{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "Lesson_5.ipynb", "version": "0.3.2", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" } }, "cells": [ { "metadata": { "id": "bieBK3_LQZg0", "colab_type": "text" }, "cell_type": "markdown", "source": [ "# Analizando Datos con PyData\n", "\n", "* Objetivos de la Lección.\n", "* Algunos métodos sumamente útiles.\n", "* Operaciones con más de una DataFrame.\n", "* Estrategias para un proyectos de Análisis de Datos.\n", "\n", "## Objetivos de la Lección\n", "\n", "A diferencia de las lecciones pasadas, para esta ocasión dedicamos la mitad de la seción a trabajar con un conjunto de datos o archivos, y la otra mitad con otro. \n", "\n", "Los objetivos en general son similares, pero cuentan con dos objetivos diferentes.\n", "\n", "* El primer conjunto se usará para revisar : pipelines, agrupaciones y merge.\n", "* El segundo grupo para implementar dos etapas de la metodología CRISP-DM (Data Undestanding y Data Preparation).\n", "\n", "## Algunos métodos sumamente útiles.\n", "\n", "Todos los objetos en Pandas (Series o DataFrame) cuentan con diferentes métodos, la lista es considerablemente amplia. Un conjunto de ellas resultan sumemente importantes en el momento de procesar la informacion contenida en una Serie o un DataFrame:\n", "\n", "* apply()\n", "* applymap()\n", "* transform()\n", "* filter()\n", "* aggregate() o agg()\n", "* groupby()\n", "\n", "El siguiente código muestra algunos ejemplos:\n", "\n" ] }, { "metadata": { "id": "7VcjPVIaxK9J", "colab_type": "code", "outputId": "41334a04-6702-4400-d3e8-432a6c3147d7", "colab": { "base_uri": "https://localhost:8080/", "height": 206 } }, "cell_type": "code", "source": [ "#Se cargan los datos \n", "\n", "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "data = pd.read_csv(\"sample_data/california_housing_train.csv\")\n", "data.head()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_value
0-114.3134.1915.05612.01283.01015.0472.01.493666900.0
1-114.4734.4019.07650.01901.01129.0463.01.820080100.0
2-114.5633.6917.0720.0174.0333.0117.01.650985700.0
3-114.5733.6414.01501.0337.0515.0226.03.191773400.0
4-114.5733.5720.01454.0326.0624.0262.01.925065500.0
\n", "
" ], "text/plain": [ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", "0 -114.31 34.19 15.0 5612.0 1283.0 \n", "1 -114.47 34.40 19.0 7650.0 1901.0 \n", "2 -114.56 33.69 17.0 720.0 174.0 \n", "3 -114.57 33.64 14.0 1501.0 337.0 \n", "4 -114.57 33.57 20.0 1454.0 326.0 \n", "\n", " population households median_income median_house_value \n", "0 1015.0 472.0 1.4936 66900.0 \n", "1 1129.0 463.0 1.8200 80100.0 \n", "2 333.0 117.0 1.6509 85700.0 \n", "3 515.0 226.0 3.1917 73400.0 \n", "4 624.0 262.0 1.9250 65500.0 " ] }, "metadata": { "tags": [] }, "execution_count": 1 } ] }, { "metadata": { "id": "tKtDYLVxxivD", "colab_type": "text" }, "cell_type": "markdown", "source": [ "### apply()\n", "\n", "El método aplica una función sobre toda una columa.\n", "\n", "Se considera el problema de tener los valores de la variable **median_house_value** cuenta con valores muy grandes con respecto a la mayoría de los valores. Para explorar esto desde otra pespectiva, aplicamos la función **logaritmo** sobre la variable." ] }, { "metadata": { "id": "fjeNPXeQxIf9", "colab_type": "code", "outputId": "d329a714-0b71-4269-8dda-f8782d6d1ba8", "colab": { "base_uri": "https://localhost:8080/", "height": 298 } }, "cell_type": "code", "source": [ "#Ejemplo del uso de la funcipon apply\n", "\n", "#Datos originales\n", "data.loc[:,'median_house_value'].plot.hist(bins=45,title='Distribución')\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 3 }, { "output_type": "display_data", "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "dVM6qJ9lyQFi", "colab_type": "code", "outputId": "3a336b32-2b96-41d9-f24e-95aac997e15f", "colab": { "base_uri": "https://localhost:8080/", "height": 298 } }, "cell_type": "code", "source": [ "#Datos después de transformarlos\n", "data.loc[:,'median_house_value'].apply(np.log).plot.hist(bins=45,title='Distribución')\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 4 }, { "output_type": "display_data", "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "pgkTeGqMze-0", "colab_type": "text" }, "cell_type": "markdown", "source": [ "### applymap()\n", "\n", "El método aplica sobre cada valor de las columnas.\n", "\n", "Suponemos el siguiente problema o detalle con los datos, las columnas **total_rooms** y \t**total_bedrooms** las consideramos que deben ser tratadas como valors enteros y no como flotantes. Así que aplicamos la operación a cada elemento.\t" ] }, { "metadata": { "id": "0J54_XM_y2FO", "colab_type": "code", "outputId": "2743d656-ed02-4321-9cf0-6c7bbcdb79be", "colab": { "base_uri": "https://localhost:8080/", "height": 198 } }, "cell_type": "code", "source": [ "#Aplicación del método applymap\n", "\n", "#Datos originales\n", "data.loc[:,[\"total_rooms\",\"total_bedrooms\"]].head()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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total_roomstotal_bedrooms
05612.01283.0
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41454.0326.0
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" ], "text/plain": [ " total_rooms total_bedrooms\n", "0 5612.0 1283.0\n", "1 7650.0 1901.0\n", "2 720.0 174.0\n", "3 1501.0 337.0\n", "4 1454.0 326.0" ] }, "metadata": { "tags": [] }, "execution_count": 5 } ] }, { "metadata": { "id": "U8c9byIo0OV7", "colab_type": "code", "outputId": "3f11bd2b-9fe1-4df5-a6fc-90cc2d10cba0", "colab": { "base_uri": "https://localhost:8080/", "height": 948 } }, "cell_type": "code", "source": [ "#Datos después de aplicar applymap\n", "\n", "data.loc[:,[\"total_rooms\",\"total_bedrooms\"]].applymap(lambda x: int(x)).head(30)\n", "\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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total_roomstotal_bedrooms
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" ], "text/plain": [ " total_rooms total_bedrooms\n", "0 5612 1283\n", "1 7650 1901\n", "2 720 174\n", "3 1501 337\n", "4 1454 326\n", "5 1387 236\n", "6 2907 680\n", "7 812 168\n", "8 4789 1175\n", "9 1497 309\n", "10 3741 801\n", "11 1988 483\n", "12 1291 248\n", "13 2478 464\n", "14 1448 378\n", "15 2556 587\n", "16 1678 322\n", "17 44 33\n", "18 1388 386\n", "19 97 24\n", "20 1491 360\n", "21 796 243\n", "22 350 95\n", "23 644 129\n", "24 1706 397\n", "25 591 139\n", "26 1602 322\n", "27 1276 270\n", "28 741 191\n", "29 1458 294" ] }, "metadata": { "tags": [] }, "execution_count": 6 } ] }, { "metadata": { "id": "rX2ZA0lo0h2G", "colab_type": "text" }, "cell_type": "markdown", "source": [ "## transform()\n", "\n", "\n", "Este método aplica una funcion sobre el DataFrame, soporta no solo Dataframes sino también DataFrames provenientes de agrupaciones.\n", "\n", "Como ejemplo, \"normalizamos\" los datos con la intención de dejar el valor de las variables **housing_median_age** y **median_income** con media 0 y varianza 1." ] }, { "metadata": { "id": "jEHEJd_iTAgl", "colab_type": "code", "outputId": "a3cb8fe5-f1f8-4418-bce2-768a8055b589", "colab": { "base_uri": "https://localhost:8080/", "height": 1907 } }, "cell_type": "code", "source": [ "#Ejemplo de aplicación del método transform()\n", "\n", "#Se aplica directo a dos columnas.\n", "data.loc[:,['housing_median_age','median_income']].transform(lambda x:(x - x.mean()) / x.std())" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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housing_median_agemedian_income
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.........
