{ "cells": [ { "cell_type": "markdown", "id": "958cd2d3", "metadata": {}, "source": [ "# Real Interest Rate (%) \n", "La tasa de interés real, ajustada por la inflación, puede ser más relevante que la nominal para decisiones económicas como el ahorro y la inversión, ya que refleja el costo del capital en términos reales.\n", "**La tasa de interés real refleja el costo del dinero descontando el efecto de la inflación.**\n", "\n", "Es fundamental considerar los resultados de diagnóstico y validación de modelos como los **criterios de información de Akaike (AIC)** y el **criterio de información bayesiano (BIC)** para comparar modelos con y sin estas variables incluidas, y así elegir el modelo que ofrece la mejor combinación de ajuste y parsimonia." ] }, { "cell_type": "code", "execution_count": 1, "id": "81cde157", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry Code19601961196219631964196519661967...2013201420152016201720182019202020212022
0ArubaABWNaNNaNNaNNaNNaNNaNNaNNaN...10.7097083.2138690.1579257.9828519.7892872.437682-0.3715647.73875511.9884102.598476
1Africa Eastern and SouthernAFENaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2AfghanistanAFGNaNNaNNaNNaNNaNNaNNaNNaN...9.78449614.35168912.25254817.58393812.141178NaNNaNNaNNaNNaN
3Africa Western and CentralAFWNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4AngolaAGONaNNaNNaNNaNNaNNaNNaNNaN...12.61080212.38053021.144182-4.922063-5.552638-5.8440030.0909198.028657-13.9893723.277431
..................................................................
261KosovoXKXNaNNaNNaNNaNNaNNaNNaNNaN...11.4265238.8714887.6655666.6159906.3646765.079008NaNNaNNaNNaN
262Yemen, Rep.YEMNaNNaNNaNNaNNaNNaNNaNNaN...11.788755NaNNaNNaNNaNNaNNaNNaNNaNNaN
263South AfricaZAFNaN5.2001526.0132742.4232733.6678793.8000713.2462084.231877...2.5092453.5670283.6677433.2782524.6473155.8561845.2684162.3264070.5084863.848990
264ZambiaZMBNaNNaNNaNNaNNaNNaNNaNNaN...-0.1917205.8211286.1792161.7150792.0702622.2158652.469674-3.749081NaNNaN
265ZimbabweZWENaNNaNNaNNaNNaNNaNNaNNaN...1.5254358.7876058.1444274.9985633.742846-64.380817-64.295151-81.132121-31.795551-36.416439
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266 rows × 65 columns

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" ], "text/plain": [ " Country Name Country Code 1960 1961 1962 \\\n", "0 Aruba ABW NaN NaN NaN \n", "1 Africa Eastern and Southern AFE NaN NaN NaN \n", "2 Afghanistan AFG NaN NaN NaN \n", "3 Africa Western and Central AFW NaN NaN NaN \n", "4 Angola AGO NaN NaN NaN \n", ".. ... ... ... ... ... \n", "261 Kosovo XKX NaN NaN NaN \n", "262 Yemen, Rep. YEM NaN NaN NaN \n", "263 South Africa ZAF NaN 5.200152 6.013274 \n", "264 Zambia ZMB NaN NaN NaN \n", "265 Zimbabwe ZWE NaN NaN NaN \n", "\n", " 1963 1964 1965 1966 1967 ... 2013 \\\n", "0 NaN NaN NaN NaN NaN ... 10.709708 \n", "1 NaN NaN NaN NaN NaN ... NaN \n", "2 NaN NaN NaN NaN NaN ... 9.784496 \n", "3 NaN NaN NaN NaN NaN ... NaN \n", "4 NaN NaN NaN NaN NaN ... 12.610802 \n", ".. ... ... ... ... ... ... ... \n", "261 NaN NaN NaN NaN NaN ... 11.426523 \n", "262 NaN NaN NaN NaN NaN ... 11.788755 \n", "263 2.423273 3.667879 3.800071 3.246208 4.231877 ... 2.509245 \n", "264 NaN NaN NaN NaN NaN ... -0.191720 \n", "265 NaN NaN NaN NaN NaN ... 1.525435 \n", "\n", " 2014 2015 2016 2017 2018 2019 \\\n", "0 3.213869 0.157925 7.982851 9.789287 2.437682 -0.371564 \n", "1 NaN NaN NaN NaN NaN NaN \n", "2 14.351689 12.252548 17.583938 12.141178 NaN NaN \n", "3 NaN NaN NaN NaN NaN NaN \n", "4 12.380530 21.144182 -4.922063 -5.552638 -5.844003 0.090919 \n", ".. ... ... ... ... ... ... \n", "261 8.871488 7.665566 6.615990 6.364676 5.079008 NaN \n", "262 NaN NaN NaN NaN NaN NaN \n", "263 3.567028 3.667743 3.278252 4.647315 5.856184 5.268416 \n", "264 5.821128 6.179216 1.715079 2.070262 2.215865 2.469674 \n", "265 8.787605 8.144427 4.998563 3.742846 -64.380817 -64.295151 \n", "\n", " 2020 2021 2022 \n", "0 7.738755 11.988410 2.598476 \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 8.028657 -13.989372 3.277431 \n", ".. ... ... ... \n", "261 NaN NaN NaN \n", "262 NaN NaN NaN \n", "263 2.326407 0.508486 3.848990 \n", "264 -3.749081 NaN NaN \n", "265 -81.132121 -31.795551 -36.416439 \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", "interest = pd.read_excel('Interest.xlsx')\n", "interest" ] }, { "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 0 non-null float64\n", " 3 1961 4 non-null float64\n", " 4 1962 4 non-null float64\n", " 5 1963 4 non-null float64\n", " 6 1964 4 non-null float64\n", " 7 1965 5 non-null float64\n", " 8 1966 5 non-null float64\n", " 9 1967 6 non-null float64\n", " 10 1968 6 non-null float64\n", " 11 1969 7 non-null float64\n", " 12 1970 8 non-null float64\n", " 13 1971 9 non-null float64\n", " 14 1972 9 non-null float64\n", " 15 1973 9 non-null float64\n", " 16 1974 9 non-null float64\n", " 17 1975 11 non-null float64\n", " 18 1976 18 non-null float64\n", " 19 1977 18 non-null float64\n", " 20 1978 22 non-null float64\n", " 21 1979 23 non-null float64\n", " 22 1980 30 non-null float64\n", " 23 1981 35 non-null float64\n", " 24 1982 42 non-null float64\n", " 25 1983 44 non-null float64\n", " 26 1984 46 non-null float64\n", " 27 1985 50 non-null float64\n", " 28 1986 55 non-null float64\n", " 29 1987 58 non-null float64\n", " 30 1988 59 non-null float64\n", " 31 1989 62 non-null float64\n", " 32 1990 64 non-null float64\n", " 33 1991 67 non-null float64\n", " 34 1992 74 non-null float64\n", " 35 1993 79 non-null float64\n", " 36 1994 82 non-null float64\n", " 37 1995 87 non-null float64\n", " 38 1996 96 non-null float64\n", " 39 1997 101 non-null float64\n", " 40 1998 105 non-null float64\n", " 41 1999 109 non-null float64\n", " 42 2000 110 non-null float64\n", " 43 2001 114 non-null float64\n", " 44 2002 116 non-null float64\n", " 45 2003 117 non-null float64\n", " 46 2004 122 non-null float64\n", " 47 2005 132 non-null float64\n", " 48 2006 135 non-null float64\n", " 49 2007 134 non-null float64\n", " 50 2008 135 non-null float64\n", " 51 2009 135 non-null float64\n", " 52 2010 136 non-null float64\n", " 53 2011 135 non-null float64\n", " 54 2012 138 non-null float64\n", " 55 2013 142 non-null float64\n", " 56 2014 139 non-null float64\n", " 57 2015 134 non-null float64\n", " 58 2016 133 non-null float64\n", " 59 2017 132 non-null float64\n", " 60 2018 120 non-null float64\n", " 61 2019 117 non-null float64\n", " 62 2020 112 non-null float64\n", " 63 2021 109 non-null float64\n", " 64 2022 93 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 1965 1966 \\\n", " count 0.0 4.000000 4.000000 4.000000 4.000000 5.000000 5.000000 \n", " mean NaN 3.399815 4.788299 3.151049 2.795835 2.641820 2.928394 \n", " std NaN 1.271359 1.264635 0.496293 0.801405 0.710699 1.485480 \n", " min NaN 2.206876 3.215346 2.423273 1.727938 1.913345 0.999174 \n", " 25% NaN 2.864978 4.062426 3.062943 2.558876 2.265164 2.620766 \n", " 50% NaN 3.096115 4.962287 3.325525 2.893762 2.565913 2.649421 \n", " 75% NaN 3.630952 5.688160 3.413630 3.130721 2.664607 3.246208 \n", " max NaN 5.200152 6.013274 3.529872 3.667879 3.800071 5.126403 \n", " \n", " 1967 1968 1969 ... 2013 2014 2015 \\\n", " count 6.000000 6.000000 7.000000 ... 142.000000 139.000000 134.000000 \n", " mean 4.322469 2.573745 0.952808 ... 6.867513 7.747227 8.830178 \n", " std 5.242229 1.076157 3.107081 ... 7.126249 8.478607 9.958141 \n", " min 0.483660 1.249699 -5.400045 ... -18.845193 -16.539976 -12.282929 \n", " 25% 1.684498 1.917963 0.562496 ... 3.547582 3.512435 3.270207 \n", " 50% 2.531959 2.413297 1.070909 ... 6.128277 6.792119 6.280926 \n", " 75% 3.838330 3.129636 2.918888 ... 9.875890 9.654949 11.314236 \n", " max 14.711438 4.244907 4.036027 ... 50.760103 61.882604 60.876710 \n", " \n", " 2016 2017 2018 2019 2020 2021 \\\n", " count 133.000000 132.000000 120.000000 117.000000 112.000000 109.000000 \n", " mean 7.107998 5.064504 5.245784 6.400357 7.195301 1.427187 \n", " std 8.107972 10.735827 10.110485 9.374891 12.225072 9.270194 \n", " min -33.009190 -77.561280 -64.380817 -64.295151 -81.132121 -31.795551 \n", " 25% 3.248909 1.833093 2.186493 3.043075 3.372647 -2.141200 \n", " 50% 6.547644 4.646989 5.015682 6.387441 6.523426 2.362428 \n", " 75% 10.090445 8.098375 8.253785 9.303491 9.674233 6.939329 \n", " max 46.842769 52.436788 43.483345 39.877089 48.520331 39.049418 \n", " \n", " 2022 \n", " count 93.000000 \n", " mean -0.818094 \n", " std 10.331316 \n", " min -49.955193 \n", " 25% -3.348652 \n", " 50% 0.766250 \n", " 75% 3.597947 \n", " max 37.387696 \n", " \n", " [8 rows x 63 columns])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interest.shape, interest.columns, interest.dtypes, interest.info(), interest.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 = 'Interest.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": "7e4030fb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Columnas con valores no positivos y su cantidad:\n", "1969 1\n", "1970 2\n", "1971 1\n", "1972 1\n", "1973 7\n", "1974 8\n", "1975 8\n", "1976 8\n", "1977 7\n", "1978 10\n", "1979 16\n", "1980 15\n", "1981 7\n", "1982 8\n", "1983 8\n", "1984 11\n", "1985 13\n", "1986 9\n", "1987 14\n", "1988 18\n", "1989 14\n", "1990 16\n", "1991 16\n", "1992 14\n", "1993 16\n", "1994 15\n", "1995 17\n", "1996 12\n", "1997 8\n", "1998 7\n", "1999 13\n", "2000 20\n", "2001 8\n", "2002 9\n", "2003 17\n", "2004 20\n", "2005 27\n", "2006 25\n", "2007 29\n", "2008 48\n", "2009 8\n", "2010 28\n", "2011 39\n", "2012 14\n", "2013 10\n", "2014 9\n", "2015 8\n", "2016 9\n", "2017 15\n", "2018 16\n", "2019 7\n", "2020 9\n", "2021 35\n", "2022 40\n", "dtype: int64\n" ] } ], "source": [ "# Verificar cuáles columnas todavía tienen valores no positivos y cuántos son\n", "non_positive_counts = (interest_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": 6, "id": "b46aa80f", "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 = interest_imputed[column][interest_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", " interest_imputed[column] = interest_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 = (interest_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": 7, "id": "97977e0c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Country NameCountry Code19601961196219631964196519661967...2013201420152016201720182019202020212022
0ArubaABW0.013.0961154.9622873.3255252.8937622.5659132.6494212.531959...10.7097083.2138690.1579257.9828519.7892872.4376826.8241677.73875511.9884102.598476
1Africa Eastern and SouthernAFE0.013.0961154.9622873.3255252.8937622.5659132.6494212.531959...6.3641436.9715536.7118716.6914115.3276096.0541436.8241677.1546474.5525453.277431
2AfghanistanAFG0.013.0961154.9622873.3255252.8937622.5659132.6494212.531959...9.78449614.35168912.25254817.58393812.1411786.0541436.8241677.1546474.5525453.277431
3Africa Western and CentralAFW0.013.0961154.9622873.3255252.8937622.5659132.6494212.531959...6.3641436.9715536.7118716.6914115.3276096.0541436.8241677.1546474.5525453.277431
4AngolaAGO0.013.0961154.9622873.3255252.8937622.5659132.6494212.531959...12.61080212.38053021.1441826.6914115.3276096.0541430.0909198.0286574.5525453.277431
..................................................................
