10 3.651439e+10 3.678914e+10 NaN NaN \n", "263 3.490139e+11 3.530553e+11 3.585516e+11 3.594836e+11 3.380463e+11 \n", "264 2.205381e+10 2.282665e+10 2.374759e+10 2.408986e+10 2.341895e+10 \n", "265 2.014298e+10 2.096487e+10 2.201518e+10 2.062108e+10 1.900914e+10 \n", "\n", " 2021 2022 \n", "0 3.131163e+09 3.458630e+09 \n", "1 1.036651e+12 1.072261e+12 \n", "2 1.634520e+10 NaN \n", "3 8.613714e+11 8.938137e+11 \n", "4 8.237534e+10 8.488400e+10 \n", ".. ... ... \n", "261 7.912108e+09 8.325010e+09 \n", "262 NaN NaN \n", "263 3.539448e+11 3.607066e+11 \n", "264 2.487910e+10 2.618516e+10 \n", "265 2.061884e+10 2.196367e+10 \n", "\n", "[266 rows x 65 columns]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "gdp = pd.read_excel('GDP.xlsx')\n", "gdp" ] }, { "cell_type": "code", "execution_count": 2, "id": "b450a0de", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\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 120 non-null float64\n", " 3 1961 124 non-null float64\n", " 4 1962 124 non-null float64\n", " 5 1963 124 non-null float64\n", " 6 1964 124 non-null float64\n", " 7 1965 131 non-null float64\n", " 8 1966 134 non-null float64\n", " 9 1967 135 non-null float64\n", " 10 1968 138 non-null float64\n", " 11 1969 138 non-null float64\n", " 12 1970 151 non-null float64\n", " 13 1971 151 non-null float64\n", " 14 1972 151 non-null float64\n", " 15 1973 151 non-null float64\n", " 16 1974 153 non-null float64\n", " 17 1975 157 non-null float64\n", " 18 1976 159 non-null float64\n", " 19 1977 165 non-null float64\n", " 20 1978 165 non-null float64\n", " 21 1979 166 non-null float64\n", " 22 1980 180 non-null float64\n", " 23 1981 185 non-null float64\n", " 24 1982 188 non-null float64\n", " 25 1983 188 non-null float64\n", " 26 1984 191 non-null float64\n", " 27 1985 192 non-null float64\n", " 28 1986 196 non-null float64\n", " 29 1987 199 non-null float64\n", " 30 1988 201 non-null float64\n", " 31 1989 204 non-null float64\n", " 32 1990 215 non-null float64\n", " 33 1991 216 non-null float64\n", " 34 1992 219 non-null float64\n", " 35 1993 220 non-null float64\n", " 36 1994 222 non-null float64\n", " 37 1995 232 non-null float64\n", " 38 1996 232 non-null float64\n", " 39 1997 234 non-null float64\n", " 40 1998 234 non-null float64\n", " 41 1999 235 non-null float64\n", " 42 2000 242 non-null float64\n", " 43 2001 243 non-null float64\n", " 44 2002 248 non-null float64\n", " 45 2003 248 non-null float64\n", " 46 2004 249 non-null float64\n", " 47 2005 249 non-null float64\n", " 48 2006 250 non-null float64\n", " 49 2007 250 non-null float64\n", " 50 2008 253 non-null float64\n", " 51 2009 254 non-null float64\n", " 52 2010 254 non-null float64\n", " 53 2011 255 non-null float64\n", " 54 2012 254 non-null float64\n", " 55 2013 256 non-null float64\n", " 56 2014 256 non-null float64\n", " 57 2015 258 non-null float64\n", " 58 2016 255 non-null float64\n", " 59 2017 255 non-null float64\n", " 60 2018 255 non-null float64\n", " 61 2019 254 non-null float64\n", " 62 2020 254 non-null float64\n", " 63 2021 252 non-null float64\n", " 64 2022 242 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 1.200000e+02 1.240000e+02 1.240000e+02 1.240000e+02 1.240000e+02 \n", " mean 5.611134e+11 5.622838e+11 5.911593e+11 6.211172e+11 6.630333e+11 \n", " std 1.739240e+12 1.780307e+12 1.879243e+12 1.977001e+12 2.104961e+12 \n", " min 1.342183e+08 1.276654e+08 1.384002e+08 1.524279e+08 1.614505e+08 \n", " 25% 3.547383e+09 3.698564e+09 3.697803e+09 3.984379e+09 4.264016e+09 \n", " 50% 2.714492e+10 2.783330e+10 2.893600e+10 3.108003e+10 3.295151e+10 \n", " 75% 1.930974e+11 2.059116e+11 2.138031e+11 2.210029e+11 2.333237e+11 \n", " max 1.091827e+13 1.133020e+13 1.193924e+13 1.255948e+13 1.338394e+13 \n", " \n", " 1965 1966 1967 1968 1969 \\\n", " count 1.310000e+02 1.340000e+02 1.350000e+02 1.380000e+02 1.380000e+02 \n", " mean 6.662853e+11 6.883458e+11 7.098939e+11 7.386628e+11 7.841972e+11 \n", " std 2.167083e+12 2.271218e+12 2.357158e+12 2.470570e+12 2.604994e+12 \n", " min 1.597382e+08 1.693173e+08 1.531918e+08 1.631642e+08 1.678320e+08 \n", " 25% 4.500838e+09 4.581961e+09 4.547292e+09 5.124497e+09 5.371318e+09 \n", " 50% 2.866750e+10 2.862834e+10 2.810214e+10 3.031889e+10 3.145899e+10 \n", " 75% 2.294200e+11 2.317058e+11 2.449690e+11 2.578031e+11 2.746766e+11 \n", " max 1.413042e+13 1.494156e+13 1.555776e+13 1.647904e+13 1.743295e+13 \n", " \n", " ... 2013 2014 2015 2016 \\\n", " count ... 2.560000e+02 2.560000e+02 2.580000e+02 2.550000e+02 \n", " mean ... 2.269341e+12 2.346168e+12 2.404912e+12 2.508611e+12 \n", " std ... 7.719274e+12 7.954617e+12 8.172617e+12 8.448016e+12 \n", " min ... 3.333911e+07 3.333911e+07 3.681194e+07 3.889563e+07 \n", " 25% ... 8.369476e+09 8.673817e+09 8.752203e+09 9.417418e+09 \n", " 50% ... 5.045726e+10 5.042920e+10 4.966767e+10 5.143087e+10 \n", " 75% ... 5.016302e+11 5.072863e+11 5.020845e+11 5.489695e+11 \n", " max ... 7.086769e+13 7.304120e+13 7.528327e+13 7.738123e+13 \n", " \n", " 2017 2018 2019 2020 2021 \\\n", " count 2.550000e+02 2.550000e+02 2.540000e+02 2.540000e+02 2.520000e+02 \n", " mean 2.602578e+12 2.695609e+12 2.783690e+12 2.707005e+12 2.903560e+12 \n", " std 8.742240e+12 9.036024e+12 9.296380e+12 9.028633e+12 9.636068e+12 \n", " min 3.984795e+07 4.040075e+07 4.598498e+07 4.401916e+07 4.481332e+07 \n", " 25% 9.793930e+09 1.020443e+10 1.054212e+10 9.658952e+09 1.058294e+10 \n", " 50% 5.445956e+10 5.705436e+10 5.962735e+10 5.581465e+10 6.055186e+10 \n", " 75% 5.637963e+11 5.651365e+11 5.714900e+11 5.544410e+11 6.261334e+11 \n", " max 8.000914e+13 8.263047e+13 8.477125e+13 8.217910e+13 8.729771e+13 \n", " \n", " 2022 \n", " count 2.420000e+02 \n", " mean 3.120884e+12 \n", " std 1.011284e+13 \n", " min 4.511685e+07 \n", " 25% 1.308670e+10 \n", " 50% 6.899431e+10 \n", " 75% 8.679400e+11 \n", " max 8.999466e+13 \n", " \n", " [8 rows x 63 columns])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdp.shape, gdp.columns, gdp.dtypes, gdp.info(), gdp.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 = 'GDP.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": 4, "id": "1aa03710", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1960 1961 1962 1963 1964 \\\n", "count 2.660000e+02 2.660000e+02 2.660000e+02 2.660000e+02 2.660000e+02 \n", "mean 2.680329e+11 2.769756e+11 2.910251e+11 3.061350e+11 3.266739e+11 \n", "std 1.195509e+12 1.241964e+12 1.310775e+12 1.378809e+12 1.468250e+12 \n", "min 1.342183e+08 1.276654e+08 1.384002e+08 1.524279e+08 1.614505e+08 \n", "25% 2.714492e+10 2.783330e+10 2.893600e+10 3.108003e+10 3.295151e+10 \n", "50% 2.714492e+10 2.783330e+10 2.893600e+10 3.108003e+10 3.295151e+10 \n", "75% 2.714492e+10 2.783330e+10 2.893600e+10 3.108003e+10 3.295151e+10 \n", "max 1.091827e+13 1.133020e+13 1.193924e+13 1.255948e+13 1.338394e+13 \n", "\n", " 1965 1966 1967 1968 1969 \\\n", "count 2.660000e+02 2.660000e+02 2.660000e+02 2.660000e+02 2.660000e+02 \n", "mean 3.426823e+11 3.609672e+11 3.741243e+11 3.978056e+11 4.219773e+11 \n", "std 1.551070e+12 1.642607e+12 1.710605e+12 1.811419e+12 1.910555e+12 \n", "min 1.597382e+08 1.693173e+08 1.531918e+08 1.631642e+08 1.678320e+08 \n", "25% 2.866750e+10 2.862007e+10 2.739497e+10 2.910962e+10 3.118059e+10 \n", "50% 2.866750e+10 2.862834e+10 2.810214e+10 3.031889e+10 3.145899e+10 \n", "75% 2.866750e+10 2.863662e+10 2.964765e+10 3.685123e+10 3.842937e+10 \n", "max 1.413042e+13 1.494156e+13 1.555776e+13 1.647904e+13 1.743295e+13 \n", "\n", " ... 2013 2014 2015 2016 \\\n", "count ... 2.660000e+02 2.660000e+02 2.660000e+02 2.660000e+02 \n", "mean ... 2.185924e+12 2.259862e+12 2.334078e+12 2.406998e+12 \n", "std ... 7.584024e+12 7.815341e+12 8.058395e+12 8.285333e+12 \n", "min ... 3.333911e+07 3.333911e+07 3.681194e+07 3.889563e+07 \n", "25% ... 8.861830e+09 9.380005e+09 9.095614e+09 1.024620e+10 \n", "50% ... 5.045726e+10 5.042920e+10 4.966767e+10 5.143087e+10 \n", "75% ... 4.445804e+11 4.560787e+11 4.734174e+11 4.808393e+11 \n", "max ... 7.086769e+13 7.304120e+13 7.528327e+13 7.738123e+13 \n", "\n", " 2017 2018 2019 2020 2021 \\\n", "count 2.660000e+02 2.660000e+02 2.660000e+02 2.660000e+02 2.660000e+02 \n", "mean 2.497205e+12 2.586496e+12 2.660800e+12 2.587402e+12 2.753928e+12 \n", "std 8.573955e+12 8.862140e+12 9.101103e+12 8.839052e+12 9.399620e+12 \n", "min 3.984795e+07 4.040075e+07 4.598498e+07 4.401916e+07 4.481332e+07 \n", "25% 1.052726e+10 1.051298e+10 1.100286e+10 1.039372e+10 1.139827e+10 \n", "50% 5.445956e+10 5.705436e+10 5.962735e+10 5.581465e+10 6.055186e+10 \n", "75% 4.856667e+11 4.956443e+11 5.084791e+11 5.046468e+11 5.176633e+11 \n", "max 8.000914e+13 8.263047e+13 8.477125e+13 8.217910e+13 8.729771e+13 \n", "\n", " 2022 \n", "count 2.660000e+02 \n", "mean 2.845526e+12 \n", "std 9.683740e+12 \n", "min 4.511685e+07 \n", "25% 1.427676e+10 \n", "50% 6.899431e+10 \n", "75% 5.347032e+11 \n", "max 8.999466e+13 \n", "\n", "[8 rows x 63 columns]\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "# Crear una copia para trabajar con la imputación\n", "gdp_imputed = gdp.copy()\n", "\n", "# Convertir columnas de años a numérico y manejar errores en la copia\n", "years_columns = gdp_imputed.columns[2:]\n", "for column in years_columns:\n", " gdp_imputed[column] = pd.to_numeric(gdp_imputed[column], errors='coerce')\n", "\n", "# Calcular la mediana para cada columna de año en la copia\n", "median_values = gdp_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 = gdp_imputed[gdp_imputed[column] > 0][column].median() # Recalcular la mediana excluyendo ceros y negativos\n", " gdp_imputed[column].fillna(median_val, inplace=True)\n", "\n", "assert (gdp_imputed[years_columns] <= 0).sum().sum() == 0, \"Existen valores no positivos después de la imputación.\"\n", "\n", "print(gdp_imputed[years_columns].describe())" ] }, { "cell_type": "code", "execution_count": 5, "id": "97977e0c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry Code19601961196219631964196519661967...2013201420152016201720182019202020212022
0ArubaABW2.714492e+102.783330e+102.893600e+103.108003e+103.295151e+102.866750e+102.862834e+102.810214e+10...3.029567e+092.981501e+092.962907e+093.013858e+093.226291e+093.303132e+093.227067e+092.453133e+093.131163e+093.458630e+09
1Africa Eastern and SouthernAFE1.547764e+111.551709e+111.675316e+111.761564e+111.842232e+111.940722e+112.017107e+112.123218e+11...8.707636e+119.056601e+119.325135e+119.532061e+119.777220e+111.002081e+121.022529e+129.939082e+111.036651e+121.072261e+12
2AfghanistanAFG2.714492e+102.783330e+102.893600e+103.108003e+103.295151e+102.866750e+102.862834e+102.810214e+10...1.836026e+101.886050e+101.913422e+101.956672e+102.008465e+102.032350e+102.111847e+102.062196e+101.634520e+106.899431e+10
3Africa Western and CentralAFW1.058912e+111.078584e+111.119278e+111.200731e+111.265726e+111.317427e+111.294025e+111.170452e+11...7.063517e+117.482119e+117.692632e+117.703563e+117.879687e+118.103378e+118.362760e+118.284304e+118.613714e+118.938137e+11
4AngolaAGO2.714492e+102.783330e+102.893600e+103.108003e+103.295151e+102.866750e+102.862834e+102.810214e+10...8.552596e+108.965050e+109.049642e+108.816151e+108.803178e+108.687297e+108.626288e+108.139919e+108.237534e+108.488400e+10
..................................................................