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17000 rows × 2 columns

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" ], "text/plain": [ " housing_median_age median_income\n", "0 -1.079639 -1.252506\n", "1 -0.761850 -1.081451\n", "2 -0.920744 -1.170071\n", "3 -1.159087 -0.362590\n", "4 -0.682402 -1.026424\n", "5 0.032625 -0.282879\n", "6 -0.285165 -0.632431\n", "7 0.985994 -1.139989\n", "8 0.429862 -0.893731\n", "9 1.383231 -0.887127\n", "10 -1.000192 -0.630912\n", "11 -0.602955 -1.183644\n", "12 1.542126 -0.904789\n", "13 0.191520 -0.351951\n", "14 -1.079639 -1.585341\n", "15 -0.920744 -1.144811\n", "16 -0.046823 -0.481238\n", "17 -0.602955 -1.586074\n", "18 -0.920744 -1.403804\n", "19 -0.920744 -1.371993\n", "20 -0.682402 -1.176045\n", "21 -0.364612 -1.565479\n", "22 -0.682402 -1.183644\n", "23 -1.079639 -0.353157\n", "24 -0.841297 -1.183644\n", "25 0.429862 -0.120943\n", "26 0.112072 -0.162501\n", "27 -1.159087 -1.019873\n", "28 0.270967 -1.112686\n", "29 -0.444060 -0.798770\n", "... ... ...\n", "16970 1.859916 -1.204607\n", "16971 1.859916 -1.064209\n", "16972 1.144889 -1.003470\n", "16973 0.827099 -1.177408\n", "16974 0.112072 -0.870410\n", "16975 -0.205717 -0.564932\n", "16976 -1.238534 0.507307\n", "16977 0.270967 -0.517661\n", "16978 0.827099 -1.120756\n", "16979 0.668204 -0.696996\n", "16980 0.429862 -0.902902\n", "16981 0.350415 -0.720055\n", "16982 0.509310 -0.434963\n", "16983 -1.079639 -1.162472\n", "16984 0.668204 -1.079250\n", "16985 0.112072 -0.755482\n", "16986 -0.602955 -0.181997\n", "16987 -0.920744 -0.683423\n", "16988 -0.682402 -0.983241\n", "16989 0.270967 -1.169075\n", "16990 -0.046823 -1.142348\n", "16991 -1.397429 -0.735306\n", "16992 1.859916 -0.281622\n", "16993 1.859916 -0.420814\n", "16994 0.270967 -1.017672\n", "16995 1.859916 -0.799975\n", "16996 0.588757 -0.715705\n", "16997 -0.920744 -0.446650\n", "16998 -0.761850 -0.997758\n", "16999 1.859916 -0.455349\n", "\n", "[17000 rows x 2 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 90 } ] }, { "metadata": { "id": "HpW0JQPiT0Du", "colab_type": "text" }, "cell_type": "markdown", "source": [ "En el siguiente ejemplo se aplica la normalización sobre las columnas agregadas." ] }, { "metadata": { "id": "yiCxc7Hb2vbF", "colab_type": "code", "outputId": "7e514ae8-5847-4e30-c3ce-a997da7b7b25", "colab": { "base_uri": "https://localhost:8080/", "height": 228 } }, "cell_type": "code", "source": [ "data[['housing_median_age','median_income','median_house_value']]\\\n", " .groupby('housing_median_age')\\\n", " .agg('max')\\\n", " .transform(lambda x:(x - x.mean()) / x.std())\\\n", " .head()\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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median_incomemedian_house_value
housing_median_age
1.0-3.667378-7.072428
2.0-1.3787840.138675
3.0-0.7390360.138675
4.00.1822990.138675
5.0-0.2185030.138675
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" ], "text/plain": [ " median_income median_house_value\n", "housing_median_age \n", "1.0 -3.667378 -7.072428\n", "2.0 -1.378784 0.138675\n", "3.0 -0.739036 0.138675\n", "4.0 0.182299 0.138675\n", "5.0 -0.218503 0.138675" ] }, "metadata": { "tags": [] }, "execution_count": 8 } ] }, { "metadata": { "id": "xvXAUj2-UXH3", "colab_type": "text" }, "cell_type": "markdown", "source": [ "*Nota: en apariencia parace poco relevante el método anterior, pero se debe de considerar que un DataFrame después de alguna agrupación cambia su forma y puede dejar de ser 2-dimensional, en cierto sentido.*" ] }, { "metadata": { "id": "UujnacXGUsL7", "colab_type": "text" }, "cell_type": "markdown", "source": [ "## filter()\n", "\n", "Este método te permite elegir columnas o filas.\n", "\n", "El primer ejemplo es parecido a lo que uno puede hacer con el método *.loc()*, pero algunas operaciones u opciones para hacer esta selección de filas o columnas solo se tiene en este método.\n", "\n", "El primer ejemplo solo elige dos columnas indicando el nombre." ] }, { "metadata": { "id": "Kn_BTX_p26zB", "colab_type": "code", "outputId": "1beb8a2c-b5d5-48c4-8f18-3685b0a1c61c", "colab": { "base_uri": "https://localhost:8080/", "height": 198 } }, "cell_type": "code", "source": [ "# Aplicación del método filter\n", "\n", "# Selección de dos columnas\n", "data[['housing_median_age','total_rooms']].head()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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housing_median_agetotal_rooms
015.05612.0
119.07650.0
217.0720.0
314.01501.0
420.01454.0
\n", "
" ], "text/plain": [ " housing_median_age total_rooms\n", "0 15.0 5612.0\n", "1 19.0 7650.0\n", "2 17.0 720.0\n", "3 14.0 1501.0\n", "4 20.0 1454.0" ] }, "metadata": { "tags": [] }, "execution_count": 92 } ] }, { "metadata": { "id": "nDz2qEVlVtn_", "colab_type": "code", "outputId": "1c3fb79c-a79e-44b5-9d12-8f77c6f08d67", "colab": { "base_uri": "https://localhost:8080/", "height": 198 } }, "cell_type": "code", "source": [ "# Selección de las columnas solo indicando parte de la palabra del nombre\n", "data.filter(like='m',axis=1).head()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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housing_median_agetotal_roomstotal_bedroomsmedian_incomemedian_house_value
015.05612.01283.01.493666900.0
119.07650.01901.01.820080100.0
217.0720.0174.01.650985700.0
314.01501.0337.03.191773400.0
420.01454.0326.01.925065500.0