261KosovoXKX0.013.0961154.9622873.3255252.8937622.5659132.6494212.531959...11.4265238.8714887.6655666.6159906.3646765.0790086.8241677.1546474.5525453.277431
262Yemen, Rep.YEM0.013.0961154.9622873.3255252.8937622.5659132.6494212.531959...11.7887556.9715536.7118716.6914115.3276096.0541436.8241677.1546474.5525453.277431
263South AfricaZAF0.015.2001526.0132742.4232733.6678793.8000713.2462084.231877...2.5092453.5670283.6677433.2782524.6473155.8561845.2684162.3264070.5084863.848990
264ZambiaZMB0.013.0961154.9622873.3255252.8937622.5659132.6494212.531959...6.3641435.8211286.1792161.7150792.0702622.2158652.4696747.1546474.5525453.277431
265ZimbabweZWE0.013.0961154.9622873.3255252.8937622.5659132.6494212.531959...1.5254358.7876058.1444274.9985633.7428466.0541436.8241677.1546474.5525453.277431
\n", "

266 rows × 65 columns

\n", "
" ], "text/plain": [ " Country Name Country Code 1960 1961 1962 \\\n", "0 Aruba ABW 0.01 3.096115 4.962287 \n", "1 Africa Eastern and Southern AFE 0.01 3.096115 4.962287 \n", "2 Afghanistan AFG 0.01 3.096115 4.962287 \n", "3 Africa Western and Central AFW 0.01 3.096115 4.962287 \n", "4 Angola AGO 0.01 3.096115 4.962287 \n", ".. ... ... ... ... ... \n", "261 Kosovo XKX 0.01 3.096115 4.962287 \n", "262 Yemen, Rep. YEM 0.01 3.096115 4.962287 \n", "263 South Africa ZAF 0.01 5.200152 6.013274 \n", "264 Zambia ZMB 0.01 3.096115 4.962287 \n", "265 Zimbabwe ZWE 0.01 3.096115 4.962287 \n", "\n", " 1963 1964 1965 1966 1967 ... 2013 \\\n", "0 3.325525 2.893762 2.565913 2.649421 2.531959 ... 10.709708 \n", "1 3.325525 2.893762 2.565913 2.649421 2.531959 ... 6.364143 \n", "2 3.325525 2.893762 2.565913 2.649421 2.531959 ... 9.784496 \n", "3 3.325525 2.893762 2.565913 2.649421 2.531959 ... 6.364143 \n", "4 3.325525 2.893762 2.565913 2.649421 2.531959 ... 12.610802 \n", ".. ... ... ... ... ... ... ... \n", "261 3.325525 2.893762 2.565913 2.649421 2.531959 ... 11.426523 \n", "262 3.325525 2.893762 2.565913 2.649421 2.531959 ... 11.788755 \n", "263 2.423273 3.667879 3.800071 3.246208 4.231877 ... 2.509245 \n", "264 3.325525 2.893762 2.565913 2.649421 2.531959 ... 6.364143 \n", "265 3.325525 2.893762 2.565913 2.649421 2.531959 ... 1.525435 \n", "\n", " 2014 2015 2016 2017 2018 2019 2020 \\\n", "0 3.213869 0.157925 7.982851 9.789287 2.437682 6.824167 7.738755 \n", "1 6.971553 6.711871 6.691411 5.327609 6.054143 6.824167 7.154647 \n", "2 14.351689 12.252548 17.583938 12.141178 6.054143 6.824167 7.154647 \n", "3 6.971553 6.711871 6.691411 5.327609 6.054143 6.824167 7.154647 \n", "4 12.380530 21.144182 6.691411 5.327609 6.054143 0.090919 8.028657 \n", ".. ... ... ... ... ... ... ... \n", "261 8.871488 7.665566 6.615990 6.364676 5.079008 6.824167 7.154647 \n", "262 6.971553 6.711871 6.691411 5.327609 6.054143 6.824167 7.154647 \n", "263 3.567028 3.667743 3.278252 4.647315 5.856184 5.268416 2.326407 \n", "264 5.821128 6.179216 1.715079 2.070262 2.215865 2.469674 7.154647 \n", "265 8.787605 8.144427 4.998563 3.742846 6.054143 6.824167 7.154647 \n", "\n", " 2021 2022 \n", "0 11.988410 2.598476 \n", "1 4.552545 3.277431 \n", "2 4.552545 3.277431 \n", "3 4.552545 3.277431 \n", "4 4.552545 3.277431 \n", ".. ... ... \n", "261 4.552545 3.277431 \n", "262 4.552545 3.277431 \n", "263 0.508486 3.848990 \n", "264 4.552545 3.277431 \n", "265 4.552545 3.277431 \n", "\n", "[266 rows x 65 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interest_imputed" ] }, { "cell_type": "markdown", "id": "b73a7922", "metadata": {}, "source": [ "Los indicadores económicos, como las **tasas de interés** o índices económicos similares, pueden fluctuar entre positivos y negativos dependiendo de múltiples factores económicos y políticos. Esto puede hacer que los **métodos de imputación** estándar (como usar la mediana o la media de valores positivos) sean **desafiantes** si una proporción significativa de los datos en ciertos años es negativa o cero." ] }, { "cell_type": "markdown", "id": "59f35239", "metadata": {}, "source": [ "### Reverificar los valores faltantes" ] }, { "cell_type": "code", "execution_count": 8, "id": "36a89d9b", "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": [ "missing_values_count = interest_imputed.isnull().sum()\n", "print(missing_values_count)" ] }, { "cell_type": "markdown", "id": "f76f03ab", "metadata": {}, "source": [ "### Estandarización de las Variables" ] }, { "cell_type": "code", "execution_count": 9, "id": "a9ae9923", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1960196119621963196419651966196719681969...2013201420152016201720182019202020212022
count266.02.660000e+022.660000e+022.660000e+022.660000e+022.660000e+022.660000e+022.660000e+022.660000e+022.660000e+02...2.660000e+022.660000e+022.660000e+022.660000e+022.660000e+022.660000e+022.660000e+022.660000e+022.660000e+022.660000e+02
mean0.03.739699e-161.649474e-15-1.244785e-14-6.357488e-15-3.692952e-151.555982e-152.270531e-16-2.118606e-153.185422e-15...-1.953325e-16-3.339017e-178.013640e-17-1.619423e-16-9.349247e-172.136971e-16-1.719594e-16-2.554348e-161.001705e-162.404092e-16
std0.01.001885e+001.001885e+001.001885e+001.001885e+001.001885e+001.001885e+001.001885e+001.001885e+001.001885e+00...1.001885e+001.001885e+001.001885e+001.001885e+001.001885e+001.001885e+001.001885e+001.001885e+001.001885e+001.001885e+00
min0.0-6.385031e+00-1.282952e+01-1.583227e+01-1.354863e+01-7.452167e+00-8.897646e+00-2.725614e+00-7.809848e+00-6.973438e+00...-1.606751e+00-1.315685e+00-1.172917e+00-1.465396e+00-1.217499e+00-1.435029e+00-1.897474e+00-1.514035e+00-1.618711e+00-1.205143e+00
25%0.0-3.262441e-021.924342e-024.617365e-021.713532e-02-1.625838e-02-2.818381e-02-5.270328e-02-2.421555e-02-5.614239e-03...-1.755166e-01-1.436222e-01-2.034767e-01-1.550272e-01-1.472724e-01-1.283404e-01-9.690763e-02-1.410427e-01-1.296735e-01-1.003136e-01
50%0.0-3.262441e-021.924342e-024.617365e-021.713532e-02-1.625838e-02-2.818381e-02-5.270328e-02-2.421555e-02-5.614239e-03...-1.755166e-01-1.436222e-01-2.034767e-01-1.550272e-01-1.472724e-01-1.283404e-01-9.690763e-02-1.410427e-01-1.296735e-01-1.003136e-01
75%0.0-3.262441e-021.924342e-024.617365e-021.713532e-02-1.625838e-02-2.818381e-02-5.270328e-02-2.421555e-02-5.614239e-03...-1.755166e-01-1.436222e-01-2.034767e-01-1.550272e-01-1.472724e-01-1.283404e-01-9.690763e-02-1.410427e-01-1.296735e-01-1.003136e-01
max0.01.499787e+017.749259e+003.642429e+009.024909e+001.404676e+011.328467e+011.584081e+011.223109e+011.026536e+01...1.016155e+019.671081e+007.766354e+008.513813e+009.493495e+008.775298e+008.741915e+007.879403e+001.145367e+011.169665e+01
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8 rows × 63 columns

\n", "
" ], "text/plain": [ " 1960 1961 1962 1963 1964 \\\n", "count 266.0 2.660000e+02 2.660000e+02 2.660000e+02 2.660000e+02 \n", "mean 0.0 3.739699e-16 1.649474e-15 -1.244785e-14 -6.357488e-15 \n", "std 0.0 1.001885e+00 1.001885e+00 1.001885e+00 1.001885e+00 \n", "min 0.0 -6.385031e+00 -1.282952e+01 -1.583227e+01 -1.354863e+01 \n", "25% 0.0 -3.262441e-02 1.924342e-02 4.617365e-02 1.713532e-02 \n", "50% 0.0 -3.262441e-02 1.924342e-02 4.617365e-02 1.713532e-02 \n", "75% 0.0 -3.262441e-02 1.924342e-02 4.617365e-02 1.713532e-02 \n", "max 0.0 1.499787e+01 7.749259e+00 3.642429e+00 9.024909e+00 \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 -3.692952e-15 1.555982e-15 2.270531e-16 -2.118606e-15 3.185422e-15 \n", "std 1.001885e+00 1.001885e+00 1.001885e+00 1.001885e+00 1.001885e+00 \n", "min -7.452167e+00 -8.897646e+00 -2.725614e+00 -7.809848e+00 -6.973438e+00 \n", "25% -1.625838e-02 -2.818381e-02 -5.270328e-02 -2.421555e-02 -5.614239e-03 \n", "50% -1.625838e-02 -2.818381e-02 -5.270328e-02 -2.421555e-02 -5.614239e-03 \n", "75% -1.625838e-02 -2.818381e-02 -5.270328e-02 -2.421555e-02 -5.614239e-03 \n", "max 1.404676e+01 1.328467e+01 1.584081e+01 1.223109e+01 1.026536e+01 \n", "\n", " ... 2013 2014 2015 2016 \\\n", "count ... 2.660000e+02 2.660000e+02 2.660000e+02 2.660000e+02 \n", "mean ... -1.953325e-16 -3.339017e-17 8.013640e-17 -1.619423e-16 \n", "std ... 1.001885e+00 1.001885e+00 1.001885e+00 1.001885e+00 \n", "min ... -1.606751e+00 -1.315685e+00 -1.172917e+00 -1.465396e+00 \n", "25% ... -1.755166e-01 -1.436222e-01 -2.034767e-01 -1.550272e-01 \n", "50% ... -1.755166e-01 -1.436222e-01 -2.034767e-01 -1.550272e-01 \n", "75% ... -1.755166e-01 -1.436222e-01 -2.034767e-01 -1.550272e-01 \n", "max ... 1.016155e+01 9.671081e+00 7.766354e+00 8.513813e+00 \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 -9.349247e-17 2.136971e-16 -1.719594e-16 -2.554348e-16 1.001705e-16 \n", "std 1.001885e+00 1.001885e+00 1.001885e+00 1.001885e+00 1.001885e+00 \n", "min -1.217499e+00 -1.435029e+00 -1.897474e+00 -1.514035e+00 -1.618711e+00 \n", "25% -1.472724e-01 -1.283404e-01 -9.690763e-02 -1.410427e-01 -1.296735e-01 \n", "50% -1.472724e-01 -1.283404e-01 -9.690763e-02 -1.410427e-01 -1.296735e-01 \n", "75% -1.472724e-01 -1.283404e-01 -9.690763e-02 -1.410427e-01 -1.296735e-01 \n", "max 9.493495e+00 8.775298e+00 8.741915e+00 7.879403e+00 1.145367e+01 \n", "\n", " 2022 \n", "count 2.660000e+02 \n", "mean 2.404092e-16 \n", "std 1.001885e+00 \n", "min -1.205143e+00 \n", "25% -1.003136e-01 \n", "50% -1.003136e-01 \n", "75% -1.003136e-01 \n", "max 1.169665e+01 \n", "\n", "[8 rows x 63 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "scaler = StandardScaler()\n", "\n", "years_columns = interest_imputed.columns[2:]\n", "\n", "interest_imputed[years_columns] = scaler.fit_transform(interest_imputed[years_columns])\n", "\n", "interest_imputed[years_columns].describe()" ] }, { "cell_type": "markdown", "id": "5e8f6c3a", "metadata": {}, "source": [ "### Verificación de Estacionariedad\n", "Prueba Dickey-Fuller Aumentada (ADF):" ] }, { "cell_type": "code", "execution_count": 10, "id": "a2c47052", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Oscar Murgueytio\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\statsmodels\\regression\\linear_model.py:940: RuntimeWarning: divide by zero encountered in log\n", " llf = -nobs2*np.log(2*np.pi) - nobs2*np.log(ssr / nobs) - nobs2\n", "C:\\Users\\Oscar Murgueytio\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\statsmodels\\regression\\linear_model.py:940: RuntimeWarning: divide by zero encountered in log\n", " llf = -nobs2*np.log(2*np.pi) - nobs2*np.log(ssr / nobs) - nobs2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " ADF Statistic p-value Critical Values \\\n", "1960 NaN NaN {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "1961 -16.23461 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "1962 -6.617324 0.0 {'1%': -3.456360306409983, '5%': -2.8729872043... \n", "1963 -16.252018 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "1964 -16.222055 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "... ... ... ... \n", "2018 -8.475688 0.0 {'1%': -3.4554613060274972, '5%': -2.872593147... \n", "2019 -15.652274 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "2020 -16.683117 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "2021 -16.865601 0.0 {'1%': -3.4552699038400827, '5%': -2.872509235... \n", "2022 -15.253762 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 -3.45636 -2.872987 -2.57287 \n", "1963 -3.45527 -2.872509 -2.572615 \n", "1964 -3.45527 -2.872509 -2.572615 \n", "... ... ... ... \n", "2018 -3.455461 -2.872593 -2.57266 \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 = interest_imputed.columns[2:] \n", "\n", "adf_results = {}\n", "\n", "for column in years_columns:\n", " adf_result = adfuller(interest_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%'], # Valor crítico para un nivel de confianza del 99%\n", " '5%': adf_result[4]['5%'], # Valor crítico para un nivel de confianza del 95%\n", " '10%': adf_result[4]['10%'] # Valor crítico para un nivel de confianza del 90%\n", " }\n", "\n", "adf_results_df = pd.DataFrame(adf_results).transpose()\n", "\n", "print(adf_results_df)" ] }, { "cell_type": "markdown", "id": "96f9a56f", "metadata": {}, "source": [ "### ADF Anual" ] }, { "cell_type": "code", "execution_count": 11, "id": "3d65e0c8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Resultados ADF para el año 1960:\n", "ADF Statistic: nan\n", "p-value: nan\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1961:\n", "ADF Statistic: -16.234610098052865\n", "p-value: 3.78e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1962:\n", "ADF Statistic: -6.617324275902844\n", "p-value: 6.16e-09\n", "Critical Values:\n", " 1%: -3.456360306409983\n", " 5%: -2.8729872043802356\n", " 10%: -2.572870232500465\n", "\n", "Resultados ADF para el año 1963:\n", "ADF Statistic: -16.252018027680286\n", "p-value: 3.64e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1964:\n", "ADF Statistic: -16.22205512042639\n", "p-value: 3.89e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1965:\n", "ADF Statistic: -16.22157828518153\n", "p-value: 3.89e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1966:\n", "ADF Statistic: -16.230210370446173\n", "p-value: 3.82e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1967:\n", "ADF Statistic: -16.26255409493308\n", "p-value: 3.55e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1968:\n", "ADF Statistic: -16.22682315335108\n", "p-value: 3.85e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1969:\n", "ADF Statistic: -16.217787840558575\n", "p-value: 3.93e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1970:\n", "ADF Statistic: -16.217292447373875\n", "p-value: 3.93e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1971:\n", "ADF Statistic: -16.30192733738731\n", "p-value: 3.26e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1972:\n", "ADF Statistic: -16.320898568636803\n", "p-value: 3.13e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1973:\n", "ADF Statistic: -16.217274740226852\n", "p-value: 3.93e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1974:\n", "ADF Statistic: nan\n", "p-value: nan\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1975:\n", "ADF Statistic: -16.220028522600483\n", "p-value: 3.91e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1976:\n", "ADF Statistic: -16.443336181241424\n", "p-value: 2.42e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1977:\n", "ADF Statistic: -6.654043096624813\n", "p-value: 5.04e-09\n", "Critical Values:\n", " 1%: -3.4554613060274972\n", " 5%: -2.8725931472675046\n", " 10%: -2.5726600403359887\n", "\n", "Resultados ADF para el año 1978:\n", "ADF Statistic: -16.82733149708442\n", "p-value: 1.17e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1979:\n", "ADF Statistic: -2.7865703674353695\n", "p-value: 6.02e-02\n", "Critical Values:\n", " 1%: -3.456360306409983\n", " 5%: -2.8729872043802356\n", " 10%: -2.572870232500465\n", "\n", "Resultados ADF para el año 1980:\n", "ADF Statistic: -12.895485418103881\n", "p-value: 4.36e-24\n", "Critical Values:\n", " 1%: -3.455365238788105\n", " 5%: -2.8725510317187024\n", " 10%: -2.5726375763314966\n", "\n", "Resultados ADF para el año 1981:\n", "ADF Statistic: -15.080989317584075\n", "p-value: 8.46e-28\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1982:\n", "ADF Statistic: -15.804835140658032\n", "p-value: 1.06e-28\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1983:\n", "ADF Statistic: -15.889964615551795\n", "p-value: 8.56e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1984:\n", "ADF Statistic: -16.11213259308797\n", "p-value: 5.00e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1985:\n", "ADF Statistic: -11.53003298184829\n", "p-value: 3.85e-21\n", "Critical Values:\n", " 1%: -3.4554613060274972\n", " 5%: -2.8725931472675046\n", " 10%: -2.5726600403359887\n", "\n", "Resultados ADF para el año 1986:\n", "ADF Statistic: -16.9180238607776\n", "p-value: 9.99e-30\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1987:\n", "ADF Statistic: -7.32426494780218\n", "p-value: 1.17e-10\n", "Critical Values:\n", " 1%: -3.4556556713934934\n", " 5%: -2.872678352489859\n", " 10%: -2.57270548832225\n", "\n", "Resultados ADF para el año 1988:\n", "ADF Statistic: -16.282052787956378\n", "p-value: 3.40e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1989:\n", "ADF Statistic: -16.82895340876263\n", "p-value: 1.16e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1990:\n", "ADF Statistic: -8.495513807098563\n", "p-value: 1.28e-13\n", "Critical Values:\n", " 1%: -3.4557539868570775\n", " 5%: -2.8727214497041422\n", " 10%: -2.572728476331361\n", "\n", "Resultados ADF para el año 1991:\n", "ADF Statistic: -6.895605741523118\n", "p-value: 1.32e-09\n", "Critical Values:\n", " 1%: -3.455558114028747\n", " 5%: -2.872635586277424\n", " 10%: -2.572682677000175\n", "\n", "Resultados ADF para el año 1992:\n", "ADF Statistic: -17.29979049031569\n", "p-value: 5.64e-30\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1993:\n", "ADF Statistic: -15.63871135574643\n", "p-value: 1.65e-28\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1994:\n", "ADF Statistic: -16.061033934258973\n", "p-value: 5.64e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1995:\n", "ADF Statistic: -15.917144211524894\n", "p-value: 8.00e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1996:\n", "ADF Statistic: -16.19881664773845\n", "p-value: 4.10e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1997:\n", "ADF Statistic: -13.128345136037094\n", "p-value: 1.51e-24\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1998:\n", "ADF Statistic: -15.545508834501199\n", "p-value: 2.13e-28\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 1999:\n", "ADF Statistic: -7.723687408731539\n", "p-value: 1.17e-11\n", "Critical Values:\n", " 1%: -3.4557539868570775\n", " 5%: -2.8727214497041422\n", " 10%: -2.572728476331361\n", "\n", "Resultados ADF para el año 2000:\n", "ADF Statistic: -14.45851418807078\n", "p-value: 6.91e-27\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2001:\n", "ADF Statistic: -10.244963070226708\n", "p-value: 4.64e-18\n", "Critical Values:\n", " 1%: -3.455365238788105\n", " 5%: -2.8725510317187024\n", " 10%: -2.5726375763314966\n", "\n", "Resultados ADF para el año 2002:\n", "ADF Statistic: -16.409012916815165\n", "p-value: 2.59e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2003:\n", "ADF Statistic: -6.764375687145906\n", "p-value: 2.74e-09\n", "Critical Values:\n", " 1%: -3.4557539868570775\n", " 5%: -2.8727214497041422\n", " 10%: -2.572728476331361\n", "\n", "Resultados ADF para el año 2004:\n", "ADF Statistic: -8.269240791758882\n", "p-value: 4.84e-13\n", "Critical Values:\n", " 1%: -3.4554613060274972\n", " 5%: -2.8725931472675046\n", " 10%: -2.5726600403359887\n", "\n", "Resultados ADF para el año 2005:\n", "ADF Statistic: -15.473495749269606\n", "p-value: 2.61e-28\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2006:\n", "ADF Statistic: -16.50972664502733\n", "p-value: 2.11e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2007:\n", "ADF Statistic: -16.90809256908373\n", "p-value: 1.02e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2008:\n", "ADF Statistic: -16.437067932639728\n", "p-value: 2.45e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2009:\n", "ADF Statistic: -16.157744179314605\n", "p-value: 4.50e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2010:\n", "ADF Statistic: -17.542797472933714\n", "p-value: 4.18e-30\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2011:\n", "ADF Statistic: -17.099959618151974\n", "p-value: 7.49e-30\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2012:\n", "ADF Statistic: -17.509530154661782\n", "p-value: 4.34e-30\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2013:\n", "ADF Statistic: -16.650282674418357\n", "p-value: 1.61e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2014:\n", "ADF Statistic: -16.79071370101379\n", "p-value: 1.24e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2015:\n", "ADF Statistic: -17.076551187628343\n", "p-value: 7.76e-30\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2016:\n", "ADF Statistic: -15.920819664484728\n", "p-value: 7.93e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2017:\n", "ADF Statistic: -16.58171900089837\n", "p-value: 1.83e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2018:\n", "ADF Statistic: -8.475687664673977\n", "p-value: 1.44e-13\n", "Critical Values:\n", " 1%: -3.4554613060274972\n", " 5%: -2.8725931472675046\n", " 10%: -2.5726600403359887\n", "\n", "Resultados ADF para el año 2019:\n", "ADF Statistic: -15.6522738406733\n", "p-value: 1.59e-28\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2020:\n", "ADF Statistic: -16.683117014169667\n", "p-value: 1.51e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2021:\n", "ADF Statistic: -16.865600799814576\n", "p-value: 1.09e-29\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n", "Resultados ADF para el año 2022:\n", "ADF Statistic: -15.253761953264458\n", "p-value: 4.97e-28\n", "Critical Values:\n", " 1%: -3.4552699038400827\n", " 5%: -2.8725092359464526\n", " 10%: -2.5726152830188678\n", "\n" ] } ], "source": [ "for year, results in adf_results.items():\n", " if isinstance(results, dict): \n", " print(f\"Resultados ADF para el año {year}:\")\n", " print(f\"ADF Statistic: {results['ADF Statistic']}\")\n", " print(f\"p-value: {results['p-value']:.2e}\") \n", " print(\"Critical Values:\")\n", " for key, value in results['Critical Values'].items():\n", " print(f\" {key}: {value}\")\n", " print() # Añadir una línea en blanco para separar años\n", " else:\n", " print(f\"No data available for ADF test in year {year}\")" ] }, { "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 0.0 -0.032624 0.019243 \n", "1 Africa Eastern and Southern AFE 0.0 -0.032624 0.019243 \n", "2 Afghanistan AFG 0.0 -0.032624 0.019243 \n", "3 Africa Western and Central AFW 0.0 -0.032624 0.019243 \n", "4 Angola AGO 0.0 -0.032624 0.019243 \n", "\n", " 1963 1964 1965 1966 1967 ... 2013 2014 \\\n", "0 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... 