261KosovoXKX2.714492e+102.783330e+102.893600e+103.108003e+103.295151e+102.866750e+102.862834e+102.810214e+10...5.751568e+095.944177e+096.295848e+096.646639e+096.967383e+097.204736e+097.547451e+097.144396e+097.912108e+098.325010e+09
262Yemen, Rep.YEM2.714492e+102.783330e+102.893600e+103.108003e+103.295151e+102.866750e+102.862834e+102.810214e+10...5.905765e+105.894621e+104.244449e+103.846527e+103.651439e+103.678914e+105.962735e+105.581465e+106.055186e+106.899431e+10
263South AfricaZAF6.565279e+106.817696e+107.238889e+107.772663e+108.389783e+108.903472e+109.298642e+109.967821e+10...3.374161e+113.421866e+113.467098e+113.490139e+113.530553e+113.585516e+113.594836e+113.380463e+113.539448e+113.607066e+11
264ZambiaZMB3.745698e+093.796692e+093.702122e+093.823270e+094.290246e+095.004463e+094.725699e+095.099960e+09...1.972169e+102.064821e+102.125122e+102.205381e+102.282665e+102.374759e+102.408986e+102.341895e+102.487910e+102.618516e+10
265ZimbabweZWE4.329261e+094.602704e+094.668729e+094.960260e+094.905391e+095.146274e+095.224658e+095.661806e+09...1.928092e+101.956715e+101.996312e+102.014298e+102.096487e+102.201518e+102.062108e+101.900914e+102.061884e+102.196367e+10
\n", "

266 rows × 65 columns

\n", "
" ], "text/plain": [ " Country Name Country Code 1960 1961 \\\n", "0 Aruba ABW 2.714492e+10 2.783330e+10 \n", "1 Africa Eastern and Southern AFE 1.547764e+11 1.551709e+11 \n", "2 Afghanistan AFG 2.714492e+10 2.783330e+10 \n", "3 Africa Western and Central AFW 1.058912e+11 1.078584e+11 \n", "4 Angola AGO 2.714492e+10 2.783330e+10 \n", ".. ... ... ... ... \n", "261 Kosovo XKX 2.714492e+10 2.783330e+10 \n", "262 Yemen, Rep. YEM 2.714492e+10 2.783330e+10 \n", "263 South Africa ZAF 6.565279e+10 6.817696e+10 \n", "264 Zambia ZMB 3.745698e+09 3.796692e+09 \n", "265 Zimbabwe ZWE 4.329261e+09 4.602704e+09 \n", "\n", " 1962 1963 1964 1965 1966 \\\n", "0 2.893600e+10 3.108003e+10 3.295151e+10 2.866750e+10 2.862834e+10 \n", "1 1.675316e+11 1.761564e+11 1.842232e+11 1.940722e+11 2.017107e+11 \n", "2 2.893600e+10 3.108003e+10 3.295151e+10 2.866750e+10 2.862834e+10 \n", "3 1.119278e+11 1.200731e+11 1.265726e+11 1.317427e+11 1.294025e+11 \n", "4 2.893600e+10 3.108003e+10 3.295151e+10 2.866750e+10 2.862834e+10 \n", ".. ... ... ... ... ... \n", "261 2.893600e+10 3.108003e+10 3.295151e+10 2.866750e+10 2.862834e+10 \n", "262 2.893600e+10 3.108003e+10 3.295151e+10 2.866750e+10 2.862834e+10 \n", "263 7.238889e+10 7.772663e+10 8.389783e+10 8.903472e+10 9.298642e+10 \n", "264 3.702122e+09 3.823270e+09 4.290246e+09 5.004463e+09 4.725699e+09 \n", "265 4.668729e+09 4.960260e+09 4.905391e+09 5.146274e+09 5.224658e+09 \n", "\n", " 1967 ... 2013 2014 2015 \\\n", "0 2.810214e+10 ... 3.029567e+09 2.981501e+09 2.962907e+09 \n", "1 2.123218e+11 ... 8.707636e+11 9.056601e+11 9.325135e+11 \n", "2 2.810214e+10 ... 1.836026e+10 1.886050e+10 1.913422e+10 \n", "3 1.170452e+11 ... 7.063517e+11 7.482119e+11 7.692632e+11 \n", "4 2.810214e+10 ... 8.552596e+10 8.965050e+10 9.049642e+10 \n", ".. ... ... ... ... ... \n", "261 2.810214e+10 ... 5.751568e+09 5.944177e+09 6.295848e+09 \n", "262 2.810214e+10 ... 5.905765e+10 5.894621e+10 4.244449e+10 \n", "263 9.967821e+10 ... 3.374161e+11 3.421866e+11 3.467098e+11 \n", "264 5.099960e+09 ... 1.972169e+10 2.064821e+10 2.125122e+10 \n", "265 5.661806e+09 ... 1.928092e+10 1.956715e+10 1.996312e+10 \n", "\n", " 2016 2017 2018 2019 2020 \\\n", "0 3.013858e+09 3.226291e+09 3.303132e+09 3.227067e+09 2.453133e+09 \n", "1 9.532061e+11 9.777220e+11 1.002081e+12 1.022529e+12 9.939082e+11 \n", "2 1.956672e+10 2.008465e+10 2.032350e+10 2.111847e+10 2.062196e+10 \n", "3 7.703563e+11 7.879687e+11 8.103378e+11 8.362760e+11 8.284304e+11 \n", "4 8.816151e+10 8.803178e+10 8.687297e+10 8.626288e+10 8.139919e+10 \n", ".. ... ... ... ... ... \n", "261 6.646639e+09 6.967383e+09 7.204736e+09 7.547451e+09 7.144396e+09 \n", "262 3.846527e+10 3.651439e+10 3.678914e+10 5.962735e+10 5.581465e+10 \n", "263 3.490139e+11 3.530553e+11 3.585516e+11 3.594836e+11 3.380463e+11 \n", "264 2.205381e+10 2.282665e+10 2.374759e+10 2.408986e+10 2.341895e+10 \n", "265 2.014298e+10 2.096487e+10 2.201518e+10 2.062108e+10 1.900914e+10 \n", "\n", " 2021 2022 \n", "0 3.131163e+09 3.458630e+09 \n", "1 1.036651e+12 1.072261e+12 \n", "2 1.634520e+10 6.899431e+10 \n", "3 8.613714e+11 8.938137e+11 \n", "4 8.237534e+10 8.488400e+10 \n", ".. ... ... \n", "261 7.912108e+09 8.325010e+09 \n", "262 6.055186e+10 6.899431e+10 \n", "263 3.539448e+11 3.607066e+11 \n", "264 2.487910e+10 2.618516e+10 \n", "265 2.061884e+10 2.196367e+10 \n", "\n", "[266 rows x 65 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdp_imputed" ] }, { "cell_type": "markdown", "id": "59f35239", "metadata": {}, "source": [ "### Reverificar los valores faltantes" ] }, { "cell_type": "code", "execution_count": 6, "id": "36a89d9b", "metadata": { "scrolled": true }, "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": [ "missing_values_count = gdp_imputed.isnull().sum()\n", "print(missing_values_count)" ] }, { "cell_type": "markdown", "id": "f76f03ab", "metadata": {}, "source": [ "### Estandarización de las Variables" ] }, { "cell_type": "code", "execution_count": 7, "id": "8d712634", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Medias de las columnas estandarizadas después de la imputación:\n", " 1960 -2.671213e-17\n", "1961 2.671213e-17\n", "1962 -4.006820e-17\n", "1963 0.000000e+00\n", "1964 0.000000e+00\n", " ... \n", "2018 3.339017e-17\n", "2019 -6.678033e-17\n", "2020 2.003410e-17\n", "2021 -2.337312e-17\n", "2022 2.671213e-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 = gdp_imputed.columns[2:] \n", "\n", "scaler = StandardScaler()\n", "\n", "gdp_imputed[years_columns] = scaler.fit_transform(gdp_imputed[years_columns])\n", "\n", "# Verificar que la estandarización se ha aplicado correctamente\n", "means = gdp_imputed[years_columns].mean(axis=0) # Media debería ser cercana a 0\n", "std_devs = gdp_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": 8, "id": "a2c47052", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ADF Statistic p-value Critical Values \\\n", "1960 -16.605673 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "1961 -16.618875 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "1962 -16.624636 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "1963 -16.622259 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "1964 -16.618213 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "... ... ... ... \n", "2018 -15.993363 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "2019 -15.968822 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "2020 -15.933088 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "2021 -15.915201 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "2022 -15.901499 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 = gdp_imputed.columns[2:] \n", "\n", "adf_results = {}\n", "\n", "for column in years_columns:\n", " adf_result = adfuller(gdp_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": 9, "id": "72f60c11", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Country Name Country Code 1960 1961 1962 \\\n", "0 Aruba ABW -0.201874 -0.200982 -0.200327 \n", "1 Africa Eastern and Southern AFE -0.094914 -0.098259 -0.094392 \n", "2 Afghanistan AFG -0.201874 -0.200982 -0.200327 \n", "3 Africa Western and Central AFW -0.135881 -0.136426 -0.136892 \n", "4 Angola AGO -0.201874 -0.200982 -0.200327 \n", "\n", " 1963 1964 1965 1966 1967 ... 