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" ], "text/plain": [ " housing_median_age total_rooms total_bedrooms median_income \\\n", "0 15.0 5612.0 1283.0 1.4936 \n", "1 19.0 7650.0 1901.0 1.8200 \n", "2 17.0 720.0 174.0 1.6509 \n", "3 14.0 1501.0 337.0 3.1917 \n", "4 20.0 1454.0 326.0 1.9250 \n", "\n", " median_house_value \n", "0 66900.0 \n", "1 80100.0 \n", "2 85700.0 \n", "3 73400.0 \n", "4 65500.0 " ] }, "metadata": { "tags": [] }, "execution_count": 94 } ] }, { "metadata": { "id": "k1H7HeMsW_5y", "colab_type": "text" }, "cell_type": "markdown", "source": [ "### aggregation or agg\n", "\n", "Este método como su nombre lo dice, \"agrega\" los datos. Con esto se indica que se aplica una operación o función y se obtiene un resultado.\n", "\n", "En el siguiente ejemplo se usa el método para conocer aspectos estádisticos de dos variables." ] }, { "metadata": { "id": "KtVepEAaXqyv", "colab_type": "code", "outputId": "dfb3b311-4928-465a-af5e-81b386b8254a", "colab": { "base_uri": "https://localhost:8080/", "height": 198 } }, "cell_type": "code", "source": [ "#Se aplica el método agg o aggregation\n", "\n", "#Se aplica sobre dos columnas.\n", "data[['median_income','median_house_value']].agg(['min','max','mean','median','var'])" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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median_incomemedian_house_value
min0.4999001.499900e+04
max15.0001005.000010e+05
mean3.8835782.073009e+05
median3.5446001.804000e+05
var3.6410611.345223e+10
\n", "
" ], "text/plain": [ " median_income median_house_value\n", "min 0.499900 1.499900e+04\n", "max 15.000100 5.000010e+05\n", "mean 3.883578 2.073009e+05\n", "median 3.544600 1.804000e+05\n", "var 3.641061 1.345223e+10" ] }, "metadata": { "tags": [] }, "execution_count": 15 } ] }, { "metadata": { "id": "U5sUF_1ZYTMJ", "colab_type": "code", "outputId": "633dddcb-782e-4f11-c020-cc502e8b2608", "colab": { "base_uri": "https://localhost:8080/", "height": 258 } }, "cell_type": "code", "source": [ "#Se aplica despues de una agragación\n", "data[['housing_median_age','median_income','median_house_value']]\\\n", " .groupby('housing_median_age')\\\n", " .agg(['min','max','mean','median','var'])\\\n", " .head()\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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median_incomemedian_house_value
minmaxmeanmedianvarminmaxmeanmedianvar
housing_median_age
1.04.25005.26364.7568004.756800.513692189200.0191300.0190250.000000190250.02.205000e+06
2.01.966710.15315.0742374.633603.23182447500.0500001.0229438.836735191700.01.393094e+10
3.02.118711.51995.5720135.404153.76789283200.0500001.0239450.043478216400.01.184227e+10
4.00.536013.48835.1960554.943203.84879742500.0500001.0230054.105590198900.01.151705e+10
5.00.752612.63204.7324604.359803.82412250000.0500001.0211035.708543176900.01.205155e+10
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" ], "text/plain": [ " median_income \\\n", " min max mean median var \n", "housing_median_age \n", "1.0 4.2500 5.2636 4.756800 4.75680 0.513692 \n", "2.0 1.9667 10.1531 5.074237 4.63360 3.231824 \n", "3.0 2.1187 11.5199 5.572013 5.40415 3.767892 \n", "4.0 0.5360 13.4883 5.196055 4.94320 3.848797 \n", "5.0 0.7526 12.6320 4.732460 4.35980 3.824122 \n", "\n", " median_house_value \\\n", " min max mean median \n", "housing_median_age \n", "1.0 189200.0 191300.0 190250.000000 190250.0 \n", "2.0 47500.0 500001.0 229438.836735 191700.0 \n", "3.0 83200.0 500001.0 239450.043478 216400.0 \n", "4.0 42500.0 500001.0 230054.105590 198900.0 \n", "5.0 50000.0 500001.0 211035.708543 176900.0 \n", "\n", " \n", " var \n", "housing_median_age \n", "1.0 2.205000e+06 \n", "2.0 1.393094e+10 \n", "3.0 1.184227e+10 \n", "4.0 1.151705e+10 \n", "5.0 1.205155e+10 " ] }, "metadata": { "tags": [] }, "execution_count": 16 } ] }, { "metadata": { "id": "it2ACyTkYnWA", "colab_type": "text" }, "cell_type": "markdown", "source": [ "En general siempre se usa después de una agregación." ] }, { "metadata": { "id": "P3duD-hQaGSq", "colab_type": "text" }, "cell_type": "markdown", "source": [ "### groupby()\n", "\n", "El método agrupa o agrega los datos según se indique las variables. Pero el DataFrame que se obtiene como resultado soporta diferentes métodos.\n", "\n", "El siguiente ejemplo es un estandar, se agragan dos columnas y se aplica alguna función con el método *agg*." ] }, { "metadata": { "id": "tcZXHIV5YjiB", "colab_type": "code", "outputId": "b29134a0-c49e-43ee-99e1-6662f6480442", "colab": { "base_uri": "https://localhost:8080/", "height": 258 } }, "cell_type": "code", "source": [ "#Aplicación de GrupyBy sobre el DataFrame.\n", "\n", "#Aplicación sencilla.\n", "data[['housing_median_age','median_income','median_house_value']]\\\n", " .groupby('housing_median_age')\\\n", " .agg(['min','max','mean'])\\\n", " .head() " ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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median_incomemedian_house_value
minmaxmeanminmaxmean
housing_median_age
1.04.25005.26364.756800189200.0191300.0190250.000000
2.01.966710.15315.07423747500.0500001.0229438.836735
3.02.118711.51995.57201383200.0500001.0239450.043478
4.00.536013.48835.19605542500.0500001.0230054.105590
5.00.752612.63204.73246050000.0500001.0211035.708543