0.836296 -0.815264 \n", "1 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... -0.175517 -0.143622 \n", "2 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... 0.620871 1.175490 \n", "3 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... -0.175517 -0.143622 \n", "4 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... 1.278943 0.823169 \n", "\n", " 2015 2016 2017 2018 2019 2020 2021 \\\n", "0 -1.167826 0.123800 0.765798 -0.988622 -0.096908 -0.027789 2.367137 \n", "1 -0.203477 -0.155027 -0.147272 -0.128340 -0.096908 -0.141043 -0.129674 \n", "2 0.611780 2.196713 1.247106 -0.128340 -0.096908 -0.141043 -0.129674 \n", "3 -0.203477 -0.155027 -0.147272 -0.128340 -0.096908 -0.141043 -0.129674 \n", "4 1.920098 -0.155027 -0.147272 -0.128340 -1.897474 0.028420 -0.129674 \n", "\n", " 2022 \n", "0 -0.335129 \n", "1 -0.100314 \n", "2 -0.100314 \n", "3 -0.100314 \n", "4 -0.100314 \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", "interest_filtered = interest_imputed[~interest_imputed['Country Name'].isin(rows_to_remove)]\n", "\n", "print(interest_filtered.head())\n", "print(interest_filtered['Country Name'].unique()) \n", "print(\"Original size:\", interest_imputed.shape)\n", "print(\"Filtered size:\", interest_filtered.shape)\n", "\n", "interest_filtered.to_csv('main_interest.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 0.0 -0.032624 0.019243 0.046174 0.017135 \n", "2 Afghanistan AFG 0.0 -0.032624 0.019243 0.046174 0.017135 \n", "4 Angola AGO 0.0 -0.032624 0.019243 0.046174 0.017135 \n", "5 Albania ALB 0.0 -0.032624 0.019243 0.046174 0.017135 \n", "6 Andorra AND 0.0 -0.032624 0.019243 0.046174 0.017135 \n", "\n", " 1965 1966 1967 ... 2013 2014 2015 2016 \\\n", "0 -0.016258 -0.028184 -0.052703 ... 0.836296 -0.815264 -1.167826 0.123800 \n", "2 -0.016258 -0.028184 -0.052703 ... 0.620871 1.175490 0.611780 2.196713 \n", "4 -0.016258 -0.028184 -0.052703 ... 1.278943 0.823169 1.920098 -0.155027 \n", "5 -0.016258 -0.028184 -0.052703 ... 0.557051 -0.259265 -0.120987 0.000923 \n", "6 -0.016258 -0.028184 -0.052703 ... -0.175517 -0.143622 -0.203477 -0.155027 \n", "\n", " 2017 2018 2019 2020 2021 2022 \n", "0 0.765798 -0.988622 -0.096908 -0.027789 2.367137 -0.335129 \n", "2 1.247106 -0.128340 -0.096908 -0.141043 -0.129674 -0.100314 \n", "4 -0.147272 -0.128340 -1.897474 0.028420 -0.129674 -0.100314 \n", "5 -0.275492 -0.523061 -0.596347 -0.483819 -0.825084 -0.100314 \n", "6 -0.147272 -0.128340 -0.096908 -0.141043 -0.129674 -0.100314 \n", "\n", "[5 rows x 65 columns]\n", " Country Name Country Code 1960 1961 1962 \\\n", "1 Africa Eastern and Southern AFE 0.0 -0.032624 0.019243 \n", "3 Africa Western and Central AFW 0.0 -0.032624 0.019243 \n", "36 Central Europe and the Baltics CEB 0.0 -0.032624 0.019243 \n", "61 East Asia & Pacific EAS 0.0 -0.032624 0.019243 \n", "62 Europe & Central Asia ECS 0.0 -0.032624 0.019243 \n", "\n", " 1963 1964 1965 1966 1967 ... 2013 2014 \\\n", "1 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... -0.175517 -0.143622 \n", "3 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... -0.175517 -0.143622 \n", "36 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... -0.175517 -0.143622 \n", "61 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... -0.175517 -0.143622 \n", "62 0.046174 0.017135 -0.016258 -0.028184 -0.052703 ... -0.175517 -0.143622 \n", "\n", " 2015 2016 2017 2018 2019 2020 2021 \\\n", "1 -0.203477 -0.155027 -0.147272 -0.12834 -0.096908 -0.141043 -0.129674 \n", "3 -0.203477 -0.155027 -0.147272 -0.12834 -0.096908 -0.141043 -0.129674 \n", "36 -0.203477 -0.155027 -0.147272 -0.12834 -0.096908 -0.141043 -0.129674 \n", "61 -0.203477 -0.155027 -0.147272 -0.12834 -0.096908 -0.141043 -0.129674 \n", "62 -0.203477 -0.155027 -0.147272 -0.12834 -0.096908 -0.141043 -0.129674 \n", "\n", " 2022 \n", "1 -0.100314 \n", "3 -0.100314 \n", "36 -0.100314 \n", "61 -0.100314 \n", "62 -0.100314 \n", "\n", "[5 rows x 65 columns]\n", " Country Name Country Code 1960 1961 1962 1963 1964 \\\n", "232 World WLD 0.0 -0.032624 0.019243 0.046174 0.017135 \n", "\n", " 1965 1966 1967 ... 2013 2014 2015 \\\n", "232 -0.016258 -0.028184 -0.052703 ... -0.175517 -0.143622 -0.203477 \n", "\n", " 2016 2017 2018 2019 2020 2021 2022 \n", "232 -0.155027 -0.147272 -0.12834 -0.096908 -0.141043 -0.129674 -0.100314 \n", "\n", "[1 rows x 65 columns]\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Cargar el DataFrame principal\n", "main_interest = pd.read_csv('main_interest.csv')\n", "\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", "interest_countries = main_interest[~main_interest['Country Name'].isin(regions_list + ['World'])]\n", "\n", "# 2) DataFrame para regiones\n", "interest_regions = main_interest[main_interest['Country Name'].isin(regions_list)]\n", "\n", "# 3) DataFrame para World\n", "interest_world = main_interest[main_interest['Country Name'] == 'World']\n", "\n", "print(interest_countries.head())\n", "print(interest_regions.head())\n", "print(interest_world.head())" ] }, { "cell_type": "markdown", "id": "a8c92df2", "metadata": {}, "source": [ "### Visualización de Tendencias Temporales | Countries" ] }, { "cell_type": "code", "execution_count": 15, "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", "# 3 países más importantes.\n", "countries_to_plot = ['United States', 'Germany', 'Canada']\n", "data_to_plot = interest_countries[interest_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 Real Interest Rate (%) Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('Standardized Interest Rate (%)')\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": 16, "id": "93a20a68", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "regions_data_1970 = interest_regions[['Country Name', '1970']] \n", "\n", "plt.figure(figsize=(12, 8))\n", "sns.barplot(x='1970', y='Country Name', data=regions_data_1970)\n", "plt.title('Real Interest Rate (%) by Region in 1970')\n", "plt.xlabel('Standardized Interest Rate (%)')\n", "plt.ylabel('Region')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "60f787d1", "metadata": {}, "source": [ "### Tendencia Mundial" ] }, { "cell_type": "code", "execution_count": 17, "id": "73332f7f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(22, 6))\n", "plt.plot(interest_world.columns[2:], interest_world.iloc[0, 2:], marker='o') \n", "plt.title('World Real Interest Rate (%) Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('Standardized Interest Rate (%)')\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": 19, "id": "aa762e33", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Country Name Africa Eastern and Southern Africa Western and Central \\\n", "count 9.000000 9.000000 \n", "mean -0.138408 -0.138408 \n", "std 0.031571 0.031571 \n", "min -0.203477 -0.203477 \n", "25% -0.147272 -0.147272 \n", "50% -0.141043 -0.141043 \n", "75% -0.128340 -0.128340 \n", "max -0.096908 -0.096908 \n", "\n", "Country Name Central Europe and the Baltics East Asia & Pacific \\\n", "count 9.000000 9.000000 \n", "mean -0.138408 -0.138408 \n", "std 0.031571 0.031571 \n", "min -0.203477 -0.203477 \n", "25% -0.147272 -0.147272 \n", "50% -0.141043 -0.141043 \n", "75% -0.128340 -0.128340 \n", "max -0.096908 -0.096908 \n", "\n", "Country Name Europe & Central Asia European Union \\\n", "count 9.000000 9.000000 \n", "mean -0.138408 -0.138408 \n", "std 0.031571 0.031571 \n", "min -0.203477 -0.203477 \n", "25% -0.147272 -0.147272 \n", "50% -0.141043 -0.141043 \n", "75% -0.128340 -0.128340 \n", "max -0.096908 -0.096908 \n", "\n", "Country Name Latin America & Caribbean Middle East & North Africa \\\n", "count 9.000000 9.000000 \n", "mean -0.138408 -0.138408 \n", "std 0.031571 0.031571 \n", "min -0.203477 -0.203477 \n", "25% -0.147272 -0.147272 \n", "50% -0.141043 -0.141043 \n", "75% -0.128340 -0.128340 \n", "max -0.096908 -0.096908 \n", "\n", "Country Name North America OECD members \\\n", "count 9.000000 9.000000 \n", "mean -0.138408 -0.138408 \n", "std 0.031571 0.031571 \n", "min -0.203477 -0.203477 \n", "25% -0.147272 -0.147272 \n", "50% -0.141043 -0.141043 \n", "75% -0.128340 -0.128340 \n", "max -0.096908 -0.096908 \n", "\n", "Country Name Sub-Saharan Africa (excluding high income) \\\n", "count 9.000000 \n", "mean -0.138408 \n", "std 0.031571 \n", "min -0.203477 \n", "25% -0.147272 \n", "50% -0.141043 \n", "75% -0.128340 \n", "max -0.096908 \n", "\n", "Country Name South Asia (IDA & IBRD) \n", "count 9.000000 \n", "mean -0.138408 \n", "std 0.031571 \n", "min -0.203477 \n", "25% -0.147272 \n", "50% -0.141043 \n", "75% -0.128340 \n", "max -0.096908 \n" ] }, { "data": { "image/png": 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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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\n", 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zS3PO5ZlZGrCzHpveA7QyszjnXAWQDmw9xrgiIlKNc457pi4lv7ic5645rsbirSaXn9CZp+es528freakHm3wHWQRiXxVVY67pixhW/5BfnlcoqfFG3h3DtzbwNX+51cD0wJd0fmO+X4KXHQ064uISN1e+GITM1bt5N4z+zKgY8uA10uKj+W203qxeHM+n66uz9/mIuFt4uwcZqzaya/P7kev1qE9dBoIrwq4+4FxZrYWGOt/jZllmdkzhxYysznAFGCMmW0xszP8s34J/NzM1gFtgGcbNL2ISCO2ctt+/vzeKk7r255rTu5a7/UnZKXTOaUpf/9oDVVhcLK3yLGau3Y3f/9oNecO6cjVJ3X1Og4QwkOotXHO7QHG1DB9AXBdtdcjj7D+euD4kAUUEYlSB8sque2VRbRsEs+DFw0+qkOg8bEx3DGmF3dNWcqH32znzEFpIUgq0jC25R/k9smL6dEumb9cMChsTgvQnRhEROQ7f5i+kvW7i/jHxUNpcwzn+Jw/rBM92jXjoY/XhMWQCyJHo7SiklteXkRZRRVPXJVJs0RP+r1qpAJOREQAeG95Hq/M38yNo3pwSq9ju4I0Nsb4+bg+rN1ZyNtLdZ2ZRKY/TV/Fktx8HrxoMD3ahdeQKSrgRESErfkHuff1ZQxJb8ldp/cOyjbPHNiBfmkteHjGWsorq4KyTZGG8ubiLbz45SZuGNU9LE8DUAEnIhLlKiqruHPyYqocPHrZMOJruFXW0YiJMe4a15tNe4p5feGWoGxTpCF8u30/v3pjOcd3S+GeM/p4HadGKuBERKLc45+u4+uN+/jT+QPp0qZZULc9pl97hmS04tGZaymtqAzqtkVCYX9JOTe9uJAWSfE8fvmwGu/9Gw7CM5WIiDSI+Rv28ujMtVwwrBPnD+sU9O2bGXef3pttBSVMnp8b9O2LBJNzjrtfW0ruvoP884rhtG+e5HWkI1IBJyISpQqKy7lz8mI6pzTlD+fXeDvpoDilZ1tO6JbC45+u42CZeuEkfD352Xo+WrmDX53Zl+O6pngdp1Yq4EREopBzjnvfWMbOA6U8cukwkkM4PIKZcdfpfdh1oJQXvtgYsv2IHIt5Obt54INvOXtwGtee0s3rOHVSASciEoVemZ/L+yu284sz+jAko1XI93d8txRG9W7HE7NzOFBSHvL9idTH9oISbn9lMd3aNuOvFx7dANYNTQWciEiUWbvjAH+Y/g0je7Xl+pHdG2y/d43rzb7icp77fGOD7VOkLmUVVdzy8kKKyyp58qrMkPZGB5MKOBGRKFJSXsltryymWUIcf794CDExDdfTMCSjFeP6p/L0Z+vJLy5rsP2K1Ob/3lvFos35PHDRYHq2b+51nICpgBMRiSJ/eW8V324/wN8mDPHkCru7Tu9NYVkFT89Z3+D7FjnctCVbeX7eRn5ycjfGD+7odZx6UQEnIhIlZqzcwaQvNvGTk7sxum97TzL07dCC8YM78tznG9ldWOpJBhGANTsOcO/ryzmua2t+dVZfr+PUmwo4EZEosL2ghF9MXUr/tBb88kxvR5a/c2wvSsormTgrx9McEr0O+AfrbZYYx+OXDw/a3UcaUuQlFhGReqmscvzs1SWUlFfx2OXDSIyL9TRPj3bJXDA8nRe/3MT2ghJPs0j0cc5xz9RlbNpbzOOXDyO1RfgO1lsbFXAiIo3cE7Nz+GL9Hn5/7gB6tEv2Og4Ad4zpRVWV4/FP13odRaLMM3M28P6K7fzyB30Y0b2N13GOmgo4EZFGbNHmfTz08RrGD05jQla613G+k5HSlEuOy+DVr3PJ3VvsdRyJEl+t38P9H3zLDwZ0aNAhdEJBBZyISCO1v6ScOyYvpkOLJP78w0FhNzjpbaf1wsx4ZKZ64ST0du4v4db/LKZLSlMenBAZg/XWRgWciEgj5Jzj12+uYFt+CY9eNpSWTeK9jvQ9HVomcdWILryxaAs5uwq9jiONWHllFbf+ZxFFpRU8cVUmzZPC799DfamAExFphF5ftJW3l27jzjG9yOwSvjflvjm7B4lxsTw8Q71wEjr3v/8tX2/cx/0XDqJ3auQM1lsbFXAiIo3M+l2F/GbaCk7olsIto3t6HadWbZMTuebkrryzdBur8vZ7HUcaoXeX5fHs3A38+KSunDe0k9dxgkYFnIhII1JaUcntkxeTEBfDw5cOJbYBb5V1tG4Y1Z3miXH84+M1XkeRRmbdzgPcM3Upwzu34n/O6ud1nKBSASci0oj87cPVrNi6nwcuHExayyZexwlIq6YJXD+qOx+t3MGyLflex5FGoqi0gpteWkRSfCz/vGI4CXGNq+RpXK0REYlis1bv5Ok5G7hqRBdOH9DB6zj1cs3JXWndNJ6/faReODl2zjnueX0Z63cV8thlwyLmj5n6UAEnItII7DpQyt1TltIntTn3nR15h4qaJ8Vz06k9+GzNLuZv2Ot1HIlwz32+kXeX5XH3GX04qWdbr+OEhAo4EZEIV1XluGvKUg6UVPDoZcNIivf2VllH60cndqVtciJ/+2g1zjmv40iEWrBxL//33irG9U/l5lN7eB0nZFTAiYhEuGfnbuCzNbv43/H96dMhcodIaJIQy09H92D+hr18vm6P13EkAu08UMItLy8ivXUT/n7xkIgfrLc2KuBERCLY8i0FPPDht5zeP5UrTujsdZxjdtkJnenYMkm9cFJvFZVV3PafxewvKWfilZm0aASD9dZGBZyISIQqKq3g9smLaZucyAMXRf6tgQAS42K5fUwvluTmM3PVTq/jSAR58MPVfLVhL//3w0H0S2vhdZyQUwEnIhKhfvv2N2zcU8Q/LhlKq6YJXscJmgsz0+nSpil//3gNVVXqhZO6fbAijyc/W8+VIzpzwfB0r+M0CBVwIiIRaNqSrUxduIXbRvdkRPc2XscJqvjYGO4c24tVeft5f8V2r+NImMvZVcjdU5YxJKMV/zu+v9dxGowKOBGRCLN5TzH3vbmCzC6tuX1ML6/jhMS5QzrRq30yD328mkr1wskRFJdVcPNLC4mPNf51xXAS4yLzCuyjoQJORCSClFdWcfvkxZjBI5cOJS62cf43Hhtj/Hxcb3J2FTFtyVav40gYcs7xqzeWs3ZnIY9eNoxOrRrfYL21aZz/8kVEGql/fLyGJbn53H/BYNJbN/U6TkidMaADAzq24OEZaymvrPI6joSZF77YxLQl27hrXG9G9mrndZwGpwJORCRCzFu3m4mzc7gkK4OzB6d5HSfkYmKMu07vzea9xUxZsMXrOBJGFm7ax5/eXcmYvu25Jbun13E8oQJORCQC7C0q485Xl9CtbTN+e270nKg9uk97hnVuxWOfrKWkvNLrOBIGdheWcuvLi0hr2YSHLh5KTEzkD59zNFTAiYiEOecc90xdSn5xOY9dNoymCXFeR2owZsbdp/chr6CEV+Zv9jqOeKyisorbX1nMvuIyJl45nJZNG/dgvbVRASciEuZe+GITM1bt5N4z+zKgY0uv4zS4k3q0YUT3FP75aQ7FZRVexxEP/f3jNczL2cOfzh8Ylf8WqlMBJyISxlbl7efP763itL7tuebkrl7H8cShXrjdhaW88MUmr+OIRz76ZjsTZ+Vw2fGdmZCV4XUcz6mAExEJUwfLKrntlcW0bBLPg43kVllHK6trCtl92vHE7Bz2l5R7HUca2MbdRdz12lIGdWrJb8+JnnNAa6MCTkQkTP1h+kpydhXyj4uH0iY50es4nrtrXB/yi8v599wNXkeRBnSwrJKbXlpIbKwx8crhJMVHz2C9tVEBJyISht5bnscr8zdz46genNKrrddxwsKg9JacMSCVZ+dsYF9RmddxpAE457jvzeWs3nGAhy8Z2ujHPqwPFXAiImFma/5B7n19GUPSW3LX6b29jhNWfj6uD4VlFTw1Z73XUaQBvPzVZt5YvJU7xvQiu097r+OEFRVwIiJhpKKyijsnL6bKwaOXDSO+kd4q62j16dCcc4d05PnPN7LrQKnXcSSEluTm84d3VpLdpx23n9Y47/l7LPQ/g4hIGHn803V8vXEffzx/AF3aNPM6Tli6Y0wvyiqr+NesdV5HkRDZW1TGLS8tpH2LRB6+JHoH662NCjgRkTAxf8NeHp25lguGdeKHw9K9jhO2urdL5sLhnXj5y81syz/odRwJssoqxx2TF7O7qIyJV2TSqmmC15HCkicFnJmlmNnHZrbW/7P1EZb7wMzyzWz6YdNfNrPVZrbCzP5tZtE7FLOINAoFxeXcOXkxnVOa8ofzB3odJ+zddlovHI7HP1UvXGPz8Iw1zFm7mz+cO4BB6dE9WG9tvOqBuxeY6ZzrBcz0v67Jg8BVNUx/GegLDAKaANeFIqSISENwznHvG8vYeaCURy4dRnJi9Nwq62hlpDTl0uM689rXuWzeU+x1HAmSmat28Ngn67g4K51Lj+/sdZyw5lUBdx4wyf98EnB+TQs552YCB2qY/p7zA+YDOtYgIhHrlfm5vL9iO784ow9DMlp5HSdi/PS0nsTGGI/MXOt1FAmCzXuK+dmrSxjQsQV/OE+90HXxqoBLdc7l+Z9vB1KPZiP+Q6dXAR8EK5iISENau+MAf5j+DSN7teX6kd29jhNRUlsk8aMTu/Dm4i2s21nodRw5BiXlvsF6ASZekanBegNgvk6sEGzYbAbQoYZZ9wGTnHOtqi27zzl3pPPgsoG7nXPja5j3NFDknLuzlhw3ADcApKamZk6ePDnwRhyFwsJCkpOTQ7qPcBbN7Vfbo7PtcPTtL6t0/OGLgxSUOf54UhNaJUXedWVef/b7yxy/mF3MkHax3DI0qcH373X7vRSstjvn+PeKMuZsreDO4YkMbR/+pxA01Oc+evTohc65rJrmhexdcs6NPdI8M9thZmnOuTwzSwN21nf7ZvZboB1wYx05ngKeAsjKynLZ2dn13VW9zJo1i1DvI5xFc/vV9myvY3jmaNv/22kr2FK4ied+fByj+0bmIKXh8Nmvcat5/NN1/K73cPp3bNGg+w6H9nslWG2fPH8zc7Yu5/bTenLn6X2OPVgDCIfP3as/994GrvY/vxqYVp+Vzew64AzgMudcVZCziYiE3IyVO5j0xSZ+cnK3iC3ewsX1I7vTPCmOhz5e43UUqaflWwr4zdu+UwjuGKu7jtSHVwXc/cA4M1sLjPW/xsyyzOyZQwuZ2RxgCjDGzLaY2Rn+WU/gO2/uCzNbYma/adj4IiJHb3tBCb+YupT+aS345ZmR0eMQzlo2jeeGkd2ZsWoHS3LzvY4jAdpXVMZNLy2kXXIij1w6jFgN1lsvnhxods7tAcbUMH0B1YYEcc6NPML64X+AXESkBpVVjp+9uoSS8ioeu3wYiXE6WTsYrjmlG8/N28jfP1rNi9ee4HUcqUNllePOV5ew60ApU246kZRmGqy3viLvjFkRkQj2xOwcvli/h9+fO4Ae7aLz5PdQSE6M4+ZTezBn7W6+Wr/H6zhSh8c+WcvsNbv47bn9NXTOUVIBJyLSQBZt3sdDH69h/OA0JmRp+Mpgu3JEF9o3T+TvH60hVCMsyLGbtXonj8xcy4XD07lcg/UeNRVwIiINYH9JOXdMXkyHFkn8+YeDMNP5PsHWJCGWn57Wk/kb9zJn7W6v40gNcvcWc8fkJfRJbc6fzh+ofwfHQAWciEiIOef49Zsr2JZfwqOXDaVlE92+OVQuOS6DTq2a8PePVqsXLsyUlFdyy8uLqHKOJ6/KpEmCzv88FirgRERC7PVFW3l76TbuHNOLzC4pXsdp1BLjYrljTC+Wbilgxqp6DzEqIfT7d75h+dYCHrp4KF3aNPM6TsRTASciEkLrdxXym2krOKFbCreM7ul1nKhwwfBOdG3TlL9/tJqqKvXChYPXFuTyyvxcbsnuwbj+R3X3TDmMCjgRkRAprajk9smLSYiL4eFLh2qcqwYSFxvDz8b15tvtB3h3eV7dK0hIrdhawP++tYKTe7bhrgi500IkUAEnIhIif/twNSu27ueBCweT1rKJ13GiyvjBHemdmsw/ZqyholI37PFKQXE5N7+8kJRmCTyqwXqDSgWciEgIzFq9k6fnbOCqEV04fUAHr+NEndgY4+fjerN+VxFvLdnmdZyoVFXl+NlrS9heUMI/rxhOm+REryM1KirgRESCbNeBUu6espQ+qc257+x+XseJWmcM6MDATi14ZOYayirUC9fQ/vnpOj75dif/O74/wzu39jpOo6MCTkQkiKqqHHdNWcqBkgoevWwYSfEaKsErZsZdp/chd+9BpizM9TpOVJmzdhcPzVjD+UM7ctWILl7HaZRUwImIBNGzczfw2Zpd/Hp8f/p0aO51nKiX3bsdmV1a89jMdZSUV3odJypszT/I7a8spnf75vzfBRq0OlRUwImIBMnyLQU88OG3nN4/lStP0C2CwoGvF6432/eX8PJXm72O0+iVVlRyy0sLqah0TLxyOE0T4ryO1GjV+c6aWRIwHhgJdAQOAiuAd51z34Q2nohIZCgqreD2yYtpm5zIAxcNVq9DGDmpR1tO6tGGibPWcelxGTRLVFERKn94ZyVLtxTwxJWZdG+X7HWcRq3WHjgz+z3wOXAi8BXwJPAaUAHcb2Yfm9ngkKcUEQlzv337GzbuKeIflwylVdMEr+PIYe46vQ+7C8uY9MVGr6M0Wq8v3MLLX23mxlO784OBuvI61Or6M2S+c+63R5j3kJm1B3ScQESi2hfbKpi6bAu3n9aTEd3beB1HapDZpTWn9W3Pk7PXc+WILrRI0v1og2lV3n7ue2s5I7qn8AsN1tsgau2Bc869e/g0M0sysxb++TudcwtCFU5EJNxt3lPMpG9KyezSmtvH9PI6jtTi5+N6U3CwnGfnbPA6SqNScLCcm15aSMsm8Tx22XDiYnV6fUOo17tsZtcBbwGvm9lfQpJIRCRC7Cks5Zb/LMQMHr5kqH5xhbmBnVpy5sAOPDt3A/uKyryO0yhUVTnuem0pW/cd5F9XDKddcw3W21DqOgfu3MMmjXXO/cA5Nw44K3SxRETC27fb93Pu45+zdkchNw5OJCOlqdeRJAA/G9eborIKnvgsx+sojcITn+UwY9UO7ju7H5ldUryOE1Xq+nNxkJlNM7Oh/tfLzOwZM3sa0BWoIhKVPl65gwv/NY+Kqiqm3HQiQ9vrqsZI0Tu1OecN6cikeRvZeaDE6zgRbeWeSv724WrGD07jxyd19TpO1KnrHLg/AzcCt/iLtn8DfwUec85d3gD5RETChnOOibNyuOHFBfRon8y0W09hcHorr2NJPd05tjfllY5/fapeuKOVV3CQiUtL6NEumb9eqGFzvBDICRtFwJ3A48BTwGXAmhBmEhEJOyXlldw1ZSl//eBbzh6Uxqs3nEiHlklex5Kj0LVtMyZkpvOfrzazLf+g13EiSkl5Jc/O3cC5j39OeSVMvDJT4+p5pK5z4P4EvA5MB0Y7584FlgDvmdmPQh9PRMR7uw6UcvnTX/LGoq38fFxvHrtsGE0SdI/TSHab/4rhxz5Z63GSyHCocBv5wKf8cfpKerZL5p7jk+jZXoP1eqWusnm8c26o+fpGFwIPO+feNrP3gFtDH09ExFvfbCvg+kkL2Ftcxr+uGM5Zg9K8jiRB0KlVEy47PoOXvtrMjaN60LVtM68jhaWDZZW8/NUmnpi9nt2FpZzUow2PXzaME7q3YdasWV7Hi2p1FXArzOwpoAkw+9BE51wF8Egog4mIeO2DFXn87NWltGoaz9SbTmJgp5ZeR5IgunV0T15dkMujM9fy0CVDvY4TVmoq3P55ua9wk/BQawHnnLvSzAYB5c65bxsok4iIp5xz/PPTdfztozUMzWjFU1dl0r6FzndrbNq3SOLqE7vy1Jz13Jzdg16pzb2O5LnDC7eTe7bhX2OGc3w3DRESbmot4MzsFOfc3FrmtwA6O+dWBD2ZiIgHSsoruWfqMt5euo3zh3bk/gsHkxSv890aqxtP7cFLX27i4Rlr+ecVw72O45nisgpe/nIzT36Ww+7CMk7p2ZY7xg7nuK4q3MJVXYdQLzSzB4AP8J0DtwtIAnoCo4EuwF0hTSgi0kB27i/h+hcXsjQ3n1+c0YdbsntoeIRGLqVZAtee0o1HP1nHLdsKGNAxug6T11y49VLhFgHqOoT6MzNLAS4EJgBpwEFgFfBkbb1zIiKRZPmWAq5/YQH7S8p58qpMzhjQwetI0kCuHdmd5+dt5KGP1vDsj4/zOk6DKC6r4KUvN/Hk7PXsKSpjZK+23DGmF1kq3CJGnYO3OOf2Ak/7HyIijc67y/K4a8oS2jRLZOpNJ9G/YwuvI0kDatkknhtP7cGDH65m0eZ9DO/c2utIIaPCrfHQ6HsiErWcczwycy0Pz1hLZpfWPHFlpm7GHaV+fFJX/j13Aw99tIaXrjvB6zhBV1xWwYtfbOKpz/5/4Xbn2F66f2kEUwEnIlHpYFkld09dyrvL8rhgeCf+csEgEuN0sUK0apYYx83ZPfjTu6v4ImcPJ/ZoHMNlHF64jerdjjvG9CKzS+PtZYwWKuBEJOpsLyjh+hcWsGJbAb86sy83jOquixWEK0d04ek563no49W81v3EiP5OFJVW8OKXvsJtrwq3RimgAs7MmuK72rSzc+56M+sF9HHOTQ9pOhGRIFuam8/1LyygqLSCp6/KYmz/VK8jSZhIio/lp6f14n/fWsHsNbvI7tPe60j1VlRawQtfbOLpOb7C7dTe7bhjbK9GfV5ftAq0B+45fMOInOh/vRWYgu8eqSIiEWHakq3cM3UZ7Zon8uK1J9OngwZulf92SVYGT87O4e8freHU3u0iphfuUOH21Gc57CsuV+EWBQIt4Ho45y4xs8sAnHPFFinfahGJelVVjn/MWMNjn6zj+K4pTLxyOG2SdbGCfF9CXAx3jOnFL6Yu46OVO8J+OJnC0gpe+GIjT3+2nn3F5WT38R0qHabCrdELtIArM7MmgAMwsx5AachSiYgESXFZBT9/dSkffLOdS7Iy+OP5A0mIi/E6loSxHw7rxMRZOTz00RrG9UslJib8+isOL9xG92nHHWN7MzSjldfRpIEEWsD9Dt/dGDLM7GXgZOCaUIUSEQmGbfkHuW7SAr7dvp9fn92Pa0/pFjGHxMQ7cbEx3DmuN7e/spjpy/M4d0hHryN9p7C0gknzNvL0nPXkq3CLagEVcM65j8xsITACMOAO59zukCYTETkGizbv44YXFlJaXsmzPz6O0RF4Qrp4Z/ygNP75yToe/ngNZw3sQFyst722B0rKv7s4Ib+4nNP6tuf2Mb1UuEWxQK9CnemcGwO8W8M0EZGw8saiLdz7xnLSWibxyvUn0CtVFytI/cTEGD8/vTc3vriQNxZv5eKsDE9y1FS43TGmF0NUuEW9Wgs4M0sCmgJtzaw1vt43gBZApxBnExGpl6oqxwMfruaJ2TmM6J7CxCsyad0swetYEqFO75/K4PSWPDJjLecP7dSg504eKCn3HyrdQMHBcsb4e9xUuMkhdfXA3QjcCXTEN4zIoQJuP/B46GKJiNRPYWkFd05ewoxVO7j8hM78/twBxHt82Esim5lx1+l9uPrf83l1QS5XjegS8n3WVLjdMbYXg9NbhXzfEllqLeCcc48Aj5jZbc65xxook4hIvWzZV8x1kxawZscBfndOf64+qasuVpCgGNWrLcd1bc3jn6xlQmY6SfGhud3a/pJyJn2+kWfm+gq3sf3ac8eY3gxKbxmS/UnkC/QihsfMbCDQH0iqNv2FUAUTEQnEgo17ufHFhZRVVvH8Ncczqnc7ryNJI3KoF+7Sp77kpS83cd3I7kHd/v6Scp7/fCPPzFnP/pIKxvZL5Y4xvVS4SZ0CvYjht0A2vgLuPeBMYC6gAk5EPDNlQS7/8+Zy0ls35Zmrs+jRLtnrSNIIjejehlN6tmXirBwuO74zzRKP/TbiKtzkWAX6LbwIGAIsds5dY2apwEuhiyUicmSVVY7731/F03M2cErPtvzz8uG0bBrvdSxpxO46vTc//Nc8np+3kVtH9zzq7ewvKee5uRt5dq6vcBvX31e4Deykwk3qJ9AC7qBzrsrMKsysBbAT8OaaahGJagdKyrlj8hI++XYnPzqxC/87vr8uVpCQG9a5NWP7tefJ2TlcOaILLZvU7w+GgoO+HjcVbhIsgRZwC8ysFfA0vqtRC4EvjnanZpYCvAp0BTYCFzvn9tWw3Af4Bg+e65wbX8P8R4GfOOd03EQkCmzeU8x1L3xNzq4i/nj+wAa5KlDkkJ+N683Zj87l2Tnr+fnpfQJap+BgOc99voFn527gQEkFp/dP5XYVbhIEgV7EcIv/6RP+oqqFc27ZMez3XmCmc+5+M7vX//qXNSz3IL5x6G48fIaZZQG6W69IlPhy/R5ufmkhVQ5e/MnxnNSzrdeRJMoM6NiSswel8ezcDfz45G6k1DLGYMHBcv49dwP//txXuJ0xwFe4Deiowk2Co87jDmYWa2bV/6fcBowws1XHsN/zgEn+55OA82tayDk3EzhQUyZ8xd09x5BBRCLE5PmbufKZr2jdLIG3bj1ZxZt45mfjenGwvJInZufUOL/gYDn/+HgNp/z1Ex6ZuZaTerTh3dtP4cmrslS8SVCZc+7IM80uBZ4EioC1wJ+BfwNfA390zi06qp2a5TvnWvmfG7Dv0Osals0G7q5+CNXM7gBinHP/MLPC2g6hmtkNwA0AqampmZMnTz6ayAErLCwkOTl6j+hGc/vV9uC3vbLK8erqMj7aVMHAtrHcPCSRZvHhN76bPvvoavtTy0r5ensFD45qQlxFMcnJyRSVOz7aWM5Hm8o5WAGZqbGc1yOezi1CM25cOIjGz/6Qhmr76NGjFzrnsmqaV9ch1F8Dmc65dWY2HN95bxc5596pa6dmNgPoUMOs+6q/cM45MztyFfn97XYEJuAb1qROzrmngKcAsrKyXHZ2QKsdtVmzZhHqfYSzaG6/2p4d1G3uLynnp/9ZzGebirnm5K7cd1Y/z28ofiT67LO9jtGgug0qYszfZ7O4tD3HN93FovKOPDd3AwdKK/jBgA7cPqYX/Tu28DpmyEXjZ39IOLS9rgKuzDm3DsA5t8jM1gZSvPmXH3ukeWa2w8zSnHN5ZpaG76rWQA0DegLr/COtNzWzdc65o7+uW0TCysbdRVw76Ws27SnmLxcM4rLjO3sdSeQ7Xdo0Y0JWBv+Zv5nXzHGwYi1nDvQVbv3SGn/hJuGhrgKuvZn9vNrrVtVfO+ceOsr9vg1cDdzv/zkt0BWdc+9SrWfPfwhVxZtIIzFv3W5ufnkRMQYvXXcCI7q38TqSyPfcdlpPPvl2BxlNKvjjpSepcJMGV9fxiKeB5tUeh78+WvcD48xsLTDW/xozyzKzZw4tZGZzgCnAGDPbYmZnHMM+RSTMvfTlJn707/m0b57ItFtPUfEmYatjqyZ89T9j+emwJBVv4om6bmb/+1Ds1Dm3BxhTw/QFwHXVXo8MYFvReQalSCNSUVnFH6evZNIXmxjdpx2PXjaM5km6s4KIyJEc+w3dRESOQUFxObf+ZxFz1+3m+pHduPfMfsTGhN+VpiIi4UQFnIh4JmdXIddNWsCWfcU8cNFgLs7SHfpERAIRUAFnZt2ccxvqmiYiEqg5a3dx68uLiIuN4T/Xj+C4rileRxIRiRiBDqr0eg3TpgYzSGOwLf8gi3ZUeB1DJKw555g0byM/fu5r0lo2YdqtJ6t4ExGpp1p74MysLzAAaGlmF1Sb1QJICmWwSPT4p+uYurSU688r1wnYIjUor6zid29/w8tfbWZsv1QevnQoyYk6k0NEpL7q6oHrA4wHWgHnVHsMB64PabIIdHFWBmVV8O6yPK+jiISdfUVl/OjZ+bz81WZuzu7BU1dlqngTETlKdQ0jMg2YZmYnOue+aKBMEWtIeks6JhuvLcjlUo0cL/KddTsPcO2kBeTll/DQxUO4YHi615FERCJaoOfA/dDMWphZvJnNNLNdZnZlSJNFIDNjZKd4Fm3OZ93OQq/jiISFWat38sN/zqOotIJXbhih4k1EJAgCLeBOd87tx3c4dSO+e5H+IlShItlJHeOIjTGmLMz1OoqIp5xzPDt3Az95/mvSU5oy7aenkNmltdexREQahUALuENn5J8NTHHOFYQoT8RrmWic1rc9byzaSkVllddxRDxRVlHFr95Yzh+nr2Rc/1Sm3nQinVo18TqWiEijEWgB946ZfQtkAjPNrB1QErpYkW1CZjq7DpQye80ur6OINLi9RWVc+exXTP46l9tO68nEKzJpposVRESCKqACzjl3L3ASkOWcKweKgfNCGSySje7bnrbJCUxZsMXrKCINavX2A5z7+FyW5ObzyKVDuev0PsTotlgiIkEXUAFnZk2BW4CJ/kkdgaxQhYp08bEx/HBYJ2as2sGewlKv44g0iJmrdnDBvz6ntKKK1248kfOGdvI6kohIoxXoIdTngDJ8vXAAW4E/hSRRIzEhK4OKKsdbS7Z5HUUkpKqqHO9vKOe6FxbQrV0z3v7pyQzNaOV1LBGRRi3QE1N6OOcuMbPLAJxzxWam4yK16J3anCEZrZiyIJefnNwVvV3SmDjnWLqlgOlLt/He8jy2FZRx9qA0/jZhCE0SYr2OJyLS6AVawJWZWRPAAZhZD0DHBuswITOdX7+1ghVb9zMovaXXcUSOiXOOlXn7mb4sj+nLtpG79yDxscaoXu04t6vjnkuG6Xw3EZEGEmgB91vgAyDDzF4GTgZ+HKpQjcU5Qzryx+kreW1Brgo4iVhrdhxg+tJtTF+Wx/rdRcTGGCf3bMttp/XijP4daNk0nlmzZql4ExFpQHUWcGYWA7QGLgBGAAbc4ZzbHeJsEa9lk3h+MLAD05Zs5b6z+5EUr0NLEhnW7yr8rqdtzY5CYgxGdG/DdSO784OBHUhpluB1RBGRqFZnAeecqzKze5xzrwHvNkCmRuXirAymLdnGRyt3cO6Qjl7HETmi3L3FTF+WxztLt7Eybz8Ax3Vtze/PHcCZgzrQvnmSxwlFROSQQA+hzjCzu4FXgaJDE51ze0OSqhE5sXsbOrVqwpQFuSrgJOzkFRzk3WV5vLMsj6W5+QAMzWjFr8/ux9mD00hrqbsniIiEo0ALuEv8P2+tNs0B3YMbp/