2013 2014 \\\n", "0 -0.199863 -0.200426 -0.202832 -0.202705 -0.202662 ... -0.288371 -0.289320 \n", "1 -0.094446 -0.097204 -0.095992 -0.097136 -0.094766 ... -0.173739 -0.173601 \n", "2 -0.199863 -0.200426 -0.202832 -0.202705 -0.202662 ... -0.286345 -0.287284 \n", "3 -0.135198 -0.136542 -0.136252 -0.141240 -0.150569 ... -0.195458 -0.193785 \n", "4 -0.199863 -0.200426 -0.202832 -0.202705 -0.202662 ... -0.277472 -0.278209 \n", "\n", " 2015 2016 2017 2018 2019 2020 2021 \\\n", "0 -0.289823 -0.290696 -0.291427 -0.292036 -0.292556 -0.292998 -0.293201 \n", "1 -0.174254 -0.175796 -0.177555 -0.179122 -0.180347 -0.180619 -0.183041 \n", "2 -0.287813 -0.288695 -0.289457 -0.290112 -0.290586 -0.290938 -0.291793 \n", "3 -0.194550 -0.197907 -0.199728 -0.200799 -0.200851 -0.199375 -0.201723 \n", "4 -0.278940 -0.280400 -0.281517 -0.282588 -0.283415 -0.284049 -0.284755 \n", "\n", " 2022 \n", "0 -0.294042 \n", "1 -0.183463 \n", "2 -0.287261 \n", "3 -0.201925 \n", "4 -0.285617 \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", "gdp_filtered = gdp_imputed[~gdp_imputed['Country Name'].isin(rows_to_remove)]\n", "\n", "print(gdp_filtered.head())\n", "print(gdp_filtered['Country Name'].unique()) \n", "print(\"Original size:\", gdp_imputed.shape)\n", "print(\"Filtered size:\", gdp_filtered.shape)\n", "\n", "gdp_filtered.to_csv('main_gdp.csv', index=False) # DataFrame principal" ] }, { "cell_type": "markdown", "id": "d0680e68", "metadata": {}, "source": [ "### World | Regions | Countries" ] }, { "cell_type": "code", "execution_count": 10, "id": "1d9edee7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Country Name Country Code 1960 1961 1962 1963 1964 \\\n", "0 Aruba ABW -0.201874 -0.200982 -0.200327 -0.199863 -0.200426 \n", "2 Afghanistan AFG -0.201874 -0.200982 -0.200327 -0.199863 -0.200426 \n", "4 Angola AGO -0.201874 -0.200982 -0.200327 -0.199863 -0.200426 \n", "5 Albania ALB -0.201874 -0.200982 -0.200327 -0.199863 -0.200426 \n", "6 Andorra AND -0.201874 -0.200982 -0.200327 -0.199863 -0.200426 \n", "\n", " 1965 1966 1967 ... 2013 2014 2015 2016 \\\n", "0 -0.202832 -0.202705 -0.202662 ... -0.288371 -0.289320 -0.289823 -0.290696 \n", "2 -0.202832 -0.202705 -0.202662 ... -0.286345 -0.287284 -0.287813 -0.288695 \n", "4 -0.202832 -0.202705 -0.202662 ... -0.277472 -0.278209 -0.278940 -0.280400 \n", "5 -0.202832 -0.202705 -0.202662 ... -0.287325 -0.288274 -0.288776 -0.289638 \n", "6 -0.202832 -0.202705 -0.202662 ... -0.288416 -0.289350 -0.289845 -0.290711 \n", "\n", " 2017 2018 2019 2020 2021 2022 \n", "0 -0.291427 -0.292036 -0.292556 -0.292998 -0.293201 -0.294042 \n", "2 -0.289457 -0.290112 -0.290586 -0.290938 -0.291793 -0.287261 \n", "4 -0.281517 -0.282588 -0.283415 -0.284049 -0.284755 -0.285617 \n", "5 -0.290377 -0.290973 -0.291484 -0.291854 -0.292080 -0.292918 \n", "6 -0.291465 -0.292076 -0.292580 -0.292973 -0.293227 -0.294074 \n", "\n", "[5 rows x 65 columns]\n", " Country Name Country Code 1960 1961 1962 \\\n", "1 Africa Eastern and Southern AFE -0.094914 -0.098259 -0.094392 \n", "3 Africa Western and Central AFW -0.135881 -0.136426 -0.136892 \n", "36 Central Europe and the Baltics CEB -0.201874 -0.200982 -0.200327 \n", "61 East Asia & Pacific EAS 0.747546 0.747636 0.748244 \n", "62 Europe & Central Asia ECS -0.201874 -0.200982 -0.200327 \n", "\n", " 1963 1964 1965 1966 1967 ... 2013 2014 \\\n", "1 -0.094446 -0.097204 -0.095992 -0.097136 -0.094766 ... -0.173739 -0.173601 \n", "3 -0.135198 -0.136542 -0.136252 -0.141240 -0.150569 ... -0.195458 -0.193785 \n", "36 -0.199863 -0.200426 -0.202832 -0.202705 -0.202662 ... -0.129622 -0.130303 \n", "61 0.772475 0.809848 0.824832 0.853306 0.891072 ... 2.359689 2.402672 \n", "62 -0.199863 -0.200426 -0.202832 -0.202705 -0.202662 ... 2.312198 2.282910 \n", "\n", " 2015 2016 2017 2018 2019 2020 2021 \\\n", "1 -0.174254 -0.175796 -0.177555 -0.179122 -0.180347 -0.180619 -0.183041 \n", "3 -0.194550 -0.197907 -0.199728 -0.200799 -0.200851 -0.199375 -0.201723 \n", "36 -0.129377 -0.130350 -0.128578 -0.126690 -0.125247 -0.126540 -0.126589 \n", "61 2.444441 2.492616 2.534135 2.571780 2.606535 2.687727 2.683813 \n", "62 2.256169 2.232586 2.217823 2.187399 2.165364 2.099127 2.102929 \n", "\n", " 2022 \n", "1 -0.183463 \n", "3 -0.201925 \n", "36 -0.125663 \n", "61 2.678851 \n", "62 2.104380 \n", "\n", "[5 rows x 65 columns]\n", " Country Name Country Code 1960 1961 1962 1963 \\\n", "232 World WLD 8.925325 8.916576 8.903261 8.903658 \n", "\n", " 1964 1965 1966 1967 ... 2013 2014 2015 \\\n", "232 8.909846 8.905935 8.893228 8.892912 ... 9.073181 9.07379 9.069635 \n", "\n", " 2016 2017 2018 2019 2020 2021 2022 \n", "232 9.066088 9.057436 9.049152 9.03904 9.021525 9.011337 9.016498 \n", "\n", "[1 rows x 65 columns]\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Cargar el DataFrame principal\n", "main_gdp = pd.read_csv('main_gdp.csv')\n", "\n", "# Lista de regiones\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", "gdp_countries = main_gdp[~main_gdp['Country Name'].isin(regions_list + ['World'])]\n", "\n", "# 2) DataFrame para regiones\n", "gdp_regions = main_gdp[main_gdp['Country Name'].isin(regions_list)]\n", "\n", "# 3) DataFrame mundial\n", "gdp_world = main_gdp[main_gdp['Country Name'] == 'World']\n", "\n", "print(gdp_countries.head())\n", "print(gdp_regions.head())\n", "print(gdp_world.head())" ] }, { "cell_type": "markdown", "id": "a8c92df2", "metadata": {}, "source": [ "### Visualización de Tendencias Temporales | Countries" ] }, { "cell_type": "code", "execution_count": 12, "id": "ea1c9d7d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Tomo 3 países relevantes.\n", "countries_to_plot = ['United States', 'Germany', 'Peru']\n", "data_to_plot = gdp_countries[gdp_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('GDP (constant 2015 US$) Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('Standardized GDP')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1d968e07", "metadata": {}, "source": [ "### Comparación entre Regiones" ] }, { "cell_type": "code", "execution_count": 13, "id": "93a20a68", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualización año 2020 por regiones\n", "regions_data_2020 = gdp_regions[['Country Name', '2020']] \n", "\n", "plt.figure(figsize=(12, 8))\n", "sns.barplot(x='2020', y='Country Name', data=regions_data_2020)\n", "plt.title('GDP (constant 2015 US$) by Region in 2020')\n", "plt.xlabel('Standardized GDP')\n", "plt.ylabel('Region')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "60f787d1", "metadata": {}, "source": [ "### Tendencia Mundial" ] }, { "cell_type": "code", "execution_count": 14, "id": "73332f7f", "metadata": {}, "outputs": [ { "data": { "image/png": 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"yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "2020" } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "\n", "fig = px.line(gdp_regions, x=gdp_regions.columns[2:], y=gdp_regions.loc[:, '2020'],\n", " title='Regional GDP (constant 2015 US$) Over Time',\n", " labels={'x': 'Year', 'y': 'Standardized GDP'})\n", "fig.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": 16, "id": "aa762e33", "metadata": {}, "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 -0.081045 -0.080586 -0.079957 -0.079715 -0.080026 -0.081028 \n", "std 0.811894 0.811040 0.811016 0.810860 0.810938 0.811302 \n", "min -0.224510 -0.223332 -0.222338 -0.222336 -0.222801 -0.221246 \n", "25% -0.202029 -0.205308 -0.204461 -0.204545 -0.204212 -0.207263 \n", "50% -0.201874 -0.200982 -0.200327 -0.199863 -0.200426 -0.202832 \n", "75% -0.201874 -0.200982 -0.200327 -0.199863 -0.200426 -0.202832 \n", "max 8.925325 8.916576 8.903261 8.903658 8.909846 8.905935 \n", "\n", " 1966 1967 1968 1969 ... 2013 \\\n", "count 239.000000 239.000000 239.000000 239.000000 ... 239.000000 \n", "mean -0.080735 -0.080437 -0.081089 -0.082057 ... -0.114079 \n", "std 0.811470 0.810851 0.810718 0.810380 ... 0.821708 \n", "min -0.220064 -0.219031 -0.219934 -0.221195 ... -0.288766 \n", "25% -0.208238 -0.209050 -0.210544 -0.212014 ... -0.287835 \n", "50% -0.202705 -0.202662 -0.203255 -0.204786 ... -0.283542 \n", "75% -0.202705 -0.202662 -0.203255 -0.204786 ... -0.255439 \n", "max 8.893228 8.892912 8.894431 8.920468 ... 