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" ], "text/plain": [ " median_income median_house_value \\\n", " min max mean min \n", "housing_median_age \n", "1.0 4.2500 5.2636 4.756800 189200.0 \n", "2.0 1.9667 10.1531 5.074237 47500.0 \n", "3.0 2.1187 11.5199 5.572013 83200.0 \n", "4.0 0.5360 13.4883 5.196055 42500.0 \n", "5.0 0.7526 12.6320 4.732460 50000.0 \n", "\n", " \n", " max mean \n", "housing_median_age \n", "1.0 191300.0 190250.000000 \n", "2.0 500001.0 229438.836735 \n", "3.0 500001.0 239450.043478 \n", "4.0 500001.0 230054.105590 \n", "5.0 500001.0 211035.708543 " ] }, "metadata": { "tags": [] }, "execution_count": 95 } ] }, { "metadata": { "id": "L2FHkAOWbDNC", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "#Aplicamos GrupyBy y operamos sobre el DF resultado.\n", "\n", "GrupyBy=data.groupby('housing_median_age')" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "qoC9cglNUQaS", "colab_type": "code", "outputId": "6b7d9ce1-a63a-4f15-fc96-792b7b6948e1", "colab": { "base_uri": "https://localhost:8080/", "height": 35 } }, "cell_type": "code", "source": [ "#GrupyBy\n", "#type(data)" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "pandas.core.groupby.DataFrameGroupBy" ] }, "metadata": { "tags": [] }, "execution_count": 99 } ] }, { "metadata": { "id": "h64xyyqkf_mY", "colab_type": "code", "outputId": "73f35af5-fd31-4e3e-b34c-58ea9244d4b7", "colab": { "base_uri": "https://localhost:8080/", "height": 1688 } }, "cell_type": "code", "source": [ "#Se eligen dos columnas y se visualizan las estadísticas básicas\n", "GrupyBy[['median_income','median_house_value']].describe()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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median_incomemedian_house_value
countmeanstdmin25%50%75%maxcountmeanstdmin25%50%75%max
housing_median_age
1.02.04.7568000.7167234.25004.5034004.756805.0102005.26362.0190250.0000001484.924240189200.0189725.0190250.0190775.0191300.0
2.049.05.0742371.7977271.96673.9443004.633606.11120010.153149.0229438.836735118029.40662047500.0146300.0191700.0279000.0500001.0
3.046.05.5720131.9411062.11874.2301505.404156.12860011.519946.0239450.043478108822.17882683200.0159225.0216400.0283225.0500001.0
4.0161.05.1960551.9618350.53603.9356004.943206.07220013.4883161.0230054.105590107317.50261242500.0149200.0198900.0282500.0500001.0
5.0199.04.7324601.9555360.75263.5047004.359805.70200012.6320199.0211035.708543109779.56204950000.0132350.0176900.0263750.0500001.0
6.0129.04.4639011.9025700.81983.1944004.145805.23750013.0502129.0206768.240310104227.46230858000.0131000.0177500.0258100.0500001.0
7.0151.04.3684411.9234371.26673.2053003.946405.07465013.8093151.0188445.05960397741.45030756200.0121950.0162200.0219950.0500001.0
8.0178.04.4129882.0806520.81313.0729753.936305.32432514.9009178.0190805.07303498183.41479822500.0120600.0162500.0248775.0500001.0
9.0172.04.3575131.7604640.89523.1250004.059355.43715010.8289172.0190306.99418697492.00626454200.0124775.0162600.0227825.0500001.0
10.0226.04.1260042.0383790.49992.7016003.850755.18192512.5420226.0178416.39380596205.68764153300.0112625.0152100.0220100.0500001.0
11.0208.04.0296631.9142440.92272.8701753.593754.65717513.1477208.0182480.31250097931.08304350400.0114450.0160250.0225675.0500001.0
12.0192.04.0032081.7232390.81302.8140253.829854.96350010.0760192.0181590.64062594345.42840940000.0112575.0156700.0228075.0500001.0
13.0249.04.1450921.6554300.82882.9500003.837205.0389009.8346249.0188065.47389694188.28035243000.0116100.0162500.0237900.0500001.0
14.0347.04.1484541.8519441.13012.8591003.815805.04180015.0001347.0191181.28818496986.24316532900.0121050.0170100.0240350.0500001.0
15.0416.04.0039531.7316530.49992.6720753.723855.08947515.0001416.0181031.02403894908.42812532500.0111550.0161300.0228300.0500001.0
16.0635.04.2884581.8168320.49992.8914004.088205.44695012.0088635.0200354.50708798994.50767214999.0128300.0179500.0261250.0500001.0
17.0576.03.9292011.9034370.68252.5248753.572155.02555015.0001576.0191772.244792101836.42510127500.0117375.0166450.0242175.0500001.0
18.0478.03.9545911.9405430.82462.5193253.583505.09307511.6017478.0192074.715481107590.16408647500.0109175.0166200.0255000.0500001.0
19.0412.03.8332441.9236480.70252.5845753.360254.78217515.0000412.0196017.752427110465.01777214999.0111900.0173450.0255250.0500001.0
20.0383.03.7499841.8870710.88942.4189003.244804.63280012.2092383.0192681.751958111869.95995332500.0105100.0164600.0247550.0500001.0
21.0373.03.8704171.8608060.85712.5521003.510904.65000011.6833373.0200918.536193115759.42281125000.0111500.0174100.0268100.0500001.0
22.0323.03.9413351.9224060.74732.5949003.541404.73440011.2463323.0213129.173375121153.98115934400.0120800.0186900.0276350.0500001.0
23.0382.03.9633711.9944950.49992.5013003.468205.07752512.9792382.0204621.787958115965.72981330000.0112800.0184550.0259250.0500001.0
24.0389.03.9210261.9740180.64332.5200003.516105.00000014.5833389.0207293.365039111247.07879332500.0118800.0189500.0265200.0500001.0
25.0461.04.1358901.9592270.79902.6998003.642905.28520013.3913461.0223097.223427118750.78748045500.0132700.0209900.0278100.0500001.0
26.0503.04.0718951.9277040.53602.6425003.745205.26745015.0001503.0206773.793241112092.92646236600.0122150.0188000.0260800.0500001.0
27.0397.03.8593751.9427170.85432.5727003.400004.71100015.0001397.0206728.259446114236.71273440000.0118800.0184200.0267700.0500001.0
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\n", "