GJiTEuykzn0U/WsjX/oG4nJJ7beaCE95blMX1ZHgs27QNgYKcW3HtmX84elEZGSlOPE4qISF0CKuCcc91CHaQxuygznUdmruWNhVu4bUwvr+NIFNpbVMb7K3yHR7/asBfnoE9qc+4a15vxQzrSrW0zryOKiEg9BFTA+e/E8HOgs3PuBjPrBfRxzk0PabpGIiOlKSf1aMOUhVu4dXRPXa0nDaKguJwPv9nOO8u2MS9nD5VVju7tmnHbab04Z3AavVKbex1RRESOUqCHUJ8DFvLfd2KYAqiAC9CErHR+9upS5m/cy4jubbyOI43UgZJyPl65g+nL8pizdhfllY6MlCbcOKo74wd3pF9acw0qLSLSCOhODA3kBwPS+E3iN0xZsEUFnARVcVkFM1ft5J2l25i1ZhdlFVV0bJnEj0/qyvjBHRmc3lJFm4hII6M7MTSQJgmxjB/SkbcWb+X35w0gOTHQt17k+0rKK5m1eifvLMvjk1U7OVheSfvmiVx+fGfOGZLGsIzWOlQvItKIBVpF/I7v34nhmlCFaqwuzkrnlfmbeXfZNi45rrPXcSTClFZUMmfNbqYv28bHK3dQVFZJm2YJXJjZifGDO3Jc1xRiVbSJiESFQK9C/cjMFqI7MRyToRmt6Nk+mdcWbFEBJwEpr6xiXs4e3lm6jQ+/2c6BkgpaNoln/OCOjB+Sxond2xAXG+N1TBERaWCBXoU60zk3hmp3Yqg2TQJkZlyclc7/vfctObsK6dEu2etIEoYqqxxfrd/DO8vy+GBFHvuKy2meGMe4AamcM7gjJ/dsS0KcijYRkWhWawFnZklAU6CtmbXG1/sG0ALoFOJsjdL5wzrx1w9WM2XBFu49s6/XcSRMVFU5Fmzax/Rl23hv+XZ2F5bSNCGWMf1SGT84jVN7t9O9dEVE5Dt19cDdCNwJdMQ3jMihAm4/8HjoYjVe7ZsnMbpPe95YtIW7T++tw19RzDnHktx83lmax3vL89i+v4TEuBhO69ue8YM7clrf9jRJUNEmIiLfV2sB55x7BHjEzG5zzj3WQJkavQlZ6cxYtYPP1u7itL6pXseRBuSc45tt+3ln2TbeXZbHln0HSYiNYVTvdvzqrL6M6ZeqK5RFRKROgV7E8JiZnQR0rb6Oc+6FEOVq1E7r2542zRKYsmCLCrgo4Jxj9Y4DTF+ax/Rl29i4p5i4GOPknm25Y0wvTh/QgZZN4r2OKSIiESTQixheBHoAS4BK/2QHqIA7CvGxMfxwWCcmfbGRvUVlpDRL8DqShMC6nYVMX7aN6cvyWLezkBiDE3u04cZTe/CDAR1orc9dRESOUqDHarKA/s45F8ow0WRCVgbPzN3AW4u38pNTunkdR4Jk855i3vEXbavy9mMGx3VN4Y/nDeAHA9No1zzR64giItIIBFrArQA6AHkhzBJV+nRozpD0lry2IJdrTu6qWx1FuE++3cEf5x1kwwefAjCscyv+d3x/zh6URoeWSR6nExGRxibQAq4tsNLM5lPtFlrOuXNDkipKXJSVwf++tYJvtu1nYKeWXseRo1RYWsGdk5fQJMbxqzP7cvbgNNJbN/U6loiINGL1uZWWBNm5Qzryp+kreW1Brgq4CPbKV5vZX1LBHSOSuPbUHl7HERGRKBDoVaizQx0kGrVsEs8ZAzowbck2/uesfhqoNQKVVlTyzNz1nNi9DT1alXgdR0REokSto8ia2QEz21/D44CZ7W+okI3ZxVkZFBws5+OVO7yOIkfhzUVb2bG/lFtGq+dNREQaTq0FnHOuuXOuRQ2P5s65Fg0VsjE7qUcbOrVqwpSFW7yOIvVUWeV48rP1DOzUglN6tvU6joiIRBHdx8ljMTHGhZnpzFm7i235B72OI/XwwYrtbNhdxC3ZPXUVsYiINCgVcGFgQmY6zsEbi9QLFymcc0ycvY5ubZtxxoAOXscREZEoowIuDGSkNOXE7m2YsnALGis5MsxZu5sVW/dz46juxMao901ERBqWCrgwMSErnU17ipm/Ya/XUSQAE2flkNoikR8O7+R1FBERiUK6CjVMnDkwjeTEOF5boMOo4W7x5n18sX4P153SncQ4Df0iIiINT1ehhokmCbGcMySN95bnUVha4XUcqcXEWTm0bBLPZSd09jqKiIhEqXodQjWz9mbW+dDjaHdqZilm9rGZrfX/bH2E5T4ws3wzm37YdDOzP5vZGjNbZWa3H22WcDIhK4OD5ZW8t0y3nA1X63Ye4KOVO7j6xC4kJwZ6IxMREZHgCqiAM7NzzWwtsAGYDWwE3j+G/d4LzHTO9QJm+l/X5EHgqhqm/xjIAPo65/oBk48hS9gYltGKHu2a8dqCXK+jyBFMnLWepPgYrj6pq9dRREQkigXaA/dHYASwxjnXDRgDfHkM+z0PmOR/Pgk4v6aFnHMzgQM1zLoZ+INzrsq/3M5jyBI2zIyLszJYsGkf63cVeh1HDrM1/yDTlmzl0uM60yY50es4IiISxSyQYSvMbIFzLsvMlgLDnHNVZrbUOTfkqHZqlu+ca+V/bsC+Q69rWDYbuNs5N77atD3AQ8APgV3A7c65tUdY/wbgBoDU1NTMyZND21lXWFhIcnLyUa+fX1rFz2cd5Myu8UzokxDEZA3jWNsfzl5eVconmyt4YFQT2jT5/t8+jbntdYnmtkN0tz+a2w7R3X61PfRtHz169ELnXFZN8wI9iSffzJKBOcDLZrYTKKptBTObAdQ0wul91V8455yZ1Xfws0SgxF9UXgD8GxhZ04LOuaeApwCysrJcdnZ2PXdVP7NmzeJY9/FO3tcs2FbAIyNHERcbWSO9BKP94WhvURk3zZzJ+cPSufDMmv9uaaxtD0Q0tx2iu/3R3HaI7var7dmeZgi0OjgPKAbuBD4AcoBzalvBOTfWOTewhsc0YIeZpQH4f9b3EOgW4A3/8zeBwfVcP6xNyMpgx/5S5qzd7XUU8Xt+3kZKyqu46dTuXkcREREJrIBzzhXhu2gg2zk3CXgGKDuG/b4NXO1/fjUwrZ7rvwWM9j8/FVhzDFnCzml925PSLIEpC3UxQzgoLK1g0ryNnN4/lV6pzb2OIyIiEvBVqNcDU4En/ZM64Suijtb9wDj/la1j/a8xsywze6bafucAU4AxZrbFzM6otv6FZrYc+Atw3TFkCTsJcTH8cFgnPl65g71Fx1InSzBMnr+ZgoPl3JTdw+soIiIiQODnwN0KHA98BeCcW2tm7Y92p865PfiuZD18+gKqFWPOuSOd15YPnH20+48EE7LSeXbuBqYt2co1J3fzOk7UKq2o5Ok56xnRPYXhnWscrlBERKTBBXoOXKlz7ruuIDOLA3TX9RDq26EFg9Nb6tZaHntr8VZ27C/lluyeXkcRERH5TqAF3Gwz+x+giZmNw3dY853QxRKACZnprMrbz4qtBV5HiUqVVY4nZ69nQMcWjOzV1us4IiIi3wm0gLsX33hry4Ebgfecc/fVvoocq3OHdCIhLoYpujODJz78ZjvrdxdxS3ZPfMMVioiIhIdAr0Ktcs497Zyb4Jy7CNhkZh+HOFvUa9k0njMGdOCtJdsoKa/0Ok5Ucc4xcVYO3do24wcDaxrOUERExDu1FnBmdpr/hvGFZvaSmQ0yswX4rvyc2DARo9vFWekUHCxnxqodXkeJKnPX7Wb51gJuHNWd2Bj1vomISHipqwfu7/huQ9UG3zAiXwDPO+cynXNv1LqmBMVJPdrSsWUSU3QxQ4OaOCuH9s0T+eHwTl5HERER+Z66CjjnnJvlnCt1zr0FbHXOPd4AucQvNsa4KDOdz9buIq/goNdxosKS3Hzm5ezhupHdSIyL9TqOiIjI99RVwLUyswsOPYC4w15LA7goMwPn4I1FW72OEhUmzlpHi6Q4Lj+hi9dRREREalRXATcb3z1PDz0+q/Z8fGijySGd2zRlRPcUpizIxTkNvxdK63Ye4MNvdnD1SV1JTgx0nGsREZGGVetvKOfcNQ0VRGo3ITODu6Ys5euN+zi+W4rXcRqtJ2avJyk+hh+f1NXrKCIiIkcU6Dhw4rEzB3UgOTGO1zQmXMhsyz/IW4u3culxnWmTnOh1HBERkSNSARchmibEMX5wGu8tz6OwtMLrOI3S03PWA3DdSN17VkREwpsKuAgyISuD4rJK3luW53WURmdvURmT5+dy7tCOpLdu6nUcERGRWtV6DlxdV5pqLLiGNbxzK7q3a8aUhblcfFyG13EalUnzNnKwvJKbTu3hdRQREZE61XWZ3Tm1zHOACrgGZGZMyMzgrx98y/pdhXRvl+x1pEahqLSC5+dtZFz/VHqnNvc6joiISJ10FWqEuXB4J/720WqmLtzCPT/o63WcRuGV+ZspOFjOzdnqfRMRkcgQ8EBXZnY2MABIOjTNOfeHUISSI2vfIolTe7fj9UVbuOv0PrpP5zEqrajkmTkbGNE9heGdW3sdR0REJCABXcRgZk8AlwC3AQZMADRMvUcuzkpnx/5SPlu7y+soEW/a4m1s31/Czdk9vY4iIiISsECvQj3JOfcjYJ9z7vfAiUDv0MWS2pzWN5WUZglM1Q3uj0llleOJ2TkM6NiCUb3aeh1HREQkYIEWcIfuol5sZh2BciAtNJGkLglxMZw/tBMfr9zBvqIyr+NErI++2c763UXcnN0DMx2KFhGRyBFoATfdzFoBDwKLgI3AKyHKJAGYkJVOWWUV05boBvdHwznHxNk5dG3TlDMH6m8RERGJLAEVcM65Pzrn8p1zr+M7962vc+5/QxtNatMvrQWDOrXkNR1GPSqfr9vDsi0F3HhqD10IIiIiESfgOzGY2Ulmdjm+ixnOM7MfhS6WBGJCVjor8/azYmuB11EizsTZ62jfPJELhnfyOoqIiEi9BXoV6ovA34BTgOP8j6wQ5pIAnDukIwlxMUxdqF64+liam8/n6/Zw3chuJMbFeh1HRESk3gIdBy4L6O+cc6EMI/XTqmkCp/dP5a0lW/nVWX1VjARo4qwcWiTFcdnxnb2OIiIiclQCPYS6AugQyiBydC7OyiC/uJwZK3d6HSUirNtZyIcrt/OjE7vSPCne6zgiIiJHJdAeuLbASjObD5QemuicOzckqSRgJ/dsS1rLJKYszOXswbqasi5Pzs4hMS6Ga07u6nUUERGRoxZoAfe7UIaQoxcbY1yUmc4/P13H9oISOrRMqnulKLUt/yBvLdnK5cd3pk1yotdxREREjlqgw4jMrukR6nASmIsy06ly8PoiXcxQm2fmbKDKwfWjunsdRURE5JjUWsCZ2Vz/zwNmtr/a44CZ7W+YiFKXLm2acUK3FKYsyEXXmdRsX1EZr8zfzHlDOpLeuqnXcURERI5JXT1wVwA455o751pUezR3zrVogHwSoAlZGWzcU8yCTfu8jhKWJn2xkYPlldyU3cPrKCIiIsesrgLuzUNPzOz1EGeRY3DWoA40S4jlta9zvY4SdopKK3h+3kbG9kuld2pzr+OIiIgcs7oKuOr3GNKJQ2GsaUIc4wd35N3leRSVVngdJ6xM/jqX/OJyblbvm4iINBJ1FXDuCM8lDF18XDrFZZW8uzzP6yhho6yiimfmrOeEbilkdmntdRwREZGgqKuAG3LoogVgsC5iCG/DO7eme7tmTNUN7r/z1pKt5BWUqPdNREQalVoLOOdcbLWLFuJ0EUN4M/ONCTd/41427C7yOo7nKqscT8zOoX9aC07t3c7rOCIiIkET6K20JEJcODydGIOpC3Uxw8crt7N+VxE3Z/fAzOpeQUREJEKogGtkUlskcWrvdry+cCuVVdF72qJzjomzcujSpilnDtRtfEVEpHFRAdcIXZyVwfb9JcxZu8vrKJ6Zl7OHpVsKuHFUD+Ji9TUXEZHGRb/ZGqEx/VJp3TSeKQuj92KGibNyaNc8kQuGd/I6ioiISNCpgGuEEuJiOH9YJz7+Zgf5xWVex2lwy7bkM3fdbq47pRtJ8bFexxEREQk6FXCN1ITMDMoqq5i2ZJvXURrcxFk5tEiK4/ITOnsdRUREJCRUwDVS/Tu2YGCnFry2ILquRs3ZVcgH32znRyd2pXlSvNdxREREQkIFXCM2ITODb7bt55ttBV5HaTBPzs4hITaGH5/c1esoIiIiIaMCrhE7b2hHEmJjmBIld2bIKzjIm4u3cslxGbRNTvQ6joiISMiogGvEWjVNYNyAVKYt2UppRaXXcULumTkbqHJw/cjuXkcREREJKU8KODNLMbOPzWyt/2eNdxk3sw/MLN/Mph82fYyZLTKzJWY218x6NkzyyHNxVgb7isuZuWqn11FCal9RGa/M38y5QzqSkdLU6zgiIiIh5VUP3L3ATOdcL2Cm/3VNHgSuqmH6ROAK59xQ4D/Ar0MRsjE4pWdb0lomMaWRX8ww6YuNFJdVctOpumm9iIg0fl4VcOcBk/zPJwHn17SQc24mcKCmWUAL//OWQPSNlRGg2BjjwuHpzF6zi+0FJV7HCYnisgqen7eRsf3a06dDc6/jiIiIhJxXBVyqcy7P/3w7kFrP9a8D3jOzLfh66O4PZrjG5qLMdKocvLG4cV7MMHl+LvnF5dycrd43ERGJDuZcaG54bmYzgJruIn4fMMk516rasvucc0c6Dy4buNs5N77atDeAvzrnvjKzXwB9nHPXHWH9G4AbAFJTUzMnT558dA0KUGFhIcnJySHdx9H4y1cHyS913D+yCWYWsv00dPsrqhz3fHaQdk2MX53QpMH2W5Nw/ewbQjS3HaK7/dHcdoju9qvtoW/76NGjFzrnsmqaFxeqnTrnxh5pnpntMLM051yemaUBAZ9hb2btgCHOua/8k14FPqglx1PAUwBZWVkuOzs70F0dlVmzZhHqfRyNXcm5/GLqMpp3G0JW15SQ7aeh2z9lQS57S5bx98uyyO7TvsH2W5Nw/ewbQjS3HaK7/dHcdoju9qvt2Z5m8OoQ6tvA1f7nVwPT6rHuPqClmfX2vx4HrApitkbprEFpNEuIbVR3ZqiqcjwxO4d+aS3I7t3O6zgiIiINxqsC7n5gnJmtBcb6X2NmWWb2zKGFzGwOMAUYY2ZbzOwM51wFcD3wupktxXcO3C8avAURplliHGcPTuPdZXkUlVZ4HScoPlq5g5xdRdyc3SOkh4VFRETCTcgOodbGObcHGFPD9AX4LlA49HrkEdZ/E3gzZAEbqQlZGby2YAvvLc9jQlaG13GOiXOOibNz6NKmKWcNrOlUSxERkcZLd2KIIlldWtOtbTOmLIz8q1G/yNnD0tx8bhjVnbhYfY1FRCS66DdfFDEzLspMZ/6GvWzcXeR1nGMycXYO7ZoncuHwdK+jiIiINDgVcFHmwuHpxBhMjeBeuOVbCpizdjfXntKNpPhYr+OIiIg0OBVwUaZDyyRG9W7H64u2UFkVmjEAQ23i7HU0T4rjihM6ex1FRETEEyrgotDFWRnkFZQwd91ur6PU2/pdhby/Yjs/OrELzZPivY4jIiLiCRVwUWhMv/a0ahofkTe4f3L2ehJiY7jm5G5eRxEREfGMCrgolBgXy/lDO/HRNzvILy7zOk7AtheU8MbiLVxyXAZtkxO9jiMiIuIZFXBRakJWOmWVVby9dJvXUQL2zJz1VDm4fmR3r6OIiIh4SgVclBrQsSUDOraImFtr5ReX8Z/5mzlncBoZKU29jiMiIuIpFXBRbEJmOiu27mfltv1eR6nTpHmbKC6r5KbsHl5HERER8ZwKuCh23tBOJMTGMGVhePfCFZdV8Py8DYzp256+HVp4HUdERMRzKuCiWOtmCYzrn8pbi7dSVlHldZwjevXrXPYVl3PLaPW+iYiIgAq4qDchK519xeXMXLXD6yg1Kquo4unP1nN81xQyu6R4HUdERCQsqICLciN7taNDi6SwvcH920u3sa2ghJt17puIiMh3VMBFudgY48LMTsxavZMd+0u8jvNfqqocT8zOoW+H5mT3aed1HBERkbChAk64KDODKgdvLNrqdZT/8vGqHazbWcjN2T0wM6/jiIiIhA0VcEK3ts04vmsKUxbk4lx43ODeOce/ZuXQOaUpZw9K8zqOiIhIWFEBJwBclJXO+t1FLNq8z+soAHyxfg9Lc/O5YVR34mL1NRUREalOvxkFgLMHpdE0IZbXvg6PixkmzsqhbXIiF2Wmex1FREQk7KiAEwCaJcZx9qA0pi/bRnFZhadZlm8pYM7a3Vx7SjeS4mM9zSIiIhKOVMDJdyZkZVBUVsl7y7d7muOJ2Tk0T4zjihGdPc0hIiISrlTAyXeO69qarm2aMsXDG9yv31XIeyvyuOrELrRIivcsh4iISDhTASffMTMmZGXw1Ya9bNpT5EmGpz5bT0JsDNec3M2T/YuIiEQCFXDyXy4Y3okYg6ke3Jlhe0EJry/awsVZGbRrntjg+xcREYkUKuDkv6S1bMLIXu2YunALlVUNOybcs3PXU+XghlHdG3S/IiIikUYFnHzPxVkZ5BWU8Pm63Q22z/ziMv7z1WbGD04jI6Vpg+1XREQkEqmAk+8Z2789rZrGN+gN7l/4YhNFZZW6ab2IiEgAVMDJ9yTGxXL+0E58+M12CorLQ76/4rIKnvt8A6f1bU/fDi1Cvj8REZFIpwJOanRRZjplFVW8vTT0N7h/7etc9hWXc4t630RERAKiAk5qNLBTS/qnteC1BaE9jFpeWcXTczZwXNfWZHVNCem+REREGgsVcHJEE7LSWb61gFV5+0O2j7eXbGNr/kFuye4Zsn2IiIg0Nirg5IjOH9qJhNgYpoSoF66qyjFxdg59OzQnu0+7kOxDRESkMVIBJ0fUulkCY/u3560lWymrqAr69mes2sG6nYXcnN0DMwv69kVERBorFXBSqwlZGewtKuOTb3cEdbvOOf41K4eMlCacPSgtqNsWERFp7FTASa1G9WpHaovEoB9G/XL9Xpbk5nPDqB7ExeprKCIiUh/6zSm1io0xLhyezqerd7Jzf0nQtjtxdg5tkxOZkJketG2KiIhECxVwUqeLMtOpcvDG4uCMCbdiawGfrdnFT07pSlJ8bFC2KSIiEk1UwEmdurdLJqtLa15bkItzx36D+4mzc2ieGMeVI7oEIZ2IiEj0UQEnAbk4K4P1u4pYtDn/mLazYXcR7y/P48oTu9AiKT444URERKKMCjgJyFmD02gSH8uUBbnHtJ2nPsshLjaGa07uGpxgIiIiUUgFnAQkOTGOswenMX1ZHsVlFUe1jR37S3h94VYuzkqnffOkICcUERGJHirgJGATMtMpLK3g/eXbj2r9Z+duoKKqihtG6qb1IiIix0IFnATs+G4pdG3TlCkL638YtaC4nJe/3MQ5QzrSuU3TEKQTERGJHirgJGBmxkWZ6Xy5fi+b9xTXa90XvthIUVklN52q3jcREZFjpQJO6uXCzHTMYGo9euEOllXy3LyNjO7Tjn5pLUKYTkREJDqogJN6SWvZhJG92jF14RYqqwIbE+61BbnsLSrjltE9Q5xOREQkOqiAk3q7OCudbQUlzMvZXeey5ZVVPPXZerK6tOa4rikNkE5ERKTx86SAM7MUM/vYzNb6f7auYZmhZvaFmX1jZsvM7JJq87qZ2Vdmts7MXjWzhIZtQXQb2y+Vlk3ieS2AG9y/s3QbW/MPcstonfsmIiISLF71wN0LzHTO9QJm+l8frhj4kXNuAPAD4GEza+Wf91fgH865nsA+4NrQR5ZDkuJjOX9oRz78ZjsFxeVHXK6qyjFxVg59OzRndJ/2DZhQRESkcfOqgDsPmOR/Pgk4//AFnHNrnHNr/c+3ATuBdmZmwGnA1NrWl9CakJVBWUUVby/bdsRlZn67k7U7C7k5uwe+j01ERESCwYJxc/J679Qs3znXyv/cgH2HXh9h+ePxFWoDgBTgS3/vG2aWAbzvnBt4hHVvAG4ASE1NzZw8eXIQW/J9hYWFJCcnh3Qf4cA5x2/mlRBn8NuTmnw3/VD7nXP86csSCsocfx3ZhNiYxl/ARctnX5NobjtEd/ujue0Q3e1X20Pf9tGjRy90zmXVNC8uVDs1sxlAhxpm3Vf9hXPOmdkRq0gzSwNeBK52zlXVtyfHOfcU8BRAVlaWy87Ortf69TVr1ixCvY9wcU38Bv4wfSUd+g6nbwff8CCH2v/l+j3kfPglfzxvAGNO7Opt0AYSTZ/94aK57RDd7Y/mtkN0t19tz/Y0Q8gOoTrnxjrnBtbwmAbs8Bdmhwq0nTVtw8xaAO8C9znnvvRP3gO0MrNDxWc6sDVU7ZAjO39YJ+JjjSk1XMwwcVYObZMTmJCV4UEyERGRxs2rc+DeBq72P78amHb4Av4rS98EXnDOHTrfDec75vspcFFt60vopTRLYGy/VN5avJWyiqrvpq/YWsDsNbu45uRuJMXHephQRESkcfKqgLsfGGdma4Gx/teYWZaZPeNf5mJgFPBjM1vifwz1z/sl8HMzWwe0AZ5t0PTynYuzMthTVMYn3/7/TtQnZufQPDGOq07s4mEyERGRxitk58DVxjm3BxhTw/QFwHX+5y8BLx1h/fXA8aHMKIEZ2ast7ZsnMnVhLj8Y2IEdRVW8tzyPG0b1oEVSvNfxREREGiXdiUGOSVxsDBcMT+fT1bvYeaCE9zeUExcbw09O6ep1NBERkUZLBZwcswlZ6VRWOZ6cvZ65WyuYkJlO++ZJXscSERFptDw5hCqNS492yWR2ac2zczdgwA2junsdSUREpFFTD5wExcVZ6QCckBZLlzbNPE4jIiLSuKkHToLinCEdWbhpH1lN93gdRUREpNFTD5wERdOEOB64aAjtm+orJSIiEmr6bSsiIiISYVTAiYiIiEQYFXAiIiIiEUYFnIiIiEiEUQEnIiIiEmFUwImIiIhEGBVwIiIiIhFGBZyIiIhIhFEBJyIiIhJhVMCJiIiIRBgVcCIiIiIRRgWciIiISIRRASciIiISYcw553WGBmNmu4BNId5NW2B3iPcRzqK5/Wp79Irm9kdz2yG626+2h14X51y7