9.073181 \n", "\n", " 2014 2015 2016 2017 2018 2019 \\\n", "count 239.000000 239.000000 239.000000 239.000000 239.000000 239.000000 \n", "mean -0.115128 -0.115769 -0.116686 -0.117622 -0.118502 -0.119277 \n", "std 0.820730 0.820059 0.818966 0.817804 0.816575 0.815423 \n", "min -0.289698 -0.290187 -0.291056 -0.291799 -0.292405 -0.292906 \n", "25% -0.288746 -0.289317 -0.290109 -0.290831 -0.291435 -0.291929 \n", "50% -0.284296 -0.285261 -0.285682 -0.286355 -0.286918 -0.287480 \n", "75% -0.256217 -0.253772 -0.254957 -0.255287 -0.256278 -0.256957 \n", "max 9.073790 9.069635 9.066088 9.057436 9.049152 9.039040 \n", "\n", " 2020 2021 2022 \n", "count 239.000000 239.000000 239.000000 \n", "mean -0.120406 -0.120813 -0.121112 \n", "std 0.813778 0.812980 0.812740 \n", "min -0.293271 -0.293530 -0.294395 \n", "25% -0.292320 -0.292514 -0.293057 \n", "50% -0.288152 -0.287966 -0.287364 \n", "75% -0.257341 -0.258190 -0.257611 \n", "max 9.021525 9.011337 9.016498 \n", "\n", "[8 rows x 63 columns]\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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qNg+c1pWnzu7Bih+3ctyjY3nq02/YWaAH1ouIiFQGKtwqoaM6NeaDa/pxSPuG/O29rznlqXEsXL057LBERERkN6lwq6Tq5eXy5Nndeei0rixYtYmjHx7DC+MWUaDeNxERkZSlwq0SMzNO6NaUD645mANa1ePWt2Yx5LkJLFv/U9ihiYiIyC5Q4ZYGGteqwj/P34+/nrQvU79bz1EPjuGVSUtwV++biIhIKlHhlibMjDP2b8H7V/ejwx41ufHV6Vz4wiRWbdgadmgiIiISIxVuaaZ53Wq8fFEv/jywA2MXrOaIh8YwYvr3YYclIiIiMVDhloYyMowL+rTinSv7sme96lz+0ldc/tIU1m3eHnZoIiIiUgoVbmmsTcM8XrvkQG44sh0jZ63giIfG8PGclWGHJSIiIiVQ4ZbmsjIzuGxAG4Zf1od61XO44IVJ3PjqNDZs3RF2aCIiIlKECjcBoMMeNRl+eW8uG9CaVycv5eiHPuPzBavDDktERESiqHCTn+VmZXLDke157dKDyM3K4KxnJ3Dr8Jls2Z4fdmgiIiKCCjcpRrcWdXjnyr78pncrXhi/mGMe/ozJi9eGHZaIiEjaU+Emxaqak8ktx3Xg5Yt6sWOnc8pT4/nbe1+zLX9n2KGJiIikLRVuUqoDW9dj5DX9OG2/5jz16Tcc/+jnzFz2Y9hhiYiIpCUVblKmvNws/npSZ54/fz/WbdnOCY9/zsMfzWfHzoKwQxMREUkrKtwkZgPaNeSDa/oxsHMTHvxoHic/OY75KzeGHZaIiEjaUOEm5VK7Wg4Pnd6NJ87qztJ1P3Hso2N5Zsy3FOiB9SIiIgmXFXYAkpqO2bcJ+7Wsy01vzODud+fQqmYG9dqsp0vz2mGHJiIiUmmpx012WYMauTw9pAcPn96VdducE574nD++Pp21euapiIhIQqjHTXaLmTGoa1NyVs9j8tZGPD9uEe/NXMENR7bj9P1akJlhYYcoIiJSaajHTeKiapZx88AOvHtlX9o1qsGf3pjJiU98zrQl68MOTUREpNJQ4SZx1a5xDYZd3IuHT+/Kih+3avhUREQkjlS4SdwVDp9+fN3BXNC7Fa9MWsohfx/NixMWs7NAd5+KiIjsKhVukjA1qmRr+FRERCSOEla4mVlzMxtlZrPNbJaZXVVMm7PMbLqZzTCzcWbWJWrbomD9VDObFLW+rpl9aGbzg691EpWDxIeGT0VEROIjkT1u+cB17t4B6AVcZmYdirRZCBzs7vsCdwJPF9k+wN27unvPqHV/AD5297bAx8F7SXIaPhUREdl9CSvc3H25u08JljcCc4CmRdqMc/d1wdsvgGYxHHoQ8EKw/AJwQlwClgqh4VMREZFdVyHXuJlZS6AbMKGUZhcA70W9d+ADM5tsZhdHrW/k7suD5RVAo3jGKhUjevh0uYZPRUREYmKe4GdMmlke8Clwt7u/XkKbAcATQB93XxOsa+ruy8ysIfAhcIW7jzGz9e5eO2rfde7+q+vcgmLvYoBGjRr1GDZsWLxT+4VNmzaRl5eX0HMks93J/6d8580F2/lwcT5Vs2Bw2xwObp5FhqXG5L367NM3f+WenrlDeuefzrlDxeQ/YMCAyUUuE/tZQgs3M8sGRgAj3f2BEtp0Bt4Ajnb3eSW0uQ3Y5O73m9lcoL+7LzezJsBod29XWhw9e/b0SZMmldZkt40ePZr+/fsn9BzJLB75z12xkVuGz2TCwrV0blaLOwd1Solnn+qzT9/8lXv/sMMITTrnn865Q8Xkb2YlFm6JvKvUgKHAnFKKthbA68CQ6KLNzKqbWY3CZeAIYGaw+S3g3GD5XGB4YjKQiqbhUxERkdIl8lmlvYEhwAwzmxqsuwloAeDuTwG3APWAJyJ1HvlBhdkIeCNYlwW85O7vB8f4G/CKmV0ALAZOTWAOUsEK7z49pH1DHv5ovp59KiIiEiVhhZu7jwVK/S3r7hcCFxaz/lugy6/3gOAauEPjEaMkr8K7T0/p2Zxbhs/kT2/M5D8Tl6TM8KmIiEgi6MkJktQ0fCoiIvI/Ktwk6RUOn36iyXtFRCTNqXCTlFHS5L1TNXmviIikCRVuknKKDp+eqOFTERFJEyrcJCVp+FRERNKRCjdJaRo+FRGRdKLCTSoFDZ+KiEg6UOEmlYaGT0VEpLJT4SaVjoZPRUSkslLhJpWWhk9FRKSyUeEmlZqGT0VEpDJR4SZpQcOnIiJSGahwk7Si4VMREUllKtwk7Wj4VEREUlW5Cjczq25mmYkKRqQiRQ+f7q3hUxERSQGlFm5mlmFmZ5rZO2a2CvgaWG5ms83sPjNrUzFhiiROu8Y1+I+GT0VEJAWU1eM2CmgN/BFo7O7N3b0h0Af4ArjHzM5OcIwiCafhUxERSQVlFW6Hufud7j7d3QsKV7r7Wnd/zd1PBv6T2BBFKo6GT0VEJJmVWri5+46i68wsx8yql9ZGJNVp+FRERJJRmTcnmNlVZtYuWD4YWALMN7PfJTo4kTBp+FRERJJNLHeVngcsCJZvBo4H2gKXJigmkaSi4VMREUkWWaVtNLNbgUbAn8wsB+gKHAkcBdQws1uA0e4+JtGBioStcPj0rWnfc9c7czjxic85fb/mHJSn3jcREakYpRZu7n67mR0AOFAdeM3d7zCzDOAod7+jIoIUSRaFw6eHtG/Iwx/N5/lxi3jNnFHrpjK4RzN67VWPjAwLO0wREamkYhkqvQDIAzYCNwbr9gaeTVRQIsmucPj0vav6clCTLD6cvZIzn51A33tH8cAHc1m8ZnPYIYqISCVUao8bgLsvB35fZN3XRCbjFUlrezeqwXmdcnmqd19GzlrBq5OX8uioBTzyyQL2b1WXwT2accy+TcjLLfNbTUREpExlPTnhIjNrGyybmT1vZhvMbLqZdauYEEWSX5XsTAZ1bcq/LziAcX84hBuObMcPG7dx46vT2e+uj7j2lamM+2Y1BbobVUREdkNZ3QBXAf8Mls8AOgOtgG7AI0DfhEUmkqKa1KrKZQPa8Lv+rZny3TpenbyUEdOW8/qUZTStXZWTezRjcPdmtKhXLexQRUQkxZRVuOVHTbA7EPiXu68BPjKzexMbmkhqMzN67FmXHnvW5ZaBHflgdjCU+sl8Hvl4PgdEDaVW11CqiIjEoKzfFgVm1gRYBxwK3B21rWrCohKpZKrmRIZSB3VtyrL1P/HGlKW8OnkpN7w6nVvfmsXRnZowuEczDmhVV3eliohIicoq3G4BJgGZwFvuPgt+foLCtwmOTaRSalq7Kpcf0pbLBrRh8uJgKHX6cl6bspTmdatycvdmnNy9Gc3raihVRER+qax53EaY2Z5ADXdfF7VpEnBaQiMTqeTMjJ4t69KzZV1uPa4jI2et4L+Tl/Dwx/N56KP59NqrLoN7NOeYfRtTLUdDqSIiUvaTE06KWobIRLyrganuvrGMfZsD/yLy5AUHnnb3h4u0OYvIVCNGZJ64S919Wmn7mtltwEXAD8FhbnL3d2NJViRZVc3J5IRuTTmhW1OWrtvCG1OW8eqUpVz/32ncOnwmx+wbGUrdv1Xdwu9FERFJQ2X9GX9cMevqAp3N7AJ3/6SUffOB69x9ipnVACab2YfuPjuqzULgYHdfZ2ZHA08DB8Sw74Pufn8sCYqkmmZ1qnHFoW25/JA2TFq8jlcnLWXE9O/57+SltKhbjZO7N+Ok7k01lCoikobKGio9v7j1wfDpK0SKrJL2XQ4sD5Y3mtkcoCkwO6rNuKhdvgCaxbqvSGVnZuzXsi77tazLrcd34P2ZkbtSH/xoHg9+NI+DWtdjcI9mHNVJQ6kiIulil37au/tiM8uOtb2ZtSQy99uEUppdALwX476Xm9k5RK61u67I9XcilU61nCxO6t6Mk7o3Y+m6Lbw+ZRmvTl7Kta9M489vzuTYzk0Y3KM5+7Wso6FUEZFKzNzLP5O7mbUD/unuB8bQNg/4FLjb3V8voc0A4AmgTzBPXIn7mlkjItfZOXAn0MTdf1PMMS8GLgZo1KhRj2HDhpUvyXLatGkTeXl5CT1HMkvn/MPK3d2Zt66Ascvy+XJFPtt2QsNqRp+mWfTeI4t6VWN5FPHu02ev3NNROuefzrlDxeQ/YMCAye7es7htpRZuZvY2kQIpWl2gCXC2u48v7cRBr9wIYKS7P1BCm87AG8DR7j6vnPu2BEa4e6fS4ujZs6dPmjSptCa7bfTo0fTv3z+h50hm6Zx/MuS+eVv+z0Op479dgxn/G0rt2ISqOZkJO3cy5B8W5d4/7DBCk875p3PuUDH5m1mJhVtZQ6VFbwBwYA0w3923l3FSA4YCc0opvFoArwNDihRtJe5rZk2Ca+AATgRmlpGDSKVXPTeLk3s04+QezViyNhhKnbKEa/4zjT/nzmJg58hdqT321FCqiEgqK+vmhE9349i9gSHADDObGqy7CWgRHPspIhP81gOeCH6Z5AcVZrH7BtN+3GtmXYkUkYuA3+5GjCKVTvO61bjqsLZccUgbvly0llcnL+Wtad8zbOISWtarxuAezTixezOa1tbDT0REUk3CbkVz97FE5mcrrc2FwIXl2dfdh8QlQJFKLiPD6LVXPXrtVY/bj+/IezNX8OrkJdz/wTz+/uE8ereuzyk9m3FEh8YJHUoVEZH40RwCImmgem4Wg3s0Y3AwlPrq5KW8NmUpVw2bSo3cLAZ2iQyldm+hoVQRkWSmwk0kzTSvW41rDt+bqw5ty4SFkaHUN7/6npe/XEKr+tUZ3CMywW+TWhpKFRFJNqXOF2BmR0Ut1zKzoWY23cxeCqblEJEUlZFhHNi6Hn8/tQsTbz6M+wZ3pmGNXO4bOZeD/vYJQ4ZOYPjUZWzdsTPsUEVEJFBWj9tfgPeD5b8TeZrBccBJwD+AExIWmYhUmLzcLE7p2ZxTejZn8ZrNvDZlGa9Njh5K3SMYSq2toVQRkRCVZ6i0p7t3DZYfNLNzExCPiIRsz3rVufbwvbn60LZ8sXBNMJS6jJe//I69GgRDqd2a0bhWlbBDFRFJO2UVbg3N7Foid3jWNDPz/83YWzHTsotIKDIyjINa1+eg1vW5Y1A+705fzquTl3Lv+3O5f+Rc+rRtwCk9mlF9F56+IiIiu6aswu0ZoEaw/AJQH/jBzBoDUxMYl4gkkbzcLE7drzmn7tecRas38/qUpbw2ZRlXvPwVHetl0HX/7dStnhN2mCIilV5ZE/DeXsL6FcA5CYlIRJJay/rVufaIdlx92N4Mm7iEW4bPYOAjn/H4Wd3p1qJO2OGJiFRquzzcaWbnxzMQEUktGRnGmQe04OYDqpCRYZz6j/H8e/wiSnv+sYiI7J7duU6t2N44EUkvLWtlMuKKPvRpU58/D5/Fta9MY8v2/LDDEhGplEodKjWz6SVtAjSPm4gAULtaDkPP3Y/HRi3gwY/mMfv7DTx5dnf2apAXdmgiIpVKWTcnNAKOBNYVWW/AuIREJCIpKSPDuPLQtnRtXpurhn3F8Y99zv2ndOaoTk3CDk1EpNIoa6h0BJDn7ouLvBYBoxMenYiknH57N2DElX1p3TCPS/5vCn95dw75OwvCDktEpFIotXBz9wvcfWwJ285MTEgikuqa1q7KK7/txdm9WvD0mG8589kJrNq4NeywRERSXpk3J1jEAWZ2UvA6wPTMGxEpQ25WJnedsC8PnNqF6UvXc+wjY/ly4dqwwxIRSWllPWT+CGA+cBtwTPC6HZgfbBMRKdVJ3Zvx5mW9ycvN4oxnvuDZz77VlCEiIruorJsTHgYOC65p+5mZtQLeBfZJUFwiUom0b1yT4Zf35ob/TuOud+Yw5bt13HNyZ2pUyQ47NBGRlFLWUGkWsLSY9csA/cQVkZjVrJLNU2f34KZj2jNy1koGPf4581ZuDDssEZGUUlbh9hww0cx+b2ZnBq/fAxOAoYkPT0QqEzPj4n6tefHCA9jwUz6DHvuc4VOXhR2WiEjKKOuu0r8CZxGZt+3A4GXAWcE2EZFy67VXPd69sg+dmtbkqmFTuXX4TLbna8oQEZGylHWNG+4+G5hdAbGISBppWLMKL13Ui3ve+5pnxy5k+rIfefzM7uxRu2rYoYmIJK2y7iqtaWZ/NbN/m9kZRbY9kdjQRKSyy87M4OaBHXjirO7MW7GRgY+O5fMFq8MOS0QkaZV1jdvzRIZGXwPOMLPXzCw32NYroZGJSNo4Zt8mvHVFH+pVz2HI0Ak8PmoBBQWaMkREpKiyCrfW7v4Hd3/T3Y8HpgCfmFm9CohNRNJI6wZ5vHlZbwZ23oP7Rs7lon9N4sctO8IOS0QkqZRVuOWa2c9t3P1u4BlgDKDiTUTiqnpuFg+f3pXbj+/ImPk/MPCxz5i57MewwxIRSRplFW5vA4dEr3D3fwLXAdsTFJOIpDEz49yDWjLs4gPZke+c/OQ4Xpm0JOywRESSQlnTgdzo7h8Vs/59d2+buLBEJN312LMO71zZh54t63Djq9P5w2vT2bpjZ9hhiYiEqsyHzIuIhKVeXi7/+s0BXD6gDcMmLmHwU+NYsnZL2GGJiIRGhZuIJLXMDOP6I9vx7Dk9WbxmCwMfHcuor1eFHZaISChiKtyipgApdZ2ISKIc1qER71zRl6a1q3L+PyfywAdz2akpQ0QkzcTa4zY+xnUiIgnTol41Xv/dQZzSoxmPfLKA857/krWbdZ+UiKSPsp6c0NjMegBVzaybmXUPXv2BahURoIhItCrZmdx3ShfuOXlfJixcy8BHPuOr79aFHZaISIUoq8ftSOB+oBnwAPD34HUtcFNpO5pZczMbZWazzWyWmV1VTJuzzGy6mc0ws3Fm1iVq21FmNtfMFpjZH6LWtzKzCcH6/5hZTuzpikhlcdp+LXj90oPIyDBO/cd4/j1+Ee4aOhWRyq2s6UBecPcBwHnuPiDqdby7v17GsfOB69y9A5HHY11mZh2KtFkIHOzu+wJ3Ak8DmFkm8DhwNNCByOO2Cve9B3jQ3dsA64ALYs5WRCqVTk1rMeKKPvRpU58/D5/Fta9MY8v2/LDDEhFJmKwY240wszOBltH7uPsdJe3g7suB5cHyRjObAzQFZke1GRe1yxdEevYA9gcWuPu3AGY2DBgUHOMQ4Myg3QvAbcCTMeYhIpVM7Wo5DD13Px4ftYAHPprH7O838OTZ3dmrQV7YoYmIxJ3FMrRgZu8DPwKTgZ9nwHT3v8d0ErOWRB6T1cndN5TQ5nqgvbtfaGaDgaPc/cJg2xDgACJF2hdBbxtm1hx4z907FXO8i4GLARo1atRj2LBhsYS6yzZt2kReXvr+okjn/NM5d0iu/Geu3slT07aSXwAX7ptLz8ax/m26a5Ip94qWzrlDeuefzrlDxeQ/YMCAye7es7htsf5Ua+buR+3Kyc0sD3gNuLqUom0AkSHPPrtyjuK4+9MEQ689e/b0/v37x+vQxRo9ejSJPkcyS+f80zl3SK78+wMnHvYTv3txCo9NXc/F/Zpy45HtyMpMzJSVyZR7RUvn3CG980/n3CH8/GP9aTbOzPYt78HNLJtI0fZiSdfEmVln4FlgkLuvCVYvA5pHNWsWrFsD1DazrCLrRUQAaFq7Kq/8thdDeu3J02O+5cxnJ7Bq49awwxIRiYtYC7c+wOTgLs/Cu0Cnl7aDmRkwFJjj7g+U0KYF8DowxN3nRW2aCLQN7iDNAU4H3vLIuO4oYHDQ7lxgeIw5iEiayM3K5M4TOvHgaV2YvnQ9xz4yli8Xrg07LBGR3RbrUOnRu3Ds3sAQYIaZTQ3W3QS0AHD3p4BbgHrAE5E6j3x37+nu+WZ2OTASyASec/dZwTF+Dwwzs7uAr4gUhyIiv3Jit2bs06Qml/7fFM545gv+eHR7LujTiuDnjYhIyompcHP3xQBm1hCoEuM+Y4FSfzoGNx9cWMK2d4F3i1n/LZG7TkVEytS+cU3eurw3N/x3One9M4cp363jnpM7U6NKdtihiYiUW6zPKj3ezOYTmXftU2AR8F4C4xIRiZsaVbJ58uzu3HRMe0bOWsmgxz9n3sqNYYclIlJusV7jdieRSXTnuXsr4FAi866JiKQEM+Pifq158cID2PBTPoMe+5zhU3Vvk4ikllgLtx3BHZ8ZZpbh7qOAYucXERFJZr32qse7V/Zh36a1uGrYVG4dPpPt+QVhhyUiEpNYC7f1wXxsY4AXzexhYHPiwhIRSZyGNavw4kUHcFHfVrwwfjGnPT2e79f/FHZYIiJlirVwGwRsAa4B3ge+AQYmKigRkUTLzszgT8d24ImzujN/5SYGPjqWzxesDjssEZFSxVq43eLuBe6eHzx4/hEi03KIiKS0Y/ZtwvDLe1M/L4chQyfw+KgFFBSU/ShAEZEwxFq4HV7Mul2Z201EJOm0bpDHm5f15rgue3DfyLlc9K9J/LhlR9hhiYj8SqmFm5ldamYzgPbBExMKXwuBUp+cICKSSqrlZPHQaV25Y1BHxsz/gYGPfcbMZT+GHZaIyC+U1eP2EnAckcdKHRf16uHuZyc4NhGRCmVmnHNgS/7z2wPJ3+mc/OQ4Xpm0JOywRER+Vmrh5u4/uvsi4GZgRfAEhVbA2WZWO/HhiYhUvO4t6jDiij7s17IuN746nT+8Np2tO3aGHZaISMzXuL0G7DSzNsDTQHMivXEiIpVSvbxcXvjN/lw+oA3DJi5h8FPjWLJ2S9hhiUiai7VwK3D3fOAk4FF3vwFokriwRETCl5lhXH9kO4ae25Pv1mxh4KNjGfX1qrDDEpE0FvOTE8zsDOAcYESwTk9oFpG0cOg+jRhxRV+a1anK+f+cyAMfzGWnpgwRkRDEWridDxwI3O3uC82sFfDvxIUlIpJcWtSrxmuXHsSpPZvxyCcLOO/5L9mwXcWbiFSsrFgaufts4Mqo9wuBexIVlIhIMqqSncm9g7vQY886/Hn4LKYsKmBN9YWc3WtPsjNj/TtYRGTXxfSTxsx6m9mHZjbPzL41s4Vm9m2igxMRSUan7deCty/vQ8uaGdz+9myOeHAMH8xagbt64EQksWLqcQOGEnlO6WRA98SLSNpr17gG1/esAk06cve7c7j435M5oFVd/jywA52a1go7PBGppGIt3H509/cSGomISIoxM/q3b0jftvV5eeISHvxwHsc9NpYTuzXlhiPb0aRW1bBDFJFKJtbCbZSZ3Qe8DmwrXOnuUxISlYhICsnKzGBIrz0Z1HUPnhj1Dc+NXci7M5Zzcd+9+O3BrameG+uPWhGR0sX60+SA4GvPqHUOHBLfcEREUlfNKtn84ej2nHVAC+55/2se+WQBL09cwvVH7M3gHs3JzLCwQxSRFBfrXaUDEh2IiEhl0bxuNR47szvn917HXe/M5vevzeD5zxdx87Ed6NO2ftjhiUgKi/Wu0lpm9oCZTQpefzczXX0rIlKKHnvW4fVLD+KxM7uxaVs+Zw+dwG/+OZEFqzaGHZqIpKhYJx56DtgInBq8NgDPJyooEZHKwswY2HkPPrr2YP54dHsmLlzLkQ99xp/fnMmaTdvKPoCISJRYr3Fr7e4nR72/3cymJiAeEZFKqUp2Jr89uDWDezTj4Y/n8+KE73jzq2VcdkgbzjuoJVWyM8MOUURSQKw9bj+ZWZ/CN2bWG/gpMSGJiFRe9fJyuWNQJ0Ze3Zf9W9Xlb+99zWEPfMrb077XBL4iUqZYC7dLgcfNbJGZLQIeAy5JWFQiIpVcm4Y1GHrefrx44QHUqJLNFS9/xUlPjmPy4nVhhyYiSSymws3dp7p7F6Az0Nndu7n7tMSGJiJS+fVuU58RV/Th3pM7s2zdT5z85Dguf2kKS9ZuCTs0EUlCsd5V+hczq+3uG9x9g5nVMbO7Eh2ciEg6yMwwTt2vOaOu78+Vh7blozkrOfTvn/LX9+awYeuOsMMTkSQS61Dp0e6+vvCNu68DjklIRCIiaap6bhbXHr43o67vz3Fd9uDpMd/S/77R/Hv8IvJ3FoQdnogkgVgLt0wzyy18Y2ZVgdxS2ouIyC5qUqsqfz+1C29f3oe9G+Xx5+GzOPKhMXzy9UrdwCCS5mIt3F4EPjazC8zsAuBD4IXEhSUiIp2a1uLli3rx9JAeFDj85p+TOHvoBGZ/vyHs0EQkJLHenHAPcBewT/C6093vLW0fM2tuZqPMbLaZzTKzq4pp097MxpvZNjO7Pmp9OzObGvXaYGZXB9tuM7NlUds0ZCsilZaZcUTHxoy8uh+3HteBWd9v4NhHP+PGV6exasPWsMMTkQpW6gS8ZmYe9Mu7+/vA+6W1KSIfuM7dp5hZDWCymX3o7rOj2qwFrgROiN7R3ecCXYPjZwLLgDeimjzo7veXkZuISKWRk5XB+b1bcVK3Zjz6yXxeGL+IEdOX89t+rbmoXyuq5cQ6n7qIpLKyetxGmdkVZtYieqWZ5ZjZIWb2AnBucTu6+3J3nxIsbwTmAE2LtFnl7hOB0m6bOhT4xt0XlxGriEilV6taNjcP7MBH1x7MwXs34MGP5nHI/Z/y2uSlFBTo+jeRyq6swu0oYCfwspl9Hwx7LgTmA2cAD7n7P8s6iZm1BLoBE3YhxtOBl4usu9zMppvZc2ZWZxeOKSKS0vasV50nz+7Bfy85kEY1c7nuv9M4/vGxjP9mTdihiUgCWax3KJlZNlAf+Cl6apAY9ssDPgXudvfXS2hzG7Cp6PCnmeUA3wMd3X1lsK4RsBpw4E6gibv/pphjXgxcDNCoUaMew4YNizXkXbJp0yby8vISeo5kls75p3PukN75J0vuBe58sXwnr87bztqtTreGmZzWLofG1WO9/6z8kiX3sKRz/umcO1RM/gMGDJjs7j2L2xZz4bYrgmJvBDDS3R8opd1tFF+4DQIuc/cjStivJTDC3TuVFkfPnj190qRJ5Yy+fEaPHk3//v0Teo5kls75p3PukN75J1vuW3fsZOjYhTwxagHb8gs4u9eeXHVoW+pUz4n7uZIt94qWzvmnc+5QMfmbWYmFW8L+HDMzA4YCc0or2spwBkWGSc2sSdTbE4GZu3hsEZFKpUp2JpcNaMPoGwZw6n7N+df4RRx83yie/exbtuXvDDs8EYmDxPWjQ29gCHBI9NQdZnaJmV0CYGaNzWwpcC1ws5ktNbOawbbqwOFA0eHVe81shplNBwYA1yQwBxGRlNOgRi5/OXFf3ruqH11b1OGud+Zw+ANjeG/Gck3gK5Liyrx/3MxOANoAM9x9ZKwHdvexgJXRZgXQrIRtm4F6xawfEmsMIiLprF3jGvzrN/szeu4q/vLuHC59cQr7tazDzcd2oEvz2mGHJyK7oNQeNzN7gkiPVj3gTjP7c4VEJSIicdO/XUPevbIvfzlxXxau3sygxz/n6mFfsWz9T2GHJiLlVFaPWz+gi7vvNLNqwGdE7uQUEZEUkpWZwZkHtOC4Lk146tNvePazhbw3cwUX9m3Fpf3bkJerCXxFUkFZ17htd/edAO6+hTKGPkVEJLnVqJLNDUe255Pr+3N0p8Y8Puob+t83ipcmfEf+zoKwwxORMpRVuLUPJrqdbmYzot4X3hwgIiIpqGntqjx0ejfevKw3repX56Y3ZnDMI5/x6bwfwg5NREpRVt/4PhUShYiIhKJr89q88tsDeX/mCv763tec+9yX9Nu7AX86Zh/aNa4RdngiUkSpPW7uvjh4RuiPQMPgtT5qvYiIpDgz4+h9m/Dhtf24+dh9mPrdOo5+eAx/fH0GP2zcFnZ4IhKlrLtKc83sn8Ai4GngGWBR8IzQ+E/FLSIiocnNyuTCvnvx6Q0DOOfAlvx30hL63zeKx0ctYOsOTeArkgzKusbtZiAbaO7u3dy9K9CCyBCrpgYREamE6lTP4bbjO/LBNf04qE197hs5l0PuH83wqcsoKNAEviJhKqtwOxG4yN03Fq4Iln8XbBMRkUpqrwZ5PHNOT16+qBd1qudw1bCpnPjE50xctDbs0ETSVlmFW0EwDcgvuPsmQH92iYikgQNb1+Pty/vw91O6sHLDNk55ajxPTN3K9nxNHyJS0coq3NzM6phZ3aIvQN+xIiJpIiPDOLlHM0Zd358rDmnDlyt28tznC8MOSyTtlDUdSC1gMsVPvKseNxGRNFM1J5PrjmjH2JkLeeTj+ZzQtSmNa1UJOyyRtFHWdCAt3X0vd29VzGuvigpSRESSyxntc8gvcP7y7pywQxFJK2VNB5JpZnlR73uZWb/gpZkZRUTSVMNqGVxycGvemvY9X3y7JuxwRNJGWde43UPkDtJCLwM3EJkK5OZEBSUiIsnv0oNb07R2VW4dPkvPORWpIGUVbocCD0S9X+/uxwFHAL0TFpWIiCS9qjmZ/HngPsxduZF/f6GH6YhUhLIKtwx3z496/3sAd3cgr/hdREQkXRzZsTF929bngQ/nsXqTHo8lkmhlFW450deyufsHAGZWC9BtRCIiac7MuPW4jvy0fSf3vv912OGIVHplFW7PAP8xsxaFK8xsTyLXuj2byMBERCQ1tGmYxwV9WvHKpKV89d26sMMRqdTKmg7kAeAtYKyZrTGzNcAY4G13v78iAhQRkeR3xaFtaVgjl1uGz2KnnmcqkjBl9bjh7k+5ewugJdDS3fd09ycTHpmIiKSMvNws/nTsPsxY9iOvTFoSdjgilVaZhVshd98Y/bB5ERGRaMd32YP9W9bl3ve/Zv2W7WGHI1IpxVy4iYiIlMbMuH1QR378aQd//2Be2OGIVEoq3EREJG72aVKTcw5syYsTFjNz2Y9hhyNS6ZT6kHkzO6m07e7+enzDERGRVHfN4Xvz9rTvufWtWbx6yYGYWdghiVQapRZuwHGlbHNAhZuIiPxCrarZ/P6o9tz42nTe+GoZJ3VvFnZIIpVGqYWbu59fUYGIiEjlMbhHM1788jv++t7XHN6hETWqZIcdkkilEPM1bmZ2rJndaGa3FL4SGZiIiKSujAzjjuM7snrTNh75eH7Y4YhUGjEVbmb2FHAacAVgwCnAngmMS0REUlyX5rU5rWdznv98EfNXajYpkXiItcftIHc/B1jn7rcDBwJ7Jy4sERGpDG44sh3VcjK57e1ZuOuJCiK7K9bC7afg6xYz2wPYATRJTEgiIlJZ1MvL5foj2/H5gjW8N3NF2OGIpLxYC7cRZlYbuA+YAiwi8qD5EplZczMbZWazzWyWmV1VTJv2ZjbezLaZ2fVFti0ysxlmNtXMJkWtr2tmH5rZ/OBrnRhzEBGREJy5fwv2aVKTu0bMZsv2/LDDEUlpMRVu7n6nu69399eIXNvW3t3/XMZu+cB17t4B6AVcZmYdirRZC1wJlPTA+gHu3tXde0at+wPwsbu3BT4O3ouISJLKyszgjkEd+f7HrTwx6puwwxFJaeW5q/QgMzuTyE0Kg8zsnNLau/tyd58SLG8E5gBNi7RZ5e4TiQy9xmoQ8EKw/AJwQjn2FRGREOzXsi4ndmvK02O+ZdHqzWGHI5KyYr2r9N9EesX6APsFr56l7vTL/VsC3YAJ5YjNgQ/MbLKZXRy1vpG7Lw+WVwCNynFMEREJyR+Pbk92pnHHiNlhhyKSsiyWu3zMbA7QwXfhliAzywM+Be4u6RFZZnYbsMnd749a19Tdl5lZQ+BD4Ap3H2Nm6929dlS7de7+q+vcgmLvYoBGjRr1GDZsWHlDL5dNmzaRl5eX0HMks3TOP51zh/TOX7mXP/f3Fu7gP3O3c3X3XLo2LOvhPclLn3165g4Vk/+AAQMmF7lM7GexftfMBBoDy8tqGM3MsoHXgBfL+1xTd18WfF1lZm8A+wNjgJVm1sTdl5tZE2BVCfs/DTwN0LNnT+/fv395Tl9uo0ePJtHnSGbpnH865w7pnb9y71/u/Xr3LWDyw5/xxuICLjmxL1WyM+MfXAXQZ98/7DBCE3b+sV7jVh+YbWYjzeytwldpO1jkqcJDgTnu/kB5gjKz6mZWo3AZOIJI8QjwFnBusHwuMLw8xxYRkfBkZ2Zw23EdWbxmC89+9m3Y4YiknFh73G7bhWP3BoYAM8xsarDuJqAFgLs/ZWaNgUlATaDAzK4GOhApFN+I1H5kAS+5+/vBMf4GvGJmFwCLgVN3ITYREQlJn7b1ObpTYx4btYATuzejae2qYYckkjJiKtzc/dPyHtjdxxJ5PFZpbVYAzYrZtAHoUsI+a4BDyxuPiIgkjz8duw+j5q7i7ndm88RZPcIORyRllDpUamZjg68bzWxD1GujmW2omBBFRKSyaVanGpf1b8O7M1Ywdv7qsMMRSRllXeN2FoC713D3mlGvGu5eswLiExGRSuqifnvRom41bn1rJtvzC8IORyQllFW4vVG4YGavJTgWERFJI1WyM7n1uA5888NmXhi3KOxwRFJCWYVb9DVqeyUyEBERST+H7tOIQ9o35KGP5rFqw9awwxFJemUVbl7CsoiISFzcMrADO3Y6f33v67BDEUl6ZRVuXQpvRgA66+YEERGJt5b1q3Nxv71446tlTFy0NuxwRJJaqYWbu2dG3YyQpZsTREQkEX43oDV71KrCLcNnsbNAAzwiJYn1yQkiIiIJUy0ni5sHdmDO8g28NGFx2OGIJC0VbiIikhSO7tSY3m3qcd/IuazZtC3scESSkgo3ERFJCmbGbcd1ZMv2ndz/wdywwxFJSircREQkabRtVIPzDmrJsIlLmLZkfdjhiCQdFW4iIpJUrjqsLfWq53LLW7Mo0I0KIr+gwk1ERJJKjSrZ3HRMe6YtWc+rk5eGHY5IUlHhJiIiSefEbk3puWcd7nn/a37csiPscESShgo3ERFJOmbG7YM6sm7Ldh78aF7Y4YgkDRVuIiKSlDruUYuzDtiTf41fxJzleliPCKhwExGRJHbdEXtTq2o2tw6fhbtuVBBR4SYiIkmrdrUcbjyqPV8uWstb074POxyR0KlwExGRpHZqz+Z0blaLv7w7h03b8sMORyRUKtxERCSpZWYYtx/fkZUbtvHoJ/PDDkckVCrcREQk6XVrUYdTejTjubELWbBqU9jhiIRGhZuIiKSEG49qT5XsTG5/WzcqSPpS4SYiIimhQY1crj18bz6bv5qRs1aGHY5IKFS4iYhIyhjSa0/aNarBnSNm89P2nWGHI1LhVLiJiEjKyMrM4PZBHVm2/iee/PSbsMMRqXAq3EREJKX02qsex3fZg6c+/Ybv1mwJOxyRCqXCTUREUs5Nx+xDVoZxx4jZYYciUqFUuImISMppXKsKVx7alo/mrGTU3FVhhyNSYVS4iYhISvpN71bsVb86d7w9m235ulFB0oMKNxERSUk5WRncdnxHFq7ezNCxC8MOR6RCqHATEZGU1W/vBhzZsRGPfryA5T/+FHY4Igmnwk1ERFLazcd2oMCdu9+ZE3YoIgmXsMLNzJqb2Sgzm21ms8zsqmLatDez8Wa2zcyuj2VfM7vNzJaZ2dTgdUyichARkeTXvG41Lu3fmhHTlzPum9VhhyOSUInsccsHrnP3DkAv4DIz61CkzVrgSuD+cu77oLt3DV7vJih+ERFJEZcc3Jpmdapy21uz2LGzIOxwRBImYYWbuy939ynB8kZgDtC0SJtV7j4R2FHefUVERApVyc7kloEdmLdyE/8avzjscEQSxtw98ScxawmMATq5+4Zitt8GbHL3oj1vv9o3aHsesAGYRKRnbl0x+10MXAzQqFGjHsOGDYtTNsXbtGkTeXl5CT1HMkvn/NM5d0jv/JV7cuXu7jwweRsL1u/kr32rUjs3cYNKyZh/RUnn3KFi8h8wYMBkd+9Z7EZ3T+gLyAMmAyeV0uY24PpY9gUaAZlEegvvBp4rK4YePXp4oo0aNSrh50hm6Zx/Oufunt75K/fk882qjd7mpnf82v9MTeh5kjX/ipDOubtXTP7AJC+hpknoXaVmlg28Brzo7q/HY193X+nuO929AHgG2D+eMYuISOraq0EeF/bdi9emLGXy4l8NxoikvETeVWrAUGCOuz8Qr33NrEnU2xOBmbsbq4iIVB6XD2hD45pVuPWtmewsSPzlQCIVKZE9br2BIcAh0VN3mNklZnYJgJk1NrOlwLXAzWa21MxqlrRvcNx7zWyGmU0HBgDXJDAHERFJMdVzs/jTsfswc9kGhk38LuxwROIqK1EHdvexgJXRZgXQrJhNJe7r7kN2PzoREanMBnZuwosTFnPfyLkc06kJdarnhB2SSFzoyQkiIlLpmBm3H9+JjVvzuf+DuWGHIxI3KtxERKRSate4Buce2JKXvvyOmct+DDsckbhQ4SYiIpXW1Ye3pV71HG4ZPpMC3agglYAKNxERqbRqVsnm90e1Z8p363n9q2VhhyOy21S4iYhIpXZy92Z0a1Gbv703hw1bd5S9g0gSU+EmIiKVWkaGccfxnVizeTsPfTg/7HBEdosKNxERqfT2bVaLM/ZvwQvjFzFv5cawwxHZZSrcREQkLdxwRDtqVMni1uGzCp99LZJyVLiJiEhaqFM9h+uPaMf4b9fwzozlYYcjsktUuImISNo4Y/8WdNyjJne/M4fN2/LDDkek3FS4iYhI2sjMMO4Y1JHlP27l8VELwg5HpNxUuImISFrpsWddTu7ejGc++5Zvf9gUdjgi5aLCTURE0s7vj25HlaxMbn97tm5UkJSiwk1ERNJOwxpVuOqwtnw67wc+mrMq7HBEYqbCTURE0tK5B7WkbcM87hgxi607doYdjkhMVLiJiEhays7M4PbjO7Jk7U/849Nvww5HJCYq3EREJG0d1KY+x3ZuwhOjF7Bk7ZawwxEpkwo3ERFJa386Zh8yzLj7nTlhhyJSJhVuIiKS1vaoXZXLD2nD+7NWMGbeD2GHI1IqFW4iIpL2Luzbipb1qnHb27PYnl8QdjgiJVLhJiIiaS83K5Nbj+/Itz9s5vnPF4YdjkiJVLiJiIgAA9o