" ], "text/plain": [ " median_income \\\n", " count mean std min 25% \n", "housing_median_age \n", "1.0 2.0 4.756800 0.716723 4.2500 4.503400 \n", "2.0 49.0 5.074237 1.797727 1.9667 3.944300 \n", "3.0 46.0 5.572013 1.941106 2.1187 4.230150 \n", "4.0 161.0 5.196055 1.961835 0.5360 3.935600 \n", "5.0 199.0 4.732460 1.955536 0.7526 3.504700 \n", "6.0 129.0 4.463901 1.902570 0.8198 3.194400 \n", "7.0 151.0 4.368441 1.923437 1.2667 3.205300 \n", "8.0 178.0 4.412988 2.080652 0.8131 3.072975 \n", "9.0 172.0 4.357513 1.760464 0.8952 3.125000 \n", "10.0 226.0 4.126004 2.038379 0.4999 2.701600 \n", "11.0 208.0 4.029663 1.914244 0.9227 2.870175 \n", "12.0 192.0 4.003208 1.723239 0.8130 2.814025 \n", "13.0 249.0 4.145092 1.655430 0.8288 2.950000 \n", "14.0 347.0 4.148454 1.851944 1.1301 2.859100 \n", "15.0 416.0 4.003953 1.731653 0.4999 2.672075 \n", "16.0 635.0 4.288458 1.816832 0.4999 2.891400 \n", "17.0 576.0 3.929201 1.903437 0.6825 2.524875 \n", "18.0 478.0 3.954591 1.940543 0.8246 2.519325 \n", "19.0 412.0 3.833244 1.923648 0.7025 2.584575 \n", "20.0 383.0 3.749984 1.887071 0.8894 2.418900 \n", "21.0 373.0 3.870417 1.860806 0.8571 2.552100 \n", "22.0 323.0 3.941335 1.922406 0.7473 2.594900 \n", "23.0 382.0 3.963371 1.994495 0.4999 2.501300 \n", "24.0 389.0 3.921026 1.974018 0.6433 2.520000 \n", "25.0 461.0 4.135890 1.959227 0.7990 2.699800 \n", "26.0 503.0 4.071895 1.927704 0.5360 2.642500 \n", "27.0 397.0 3.859375 1.942717 0.8543 2.572700 \n", "28.0 400.0 3.813176 2.010649 0.4999 2.460475 \n", "29.0 374.0 3.633556 1.842911 0.7069 2.441275 \n", "30.0 384.0 3.580732 1.710884 0.7007 2.363350 \n", "31.0 384.0 3.619995 1.879931 0.7684 2.398225 \n", "32.0 458.0 3.800399 1.981367 0.8984 2.566200 \n", "33.0 513.0 3.862161 1.729368 0.5360 2.633300 \n", "34.0 567.0 3.959488 1.846699 0.8907 2.684900 \n", "35.0 692.0 3.909391 1.600449 0.7075 2.716550 \n", "36.0 715.0 3.973530 1.746587 0.4999 2.800450 \n", "37.0 437.0 3.684131 1.726851 0.6831 2.486600 \n", "38.0 318.0 3.463225 1.788845 0.7683 2.286125 \n", "39.0 302.0 3.395865 1.716687 0.7160 2.185250 \n", "40.0 249.0 3.432734 1.928014 0.9234 2.177100 \n", "41.0 232.0 3.149125 1.416708 0.9782 2.122675 \n", "42.0 308.0 3.447088 1.939110 0.8991 2.290375 \n", "43.0 286.0 3.238897 1.769055 0.4999 2.070500 \n", "44.0 296.0 3.507043 1.673430 1.1576 2.292300 \n", "45.0 235.0 3.739467 1.681080 0.9337 2.662000 \n", "46.0 196.0 3.357832 2.017507 0.4999 2.219950 \n", "47.0 175.0 3.278638 1.508880 1.1868 2.203700 \n", "48.0 135.0 3.526261 2.163493 0.8024 2.277100 \n", "49.0 111.0 3.547657 1.691369 0.7068 2.463700 \n", "50.0 112.0 3.472372 2.109475 1.2041 2.216525 \n", "51.0 32.0 3.670503 2.059757 1.2852 2.172300 \n", "52.0 1052.0 3.943037 2.338247 0.4999 2.516025 \n", "\n", " median_house_value \\\n", " 50% 75% max count \n", "housing_median_age \n", "1.0 4.75680 5.010200 5.2636 2.0 \n", "2.0 4.63360 6.111200 10.1531 49.0 \n", "3.0 5.40415 6.128600 11.5199 46.0 \n", "4.0 4.94320 6.072200 13.4883 161.0 \n", "5.0 4.35980 5.702000 12.6320 199.0 \n", "6.0 4.14580 5.237500 13.0502 129.0 \n", "7.0 3.94640 5.074650 13.8093 151.0 \n", "8.0 3.93630 5.324325 14.9009 178.0 \n", "9.0 4.05935 5.437150 10.8289 172.0 \n", "10.0 3.85075 5.181925 12.5420 226.0 \n", "11.0 3.59375 4.657175 13.1477 208.0 \n", "12.0 3.82985 4.963500 10.0760 192.0 \n", "13.0 3.83720 5.038900 9.8346 249.0 \n", "14.0 3.81580 5.041800 15.0001 347.0 \n", "15.0 3.72385 5.089475 15.0001 416.0 \n", "16.0 4.08820 5.446950 12.0088 635.0 \n", "17.0 3.57215 5.025550 15.0001 576.0 \n", "18.0 3.58350 5.093075 11.6017 478.0 \n", "19.0 3.36025 4.782175 15.0000 412.0 \n", "20.0 3.24480 4.632800 12.2092 383.0 \n", "21.0 3.51090 4.650000 11.6833 373.0 \n", "22.0 3.54140 4.734400 11.2463 323.0 \n", "23.0 3.46820 5.077525 12.9792 382.0 \n", "24.0 3.51610 5.000000 14.5833 389.0 \n", "25.0 3.64290 5.285200 13.3913 461.0 \n", "26.0 3.74520 5.267450 15.0001 503.0 \n", "27.0 3.40000 4.711000 15.0001 397.0 \n", "28.0 3.49730 4.644000 14.4113 400.0 \n", "29.0 3.20535 4.375000 13.9470 374.0 \n", "30.0 3.26065 4.462775 12.4429 384.0 \n", "31.0 3.20545 4.309400 15.0001 384.0 \n", "32.0 3.43470 4.464600 15.0001 458.0 \n", "33.0 3.64580 4.660700 15.0001 513.0 \n", "34.0 3.69790 4.756650 15.0001 567.0 \n", "35.0 3.80905 4.838775 15.0001 692.0 \n", "36.0 3.84480 4.775250 15.0001 715.0 \n", "37.0 3.38970 4.419600 13.3670 437.0 \n", "38.0 3.07425 4.128450 12.7823 318.0 \n", "39.0 3.09060 4.121875 11.8603 302.0 \n", "40.0 3.09120 4.044600 15.0001 249.0 \n", "41.0 2.83165 3.911450 8.8619 232.0 \n", "42.0 3.09465 4.013025 15.0001 308.0 \n", "43.0 2.89030 4.019875 15.0001 286.0 \n", "44.0 3.19425 4.314225 12.4237 296.0 \n", "45.0 3.44720 4.546200 15.0001 235.0 \n", "46.0 3.04505 3.981700 15.0001 196.0 \n", "47.0 3.01140 3.995200 9.4590 175.0 \n", "48.0 3.23330 4.002500 15.0001 135.0 \n", "49.0 3.29170 4.262500 12.9591 111.0 \n", "50.0 3.00000 3.847775 13.3036 112.0 \n", "51.0 3.28385 4.381250 9.3694 32.0 \n", "52.0 3.46480 4.540625 15.0001 1052.0 \n", "\n", " \\\n", " mean std min 25% \n", "housing_median_age \n", "1.0 190250.000000 1484.924240 189200.0 189725.0 \n", "2.0 229438.836735 118029.406620 47500.0 146300.0 \n", "3.0 239450.043478 108822.178826 83200.0 159225.0 \n", "4.0 230054.105590 107317.502612 42500.0 149200.0 \n", "5.0 211035.708543 109779.562049 50000.0 132350.0 \n", "6.0 206768.240310 104227.462308 58000.0 131000.0 \n", "7.0 188445.059603 97741.450307 56200.0 121950.0 \n", "8.0 190805.073034 98183.414798 22500.0 120600.0 \n", "9.0 190306.994186 97492.006264 54200.0 124775.0 \n", "10.0 178416.393805 96205.687641 53300.0 112625.0 \n", "11.0 182480.312500 97931.083043 50400.0 114450.0 \n", "12.0 181590.640625 94345.428409 40000.0 112575.0 \n", "13.0 188065.473896 94188.280352 43000.0 116100.0 \n", "14.0 191181.288184 96986.243165 32900.0 121050.0 \n", "15.0 181031.024038 94908.428125 32500.0 111550.0 \n", "16.0 200354.507087 98994.507672 14999.0 128300.0 \n", "17.0 191772.244792 101836.425101 27500.0 117375.0 \n", "18.0 192074.715481 107590.164086 47500.0 109175.0 \n", "19.0 196017.752427 110465.017772 14999.0 111900.0 \n", "20.0 192681.751958 111869.959953 32500.0 105100.0 \n", "21.0 200918.536193 115759.422811 25000.0 111500.0 \n", "22.0 213129.173375 121153.981159 34400.0 120800.0 \n", "23.0 204621.787958 115965.729813 30000.0 112800.0 \n", "24.0 207293.365039 111247.078793 32500.0 118800.0 \n", "25.0 223097.223427 118750.787480 45500.0 132700.0 \n", "26.0 206773.793241 112092.926462 36600.0 122150.0 \n", "27.0 206728.259446 114236.712734 40000.0 118800.0 \n", "28.0 210049.812500 119811.441221 40900.0 119600.0 \n", "29.0 195185.863636 117739.536913 28300.0 102275.0 \n", "30.0 201559.145833 112936.213780 42500.0 120475.0 \n", "31.0 208319.851562 120693.635055 34200.0 120350.0 \n", "32.0 207131.500000 121348.298305 43100.0 113725.0 \n", "33.0 203922.269006 114256.560418 22500.0 125000.0 \n", "34.0 213061.615520 122656.145392 26600.0 125250.0 \n", "35.0 205624.462428 108101.766134 39600.0 133850.0 \n", "36.0 208262.422378 106735.813804 14999.0 142050.0 \n", "37.0 209008.299771 119736.766750 42100.0 118300.0 \n", "38.0 195272.371069 120893.707372 39400.0 106375.0 \n", "39.0 206718.913907 125389.522805 17500.0 108750.0 \n", "40.0 205783.594378 123428.327920 43000.0 112500.0 \n", "41.0 197328.935345 125630.370118 41800.0 100675.0 \n", "42.0 199635.110390 112547.856076 39400.0 120000.0 \n", "43.0 194365.779720 116726.685274 46600.0 105925.0 \n", "44.0 214909.506757 124080.375756 48300.0 112500.0 \n", "45.0 223464.744681 116254.957305 30000.0 140050.0 \n", "46.0 198036.260204 109881.865243 26900.0 110550.0 \n", "47.0 190064.611429 110788.506693 49600.0 108850.0 \n", "48.0 224665.251852 138057.219438 48600.0 104350.0 \n", "49.0 220667.612613 115402.562465 52000.0 118700.0 \n", "50.0 222513.482143 131205.503471 54200.0 125000.0 \n", "51.0 244850.125000 140659.405750 51900.0 123775.0 \n", "52.0 277368.200570 139743.309230 14999.0 162500.0 \n", "\n", " \n", " 50% 75% max \n", "housing_median_age \n", "1.0 190250.0 190775.0 191300.0 \n", "2.0 191700.0 279000.0 500001.0 \n", "3.0 216400.0 283225.0 500001.0 \n", "4.0 198900.0 282500.0 500001.0 \n", "5.0 176900.0 263750.0 500001.0 \n", "6.0 177500.0 258100.0 500001.0 \n", "7.0 162200.0 219950.0 500001.0 \n", "8.0 162500.0 248775.0 500001.0 \n", "9.0 162600.0 227825.0 500001.0 \n", "10.0 152100.0 220100.0 500001.0 \n", "11.0 160250.0 225675.0 500001.0 \n", "12.0 156700.0 228075.0 500001.0 \n", "13.0 162500.0 237900.0 500001.0 \n", "14.0 170100.0 240350.0 500001.0 \n", "15.0 161300.0 228300.0 500001.0 \n", "16.0 179500.0 261250.0 500001.0 \n", "17.0 166450.0 242175.0 500001.0 \n", "18.0 166200.0 255000.0 500001.0 \n", "19.0 173450.0 255250.0 500001.0 \n", "20.0 164600.0 247550.0 500001.0 \n", "21.0 174100.0 268100.0 500001.0 \n", "22.0 186900.0 276350.0 500001.0 \n", "23.0 184550.0 259250.0 500001.0 \n", "24.0 189500.0 265200.0 500001.0 \n", "25.0 209900.0 278100.0 500001.0 \n", "26.0 188000.0 260800.0 500001.0 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"metadata": { "tags": [] }, "execution_count": 100 } ] }, { "metadata": { "id": "0CEZ5szqU4QD", "colab_type": "code", "outputId": "90d8b12a-7024-4d75-df20-5e5dacf78bed", "colab": { "base_uri": "https://localhost:8080/", "height": 288 } }, "cell_type": "code", "source": [ "data[['median_income','median_house_value']].describe()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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median_incomemedian_house_value
count17000.00000017000.000000
mean3.883578207300.912353
std1.908157115983.764387
min0.49990014999.000000
25%2.566375119400.000000
50%3.544600180400.000000
75%4.767000265000.000000
max15.000100500001.000000
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" ], "text/plain": [ " median_income median_house_value\n", "count 17000.000000 17000.000000\n", "mean 3.883578 207300.912353\n", "std 1.908157 115983.764387\n", "min 0.499900 14999.000000\n", "25% 2.566375 119400.000000\n", "50% 3.544600 180400.000000\n", "75% 4.767000 265000.000000\n", "max 15.000100 500001.000000" ] }, "metadata": { "tags": [] }, "execution_count": 101 } ] }, { "metadata": { "id": "1CzltuP05dvX", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Breve Explicación: cuando agrupamos los datos estamos aplicando alguna operación o función sobre el DataFrame para a cada una de las categorias. Por ejemplo, la tabla que se obtiene con el código del ejemplo:\n", "\n", "~~~python\n", "GrupyBy=data.groupby('housing_median_age')\n", "GrupyBy[['median_income','median_house_value']].describe()\n", "~~~\n", "\n", "Podría ser recuperada línea por línea haciendo el siguiente código y solo ir cambiando la condición \n", "~~~python \n", "\n", "data.housing_median_age==ALGUN VALOR\n", "\n", "~~~" ] }, { "metadata": { "id": "L6rJYI-1Vg6x", "colab_type": "code", "outputId": "3ec0b558-281a-435b-e394-e6b58caeeb36", "colab": { "base_uri": "https://localhost:8080/", "height": 288 } }, "cell_type": "code", "source": [ "data[data.housing_median_age==7][['median_income','median_house_value']].describe()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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median_incomemedian_house_value
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std1.92343797741.450307