mmZEVQHXEMxsgXMuy+scXonm9qvt0dl2iO72R3PbIbrbr7Z723YdQhURERGJMCrgRERERCKMCrjge8rrAB6L5var7dErmtsfzW2H6G6/2u4hnQMnIiIiEmHUAyciIiISYVTA1cHMMszsUzNbaWbfmNkd/ukpZvaxma31/2ztn97XzL4ws1Izu7uG7cWa2WIzm97QbTkawWy/mW00s+VmtsTMFnjRnvoIcttbmdlUM/vWzFaZ2YletClQwWq7mfXxf96HHvvN7E6PmhWwIH/2P/NvY4WZvWJmSV60KVBBbvsd/nZ/EwmfOxxV+68ws2X+/9vmmdmQatv6gZmtNrN1ZnavV20KVJDb/m8z22lmK7xqT30Fq/1H2k7QOef0qOUBpAHD/c+bA2uA/sADwL3+6fcCf/U/bw8cB/wZuLuG7f0c+A8w3eu2NXT7gY1AW6/b5FHbJwHX+Z8nAK28bl9Dtb3aNmOB7fjGNfK8jQ3RfqATsAFo4n/9GvBjr9vXQG0fCKwAmgJxwAygp9ftC0H7TwJa+5+fCXzlfx4L5ADd/f/mlwL9vW5fQ7Td/3oUMBxY4XW7PPjsa9xOsPOqB64Ozrk859wi//MDwCp8/ymfh++XMv6f5/uX2emc+xooP3xbZpYOnA08E/rkwRHM9keaYLXdzFri+8/sWf9yZc65/AZowlEL0ec+BshxzoV6MO1jFuT2xwFNzCwOXzGzLbTpj00Q294P3y+0YudcBTAbuCD0LTg2R9H+ec65ff7pXwLp/ufHA+ucc+udc2XAZP82wlYQ245z7jNgb8MkD45gtb+W7QSVCrh6MLOuwDDgKyDVOZfnn7UdSA1gEw8D9wBVocgXakFovwM+MrOFZnZDaFKGxjG2vRuwC3jOfIfPnzGzZiELG2RB+NwPuRR4JbjpQu9Y2u+c2wr8DdgM5AEFzrmPQpc2uI7xs18BjDSzNmbWFDgLyAhV1lA4ivZfC7zvf94JyK02bwsh+CUeKsfY9ogXrPYftp2gUgEXIDNLBl4H7nTO7a8+z/n6SWu9nNfMxgM7nXMLQ5cydI61/X6nOOeG4+tqvtXMRgU/afAFoe1x+A4lTHTODQOK8HXDh70gfe6YWQJwLjAl6CFDKAj/7lvj++u9G9ARaGZmV4YoblAda9udc6uAvwIfAR8AS4DKkIQNgfq238xG4/sl/ssGCxki0dx2CF77a9tOMKiAC4CZxeP7EF52zr3hn7zDzNL889OAnXVs5mTgXDPbiK8r/TQzeylEkYMqSO0/1BuBc24n8Ca+QwxhLUht3wJscc4d+gtsKr6CLqwF63P3OxNY5JzbEfykoRGk9o8FNjjndjnnyoE38J03E9aC+G/+WedcpnNuFLAP37lAYa++7TezwfhOjTnPObfHP3kr/93jmO6fFtaC1PaIFaz2H2E7QaUCrg5mZvjOXVrlnHuo2qy3gav9z68GptW2Hefcr5xz6c65rvgOJX3inAv7v8SD1X4za2ZmzQ89B07Hd4glbAXxs98O5JpZH/+kMcDKIMcNqmC1vZrLiKDDp0Fs/2ZghJk19W9zDL7zYcJWMD97M2vv/9kZ3/lv/wlu2uCrb/v9bXsDuMo5V71A/RroZWbd/D3Ql/q3EbaC2PaIFKz217Kd4HJhcOVHOD+AU/B1ly7DdwhgCb5zOdoAM4G1+K6uSvEv3wFfj8t+IN//vMVh28wmcq5CDUr78V2JtdT/+Aa4z+u2NeRnDwwFFvi39Rb+K5fC9RHktjcD9gAtvW6XR+3/PfAtvj9YXgQSvW5fA7Z9Dr4/VpYCY7xuW4ja/wy+3sVDyy6otq2z8PU65tA4/8+rre2v4Dvvs9z/nbjW6/Y1VPuPtJ1g59WdGEREREQijA6hioiIiEQYFXAiIiIiEUYFnIiIiEiEUQEnIiIiEmFUwImIiIhEGBVwIiJ1MLPzzcyZWd9q0042s3lmNs3MbvQyn4hEHw0jIiJSBzN7Fd+tsD5xzv3W6zwiIuqBExGphf9+hqfgu9fhpf5p2WY2y8ymmtm3Zvayf/R1zGyMmS02s+Vm9m8zS/Qwvog0UirgRERqdx7wgfPdKmePmWX6pw8D7gT647vTyMlmlgQ8D1zinBsExAE3N3hiEWn0VMCJiNTuMmCy//lk/2uA+c65Lc65Kny3yukK9MF38/pD90WcBIxquKgiEi3ivA4gIhKuzCwFOA0YZGYOiMV3j8N3gdJqi1ai/09FpAGpB05E5MguAl50znVxznV1zmUAG4CRR1h+NdDVzHr6X18FzG6AnCISZVTAiYgc2WXAm4dNe53/fxj1vzjnSoBrgClmthyoAp4IaUIRiUoaRkREREQkwqgHTkRERCTCqIATERERiTAq4EREREQijAo4ERERkQijAk5EREQkwqiAExEREYkwKuBEREREIowKOBEREZEI8/8AZjV6Ey//sKAAAAAASUVORK5CYII=\n", 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\n", 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\n", 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gY2fn2vBNxphRYQVqmGIxYeGuulZ+sm4Xz7g3/a5alMcXL53LfI+moN5V18qa0mqeeq+aupYOsicncePifG5eku/ZPowxJlpWoIYpljPq1h46yk/frOC37+7laFcPV58xgy8tn8fCgmkn3VZbRze/3+x0eCjd3UTCBOGyBdO5pSSfy06dblNIG2NixgrUMAVhyvfGtk5+/lYlP/9rFc3t3Vw0L4svLZ/HhXMHv+lXVSnb3cTq0r28sHkfRzp7mJuTxi0lBXxi8Symp6eM4k9hjDH9swI1TEEoUGGtHd38Zv1uHnmzkoMtHSx0b/q9ss9Nvweb23nqvRrWlO6lor6NtKQErl+Yx80lBSyePc06PBhjAmXMFqiTGMm8CmgBeoDuaN+MIBWosPauHp56r5qHXq9gT+MR5k+fzN2XziUtOZE1pXtZ92EdPSHlvKJMbikpYOVZM202UGNMYI3lAjXkSObudlVAiarWn0z7QSxQYd09IX7/vnPT7wf7WwCYMSWZm5bkc9OSAoqy02Kc0Bhjhhb3Qx0NRFVfjnj6DnBTrLKMtsSECdywaBarFubxl531hBQumpsVF0MnGWOMHwJVoPoYaCRzAAVeFhEFHlLVhwdqZCSjmceCiHDJ/JxYxzDGmJgb9VN8Ix3J3H19lqrWiMh04BXgK6r6RhT7bgF2jOgHGD3ZwEmdwoyheMoK8ZXXsvojnrJCfOVdoKqe3IQ56kdQHoxkjqrWuF8PisgzwHnAkAUK2OHVuVG/iUipZfVHPOW1rP6Ip6wQX3lFxLML/YG6wOGOZP4NYJWqHhlgmzQRSQ8vA1cBW0YvpTHGmNEQqAIF/AhIB14RkXIR+QmAiOSJyB/cbWYAfxGRTcC7wO9V9Y+xiWuMMcYvgeokoarzBlhfC6x0lyuAhcPcxYCdKQLIsvonnvJaVn/EU1aIr7yeZQ3UfVDGGGNMWNBO8RljjDFAnBcoESkQkT+LyDYR2SoiX3XXZ4rIKyLykfs1w11/qoi8LSIdIvL1ftpLEJGNIvJCkLOKSJWIvO9ep/N8aAyPs04TkSdF5AMR2S4iFwQ1r4gscN/T8KNZRO4JYlb3tX9029giIk+IiKcjBnuc9atuzq1ev6fDzHqbiGx2/x/9VUQWRrR1jYjsEJGdInKv11l9yPuYiBwUEV86i3mVdaB2BqWqcfsAcoHF7nI68CFwOvDvwL3u+nuBB9zl6cC5wHeBr/fT3teA3wAvBDkrUAVkx8P7CjwO3OkuJwHTgpw3os0EYD8wJ4hZgVlAJTDJfb4a+FxAs56J09M2Fee696vAvBhnvRDIcJevBdZH/LvvAord39dNwOkB+J3tN6/7fBmwGNjidU6P39t+2xl03378QLF6AM8BV+LcjJsb8abs6LPd/Zz4hzQf+BNwOT4UKI+zVuFjgfIqKzAV54+oxMvvQcRrVwFvBTUrToHaC2Ti/NF/AbgqoFlvBh6NeP4t4BtByOquzwBq3OULgJciXrsPuC8ovwd980asK8SnAuV11r7tDLavuD7FF0lECoFzgPXADFXd5760H6dr+lB+iHMPVsiPfJE8yBoe6qlMnKGcfDPCrEVAHfAzcU6dPiLOvWu+8eC9DbsVeMLbdMcbSVZ1blb/PrAH2Acc1uPHsgxMVpyjp0tEJEtEUnF65BYEKOsdwIvucrjwh1W763wzwryjyqusfdoZ0JgoUCIyGXgKuEdVmyNfU6dUD9pVUUSuAw6qapl/KXv3NaKsrotVdTHO4fOXRWSZ90k9yZqIc+rhQVU9B2jDORXgC4/eW0QkCVgFrPE85LF9jPR3NgO4AedDQB6QJiKfCWJWVd0OPAC8DPwRKMeZKifmWUXkMpw/oifMmjAa4imvV1kHa6evuC9QIjIR54f9tao+7a4+ICK57uu5wMEhmrkIWCXONB6/BS4XkV8FNGv40zOqehB4BmeopyBmrQaqVTX8KelJnILlOa/eW9e1wHuqesD7pJ5lvQKoVNU6Ve0CnsY59x/ErKjqo6q6RFWXAU041x9imlVEzgYeAW5Q1QZ3dQ3HH93lu+s851HeUeFV1gHaGVBcFygREeBRYLuq/iDipbXA7e7y7TjnOgekqvepar6qFuKc2nlNVT39NOpVVhmFoZ48fF/3A3tFZIG7agWwzcus4F3eCJ/Gp9N7HmbdA5wvIqlumyuA7QHNijgDOyMis4EbcTojxSyrm+Np4LOqGlksNwDzRaTIPZK+1W3DUx7m9Z1XWQdpZ2B+X1Dz8wFcjHNYuRnntEE5zvntLJwODx/h9BjKdLefifOpvhk45C5P6dPmcvzpxedJVpzeRZvcx1acUeADmdV9bRFQ6rb1LG7vngDnTQMagKlB/50F/hX4AOcDyi+B5ABnfRPnw8kmnIGgY/2+PoJzJBfetjSirZU4R3i78OH/lw95n8C5Dtnlvud3BDHrQO0Mtm8bScIYY0wgxfUpPmOMMWOXFShjjDGBZAXKGGNMIFmBMsYYE0hWoIwxxgSSFShjjDGBZAXKGGNMIFmBMsYYE0hWoIwxxgSSFShjjDGBZAXKGGNMIFmBMsYYE0hWoIwxxgRSYqwDjKbs7GwtLCyMdQxjjBmzysrK6lU1x4u2xlWBKiwspLS0NNYxjBkTVJXK+jbeqWhkfWUDqrDyrFyWL8ghZWJCrOOZGBGR3V61Na4KlDFm+FSVivo23qlocIpSRQMHWzoAyElPJhRS1m6qJT05kWvOnMmqRXlcUJxFYoJdSRjrDh3ppGx3E6W7mzxt1wqUMaZfqsquulbedovROxWN1Lc6BWl6ejLnF2extDiT84uzKM5OoyekvLWrgbXltby4ZT9ryqrJnpzEdWfncf3CPBbPnoYz67eJZ6rK3sajbKhqpHR3E6VVjXx0sBWAxAne/vuOqxl1S0pK1E7xGdM/VWXnwdZjR0iVDdS3dgIwY4pTkMKPwqzUQYtNe1cPf/7gIGs31fKnDw7S2R0iP2MSqxbmsWpRHqfOnDJaP5YZoa6eENtqm3uLUenuJurcI+f0lEQWz87g3MIMlszJZFHBNFKTE8tUtcSLfVuBMmacCoWUj9yCtL6ygfUVjTS0OQUpd2qKc4RU5BwhzRmiIA2mub2Ll7ceYO2mWt7aWU9PSDllxmRuWDSL68/OY3ZWqpc/lhmhlvYu3ttziLKqRjZUNVG+9xBHu3oAmDVtklOMCjMpmZPBKTPSSehz1CQiVqCGwwqUGc9CIWXHgZbe03XrKxtoOtIFQN7UFM6fm8X5Rc4RUkHmJF9Ox9W3dvCH9/extry293rFooJp3LAoj4+dncv09BTP92kGV3PoqHNkVOVcQ9qxv5mQwgSB0/OmUDInkyVzMigpzCB36qQh27MCNUxWoMx4EgopH+xvOXaEVNnIIbcgzZo2yT1d5xwh5Wf4U5AGU910hOc37WPtplq272tmgsCFc7NZtTCPq8+cydRJE0c1z3jQE1I+2N9M2e4mNlQ1UVbVSO3hdgBSkxJYPDuDJXMyOLcwk0WzpzE5+eS7KYzZAiUiNwP3A6cB56lqv9VERKqAFqAH6I72zbACZcaynpCyfV8z6ysbeaeigXcrGzl81ClIBZmTOL8oi6XuabuCzGCdVvvoQAtrN9WydlMtuxuOkJQwgeULcli1KI8Vp85gUpJ1Wx+OI53dlO85xIaqJkp3N7JxzyFaO7oB57piiXuq7tzCTE6dme5Jj8uYFigRuXGw11X16WGHETkNCAEPAV8fokCVqGr9ybRvBcqMJeGCFO7U8G5lA83tzh+fOVmpvdePlhZnMWva0KdmgkBV2Vx9mOfKa3lhcy0HWzpIS0rgqjNmsmphHhfPz2aidVsf0MHmdkp3N7GhqpGy3U1srW2mJ6SIwIIZ6b1HR0vmZPh21OxlgRpON/Pr3a/TgQuB19znlwF/BYZdoFR1O2BdUY3pR3dPiG37mllf4R4hVTXS4hakwqxUVp6Vy9LiTJYWZZEXJwWpLxFhYcE0FhZM45sfO431lce6rT+zsYaM1ImsPCuXVQvzOLcwkwked2uOJ6GQsrOu1SlG7vWjPY1HAEiZOIGF+dP44qVzWVKYweLZGXF5ynTYp/hE5GXgdlXd5z7PBX6uqlePOJTIOgY/gqoEmgAFHlLVh6Np146gTDzp7gmxtbbZvYbUyIbKRlrc0zPF2Wm99yAtLcpi5tSx3bmgszvEGx/W8dymWl7ddoCjXT3kTk3h+oV5rFqYxxl5U8b8B9v2rh42Vx/uPToq293Uewo3e3LScUdHZ+RNJSkxNkeagbgGJSLbVfW0iOcTgK2R6wb4vleBmf289E1Vfc7dZh2DF6hZqlojItOBV4CvqOobA2x7F3AXwOzZs5fs3u3ZKBzGeKKxrZPK+lYq6tqoqG+jsq6Nyvo2Khva6OwOAVCck3Zct+8ZU8Z2QRrMkc5uXtl2gLXltbz+YR3dIaU4O41Vi5xiVZwzOdYRh6W7J0RjWyd1rR3Ut3ZS39JBfWsH+5vb2bT3EO/XHKarx/l7PTcnrbcYnVuYOaLbALwWlAL1I2A+8IS76lPATlX9yohDDVGg+mx7P9Cqqt8fals7gjKx0t7V4xQd97GrrrV3OdyzDpw78WdnpVKcnUZRdhpn509jaXGmdb8ewKEjnby4ZT/PldewvrIRVThz1hRuWDiL6xbmRtUt2k+d3SEa2jqob+mkvrXDLT7Hnh97dNJ0pJP+/hynTJzAmXlTWVKY0dvlOzMtafR/mCgFokC5QW4ELnGfvqGqz3gSapACJSJpwARVbXGXXwG+o6p/HKpdK1DGTz0hpfbQ0eOKT4V7NFRz6Ohx286ckkJRdhpFOWkUZ6dRnJNGUfZkCjIm2dh1w7T/cDsvbK7l+U21bKo+jAicW5jJDYvyWHlmLhke/VHv6O457ggnXGDq+jyvb+047sNHpNSkBLInJ5M9Ocn5mp5M9uRkcvo8z56cxOTkxMAcHUUjMAXKayLyCeD/ATnAIaBcVa8WkTzgEVVdKSLFQLgQJgK/UdXvRtO+FSgzUqrqnpJrO3ZKzj09t7vhCJ09od5t05MT3cLjFJ9jy2mkDeP+EhO9yvo2nt9Uy3PlNeyqayNxgrDslBxWLczjytNnnPD+H+3sOXaE03KswNT3OeKpa+3o7ZjSV3pyoltY3CITfqQfe57jPk9NGrv//oEoUO7R0wM4vfnEfaiqBnaQLStQJlpHOrupqj9CRX1r7zWhXfVtVNa19nblBpiYIMzJcopO5JFQUXYa2ZOT4uqT71ikqmzb18zaTbU8X15L7eF2UiZO4NzCTI64Ram+pYO2zp5+v3/qpInHHeXkTO5TgCIKkk0x4ghKgdoJXB/uGh4PZi84S9/f+B5TU+Ovu6XxXndPiJpDR6noPRXX2ntktM+9uz4sb2oKRX2Ohoqz05g1zU7JxYtQSCnb08Ta8lrKdjcxLXXiCUc5ORHPs9KSY9YTLp4FpUC9paoXeRFitCTnztf5d/2I25bO5o6Li5g+jntCjUWqytGuHpqPdtPS3kVzexfNR7udr+3dNB/t4tCRTqoajlBZ38buhrbeXlEAU1ISKc6Z3NtBoTjHORIqzE4d06dkjPFSrG/UDSsVkd8BzwId4ZUjGUnCb/OnT+ayU6fz0zcr+Nlfq7h5ST5/t2yujaYcEKGQ0tLhFhe3sLS4hSVcbCILT0vHidt1hwb/wJWcOIHZmanMzUnjitNmRJyWSyMzzU7JGRMkIzmC+lk/q1VVvzCySP4JX4Oqqm/joTcqeKqsmu5QiOsX5vHF5XNtjpoR6uoJDV5QIo5kmtvdI5ujbnFp76K1o7vfbraR0pISSE+ZyJRJiUxJmUh6SiJTJk0cZNn5mp7ibG/XCYzxVyBO8cWjvp0kDjS388ibFfx6/R6OdPaw4tTpfOmyuSyZkxnDlPEhFFLermhgdele3qlooPlod++cMQMRcXo69VdQpkxKdApPZGFJmXhccUlPSbTrPcYEXCAKlIicAjwIzFDVM0XkbGCVqv4vL4L5YaBefIeOdPL4X3fz879W0nSki/OKMvnyZfNYNj/bTvn0Ud10hCfLqllTWk3NoaNMSUlkxWkzyJ6cdEJBmTLp+MKTlpQ4rsdOM2Y8CEqBeh34J5yx8M5x121R1TNHFEjkP3AGpO0EdgGfV9VD/Wx3DfBfQALOPVLfG6rtobqZH+ns5ol39/LTNyrY39zOGXlT+NLyeVxz5swTZo0cT9q7enhp637WlFbz1i5nAPmL52Vzc0kBV50+w06bGWN6BaVAbVDVc0VkY0SBKlfVRSMKJHIV8JqqdovIAwCq+s99tkkAPgSuBKqBDcCnVXXbYG1Hex9UZ3eIZzfW8JPXd1FR30Zxdhp3XzqXj58za9x0O1VVttY2s7p0L89urKG5vZv8jEncvKSATy6ZRX6GdSwxxpwoKL346kVkLs6I4ojITcC+kQZS1Zcjnr4D3NTPZufhjPtX4e77t8ANwKAFKlpJiRO45dwCPrkknz9u2c+P1+3kG09t5j9f/ZA7Lynm0+cVjNlux01tnTxbXsPq0mq272smKXEC1545k1tKCrigOMtO0RljRs1IjqCKgYdx5oRqAiqB21TVs+HCReR54Heq+qs+628CrlHVO93nnwWWqurf99PGiEczV1Xe+KieH/95J+srG8lIncjnLizi9gvnMC01uIM2RqsnpLz5UR1rSqt5ZdsBOntCnJ0/lZtLClh1dp7d2GyMiVrMj6DcU2xfUtUrIgdvPYnvj2bKjW8C3cCvh5MxzJ0r6mFwTvENpw0R4dJTcrj0lBzKdjfx4Lqd/OerH/LwG7v4m6WzufOS4ric/mB3QxtrSqt5sqya/c3tZKRO5DPnz+HmknxOy7Uu98aY2DrpAiUiie71oYsBVLXtZNtQ1SuG2MfngOuAFdr/IV4NUBDxPN9d57slczJ45PZz+WB/Mw+u28Wjf6nk8b/u5pNL8rn70mLmZKWNRoxhO9LZzYvv72d16V7WVzYyQeDSU3L49vWns+K0GePmGpsxJvhO+hSfiLynqotF5EFgFrAG6C1SIx1Jwu2d9wPgUlWtG2CbRJxOEitwCtMG4G9UdetgbfsxWOyehiM89MYu1pRV090T4mNn5/HFS+dyel5wjkBUlY17D7GmdC/Pb9pHa0c3hVmp3FxSwCcX54/52ViNMaMnpr34IgpU5EgSyrHRzEc0koQ7CG0y0OCuekdV746ccsPdbiXwQ5xu5o9FM+WGn6OZH2xu59G/VPKrd3bT1tnDZQty+NJl8zi3MHY3/da1dPDMxmpWl1az82ArkyYmsPKsXG4pyee8oky7x8sY47lYF6hqnCMc4VhhClNV/YEXwfwwGtNtHD7SxS/eruJnf62isa2T8woz+eJlc1l+Ss6oFITunhDrdtSxunQvr31wkO6Qsnj2NG4pKeBjZ+eSnmIdHowx/ol1J4kEYDLHF6aw8TNu0gCmpk7kKyvmc8clRfxug3PT7+d/toHTc6fwxeVzWXlWri83/e482Mqasr08/V4NdS0dZE9O5o6Li7i5JJ9509M9358xxvht2Kf4fMrjq1hMWNjZHeK58hoefH0XFXVtFGalcvelc/nE4lkkJ45sBIbWjm5+v7mW1aXVlO1uImGCcPmp07mlpIDlC3KYaOPWGWNGWaxP8fWOHBFvYjmjbk9IeXnrfn68bhfv1xxmxpRk/vaSYj593uyTmv5bVdlQ1cTq0r384f19HOnsYW5OGp86t4CPnzOL6enW4cEYEzuxLlCZqtroxc5HWxCmfFdV/rKznh//eRdvVzQwLXUit19QyOcuLCQjbeCbfg80t/NkmXPPUmV9G2lJCVy/MI+bSwpYPHuadXgwxgRCIMbii0dBKFCR3tvTxIPrdvHKtgOkJiXwN+c5N/2Gu313dod47YMDrC6tZt2Og4QUzivK5JaSAlaeNXPMDrdkjIlfY7ZAncRI5lVAC9ADdEf7ZgStQIXt2N/CT17fxdpNtUwQ+OTifNKSE3lmYw2NbZ3MmJLMTUvyuWlJAUXZwb4R2Bgzvo3lAjXkSObudlVAiarWn0z7QS1QYXsbj/DwGxX8rnQvqsqVp8/g5pICls3PGdfTfRhj4kesu5n7JsqRzMesgsxU/u3jZ/L1qxYA2CCtxphxLVAFqo8vAL8b4DUFXhYRxZkw8eGBGokczRzoEJEt3sb0TTZwUkeIMRRPWSG+8lpWf8RTVoivvAu8amjUT/GdxEjmJcCN/Q0WKyKzVLVGRKYDrwBfUdU3oth3qVeHnn6zrP6Jp7yW1R/xlBXiK6+XWUf9CMqDkcxR1Rr360EReQZnAsMhC5Qxxpj4EaihBtyRzL8BrFLVIwNskyYi6eFl4CogXk7bGWOMiVKgChTwIyAdeEVEykXkJwAikicif3C3mQH8RUQ2Ae8Cv1fVP0bZ/oDXqgLIsvonnvJaVn/EU1aIr7yeZQ1UN3NjjDEmLGhHUMYYYwxgBcoYY0xAxXWBEpECEfmziGwTka0i8lV3faaIvCIiH7lfM9z1p4rI2yLSISJf76e9BBHZKCIvBDmriFSJyPvudTrPh8bwOOs0EXlSRD4Qke0ickFQ84rIAvc9DT+aReSeIGZ1X/tHt40tIvKEiHg6lL3HWb/q5tzq9Xs6zKy3ichm9//RX0VkYURb14jIDhHZKSL3ep3Vh7yPichB8ekeT6+yDtTOoFQ1bh9ALrDYXU4HPgROB/4duNddfy/wgLs8HTgX+C7w9X7a+xrwG+CFIGcFqoDseHhfgceBO93lJGBakPNGtJkA7AfmBDErMAuoBCa5z1cDnwto1jNxetqm4tza8iowL8ZZLwQy3OVrgfUR/+67gGL393UTcHoAfmf7zes+XwYsBrZ4ndPj97bfdgbdtx8/UKwewHPAlcAOIDfiTdnRZ7v7OfEPaT7wJ+ByfChQHmetwscC5VVWYCrOH1GJl9+DiNeuAt4KalacArUXyMT5o/8CcFVAs94MPBrx/FvAN4KQ1V2fAdS4yxcAL0W8dh9wX1B+D/rmjVhXiE8FyuusfdsZbF9xfYovkogUAucA64EZqrrPfWk/Ttf0ofwQ5x6skB/5InmQNTzUU5k4Qzn5ZoRZi4A64GfinDp9RJx713zjwXsbdivwhLfpjjeSrOrcrP59YA+wDzisx49lGZisOEdPl4hIloikAiuBggBlvQN40V0OF/6wanedb0aYd1R5lbVPOwMaEwVKRCYDTwH3qGpz5GvqlOpB+9KLyHXAQVUt8y9l775GlNV1saouxjl8/rKILPM+qSdZE3FOPTyozizMbTinAnzh0XuLiCQBq4A1noc8to+R/s5mADfgfAjIA9JE5DNBzKqq24EHgJeBPwLlOFPlxDyriFyG80f0hFkTRkM85fUq62Dt9BX3BUpEJuL8sL9W1afd1QdEJNd9PRc4OEQzFwGrxJnG47fA5SLyq4BmDX96RlUPAuGhnoKYtRqoVtXwp6QncQqW57x6b13XAu+p6gHvk3qW9QqgUlXrVLULeBrn3H8Qs6Kqj6rqElVdBjThXH+IaVYRORt4BLhBVRvc1TUcf3SX767znEd5R4VXWQdoZ0BxXaBERIBHge2q+oOIl9YCt7vLt+Oc6xyQqt6nqvmqWohzauc1VfX006hXWWUUhnry8H3dD+wVkfDoxiuAbV5mBe/yRvg0Pp3e8zDrHuB8EUl121wBbA9oVsQZ2BkRmQ3ciNMZKWZZ3RxPA59V1chiuQGYLyJF7pH0rW4bnvIwr++8yjpIOwPz+4Kanw/gYpzDys04pw3Kcc5vZ+F0ePgIp8dQprv9TJxP9c3AIXd5Sp82l+NPLz5PsuL0LtrkPrbijAIfyKzua4uAUretZ3F79wQ4bxrQAEwN+u8s8K/ABzgfUH4JJAc465s4H0424QwEHev39RGcI7nwtqURba3EOcLbhQ//v3zI+wTOdcgu9z2/I4hZB2pnsH3bUEfGGGMCKa5P8RljjBm7rEAZY4wJJCtQxhhjAskKlDHGmECyAmWMMSaQrEAZY4wJJCtQxhhjAskKlDHGmECyAmWMMSaQrEAZY4wJJCtQxhhjAskKlDHGmECKaYESkWtEZIeI7BSREyayE5FkEfmd+/p6dxZGRKRQRI6KSLn7+MmohzfGGOOrxMFeFJFBJ5dT1feGu2MRSQD+G2du+2pgg4isVdXI+YLuAJpUdZ6I3IozK+en3Nd2qeqik9lndna2FhYWDjeyMcaYIZSVldWrao4XbQ1aoID/O8hrClw+gn2fB+xU1QoAEfktzhTWkQXqBuB+d/lJ4EfupFfDUlhYSGlp6XC/3RhjzBBEZLdXbQ1aoFT1Mq921I9ZwN6I59XA0oG2UdVuETmMM0kWQJGIbMSZHO1fVPXN/nYiIncBdwHMnj3bu/TGGGN8NdQRVC8RORM4HUgJr1PVX/gRKgr7gNmq2iAiS4BnReQMVW3uu6GqPgw8DFBSUmKzMxpjTJyIqkCJyLdxpkI/HfgDcC3wF2AkBaoGKIh4nu+u62+bahFJBKYCDepMA9wBoKplIrILOAVnanFjjDFjQLS9+G4CVgD7VfXzwEKcYjESG4D5IlIkIknArcDaPtusBW6PyPCaqqqI5LidLBCRYmA+UDHCPMYYYwIk2lN8R1U1JCLdIjIFOMjxRz8nzb2m9PfAS0AC8JiqbhWR7wClqroWeBT4pYjsBBpxihjAMuA7ItIFhIC7VbVxJHmMMcYES7QFqlREpgE/BcqAVuDtke5cVf+Ac8owct3/jFhuB27u5/ueAp4a6f6NMcYEV1QFSlW/5C7+RET+CExR1c3+xTLGGDPenUwvvlnAnPD3iMgyVX3Dr2DGGGPGt2h78YVHcNgG9LirFbACZYwxxhfRHkF9HFigqh0+ZjHGGGN6RdvNvAKY6GcQY4wxJlK0R1BHgHIR+RPuDbIAqvoPvqQyxhgz7kVboNZy4k20xhhjjG+i7Wb+uDvawynuqh2q2uVfLGOMMeNdtL34lgOPA1WAAAUicrt1MzfGGOOXaDtJ/F/gKlW9VFWXAVcD/znSnQ93Rl33tfvc9TtE5OqRZjHGGBMs0Raoiaq6I/xEVT9khL36ImbUvRZnlPRPi8jpfTbrnVEXpyA+4H7v6Tjj8p0BXAP8ODx4rDHGmLHhZMbiewT4lfv8M4x8aouRzKh7A/Bb976sSncw2fMYYnzAiro2PvXQiIcQNMYYMwqiPYL6Ik7h+Af3sdVdNxL9zag7a6BtVLUbCM+oG833As6MuiJSKiKlXV3Wr8MYY+JFtL34OoAfAD8QkUwgP15Gleg7o+7v/u6CGCcyxpixa/Xd3rUV1RGUiKwTkSlucSoDfioiI+0kcTIz6hI5o26U32uMMSaORXuKb6qqNgM3Ar9Q1aU4M+yOxLBn1HXX3+r28ivCmVH33RHmMcYYEyDRdpJIFJFc4Bbgm17seCQz6rrbrca5LtYNfFlVe/rdkTHGmLgUbYH6Dk4h+YuqbhCRYuCjke58uDPquq99F/juSDMYY4wJpmg7SawB1kQ8rwA+6VcoY4wxJtqhjlJwbpo9A0gJr1fVL/iUyxhjzDgXbSeJXwIzcYY4eh2n11yLX6GMMcaYaAvUPFX9FtCmqo8DHwOW+hfLGGPMeBdtgQoPwXBIRM7EuR9puj+RjDHGmOh78T0sIhnAt3DuQZoM/M/Bv8UYY4wZvmh78T3iLr4OFPsXxxhjjHFEO9TRDBF5VERedJ+fLiJ3+BvNGGPMeBbtNaif49yom+c+/xC4x4c8xhhjDBB9gcpW1dVACHqnvhj20EIikikir4jIR+7XjAG2u93d5iMRuT1i/Tp3Jt1y92EdNowxZoyJtkC1iUgWoAAicj7O3EzDdS/wJ1WdD/zJfX4cd+T0b+N0Zz8P+HafQnabqi5yHwdHkMUYY0wARVugvobTe2+uiLwF/AL4ygj2ewPwuLv8OPDxfra5GnhFVRtVtQl4BWd6d2OMMePAoAVKRM4VkZmq+h5wKfD/AR3Ayziz2A7XDFXd5y7vB2b0s81Qs+b+zD299y13GviBfobeGXXr6upGENkYY8xoGuoI6iGg012+EGeqjf8GmnBnqR2IiLwqIlv6edwQuZ07v5OeZO7bVPUs4BL38dmBNlTVh1W1RFVLcnJyTnI3xhhjYmWo+6ASVLXRXf4U8LCqPgU8JSLlg32jql4x0GsickBEclV1nzvPVH/XkGqA5RHP84F1bts17tcWEfkNzjWqXwzxs1BWVtYqIjuG2i4gsoH6WIeIUjxlhfjKa1n9EU9ZIb7yLvCqoSELlIgkur32VgB3ncT3DiY8U+733K/P9bPNS8D/jugYcRVwnzv1+zRVrReRicB1wKtR7neHqpaMIPeoEZFSy+qPeMprWf0RT1khvvKKSKlXbQ1VZJ4AXheReuAo8KYbYB4j68X3PWC1e7PvbpyZehGREuBuVb1TVRtF5N9wpoYH+I67Lg14yS1OCTjF6acjyGKMMSaABi1QqvpdEfkTkAu87F4vAufa1bB78alqA84RWd/1pcCdEc8fAx7rs00bsGS4+zbGGBMfhjxNp6rv9LPuQ3/i+G7Qjh0BY1n9E095Las/4ikrxFdez7LKsYMiY4wxJjiivVHXGGOMGVVWoIwxxgRSXBcoESkQkT+LyDYR2SoiX3XX9zsYrYicKiJvi0iHiHy9n/YSRGSjiLwQ5KwiUiUi77sjaXjWpdOnrNNE5EkR+UBEtovIBUHNKyILIgYgLheRZhG5J4hZ3df+0W1ji4g8ISIpAc76VTfnVq/f02FmvU1ENrv/j/4qIgsj2rpGnMGod4rICeOEBjDvYyJyUES2BDnrQO0MSlXj9oHTu3Cxu5yOMw3I6cC/A/e66+8FHnCXpwPnAt8Fvt5Pe18DfgO8EOSsQBXOCPOBf19xxlq8011OwrmHLbB5I9pMwBmGa04Qs+IM+1UJTHKfrwY+F9CsZwJbgFScjlmvAvNinPVCIMNdvhZYH/HvvgtnYtYkYBNwegB+Z/vN6z5fBiwGtnid0+P3tt92Bt23Hz9QrB44N/xeCewAciPelB19trufE/+Q5uOMrH45PhQoj7NW4WOB8iorMBXnj6jEy+9BxGtXAW8FNSvHxqrMxPmj/wJwVUCz3gw8GvH8W8A3gpDVXZ8B1LjLFwAvRbx2H3BfUH4P+uaNWFeITwXK66x92xlsX3F9ii+SiBQC5wDriW4w2r5+CHwDd84rP3mQVYGXRaRMRO4acusRGGHWIqAOZ2DfjSLyiDg3WvvGg/c27FacG9V9M5Ks6gz39X1gD7APOKyqLwcxK87R0yUikiUiqcBKoCBAWe8AXnSXhxqk2nMjzDuqvMrap50BjYkCJSKTgaeAe1S1OfI1dUr1oH3pReQ64KCqlvmXsndfI8rqulhVF+McPn9ZRJZ5n9STrIk4px4eVNVzgDb6mfvLKx69t4hIErAKWON5yGP7GOnvbAbOtDVFODNdp4nIZ4KYVVW3Aw/gzILwR6CcEUx46mVWEbkM54/oP/uRZyjxlNerrIO101fcFyhxhjx6Cvi1qj7trj4gziC0yMCD0Ua6CFglIlXAb4HLReRXAc0a/vSMOhM1PoMzWG4Qs1YD1aoa/pT0JE7B8pxX763rWuA9VT3gfVLPsl4BVKpqnap2AU/jnPsPYlZU9VFVXaKqy3BmQ/D8Zv+TzSoiZwOPADeoM7oNOINURx7d5bvrPOdR3lHhVdYB2hlQXBcoERHgUWC7qv4g4qXwYLQw8GC0vVT1PlXNV9VCnFM7r6mqp59GvcoqImkikh5exrlW4mnvHQ/f1/3AXhEJj268AtjmZVbwLm+ET+PT6T0Ps+4BzheRVLfNFcD2gGZFRKa7X2cDN+J0RopZVjfH08Bn9fiRcTYA80WkyD2SvtVtw1Me5vWdV1kHaWdgfl9Q8/MBXIxzWLkZ57RBOc757SycDg8f4fQYynS3n4nzqb4ZOOQuT+nT5nL86cXnSVac3kWb3MdW4JtBzeq+tggoddt6Frd3T4DzpgENwNSg/84C/wp8gPMB5ZdAcoCzvonz4WQTsCIA7+sjOEdy4W1LI9paiXOEtwsf/n/5kPcJnOuQXe57fkcQsw7UzmD7tqGOjDHGBFJcn+IzxhgzdlmBMsYYE0hWoIwxxgSSFShjjDGBZAXKGGNMIFmBMsYYE0hWoIwxxgSSFShjjDGBZAXKGGNMIFmBMsYYE0hWoIwxxgRSTAuUiFwjIjtEZKeInDBPkIgki8jv3NfXu5NcISKFInJURMrdx09GPbwxxhhfJcZqxyKSAPw3ztTB1cAGEVmrqpHTMdwBNKnqPBG5FWfSs0+5r+1S1UWjmdkYY8zoiVmBwplkb6eqVgCIyG9xZgiNLFA3APe7y08CP3LnFBmW7OxsLSwsHO63G2OMGUJZWVm9quZ40VYsC9QsYG/E82pg6UDbqGq3iBzGmYMEoEhENuLMPfMvqvrmUDssLCyktLR0xMGNMcb0T0R2e9VWLAvUSOwDZqtqg4gsAZ4VkTO0n/ntReQu4C6A2bNnj3JMY4wxwxXLThI1QEHE83x3Xb/biEgiMBVoUNUOdee5V9UynJkvT+lvJ6r6sKqWqGpJTo4nR53GGGNGQSwL1AZgvogUiUgScCvOHPeRIue8vwl4TVVVRHLcThaISDEwH6gYpdzGGGNGQcxO8bnXlP4eeAlIAB5T1a0i8h2cOezXAo8CvxSRnUAjThEDWAZ8R0S6gBBwt6o2jv5PYYwxxi+iqrHOMGpKSkrUOkkYY4x/RKRMVUu8aMtGkjDGGBNIVqCMMcYE0qDXoEQkc7DX7bqPMcYYvwzVSaIMUECA2UCTuzwN2AMU+RnOGGPM+DXoKT5VLVLVYuBV4HpVzVbVLOA64OXRCGiMMWZ8ivYa1Pmq+ofwE1V9EbjQn0jGGGNM9PdB1YrIvwC/cp/fBtT6E8kYY4yJ/gjq00AO8Iz7mO6uM8YYY3wR1RGU21vvqz5nMcYYY3oN1c38h6p6j4g8j9Ob7ziqusq3ZMYYY8a1oY6gful+/b4fOxeRa4D/whmL7xFV/V6f15OBXwBLgAbgU6pa5b52H86Muz3AP6jqS0Pt7/2aw1z0vdf4p6sX8PFzZnn6s3jl2Y01/MdLO6g9dJS8aZMsq4fiKa9l9Uc8ZYX4yhvOmjRz3hKv2hy0QLlTWaCqr4fXiUgGUKCqm0ey45FM+S4ip+MMHHsGkAe8KiKnqGrPUPutOXSU+55+HyBw/9DPbqzhvqff52iX82NYVu/EU17L6o94ygrxlbdvVq9ENVisiKwDVuEUtDLgIPCWqn5t2DsWuQC4X1Wvdp/fB6Cq/ydim5fcbd5254Paj9NZ497IbSO3G2yfybnzNff2HwKQ0HGYgo0PDze+L/aecxc9yVNPWG9ZRy6e8lpWf8RTVoivvJFZ9z1+Dx37PhIv2o22F99Ud7baG4FfqOpS4IoR7ru/Kd/7fiw4bsp3IDzlezTfCzgz6opIqYgcN4x5T9KUEYX3w0CZLOvIxVNey+qPeMoK8ZXXr0zR3geVKCK5wC3AN31J4hNVfRh4GJwjqPD6WRmprFu3Llax+nXR916j5tDRE9Zb1pGLp7yW1R/xlBXiK+9AWUcq2iOo7+BMLLhLVTe4s9h+NMJ9D3vK9yi/d0CTJibwT1cvGEZkf/3T1QuYNDHhuHWW1RvxlNey+iOeskJ85e0vqxeivQ9qDbAm4nkF8MkR7rt3ynec4nIr8Dd9tglP+f42x0/5vhb4jYj8AKeTxHzg3Wh2OivAPWHCmeKh1048ZYX4ymtZ/RFPWSG+8kZm3edhu9F2kjgFeBCYoapnisjZwCpV/V8j2rnISuCHHJvy/buRU76LSApOV/dzcKd8d4sjIvJN4AtAN3CPOz7goGxGXWOM8ZeXM+pGW6BeB/4JeEhVz3HXbVHVM70IMVqsQBljjL9iMeV7qqr2PYXW7UUAY4wxpj/RFqh6EZmLO9yRiNwEnp5qNMYYY44TbTfzL+N01T5VRGqASpwpN4wxxhhfRNuLrwK4QkTScI66juD0utvtYzZjjDHj2KCn+ERkiojcJyI/EpErcQrT7cBOnJt2jTHGGF9EM5p5E859SH+LM4qEAJ9Q1XJ/oxljjBnPhipQxap6FoCIPILTMWK2qrb7nswYY8y4NlQvvq7wgjuVRbUVJ2OMMaNhqCOohSLS7C4LMMl9LoCqavCG1TXGGDMmDHoEpaoJqjrFfaSramLE8rCLk4hkisgrIvKR+zVjgO1ud7f5SERuj1i/TkR2iEi5+5g+3CzGGGOCKdobdb12L/AnVZ0P/Ml9fhwRyQS+DSwFzgO+3aeQ3aaqi9zHwdEIbYwxZvTEqkDdADzuLj8OfLyfba4GXlHVRlVtAl4BrhmdeMYYY2ItVgVqhqqGh0raD8zoZ5uhZs39mXt671siMuD0wpEz6tbV1Y04uDHGmNER7VBHJ01EXgVm9vPScTPyuvM7DT2k+vFuU9UaEUkHngI+C/yivw0jZ9QtKSk52f0YY4yJEd8KlKpeMdBrInJARHJVdZ87lXx/15BqgOURz/OBdW7bNe7XFhH5Dc41qn4LVKSysrJWEdkR9Q8RW9lAfaxDRCmeskJ85bWs/oinrBBfeT2b8te3AjWE8Ey533O/PtfPNi8B/zuiY8RVwH3u1O/TVLVeRCYC1wGvRrnfHV7NU+I3ESm1rP6Ip7yW1R/xlBXiK6+IeDbpXqyuQX0PuFJEPgKucJ8jIiXuiBWoaiPwbzhTw28AvuOuSwZeEpHNQDnOkdZPR/0nMMYY46uYHEGpagOwop/1pcCdEc8fAx7rs00bsMTvjMYYY2IrVkdQsfJwrAOcBMvqn3jKa1n9EU9ZIb7yepZVVK1jmzHGmOAZb0dQxhhj4oQVKGOMMYEU1wVKRApE5M8isk1EtorIV931/Q5GKyKnisjbItIhIl/vp70EEdkoIi8EOauIVInI++5IGp516fQp6zQReVJEPhCR7SJyQVDzisiCiAGIy0WkWUTuCWJW97V/dNvYIiJPiEhKgLN+1c251ev3dJhZbxORze7/o7+KyMKItq4RZzDqnSJywjihAcz7mIgcFJEtQc46UDuDUtW4fQC5wGJ3OR34EDgd+HfgXnf9vcAD7vJ04Fzgu8DX+2nva8BvgBeCnBWoArLj4X3FGWvxTnc5CecetsDmjWgzAWcYrjlBzIoz7FclMMl9vhr4XECznglsAVJxeg6/CsyLcdYLgQx3+VpgfcS/+y6g2P193QScHoDf2X7zus+XAYuBLV7n9Pi97bedQfftxw8UqwfODb9XAjuA3Ig3ZUef7e7nxD+k+Tgjq1+ODwXK46xV+FigvMoKTMX5Iyrx8nsQ8dpVwFtBzcqxsSozcf7ovwBcFdCsNwOPRjz/FvCNIGR112cANe7yBcBLEa/dB9wXlN+Dvnkj1hXiU4HyOmvfdgbbV1yf4oskIoXAOcB6ohuMtq8fAt8AQn7ki+RBVgVeFpEyEbnLn5SOEWYtAupwBvbdKCKPiEiab2Hx5L0NuxV4wtt0xxtJVnWG+/o+sAfYBxxW1ZeDmBXn6OkSEckSkVRgJVAQoKx3AC+6y0MNUu25EeYdVV5l7dPOgMZEgRKRyTiDxt6jqs2Rr6lTqgftSy8i1wEHVbXMv5S9+xpRVtfFqroY5/D5yyKyzPuknmRNxDn18KCqngO00c/cX17x6L1FRJKAVcAaz0Me28dIf2czcKatKQLygDQR+UwQs6rqduAB4GXgjzgjwPQEIauIXIbzR/Sf/cgzlHjK61XWwdrpK+4LlDjj8T0F/FpVn3ZXHxBnEFpk4MFoI10ErBKRKuC3wOUi8quAZg1/ekadiRqfwRksN4hZq4FqVQ1/SnoSp2B5zqv31nUt8J6qHvA+qWdZrwAqVbVOVbuAp3HO/QcxK6r6qKouUdVlQBPO9YeYZhWRs4FHgBvUGd0GnKHTIo/u8t11nvMo76jwKusA7QworguUiAjwKLBdVX8Q8VJ4MFoYeDDaXqp6n6rmq2ohzqmd11TV00+jXmUVkTRxphnBPV12Fc4plMBlVdX9wF4RCY9uvALY5mVW8C5vhE/j0+k9D7PuAc4XkVS3zRXA9oBmRUSmu19nAzfidEaKWVY3x9PAZ1U1slhuAOaLSJF7JH2r24anPMzrO6+yDtLOwPy+oObnA7gY57AyPHBsOc757SycDg8f4fQYynS3n4nzqb4ZOOQuT+nT5nL86cXnSVac3kWb3MdW4JtBzeq+tggoddt6Frd3T4DzpgENwNSg/84C/wp8gPMB5ZdAcoCzvonz4WQTsCIA7+sjOEdy4W1LI9paiXOEtwsf/n/5kPcJnOuQXe57fkcQsw7UzmD7tqGOjDHGBFJcn+IzxhgzdlmBMsYYE0hWoIwxxgSSFShjjDGBZAXKGGNMIFmBMsYYE0hWoIwxxgTS/w/UWeztRfEfzQAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, "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", "interest_filtered = interest_regions.set_index('Country Name')[years].transpose()\n", "\n", "# Resumen estadístico\n", "print(interest_filtered.describe())\n", "\n", "# Gráficos de series temporales para cada país\n", "for column in interest_filtered.columns:\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(interest_filtered.index, interest_filtered[column])\n", " plt.title(f'Real Interest Rate (%) for {column}')\n", " plt.xlabel('Año')\n", " plt.ylabel('Final Real Interest Rate (%)')\n", " plt.grid(True)\n", " plt.show()\n", "\n", "# Descomposición de series temporales del total agregado\n", "result = seasonal_decompose(interest_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(interest_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 }