15LB9GvHIx/NZ8ePWsMMRKZYKNxERkcAtAzuwo8D563u6UUGSkwo3ERGRQIt61bjk4NYMn/o9E75dE3Y4Ir+iwk1ERCTKpQe3pmntqtz61izyd+pGBUkuKtxERESiVM3J5M8D9+HrFRv5vy8Whx2OyC9khR2AiIhIsjmyY2P6tq3PAx/OY2CXPaiflxt2SFJB3J3tOwvYur2Arfk7+Wn7zv993VHAhm0eanwq3ERERIowM249riNHPTSG+96fyz2DO4cdUlpzd7blF7B1R6R4+mnHTrbu2Pnz15/XB0XW1h0FP6//X+EVKcS2RrX5uf32nWzN/997L6U2+12XXI6vuNR/RYWbiIhIMdo0zOOCPq34x5hvOeOAFnRtXjvskJJKQcH/iqmfoounHTvZ9vO6giLF1a8Lr21F2vy0oyBq/6BNfkGpxVRJzKBqdiZVsjOpkpVBlZxMqmRlUjUnkyrZGdSplk1udmbQJiNqW+Er4+f9q2ZnkpudwepvZsT/H7McVLiJiIiU4IpD2/LGV8u4ZfhM3vxdbzIyLOyQEsbdWbdlB6s2bmXVhm38sHEbqzZui7zfuI0fNmzjh03bWPXjZvI/eo9tu/iEiQzj50KosDgqfF8tJ4u61X+5rrB4yo3ap2pOpMgqLMSqZGdECq7Cwisrkyo5GeRkZmAW389s9JJw/w+ocBMRESlBXm4Wfzp2H64aNpVXJi3h9P1bhB1Sue3YWcDqTdtYteF/hdjPRdmGbfwQFGarN21jx85fd2tVz8mkYc0qNMjLpcMeNWlVbRttWrYotkeqSnbGLwusYgqv7EyLezGVThJWuJlZc+BfQCPAgafd/eEibdoDzwPdgT+5+/1R244CHgYygWfd/W/B+lbAMKAeMBkY4u7bE5WHiIikt+O77MGLX3zHPe9/zVGdGlO7Wk7YIQGweVt+pCessFcsKMx+KFKcrd1c/K/IutVzaFgjlwY1cmnTsAYNauTSsEYuDWvm0rBGlZ/fV8/9ZakwevRo+vffpyJSlGIkssctH7jO3aeYWQ1gspl96O6zo9qsBa4EToje0cwygceBw4GlwEQzeyvY9x7gQXcfZmZPARcATyYwDxERSWNmxu2DOnLsI5/xwIfzuGNQp4Sdq8zhysLCbMNWNm/f+av9szONBnmRYqxZnWp037POz8VZwxpVfi7M6lXPJSdLM4KlooQVbu6+HFgeLG80szlAU2B2VJtVwCozO7bI7vsDC9z9WwAzGwYMCo5xCHBm0O4F4DZUuImISALt06Qm5xzYkn+NX8Rp+zUv9/6xDFf+sDFyDVmpw5U1IsOV/ds1+LkQaxDVS1a7analvg5PKugaNzNrCXQDJsS4S1NgSdT7pcABRIZH17t7ftT6pnEKU0REpETXHL43b0/7nluHz+Ky9pHiavO2/F/2isV5uLJwW9HhSklf5rtyf215TmCWB3wK3O3ur5fQ5jZgU+E1bmY2GDjK3S8M3g8hUrjdBnzh7m2C9c2B99z9V/3WZnYxcDFAo0aNegwbNizOmf3Spk2byMvLS+g5klk655/OuUN656/c0y/3MUt38NzM7dTNdbbkG1t/PVpJpkGtXKNWrlE7+muOUbvK/97XzDGyUrB3LF0/+0IVkf+AAQMmu3vP4rYltIQ3s2zgNeDFkoq2EiwDovuimwXr1gC1zSwr6HUrXP8r7v408DRAz549vX///uVPoBwiF2sm9hzJLJ3zT+fcIb3zV+79ww6jwvUrcHa8NYu5i5bSsXXzX1w3VngdWWUfrkzXz75Q2Pkn8q5SA4YCc9z9gXLuPhFoG9xBugw4HTjT3d3MRgGDidxZei4wPI5hi4iIlCgjw7jzhE6MHr2a/v07hh2OpKFE9rj1BoYAM8xsarDuJqAFgLs/ZWaNgUlATaDAzK4GOrj7BjO7HBhJZDqQ59x9VnCM3wPDzOwu4CsixaGIiIhIpZfIu0rHAqX2Fbv7CiLDncVtexd4t5j13xK561REREQkrWgSFxEREZEUocJNREREJEWocBMRERFJESrcRERERFKECjcRERGRFKHCTURERCRFqHATERERSREq3ERERERShAo3ERERkRShwk1EREQkRahwExEREUkR5u5hx5BwZvYDsDjBp6kPrE7wOZJZOuefzrlDeuev3NNXOuefzrlDxeS/p7s3KG5DWhRuFcHMJrl7z7DjCEs655/OuUN656/c0zN3SO/80zl3CD9/DZWKiIiIpAgVbiIiIiIpQoVb/DwddgAhS+f80zl3SO/8lXv6Suf80zl3CDl/XeMmIiIikiLU4yYiIiKSIlS4lcDMmpvZKDObbWazzOyqYH1dM/vQzOYHX+sE69ub2Xgz22Zm1xdzvEwz+8rMRlR0Lrsinvmb2SIzm2FmU81sUhj5lEecc69tZq+a2ddmNsfMDgwjp/KIV/5m1i74zAtfG8zs6pDSikmcP/trgmPMNLOXzaxKGDnFKs65XxXkPSvZP/NCu5D/WWY2PfjZNs7MukQd6ygzm2tmC8zsD2HlFKs45/6cma0ys5lh5VNe8cq/pOPEnbvrVcwLaAJ0D5ZrAPOADsC9wB+C9X8A7gmWGwL7AXcD1xdzvGuBl4ARYedW0fkDi4D6YecUUu4vABcGyzlA7bDzq8j8o46ZCawgMjdR6DkmOnegKbAQqBq8fwU4L+z8Kij3TsBMoBqQBXwEtAk7vwTkfxBQJ1g+GpgQLGcC3wB7Bd/z04AOYedXEbkH7/sB3YGZYecVwmdf7HHiHa963Erg7svdfUqwvBGYQ+SH8SAiv4wJvp4QtFnl7hOBHUWPZWbNgGOBZxMfeXzEM/9UE6/czawWkR9iQ4N22919fQWksFsS9NkfCnzj7omeCHu3xDn3LKCqmWURKWK+T2z0uyeOue9D5BfZFnfPBz4FTkp8BrtnF/If5+7rgvVfAM2C5f2BBe7+rbtvB4YFx0haccwddx8DrK2YyOMjXvmXcpy4UuEWAzNrCXQDJgCN3H15sGkF0CiGQzwE3AgUJCK+RItD/g58YGaTzezixESZGLuZeyvgB+B5iwyTP2tm1RMWbALE4bMvdDrwcnyjS6zdyd3dlwH3A98By4Ef3f2DxEUbX7v5uc8E+ppZPTOrBhwDNE9UrImwC/lfALwXLDcFlkRtW0oCfnknym7mnvLilX+R48SVCrcymFke8BpwtbtviN7mkf7QUm/LNbOBwCp3n5y4KBNnd/MP9HH37kS6lC8zs37xjzT+4pB7FpEhgyfdvRuwmUh3e0qI02ePmeUAxwP/jXuQCRKH7/s6RP5abwXsAVQ3s7MTFG5c7W7u7j4HuAf4AHgfmArsTEiwCVDe/M1sAJFf3r+vsCATJJ1zh/jlX9px4kGFWynMLJvIP/6L7v56sHqlmTUJtjcBVpVxmN7A8Wa2iEiX+SFm9n8JCjmu4pR/Ye8D7r4KeIPIUEJSi1PuS4Gl7l74F9erRAq5pBevzz5wNDDF3VfGP9L4i1PuhwEL3f0Hd98BvE7kupikFsfv+aHu3sPd+wHriFzrk/TKm7+ZdSZyCcwgd18TrF7GL3sYmwXrklqcck9Z8cq/hOPElQq3EpiZEbk2aY67PxC16S3g3GD5XGB4acdx9z+6ezN3b0lkuOgTd0/6v7zjlb+ZVTezGoXLwBFEhlKSVhw/+xXAEjNrF6w6FJgd53DjLl75RzmDFBkmjWPu3wG9zKxacMxDiVzvkrTi+bmbWcPgawsi17e9FN9o46+8+Qe5vQ4McffownQi0NbMWgW9zacHx0haccw9JcUr/1KOE1+eBHd0JOML6EOkW3Q6ka7+qUSu1agHfAzMJ3K3VN2gfWMiPSwbgPXBcs0ix+xP6txVGpf8idxZNS14zQL+FHZuFfnZA12BScGx3iS4EymZX3HOvzqwBqgVdl4h5H478DWRP1T+DeSGnV8F5v4ZkT9SpgGHhp1bgvJ/lkhvYmHbSVHHOoZIL+M3VM6feaXl/jKR6zp3BP8nLgg7v4rKv6TjxDtePTlBREREJEVoqFREREQkRahwExEREUkRKtxEREREUoQKNxEREZEUocJNREREJEWocBMRKYGZnWBmbmbto9b1NrNxZjbczH4bZnwikn40HYiISAnM7D9EHln1ibvfGnY8IiLqcRMRKUbwvME+RJ5FeHqwrr+ZjTazV83sazN7MZgtHTM71My+MrMZZvacmeWGGL6IVFIq3EREijcIeN8jj7RZY2Y9gvXdgKuBDkSeDNLbzKoA/wROc/d9gSzg0gqPWEQqPRVuIiLFOwMYFiwPC94DfOnuS929gMgjbVoC7Yg8VL7wuYUvAP0qLlQRSRdZYQcgIpJszKwucAiwr5k5kEnkGYTvANuimu5EP0dFpAKpx01E5NcGA/929z3dvaW7NwcWAn1LaD8XaGlmbYL3Q4BPKyBOEUkzKtxERH7tDOCNIute43/Dpb/g7luB84H/mtkMoAB4KqERikha0nQgIiIiIilCPW4iIiIiKUKFm4iIiEiKUOEmIiIikiJUuImIiIikCBVuIiIiIilChZuIiIhIilDhJiIiIpIiVLiJiIiIpIj/B8fE07GTo3NUAAAAAElFTkSuQmCC\n", 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+dgVH3P0JN741nZ/Wbw26PBERkZigcCblrlpaMn8+sjWf/CWf07s1Ytj4RfS7cwz3fDiHDVt3BF2eiIhIoBTOJDB1q6Xxr5MO5oNr+pLfug73fjyX/DvH8NwXC9m2Y1fQ5YmIiARC4UwC17xOBg8N7Mobl/eieZ0MbnxrBr+55xPembJM02+IiEjcUTiTmNG5cQ1GDDqEpy/oRpXkRK4c/g0DHvyMz+b9HHRpIiIi5UbhTGKKmdG/dV3e/WMf/vO7jqzauI2BT4znnCfHM32ppt8QEZHKT+FMYlJignFK1xw+/nM/bji2LdOWruW4+8dx1YhvWLRyU9DliYiIRI3CmcS0tORELu7TjE/+0p/L85vz/owfOfzuAv759gxWbtD0GyIiUvkonEmFkFUlmWuPakPB4P6c2jWH575YSL87C7j/47ls2qbpN0REpPJQOJMKpV5WGref3IEPrunLoS1q8Z8P59B3aAHPf/k923dq+g0REan4FM6kQmpRN5NHz8njtct60bR2Vf7x5nSOvGcs/5v2gxZWFxGRCk3hTCq0rk1q8PIlPXnyvDySE43Lh03ixIc+54v5K4MuTURE5IAonEmFZ2Yc3jab967qy9BTO7Bi3RbOfPxLzn/6K2YuWxd0eSIiIvtF4UwqjcQE47S8RowZnM/fjmnDN4vWcOz9n/KnlyazeJWm3xARkYpB4UwqnbTkRAb1bc7Yv/Tnkr7NeXfaDxz+n0+4deRMVm3cFnR5IiIixVI4k0orq2oyfz26DWMG53Ni5wY8/dl39Bs6hgfHzNP0GyIiErMUzqTSa1C9CkNP7cioq/vSo1kt7nx/Nvl3FvDi+EXs0PQbIiISYxTOJG60ys7kifPyeOXSnjSqWZW/vTGNI/87llHTf9T0GyIiEjMUziTudMutyauX9uSxc7piwKUvTOTkhz9n/AJNvyEiIsFTOJO4ZGYceVA93r+6L0NOOZhlazZz+mNfctEzXzP7x/VBlyciInEsauHMzJ4ysxVmNn0f+weY2VQzm2xmE8ysd5F9Q81shpl9a2b3mZlFq06Jb0mJCZzerTEFg/tz3VFt+GrhKo66dyyDX5nC0jWbgy5PRETiUDRHzp4Bjipm/8dAR3fvBFwIPAFgZr2AQ4EOQHugG9AvinWKUCUlkcvym/Pptf35fZ9mvD1lGf3vKuDf//uWNZs0/YaIiJSfpGgd2N3HmlluMfs3FHmZDhReke1AGpACGJAMLI9SmSK/Ur1qCn87pi3n9crlng/n8PinCxj+1SIuz29B7g7dNCAiItEXtXBWGmZ2EnA7UBc4FsDdvzCzMcAPhMLZA+7+bXBVSjxqWL0Kd/2uIxf3acrQUbMZMmoWaYnw6fppDOzRmIMaZAVdooiIVFIWzSkEwiNnI929fQnv6wvc6O5HmFkL4F7g9PDuD4Fr3f3TvXxuEDAIIDs7u+uIESMiWf5ebdiwgYyMjKh/TyyK594XrNnJ+ws2M+lnY/suaJaVQP9GSXSvn0RqYuW/JDKef/bx3DvEd//x3DvEd//l0Xv//v0nunve3vbFRDgLv3cB0B24AEhz91vD228Etrj70OI+n5eX5xMmTCh70SUoKCggPz8/6t8Ti+K5dwj137n7obw2aQkvfrWIeSs2kJmWxCldchjYozEtszODLjFq4vlnH8+9Q3z3H8+9Q3z3Xx69m9k+w1lgU2mYWYvCuzDNrAuQCqwEFgH9zCzJzJIJ3Qyg05oSE7KqJnNh76Z8eE1fXhp0CP1b1+XF8Yv4zT1jOe2RL3hr8lK27tgZdJkiIlKBRe2aMzMbDuQDtc1sCXAToYv7cfdHgFOAc81sO7AZON3d3cxeBQ4DphG6OWCUu78TrTpFDoSZ0aNZLXo0q8XKDVt5dWJoNO2qEZOpmZ7C77rmcGb3xuTWTg+6VBERqWCiebfmmSXsHwIM2cv2ncAl0apLJNJqZaRySb/m/L5PMz6b/zPDvlzEE+O+49GxC+jdojYDezTmiHbZJCdqzmcRESlZoHdrilQmCQlGn5Z16NOyDsvXbeHlrxcz/KtFXDZsEnUyUzk9rxFndG9ETo2qQZcqIiIxbL/CmZmlE7o4XxfViBQju1oaVx7eksv7t6Bg9gqGjV/EgwXzeLBgHv1b12Vgj8bkt65LYkLlv9NTRET2T7HhzMwSgDOAgYRm6t8KpJrZz8C7wKPuPi/qVYpUUIkJxuFtszm8bTZLVm/ipa8XM+LrxVz07AQaZKVxRvfGnN6tEdnV0oIuVUREYkRJF8GMAZoD1wP13L2Ru9cFegNfAkPM7Owo1yhSKeTUqMqfj2zN5389jEfO7kLzuhnc/eEcet0xmkufn8jYOT+xa5dWIRARiXclndY8wt2377nR3VcBrwGvhae7EJFSSk5M4Kj29TmqfX0W/ryR4V8t4pWJSxg140ca16zKWT0a87uuOdTKSA26VBERCUCxI2d7C2ZmlhK+9myf7xGR0smtnc71x7Tli+sP494zOlEvK4073pvFIbd/zJXDv+HLBSuJ5kTRIiISe0q8IcDMriI019hsM+sHvAzsNLPb3P2hqFcoEgdSkxIZ0KkhAzo1ZO7y9Qwbv4jXJy3hnSnLaF4nnYE9mnBKlxyyqmqgWkSksivNxEvnA4UX/d8AnAC0BC6LUk0ica1ldib/POEgxv/tCO48tQOZacncMnIm3f/9EX9+eQqTFq3WaJqISCVW0t2aNwHZwN/NLAXoBPwWOArIDK97WeDuY6NdqEi8qZKSyO/yGvG7vEbMWLaWF8cv4s1vlvLapCW0rV+NgT0ac2LnhmSkarpCEZHKpKRrzm4GJhNaRikdeM3dbwFuBX5w91sUzESi76AGWfzrpIMZ//cj+NdJ7THghjen0/1fH3H969OYvnRt0CWKiEiElOZX7ouAq4H1hNbHBGgFPBGlmkRkHzJSkxjYowlndW/MlCVrGfbl97zxzRKGf7WIjjlZDOzRhOM61qdqikbTREQqqhL/Bnf3H4Dr9tg2C5gVraJEpHhmRqdG1enUqDo3HNuO179ZwrDxi7j2tanc+u5MTumSw1k9GtMqOzPoUkVEZD8Ve1rTzH5vZi3Dz83MnjazdWY21cw6l0+JIlKcrKrJXHBoUz68pi8vX9KTw9rU5cXxizjynrH87pHPefObpWzZrhXXREQqipJGzq4Cngk/PxPoADQFOgP3AX2iVpmI7Bczo3vTmnRvWpObjt/GqxMXM2z8Iq5+aTI13knm1K45nNWjCU1rp5d8MBERCUxJ4WxHkUlmjwOec/eVwEdmNjS6pYnIgaqZnsKgvs25uHczPp+/kmHjv+epzxby+KffcWiLWgzs0YTftMsmObE0s+mIiEh5Kimc7TKz+sBq4HDgX0X2VYlaVSISEQkJRu+WtendsjYr1m3h5QmLGf7VYi4fNok6mamclpfDGd0a06hm1aBLFRGRsJLC2Y3ABCAReNvdZwCEVwpYEOXaRCSC6lZL4w+HteSy/BZ8MmcFw75cxMMF83moYD75repwVo8m9G9dhySNpomIBKrYcObuI82sCZDp7quL7JoAnB7VykQkKhITjMPaZHNYm2yWrtnMS18tYsTXi/n9cxOon5XGGd0ac3q3RtTLSgu6VBGRuFTSCgEnF3kOoclofwYmu/v66JYmItHWsHoV/nRka648vCUff7ucYeMXcc9Hc7hv9FyOaFuXs3o0oU+L2kGXKSISV0o6rXn8XrbVBDqY2UXuPjoKNYlIOUtOTOCo9vU5qn19Fv68keFfL+KVCUt4f8ZyGtesSv96O+jnXvhLmoiIRFFJpzUv2Nv28KnOl4Ee0ShKRIKTWzud649uy59+04r3Zyzn2c8X8uzMTaweMZk7TjlYqw+IiETZAV356+7fA8kRrkVEYkhqUiIndGzAK5f05JSWybwzdRknPfg53/28MejSREQqtQMKZ2bWGtga4VpEJAYlJBjHN0/h2Qu6s3z9Fk54YBwfzVwedFkiIpVWSTcEvEPoJoCiagL1gbOjVZSIxJ6+rerwzh96c9mwiVz83ASuPKwFVx/RisQEXYcmIhJJJV08ctcerx1YCcx1923RKUlEYlWjmlV59dJe/OPN6dw/eh5Tl6zl3jM6Ub1qStCliYhUGiXdEPBJeRUiIhVDWnIiQ0/tQKfG1fnn2zM4/oFxPDywK+0bZgVdmohIpaCpwEVkv5kZA3s04eVLerJ9h3PKw5/z2sQlQZclIlIpKJyJyAHr3LgGI//Ym86Nq/PnV6bwjzens23HrqDLEhGp0BTORKRMamek8sJFPRjUtxnPf/k9Zzz2BT+u3RJ0WSIiFVax4czMjiryPMvMnjSzqWb2opllR788EakIkhIT+NsxbXnwrC7M+nE9x93/KV8uWBl0WSIiFVJJI2f/LvL8P8APhJZ0+hp4NFpFiUjFdGyH+rx1xaFUS0tm4BPjeeLTBbjvORuPiIgUZ39Oa+a5+w3u/r273wPkRqkmEanAWmZn8tYfDuWItnW57d1vuXL4N2zcuiPoskREKoySwlldM/uTmf0ZqGa/XvVY16uJyF5lpiXzyNldue6oNvxv2g+c9NBnLPhpQ9BliYhUCCUFrMeBTCADeBaoDWBm9YDJUa1MRCo0M+Oy/OY8d2EPflq/lQEPfMYHM34MuiwRkZhX0iS0N+9j+4/AuVGpSEQqld4tazPyj3247IWJDHp+Ilf0b86fftNayz6JiOzDAZ+aNLMLIlmIiFReDatX4eVLenJGt0Y8OGY+5z/9Fas3agU4EZG9Kct1Y3sdVRMR2Zu05ETuOKUDt598MOMXrOK4+8cxfenaoMsSEYk5Jc1zNnUfj2mA5jkTkf12ZvfGvHxpT9ydkx/+nJcnLA66JBGRmFLSyFk2oWvLjt/Lo9gZJs3sKTNbYWbT97F/QDjoTTazCWbWu8i+xmb2gZl9a2YzzSx3P3oSkRjXqVF13rmyN3lNanDtq1P52xvT2LpjZ9BliYjEhJLC2UggIzy3WdHHQqCghM8+AxxVzP6PgY7u3gm4EHiiyL7ngDvdvS3QHVhRwneJSAVTKyOV5y7sziX9mvHi+EWc/uiX/LB2c9BliYgErthw5u4Xufu4few7q4TPjgVWFbN/g/8ydXg64ABm1g5IcvcPi7xvU3HfJSIVU1JiAtcf3ZaHB3Zh7vL1HHffOD6f/3PQZYmIBMpKWlolPPFsd6BheNNS4CsvxZos4dORI929/T72nwTcDtQFjnX3L8zsROBiYBvQFPgI+Ku7/79zHmY2CBgEkJ2d3XXEiBEllVRmGzZsICMjI+rfE4viuXeI7/7Lo/dlG3Zx/zdbWL7J+V2rFI7KTeLX814HI55/7hDf/cdz7xDf/ZdH7/3795/o7nl73enu+3wARwLzgPcInXZ8AhgV3nZkcZ8Nfz4XmF6K9/UFPgo/PxVYCzQjNA/ba8BFJR2ja9euXh7GjBlTLt8Ti+K5d/f47r+8el+/Zbtf+vwEb3LdSL/8hYm+fsv2cvne4sTzz909vvuP597d47v/8ugdmOD7yDTFTkIL3Asc4aFrzHYzs6bA/4C2+5MS98Xdx5pZMzOrDSwBJrv7gvB3vQkcAjwZie8SkdiVkZrEQwO78NjYBQwZNYvZy9fz6DldaV4nPn97F5H4VNINAUmEwtKelgLJZfliM2tRuFanmXUBUgndAfo1UN3M6oTfehgwsyzfJSIVh5lxSb/mvHBRD1Zt3MaABz5j1HQt+yQi8aOkkbOngK/NbARQOBlRI+AMShjJMrPhQD5Q28yWADcRDnTu/ghwCnCumW0HNgOnh4f5dprZYODjcHibSGiNTxGJI71a1Gbklb25bNgkLn1hIpflN2fwkVr2SUQqv5LW1rzdzN4CTgB6hjcvBQa6e7GjWe5+Zgn7hwBD9rHvQ6BDcZ8XkcqvQfUqvHzJIfzz7Zk8XDCfaUvWct+ZnamZnhJ0aSIiUVPSyBnhEKbTiiISiNSkRG4/+WA6N6rODW9N5/j7x/Hw2V3okFM96NJERKKipOWbqpnZ7Wb2vJmduce+h6JbmojIL07r1ohXLw0N4J/6yBe89PWigCsSEYmOkm4IeBowQtNZnGlmr5lZanjfIVGtTERkDx1yQss+dc+tyXWvTeP616dq2ScRqXRKCmfN3f2v7v6mu58ATAJGm1mtcqhNROT/qZmewrMXdufy/OYM/2oxpz3yBcvWaNknEak8SgpnqWa2+z3u/i9Cd06OBRTQRCQQiQnGtUe14ZGzuzL/p40cd/84Pp+nZZ9EpHIoKZy9Q2iesd3c/Rngz4SWVxIRCcxR7evx1h8OpVZ6Cmc/OZ5HPplfuOqIiEiFVdLC59e6+0d72T7K3VtGrywRkdJpXieDN684lKPb1+eO92Zx+bBJbNi6I+iyREQOWEkjZyIiMS89NYkHzurM349pywczlzPggXHMW7Eh6LJERA6IwpmIVApmxu/7NuOFi3qwZtN2Bjwwjvem/RB0WSIi+61U4azI9BnFbhMRCVrP5rUY+cfetMzO5LJhk7j9f9+yY+euoMsSESm10o6cfVHKbSIigaufVYWXLjmEgT0a8+jYBZz71Fes3LA16LJEREqlpBUC6plZV6CKmXU2sy7hRz5QtTwKFBE5EKlJifzrpIO589QOTPh+NcfdP47Ji9cEXZaISIlKWlvzt8D5QA5wd5Ht64G/RakmEZGI+V1eI9rWr8Ylz0/ktEe+4OYBB3Fm98ZBlyUisk/FhjN3fxZ41sxOcffXyqkmEZGIat8wi5FX9uaPI77h+tenMXnRGm4ecBBpyYlBlyYi8v+UNHJWaKSZnQXkFv2Mu98SjaJERCKtRnoKz1zQnXs+nMMDY+bx7Y/reGhgF3Jq6AoNEYktpb0h4C1gALAD2FjkISJSYSQmGIN/25rHz83ju582cvz94xg3V8s+iUhsKe3IWY67HxXVSkREyslv2mXz9pW9ufT5iZz71HgG/7Y1l/VrjpkFXZqISKlHzj43s4OjWomISDlqWjudN67oxbEdGjB01GwufWEi67dsD7osEZFSh7PewEQzm21mU81smplNjWZhIiLRVjUlifvO6MQ/jmvHR9+uYMCDnzF3+fqgyxKROFfa05pHR7UKEZGAmBkX9W5K+wbVuOLFbxjw4GfceWpHju1QP+jSRCROlWrkzN2/d/fvgc2AF3mIiFQKPZrVYuSVvWlTL5MrXpzEv7Xsk4gEpLRra55gZnOB74BPgIXAe1GsS0Sk3NXLSmPEoJ6c27MJj41dwNlPjmfdVv0eKiLlq7SnNW8FDgE+cvfOZtYfODt6ZYmIBCMlKYFbBrSnY051/vbGNGYvdTx7Kcd3aEBCgu7mFJHoK+0NAdvdfSWQYGYJ7j4GyItiXSIigTqlaw6vX96LjBTjqhGTOeFBzYkmIuWjtOFsjZllAGOBYWZ2L5qEVkQquYMaZHFzrzTuPq0jqzdu5+wnx3POk+OZvnRt0KWJSCVW2nA2ANgEXAOMAuYDx0WrKBGRWJFgxsldcvj4z/244di2TFu6luPuH8dVI75h8apNQZcnIpVQacPZje6+y913uPuz7n4fcF00CxMRiSVpyYlc3KcZY6/tz+X5zXl/xo8c9p8Cbn5nBqs2bgu6PBGpREobzn6zl22a+0xE4k61tGSuPaoNBYP7c0qXHJ79fCF9h47hgdFz2bRtR9DliUglUGw4M7PLzGwa0Ca8MkDh4ztAKwSISNyql5XGHad04INr+tKreS3u+mAO/e4sYNj47zU/moiUSUkjZy8CxwNvhf8sfHR1d02lISJxr0XdTB47N4/XLutJk5pV+fsb0znynrGMmv4D7pojTUT2X7HhzN3XuvtC4Abgx/AqAU2Bs82sevTLExGpGLo2qckrl/bk8XPzSEgwLn1hEic//Dlffbcq6NJEpIIp7TVnrwE7zawF8BjQiNComoiIhJkZv2mXzair+jDklINZtmYzpz36BRc98zWzf9SC6iJSOqUNZ7vcfQdwMnC/u/8F0KrAIiJ7kZSYwOndGlMwuD/XHtWarxau4uh7x/KXV6awbM3moMsTkRhX6hUCzOxM4FxgZHhbcnRKEhGpHKqkJHJ5fgvG/qU/F/VuyluTl5F/VwG3/+9b1m7aHnR5IhKjShvOLgB6Av9y9+/MrCnwfPTKEhGpPGqkp/D3Y9sxenA/jutQn8c+XUCfoaN59JP5bNm+M+jyRCTGlCqcuftMd/+juw8Pv/7O3YdEtzQRkcolp0ZV7j6tE//7Yx+6NKnB7e/N4rC7CnhlwmJ27tKdnSISUqpwZmaHmtmHZjbHzBaY2XdmtiDaxYmIVEZt61fjmQu68+Lve1AnM5W/vDqVY+79lNGzlmv6DREp9WnNJ4G7gd5ANyAv/Oc+mdlTZrbCzKbvY/+A8IS2k81sgpn13mN/NTNbYmYPlLJGEZEKpVfz2rx5xaE8NLAL23bu4sJnJnD6Y18yadHqoEsTkQCVNpytdff33H2Fu68sfJTwmWeAo4rZ/zHQ0d07ARcCT+yx/1ZgbCnrExGpkMyMYw6uzwfX9OXWE9uz4KeNnPzQ51z2wkTm/7Qh6PJEJABJpXzfGDO7E3gd2Fq40d0n7esD7j7WzHKL2V/0b510YPdYvpl1BbKBUYRG6UREKrXkxATOOaQJJ3duyBOffsdjY+fzwczlnN6tEVcf3pK61dKCLlFEyklpw1mP8J9Fg5IDh5Xly83sJOB2oC5wbHhbAvAf4GzgiLIcX0SkoklPTeKqI1oy8JDG3P/xXIaNX8Qbk5ZycZ+mDOrbjMw0zWIkUtlZNC8+DY+cjXT39iW8ry9wo7sfYWZ/AKq6+1AzOx/Ic/c/7ONzg4BBANnZ2V1HjBgR0fr3ZsOGDWRkZET9e2JRPPcO8d2/eg+u9xWbdvHanG2M/3EnmclwQvMU8hsnkZxg5fL9QfcfpHjuHeK7//LovX///hPdfa9nB0sVzswsC7gJ6Bve9Alwi7uvLeFzuZQinIXfuwDoDtwL9AF2ARlACvCQu/+1uM/n5eX5hAkTSvqaMisoKCA/Pz/q3xOL4rl3iO/+1Xt+0GUwdcka7nhvFp/PX0mjmlUYfGRrju/QgIQoh7RY6T8I8dw7xHf/5dG7me0znJX2hoCngPXAaeHHOuDpMhbVwsws/LwLkAqsdPeB7t7Y3XOBwcBzJQUzEZHKrkNOdYZd3IPnLuxOZmoyV42YzPEPjOPTuT8FXZqIRFhprzlr7u6nFHl9s5lNLu4DZjYcyAdqm9kSQiNvyQDu/ghwCnCumW0HNgOnuyb4ERHZJzOjb6s69G5Rm7enLOOuD2ZzzpNf0btFbf56dBvaN8wKukQRiYDShrPNZtbb3cdBaFJaQoFqn9z9zBL2DwGKXWXA3Z8hNCWHiIiEJSQYJ3ZuyNEH12PYl4u4f/Rcjrt/HCd0bMDgI1vTuFbVoEsUkTIobTi7DHg2fO0ZwGrg/KhUJCIipZKalMiFvZtyal4Oj32ygCfGLeC96T8wsEcTrjysBbUyUoMuUUQOQKnCmbtPBjqaWbXw63XRLEpEREqvWloyg3/bmnN6NuG/H83l+S+/59WJSxjUtxkX9W5Kemppfw8XkVhQ2rU1/21m1d19nbuvM7MaZnZbtIsTEZHSy66Wxu0nH8z7V/fl0Ba1uPvDOfS7s4AXvvye7Tt3BV2eiJRSae/WPNrd1xS+cPfVwDFRqUhERMqkRd0MHj0nj9cu60XT2lW54c3p/Paesbw37QctrC5SAZQ2nCWa2e6LF8ysCqGpL0REJEZ1bVKDly/pyRPn5pGYYFw2bBInPvQ5Xy4oaWlkEQlSacPZMOBjM7vIzC4CPgSejV5ZIiISCWbGEe2yGXV1X4ae2oEV67ZwxmNfcuEzXzPrR10+LBKLSntDwBAzm8Iva13e6u7vR68sERGJpMQE47S8RpzQsQHPfL6Qh8bM4+h7P+WULjlc85tWNKxeJegSRSSs2HBmZlY4May7jwJGFfceERGJbWnJiVzarzlndGvEwwXzefrzhbw9ZRnn98rl8vzmVK+aEnSJInGvpNOaY8zsSjNrXHSjmaWY2WFm9ixwXvTKExGRaKheNYXrj2nLmMH5nNCxAY9/uoC+Q8fwyCfz2bJ9Z9DlicS1ksLZUcBOYLiZLTOzmWb2HTAXOBP4b3gWfxERqYAaVq/CXb/ryHtX9SEvtyZ3vDeL/DsLePnrxezcpZMiIkEo9rSmu28BHgIeMrNkoDawuei0GiIiUvG1qVeNp87vxpcLVnLHe7O49rWpPDFuAWc03Ul+0MWJxJnS3q2Ju2939x8UzEREKq9DmtXijct78fDALqzfsoOHp2zVaU6RclbqcCYiIvHBzDj64Prc9buO/LTZeeLTBUGXJBJXFM5ERGSvDm1Rm67ZiTw4Zj4/rN0cdDkicaPEcGZmJ5rZYDP7bXkUJCIiseOM1insdOf2/80KuhSRuFFsODOzh4BrgFrArWb2j3KpSkREYkKdqglc2rcZb09ZxtcLVwVdjkhcKGnkrC9wmLtfD+QDJ0a7IBERiS2X5jenflYaN701Q9NriJSDksLZNnffCeDumwCLfkkiIhJLqqYkcf0xbZn5wzpe+npx0OWIVHolhbM2ZjY1/JhW5PU0M5taHgWKiEjwju9Qn+65Nbnrg9ms3bQ96HJEKrWSFj5vWy5ViIhITDMzbjqhHcffP47/fjyHm44/KOiSRCqtYkfO3P17d/8eWAvUDT/WFNkuIiJx4qAGWZzRvTHPffE9c5avD7ockUqrpLs1U83sGWAh8BjwOLDQzJ4ys5TolyciIrFk8JGtSU9J5JZ3ZuKumwNEoqGka85uAJKBRu7e2d07AY0JnQ7VtBoiInGmZnoKf/pNK8bN+5kPZi4PuhyRSqmkcHYS8Ht33z1+HX5+eXifiIjEmbMPaUKr7Axue3em1t0UiYKSwtmu8BQav+LuGwCNZ4uIxKGkxARuOv4gFq/arHU3RaKgpHDmZlbDzGru+QB2lUeBIiISew5tUZujDqqndTdFoqCkcJYFTNzHIzO6pYmISCz7+7Ft2enOHe9p3U2RSCp2njN3zy2nOkREpIJpVLMql/Rtxv2j53H2IU3ollsz6JJEKoWSptJINLOMIq8PMbO+4YdGzkRE4txl4XU3//m21t0UiZSSTmsOIXRnZqHhwF8ITaNxQ7SKEhGRiqFw3c0Zy9bx8gStuykSCSWFs8OBu4u8XuPuxwNHAodGrSoREakwCtfdvPN9rbspEgklhbMEd99R5PV1AB6aFjpj7x8REZF4YmbceHw7Vm/axn8/nhN0OSIVXknhLKXotWXu/gGAmWUBadEsTEREKo72DbM4M7zu5lytuylSJiWFs8eBl8ysceEGM2tC6NqzJ6JZmIiIVCyF627erHU3Rcqk2HDm7ncDbwPjzGylma0ExgLvuPtd5VGgiIhUDDXTU7hG626KlFlJI2e4+yPu3hjIBXLdvYm7Pxz1ykREpMLRupsiZVdiOCvk7uuLLoAuIiKyp+Qi624+Oe67oMsRqZBKHc5ERERK49AWtfntQdk8MHqe1t0UOQBRC2dm9pSZrTCz6fvYP8DMpprZZDObYGa9w9s7mdkXZjYjvP/0aNUoIiLRccOx7bTupsgBKnZtTTM7ubj97v56MbufAR4AntvH/o+Bt93dzawD8DLQBtgEnOvuc82sATDRzN539zXF1SIiIrGj6Lqb5xzShDytuylSasWGM+D4YvY5sM9w5u5jzSy3mP0birxMDx8Pd59T5D3LzGwFUAdYU0KtIiISQy7Lb86rE5fwz3dm8NYVvUlMsKBLEqkQLJpz0YTD2Uh3b7+P/ScBtwN1gWPd/Ys99ncHngUOcvdde/n8IGAQQHZ2dtcRI0ZEtoG92LBhAxkZ8bk4Qjz3DvHdv3qPz96h7P1/uWwHj0zdyvkHpZDfKDmClUWffvbx23959N6/f/+J7p63t32lDmdmdixwEEVWBnD3W0r4TC7FhLMi7+sL3OjuRxTZVh8oAM5z9y9Lqi8vL88nTJhQ0tvKrKCggPz8/Kh/TyyK594hvvtX7/lBlxGYsvbv7pz26BfM/2kjYwbnk1Wl4gQ0/ezjt//y6N3M9hnOSnVDgJk9ApwOXAkY8DugSaQKdPexQDMzqx3+vmrAu8DfSxPMREQkNpkZNx1/EKs3bePej+YGXY5IhVDauzV7ufu5wGp3vxnoCbQqyxebWQszs/DzLkAqsNLMUoA3gOfc/dWyfIeIiASvfcMszujWmGe/WKh1N0VKobThrHCimk3hOyi3A/WL+4CZDQe+AFqb2RIzu8jMLjWzS8NvOQWYbmaTgQeB0z10jvU0oC9wfniajclm1mm/uhIRkZgy+MhWVE1J5JaRWndTpCQl3a1ZaKSZVQfuBCYRurOy2IXP3f3MEvYPAYbsZfsLwAulrEtERCqAWhmp/Ok3rbj5nZl8OHM5Rx5UL+iSRGJWqUbO3P1Wd1/j7q8Rutasjbv/I7qliYhIZXL2IU1oWTeD2979VutuihSj1CsEmFkvMzuL0I0BA8zs3OiVJSIilU3hupuLVm3SupsixSjt3ZrPA3cBvYFu4cdeb/8UERHZl94tQ+tuPjhmHj+u3RJ0OSIxqbQjZ3nAoe5+ubtfGX78MZqFiYhI5XTDse3Yscu5471vgy5FJCaVNpxNB3T1poiIlFmjmlUZ1KcZb05exoSFq4IuRyTmlDac1QZmmtn7ZvZ24SOahYmISOV1ef/m1KuWxj/fmcHOXZpaQ6So0k6l8c9oFiEiIvGlakoS1x/ThqtGTOaVCYs5o3vjoEsSiRmlCmfu/km0CxERkfhyQscGvPDl99z5/myOPrh+hVp3UySaij2taWbjwn+uN7N1RR7rzWxd+ZQoIiKVUeG6m6u07qbIr5R0zdlAAHfPdPdqRR6Z7l6tHOoTEZFKrHDdzee+WMi8FVp3UwRKDmdvFD4xs9eiXIuIiMShwUe2okpKIje/o3U3RaDkcGZFnjeLZiEiIhKfamWkcs0Rrfh07s98OHN50OWIBK6kcOb7eC4iIhIx5/TUupsihUoKZx0LbwAAOuiGABERiQatuynyi2LDmbsnFrkBIEk3BIiISLT0blmbI9tp3U2R0q4QICIiEnVad1NE4UxERGJI41q/rLs58XutuynxSeFMRERiyu51N9+eqXU3JS4pnImISEwpXHdz2tK1vDJhcdDliJQ7hTMREYk5J3RsQF6TGtz5/mzWbt4edDki5UrhTEREYo6Z8c8TQutu3vex1t2U+KJwJiIiMSm07mYjnv1c625KfFE4ExGRmDX4yNZad1PijsKZiIjErKLrbn707YqgyxEpFwpnIiIS035Zd3MmW3do3U2p/BTOREQkpiUnJnDj8e34fqXW3ZT4oHAmIiIxr0/LOhzZLpsHRmvdTan8FM5ERKRCKFx3c8ioWUGXIhJVCmciIlIhNK5Vld/3acob3yzVuptSqSmciYhIhXF5fovd627u0rqbUkkpnImISIWRnlpk3c2JWndTKieFMxERqVCKrru5bovW3ZTKR+FMREQqlMJ1N1du3MZ9H2ndTal8FM5ERKTCKVx38xmtuymVkMKZiIhUSIXrbt4y8lutuymVisKZiIhUSLUyUrn6iFaMnfMTH2vdTalEFM5ERKTCOrdnE1rUzeBWrbsplUjUwpmZPWVmK8xs+j72DzCzqWY22cwmmFnvIvvOM7O54cd50apRREQqtuTEBG7SuptSyURz5OwZ4Khi9n8MdHT3TsCFwBMAZlYTuAnoAXQHbjKzGlGsU0REKrA+Levwm/C6m8vXad1NqfiiFs7cfSywz/U13H2D/3IFZzpQ+Py3wIfuvsrdVwMfUnzIExGROPePwnU339O6m1LxBXrNmZmdZGazgHcJjZ4BNASKTvu8JLxNRERkrwrX3Xz9m6VM/H510OWIlIlF8/ZjM8sFRrp7+xLe1xe40d2PMLPBQJq73xbe9w9gs7vftZfPDQIGAWRnZ3cdMWJEpFv4fzZs2EBGRkbUvycWxXPvEN/9q/f47B0qVv9bdjh//XQzNVKNf/RMI8GsTMerSL1HQzz3Xx699+/ff6K75+1tX1JUv7mU3H2smTUzs9rAUiC/yO4coGAfn3sMeAwgLy/P8/Pz9/a2iCooKKA8vicWxXPvEN/9q/f8oMsITEXrf0utpVz90mR+zmjBad0alelYFa33SIvn/oPuPbDTmmbWwiz0a42ZdQFSgZXA+8CRZlYjfCPAkeFtIiIixRrQqQFdm9Rg6PuztO6mVFjRnEpjOPAF0NrMlpjZRWZ2qZldGn7LKcB0M5sMPAic7iGrgFuBr8OPW8LbREREimVm3Kx1N6WCi9ppTXc/s4T9Q4Ah+9j3FPBUNOoSEZHKrX3DLE7PC627eUb3xrSoG5/XTUnFpRUCRESk0hn828J1N2dq3U2pcBTORESk0qmtdTelAlM4ExGRSknrbkpFpXAmIiKVUnJiAjceF1p386lxC4MuR6TUFM5ERKTS6tsqtO7m/aPnat1NqTAUzkREpFK74di27NipdTel4lA4ExGRSq1JrXQuDq+7OWmR1t2U2KdwJiIild4V/VuQXS2Vf749g127NLWGxDaFMxERqfTSU5O4/ui2TF2yllcnLgm6HJFiKZyJiEhc0LqbUlEonImISFwwM/55fGjdzfs/1rqbErsUzkREJG4cnBNad/PpzxYyb8WGoMsR2SuFMxERiSuF627eqnU3JUYpnImISFypnZHKVYe35JM5PzF6ltbdlNijcCYiInHnvF65oXU3R2rdTYk9CmciIhJ3CtfdXKh1NyUGKZyJiEhc6tuqDke0zeaB0XNZoXU3JYYonImISNz6x3Ft2b7TuWOU1t2U2KFwJiIicWv3upuTtO6mxA6FMxERiWuF627erHU3JUYonImISFxLT03ir0e3YcqStbw6SetuSvAUzkREJO6d2KkhXRpXZ+io2Vp3UwKncCYiInHPzLj5hPas3LhV625K4BTORERECK27eVrX0Lqb83/SupsSHIUzERGRsL8c1ZoqyYnc8o7W3ZTgJAVdgIiISKyonZHKVUe05LZ3v6VzRir9gy5IysXPG7Yydckapixey7Sla1m7egv5+cHVo3AmIiJSxHm9chn+1SKemr6JFcnTOKhBNdrVr0abetWokpIYdHlSRms3b2fakrVMWbKGaUvWMnXJGpatDa0QYQYt62aQk2qB1qhwJiIiUkRyYgL3nN6J6178gpFTlvHi+EUAJBg0q5PBQQ2qhQNbFgc1qEaN9JSAK5Z92bRtB9OXrmPqkjVMDQexhSs37d6fW6sqXXNrcmFOFh1yqnNQg2qkpyZRUFAQXNEonImIiPw/HXKqc133KvTr148lqzczY9k6Zv6wjpnL1vL1d6t4a/Ky3e+tn5UWCmsNsmhXPxTccmpUwSzY0Zd4s3XHTr79Yf2vgti8FRsonFe4QVYaB+dk8bu8RnTMqc7BDbPIqpocbNH7oHAmIiKyD2ZGo5pVaVSzKke1r7d7+6qN25i5bB0zf1gbCm7L1jF61ordQaBaWhLtGlTjoMLA1rAazetkkJyo+/AiYcfOXcxZvoFpS9cwJRzEZv+4nu07Qz+AWukpdMjJ4uj29emQk8XBOVnUzUwLuOrSUzgTERHZTzXTU+jdsja9W9bevW3ztp3M+jE0wlYY2IaN/54t23cBkJKUQOvszPAoW2iErU290Gk02bddu5wFP28MBbHFoSA284d1u/+5ZqYl0SEni4v7NKNDwyw6NKpOg6y0Cj1yqX8jREREIqBKSiKdG9egc+Mau7ft2LmL737e+KvA9v6MHxnx9WIgdAF601rptNsd2EIjbXUyU4NqI1DuzpLVm3eflpyyZA3Tl65jw9YdAFRJTqR9w2oM7NGEDuHrxJrUrEpCQsUNYnujcCYiIhIlSYkJtMzOpGV2JgM6NQRCAeTHdVuYsTQc2H5Yy+TFaxg59Yfdn6ubmVpkhC0U2BpXwhCyfN2W3UFs6pLQNBarNm4DICUxgbb1Mzmpc0MOzsmiY051mtdJJykOTg0rnImIiJQjM6N+VhXqZ1XhiHbZu7ev3bydmcvWMWPZ2vDNB+sYO/dndoYvZMtITaJt/cxQWAtP79EqO5OUpIoRVlZv3MbUpWuZunhN6M8la1i+bisAiQlGy7oZHNG2Lh1yqtMxpzqt61Wc3iJN4UxERCQGZFVJpmfzWvRsXmv3ti3bdzJ3+YbdgW3GsnW8PGExm7btBCA50WhZN3P3NWzt6odG2zLTgr0Lcf2W7b9MYREOYotXbd69v1mddHo2qxUKYo2yaFc/S3PIFaFwJiIiEqPSkhM5OHy3YaFdu5yFKzfunt5jxrJ1FMxewasTl+x+T+OaVX+Zjy18arRuZmpULpLfsn0nM5aFgljh5K4Lft5I4epXOTWq0CEna/d1Yu0bZlEt4PAY6xTOREREKpCEBKNZnQya1cng+I4Ndm9fsW4LM8KnQ2csW8vMZet4b/qPu/fXSk/55Rq2cHDLrZVO4n5cx7Ztxy7mLF+/e3b9KUvWMmf5+t2nXutkptIxJ4sBnULXiXVomEWtjPi8uaEsFM5EREQqgbrV0qhbLY3+revu3rZ+y3Zm/bieGUt/OS365LgFu+cDq5qSSJt6mb8KbK2yM0lLTmSXeyiILV7DtKWhIPbtD+vYtiM0hUX1qskc3DCLw9s0333Bfr2sijOXWCyLWjgzs6eA44AV7t5+L/sHAtcBBqwHLnP3KeF91wAXAw5MAy5w9y3RqlVERKQyykxLpltuTbrl1ty9bduOXcxb8evr2N78ZinPf/k9ELo4v0nNqixdvYmt748FID0lkfYNszi/Vy4HNwwFsUY1tQpCtERz5OwZ4AHguX3s/w7o5+6rzexo4DGgh5k1BP4ItHP3zWb2MnBG+HgiIiJSBilJCbvnVSu0a5eHl6kKBbY5y9fTrOpWju5xEB0bZdG0dsZ+nf6UsolaOHP3sWaWW8z+z4u8/BLI2aOuKma2HagKLENERESiIiHBaFyrKo1rVeXog+sDUFBQQH7XnBI+KdFgXng7RTQOHgpnI/d2WnOP9w0G2rj7xeHXVwH/AjYDH7j7wH18bhAwCCA7O7vriBEjIlj93m3YsIGMjIyof08siufeIb77V+/x2TvEd//x3DvEd//l0Xv//v0nunve3vYFfkOAmfUHLgJ6h1/XAAYATYE1wCtmdra7v7DnZ939MUKnQ8nLy/P8/Pyo11tQUEB5fE8siufeIb77V+/5QZcRmHjuP557h/juP+jeA51618w6AE8AA9x9ZXjzEcB37v6Tu28HXgd6BVWjiIiISHkKLJyZWWNCwescd59TZNci4BAzq2qh20AOB74NokYRERGR8hbNqTSGA/lAbTNbAtwEJAO4+yPAjUAt4KHwrbg73D3P3ceb2avAJGAH8A3hU5ciIiIilV0079Y8s4T9FxOay2xv+24iFOZERERE4kp8LvcuIiIiEqMUzkRERERiiMKZiIiISAxROBMRERGJIQpnIiIiIjFE4UxEREQkhiiciYiIiMSQqC58Xp7M7Cfg+3L4qtrAz+XwPbEonnuH+O5fvceveO4/nnuH+O6/PHpv4u519raj0oSz8mJmE/a1inxlF8+9Q3z3r97js3eI7/7juXeI7/6D7l2nNUVERERiiMKZiIiISAxRONt/8bwIezz3DvHdv3qPX/Hcfzz3DvHdf6C965ozERERkRiikTMRERGRGBL34czMGpnZGDObaWYzzOyq8PaaZvahmc0N/1kjvL2NmX1hZlvNbPBejpdoZt+Y2cjy7mV/RbJ3M1toZtPMbLKZTQiin/0V4f6rm9mrZjbLzL41s55B9FRakerdzFqHf+aFj3VmdnVAbZVahH/214SPMd3MhptZWhA9lVaEe78q3PeMSvpzH2hmU8N/t31uZh2LHOsoM5ttZvPM7K9B9bQ/Itz/U2a2wsymB9XP/ohU7/s6TsS5e1w/gPpAl/DzTGAO0A4YCvw1vP2vwJDw87pAN+BfwOC9HO9PwIvAyKB7K8/egYVA7aB7CrD/Z4GLw89TgOpB91devRc5ZiLwI6G5ewLvsTz6BxoC3wFVwq9fBs4Pur9y6r09MB2oCiQBHwEtgu4vwr33AmqEnx8NjA8/TwTmA83C/71PAdoF3V959R9+3RfoAkwPuq9y/tnv9TiRrjfuR87c/Qd3nxR+vh74ltBfuAMI/Q+X8J8nht+zwt2/BrbveSwzywGOBZ6IfuVlF8neK6JI9W9mWYT+onoy/L5t7r6mHFo4YFH62R8OzHf38pgMukwi3H8SUMXMkggFlWXRrb5sIth7W0L/w9rk7juAT4CTo9/BgTuA3j9399Xh7V8COeHn3YF57r7A3bcBI8LHiGkR7B93HwusKp/Kyy5SvRdznIiK+3BWlJnlAp2B8UC2u/8Q3vUjkF2KQ/wXuBbYFY36oikCvTvwgZlNNLNB0akyesrYf1PgJ+BpC53SfsLM0qNWbIRF4Gdf6AxgeGSri76y9O/uS4G7gEXAD8Bad/8getVGVhl/9tOBPmZWy8yqAscAjaJVa6QdQO8XAe+FnzcEFhfZt4Qo/A86msrYf4UWqd73OE5EKZyFmVkG8BpwtbuvK7rPQ+OXxd7WambHASvcfWL0qoyOsvYe1tvduxAa/r3CzPpGvtLoiED/SYSG9x92987ARkLD4zEvQj97zCwFOAF4JeJFRlEE/ruvQeg376ZAAyDdzM6OUrkRVdbe3f1bYAjwATAKmAzsjEqxEba/vZtZf0L/g76u3IqMonjuP1K9F3ecSFA4A8wsmdA/5GHu/np483Izqx/eXx9YUcJhDgVOMLOFhIa4DzOzF6JUcsREqPfCEQTcfQXwBqFh/5gXof6XAEvcvfC3p1cJhbWYFqmffdjRwCR3Xx75SqMjQv0fAXzn7j+5+3bgdULXqsS0CP53/6S7d3X3vsBqQtffxLT97d3MOhC6VGWAu68Mb17Kr0cJc8LbYl6E+q+QItX7Po4TUXEfzszMCF0r9K27311k19vAeeHn5wFvFXccd7/e3XPcPZfQ6Z3R7h7Tv0FHqnczSzezzMLnwJGETnnEtAj+7H8EFptZ6/Cmw4GZES43oiLVexFnUoFOaUaw/0XAIWZWNXzMwwldgxKzIvmzN7O64T8bE7re7MXIVhtZ+9t7uK/XgXPcvWjw/BpoaWZNw6PGZ4SPEdMi2H+FE6neizlOZHkM3EUR5APoTWgYcyqhYfnJhK6dqAV8DMwldBdSzfD76xEaKVkHrAk/r7bHMfOpGHdrRqR3QncsTQk/ZgB/D7q38v7ZA52ACeFjvUn4Lp9YfUS493RgJZAVdF8B9X8zMIvQLyTPA6lB91eOvX9K6BeRKcDhQfcWhd6fIDQiWPjeCUWOdQyhkcL5VN6/84rrfzih6yy3h/+duCjo/sqj930dJ9L1aoUAERERkRgS96c1RURERGKJwpmIiIhIDFE4ExEREYkhCmciIiIiMUThTERERCSGKJyJSNwzsxPNzM2sTZFth5rZ52b2lpldEmR9IhJfNJWGiMQ9M3uJ0PJLo939pqDrEZH4ppEzEYlr4TXyehNaP++M8LZ8Mysws1fNbJaZDQvPDI6ZHR5e4H6amT1lZqkBli8ilZDCmYjEuwHAKA8t0bLSzLqGt3cGrgbaEVoF41AzSwOeAU5394MJLXp/WblXLCKVmsKZiMS7M4ER4ecjwq8BvnL3Je6+i9ASLblAa0ILnReutfcs0Lf8ShWReJAUdAEiIkExs5rAYcDBZuZAIqF1894FthZ5607096WIlBONnIlIPDsVeN7dm7h7rrs3Ar4D+uzj/bOBXDNrEX59DvBJOdQpInFE4UxE4tmZwBt7bHuNX05t/oq7bwEuAF4xs2nALuCRqFYoInFHU2mIiIiIxBCNnImIiIjEEIUzERERkRiicCYiIiISQxTORERERGKIwpmIiIhIDFE4ExEREYkhCmciIiIiMUThTERERCSG/B83lGOGJ2GuLQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "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", "# Seleccionar las columnas de 2014 a 2022\n", "years = [str(year) for year in range(2014, 2023)]\n", "data_filtered = gdp_regions.set_index('Country Name')[years].transpose()\n", "\n", "# Resumen estadístico\n", "print(gdp_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'GDP for {column}')\n", " plt.xlabel('Año')\n", " plt.ylabel('Final GDP (constant 2015 US$)')\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 }