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" ], "text/plain": [ " median_income median_house_value\n", "count 151.000000 151.000000\n", "mean 4.368441 188445.059603\n", "std 1.923437 97741.450307\n", "min 1.266700 56200.000000\n", "25% 3.205300 121950.000000\n", "50% 3.946400 162200.000000\n", "75% 5.074650 219950.000000\n", "max 13.809300 500001.000000" ] }, "metadata": { "tags": [] }, "execution_count": 104 } ] }, { "metadata": { "id": "dF204Y7xgvzY", "colab_type": "text" }, "cell_type": "markdown", "source": [ "El código anterios muestra la informacion estadística respetando las agrupaciones sobre los valores de la variable **housing_median_age**. \n", "\n", "El método groupby() cuenta con algunos métodos que se pueden usar sobre el DataFrames que se obtiene.\n", "\n", "Los siguientes códigos son ejemplos de funciones calculadas directamente sobre el GroupBy." ] }, { "metadata": { "id": "nFm9T_Mzb9lM", "colab_type": "code", "outputId": "d3a5469b-bed5-4016-89d2-ffd689931c8c", "colab": { "base_uri": "https://localhost:8080/", "height": 1638 } }, "cell_type": "code", "source": [ "GrupyBy.first()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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longitudelatitudetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_value
housing_median_age
1.0-120.9337.652254.0328.0402.0112.04.2500189200.0
2.0-115.8033.2696.018.030.016.05.337447500.0
3.0-115.6032.871629.0317.01005.0312.04.129383200.0
4.0-116.7634.1442.010.09.03.00.536042500.0
5.0-115.5532.782652.0606.01767.0536.02.802584300.0
6.0-115.5232.672804.0581.02807.0594.02.062567700.0
7.0-116.3133.664497.0831.02248.0713.03.635498000.0
8.0-115.5932.792183.0307.01000.0287.06.3814159900.0
9.0-116.2233.703861.0849.0825.0401.03.2833124700.0
10.0-115.5232.971879.0387.01376.0337.01.991167500.0
11.0-115.5132.682872.0610.02644.0581.02.625072700.0
12.0-115.5334.91807.0199.0246.0102.02.539140000.0
13.0-115.5032.75330.072.0822.064.03.4107142500.0
14.0-114.5733.641501.0337.0515.0226.03.191773400.0
15.0-114.3134.195612.01283.01015.0472.01.493666900.0
16.0-114.6033.623741.0801.02434.0824.02.679786500.0
17.0-114.5633.69720.0174.0333.0117.01.650985700.0
18.0-115.2233.541706.0397.03424.0283.01.625053500.0
19.0-114.4734.407650.01901.01129.0463.01.820080100.0
20.0-114.5733.571454.0326.0624.0262.01.925065500.0
21.0-114.6033.601988.0483.01182.0437.01.625062000.0
22.0-115.5532.79565.0162.0692.0141.01.208353600.0
23.0-115.3732.811458.0294.0866.0275.02.359474300.0
24.0-114.7333.43796.0243.0227.0139.00.896459200.0
25.0-114.5833.612907.0680.01841.0633.02.676882400.0
26.0-116.0032.741134.0280.0329.0158.01.433843900.0
27.0-115.5432.981513.0395.01121.0381.01.946460600.0
28.0-114.6533.601678.0322.0666.0256.02.965394900.0
29.0-114.5833.631387.0236.0671.0239.03.343874000.0
30.0-115.3732.821602.0322.01130.0335.03.573571100.0
31.0-114.6134.832478.0464.01346.0479.03.212070400.0
32.0-115.3732.81741.0191.0623.0169.01.760468600.0
33.0-115.4633.191234.0373.0777.0298.01.000040000.0
34.0-114.5933.614789.01175.03134.01056.02.178258400.0
35.0-115.3832.811263.0262.0950.0241.01.895867500.0
36.0-116.5633.831765.0399.0451.0264.02.6083321900.0
37.0-115.6033.20709.0187.0390.0142.02.451172500.0
38.0-115.3832.821892.0394.01175.0374.01.993965800.0
39.0-117.0732.712754.0652.02263.0619.02.245489600.0
40.0-116.9833.932277.0498.01391.0453.01.947273200.0
41.0-114.5934.83812.0168.0375.0158.01.708348500.0
42.0-117.0732.761827.0378.0880.0380.02.5125176600.0
43.0-117.0132.77841.0192.0496.0207.03.0179149300.0
44.0-115.7332.80472.081.0206.057.02.208393800.0
45.0-117.1233.071032.0235.0363.0177.03.6389186600.0
46.0-114.6034.831497.0309.0787.0271.02.190848100.0
47.0-117.1032.68771.0224.0637.0212.02.015690300.0
48.0-114.6134.841291.0248.0580.0211.02.157148600.0
49.0-117.1032.774449.0711.01606.0709.05.7768281600.0
50.0-117.1132.771729.0355.0617.0337.03.6705167000.0
51.0-117.1532.721321.0550.0781.0499.01.3071250000.0
52.0-116.8834.083419.0777.0710.0265.03.9028128600.0
\n", "
" ], "text/plain": [ " longitude latitude total_rooms total_bedrooms \\\n", "housing_median_age \n", "1.0 -120.93 37.65 2254.0 328.0 \n", "2.0 -115.80 33.26 96.0 18.0 \n", "3.0 -115.60 32.87 1629.0 317.0 \n", "4.0 -116.76 34.14 42.0 10.0 \n", "5.0 -115.55 32.78 2652.0 606.0 \n", "6.0 -115.52 32.67 2804.0 581.0 \n", "7.0 -116.31 33.66 4497.0 831.0 \n", "8.0 -115.59 32.79 2183.0 307.0 \n", "9.0 -116.22 33.70 3861.0 849.0 \n", "10.0 -115.52 32.97 1879.0 387.0 \n", "11.0 -115.51 32.68 2872.0 610.0 \n", "12.0 -115.53 34.91 807.0 199.0 \n", "13.0 -115.50 32.75 330.0 72.0 \n", "14.0 -114.57 33.64 1501.0 337.0 \n", "15.0 -114.31 34.19 5612.0 1283.0 \n", "16.0 -114.60 33.62 3741.0 801.0 \n", "17.0 -114.56 33.69 720.0 174.0 \n", "18.0 -115.22 33.54 1706.0 397.0 \n", "19.0 -114.47 34.40 7650.0 1901.0 \n", "20.0 -114.57 33.57 1454.0 326.0 \n", "21.0 -114.60 33.60 1988.0 483.0 \n", "22.0 -115.55 32.79 565.0 162.0 \n", "23.0 -115.37 32.81 1458.0 294.0 \n", "24.0 -114.73 33.43 796.0 243.0 \n", "25.0 -114.58 33.61 2907.0 680.0 \n", "26.0 -116.00 32.74 1134.0 280.0 \n", "27.0 -115.54 32.98 1513.0 395.0 \n", "28.0 -114.65 33.60 1678.0 322.0 \n", "29.0 -114.58 33.63 1387.0 236.0 \n", "30.0 -115.37 32.82 1602.0 322.0 \n", "31.0 -114.61 34.83 2478.0 464.0 \n", "32.0 -115.37 32.81 741.0 191.0 \n", "33.0 -115.46 33.19 1234.0 373.0 \n", "34.0 -114.59 33.61 4789.0 1175.0 \n", "35.0 -115.38 32.81 1263.0 262.0 \n", "36.0 -116.56 33.83 1765.0 399.0 \n", "37.0 -115.60 33.20 709.0 187.0 \n", "38.0 -115.38 32.82 1892.0 394.0 \n", "39.0 -117.07 32.71 2754.0 652.0 \n", "40.0 -116.98 33.93 2277.0 498.0 \n", "41.0 -114.59 34.83 812.0 168.0 \n", "42.0 -117.07 32.76 1827.0 378.0 \n", "43.0 -117.01 32.77 841.0 192.0 \n", "44.0 -115.73 32.80 472.0 81.0 \n", "45.0 -117.12 33.07 1032.0 235.0 \n", "46.0 -114.60 34.83 1497.0 309.0 \n", "47.0 -117.10 32.68 771.0 224.0 \n", "48.0 -114.61 34.84 1291.0 248.0 \n", "49.0 -117.10 32.77 4449.0 711.0 \n", "50.0 -117.11 32.77 1729.0 355.0 \n", "51.0 -117.15 32.72 1321.0 550.0 \n", "52.0 -116.88 34.08 3419.0 777.0 \n", "\n", " population households median_income median_house_value \n", "housing_median_age \n", "1.0 402.0 112.0 4.2500 189200.0 \n", "2.0 30.0 16.0 5.3374 47500.0 \n", "3.0 1005.0 312.0 4.1293 83200.0 \n", "4.0 9.0 3.0 0.5360 42500.0 \n", "5.0 1767.0 536.0 2.8025 84300.0 \n", "6.0 2807.0 594.0 2.0625 67700.0 \n", "7.0 2248.0 713.0 3.6354 98000.0 \n", "8.0 1000.0 287.0 6.3814 159900.0 \n", "9.0 825.0 401.0 3.2833 124700.0 \n", "10.0 1376.0 337.0 1.9911 67500.0 \n", "11.0 2644.0 581.0 2.6250 72700.0 \n", "12.0 246.0 102.0 2.5391 40000.0 \n", "13.0 822.0 64.0 3.4107 142500.0 \n", "14.0 515.0 226.0 3.1917 73400.0 \n", "15.0 1015.0 472.0 1.4936 66900.0 \n", "16.0 2434.0 824.0 2.6797 86500.0 \n", "17.0 333.0 117.0 1.6509 85700.0 \n", "18.0 3424.0 283.0 1.6250 53500.0 \n", "19.0 1129.0 463.0 1.8200 80100.0 \n", "20.0 624.0 262.0 1.9250 65500.0 \n", "21.0 1182.0 437.0 1.6250 62000.0 \n", "22.0 692.0 141.0 1.2083 53600.0 \n", "23.0 866.0 275.0 2.3594 74300.0 \n", "24.0 227.0 139.0 0.8964 59200.0 \n", "25.0 1841.0 633.0 2.6768 82400.0 \n", "26.0 329.0 158.0 1.4338 43900.0 \n", "27.0 1121.0 381.0 1.9464 60600.0 \n", "28.0 666.0 256.0 2.9653 94900.0 \n", "29.0 671.0 239.0 3.3438 74000.0 \n", "30.0 1130.0 335.0 3.5735 71100.0 \n", "31.0 1346.0 479.0 3.2120 70400.0 \n", "32.0 623.0 169.0 1.7604 68600.0 \n", "33.0 777.0 298.0 1.0000 40000.0 \n", "34.0 3134.0 1056.0 2.1782 58400.0 \n", "35.0 950.0 241.0 1.8958 67500.0 \n", "36.0 451.0 264.0 2.6083 321900.0 \n", "37.0 390.0 142.0 2.4511 72500.0 \n", "38.0 1175.0 374.0 1.9939 65800.0 \n", "39.0 2263.0 619.0 2.2454 89600.0 \n", "40.0 1391.0 453.0 1.9472 73200.0 \n", "41.0 375.0 158.0 1.7083 48500.0 \n", "42.0 880.0 380.0 2.5125 176600.0 \n", "43.0 496.0 207.0 3.0179 149300.0 \n", "44.0 206.0 57.0 2.2083 93800.0 \n", "45.0 363.0 177.0 3.6389 186600.0 \n", "46.0 787.0 271.0 2.1908 48100.0 \n", "47.0 637.0 212.0 2.0156 90300.0 \n", "48.0 580.0 211.0 2.1571 48600.0 \n", "49.0 1606.0 709.0 5.7768 281600.0 \n", "50.0 617.0 337.0 3.6705 167000.0 \n", "51.0 781.0 499.0 1.3071 250000.0 \n", "52.0 710.0 265.0 3.9028 128600.0 " ] }, "metadata": { "tags": [] }, "execution_count": 43 } ] }, { "metadata": { "id": "xFfjuJ25mnXr", "colab_type": "code", "outputId": "a1beeaf7-531f-445f-9bca-e003a768a16e", "colab": { "base_uri": "https://localhost:8080/", "height": 1638 } }, "cell_type": "code", "source": [ "GrupyBy.max()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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longitudelatitudetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_value
housing_median_age
1.0-120.9338.232254.0343.0872.0268.05.2636191300.0
2.0-115.8040.5821897.03513.08652.02873.010.1531500001.0
3.0-115.6038.7721060.03559.09623.03112.011.5199500001.0
4.0-116.7639.0037937.05471.016122.05189.013.4883500001.0
5.0-115.5540.6025187.04386.011956.03886.012.6320500001.0
6.0-115.5238.7316431.02640.08222.02553.013.0502500001.0
7.0-116.3140.6028258.04407.015037.04072.013.8093500001.0
8.0-115.5940.6132054.05290.015507.05050.014.9009500001.0
9.0-116.2240.6230405.04095.012873.03931.010.8289500001.0
10.0-115.5240.6720263.04952.09851.04616.012.5420500001.0
11.0-115.5141.7532627.06445.028566.06082.013.1477500001.0
12.0-115.5340.9225957.04798.012153.04490.010.0760500001.0
13.0-115.5041.3218448.03474.07775.03232.09.8346500001.0
14.0-114.5741.5425135.04819.035682.04769.015.0001500001.0
15.0-114.3141.7816042.02888.08997.02789.015.0001500001.0
16.0-114.6040.9319059.04183.010988.03595.012.0088500001.0
17.0-114.5641.8417715.03630.07665.03176.015.0001500001.0
18.0-115.2241.9512707.02793.07009.02552.011.6017500001.0
19.0-114.4741.8615990.03093.011272.02905.015.0000500001.0
20.0-114.5741.8217377.04457.07604.04204.012.2092500001.0
21.0-114.6041.9512902.03039.07282.02839.011.6833500001.0
22.0-115.5541.6817591.03680.09135.03522.011.2463500001.0
23.0-115.3741.7011294.01995.06330.01924.012.9792500001.0
24.0-114.7341.0310281.02823.07174.02565.014.5833500001.0
25.0-114.5841.8611016.03179.07679.02902.013.3913500001.0
26.0-116.0041.218902.02055.08551.01822.015.0001500001.0
27.0-115.5440.9812342.02630.05023.01763.015.0001500001.0
28.0-114.6541.8612139.02873.06912.02731.014.4113500001.0
29.0-114.5841.3617738.03114.012427.02826.013.9470500001.0
30.0-115.3740.776540.01564.04480.01536.012.4429500001.0
31.0-114.6141.509320.01827.05666.01755.015.0001500001.0
32.0-115.3741.1514556.02077.05459.02017.015.0001500001.0
33.0-115.4641.749531.01583.05650.01537.015.0001500001.0
34.0-114.5941.799280.01914.05477.01789.015.0001500001.0
35.0-115.3840.8810869.02961.09879.02769.015.0001500001.0
36.0-116.5640.786871.02477.04711.02323.015.0001500001.0
37.0-115.6040.795477.01980.03895.01874.013.3670500001.0
38.0-115.3840.795587.01295.03702.01253.012.7823500001.0
39.0-117.0740.798193.01747.06852.01597.011.8603500001.0
40.0-116.9841.787737.02158.04828.02028.015.0001500001.0
41.0-114.5940.884400.01130.03121.01030.08.8619500001.0
42.0-117.0741.786297.02293.06846.02156.015.0001500001.0
43.0-117.0140.794994.01646.03920.01429.015.0001500001.0
44.0-115.7340.876983.01584.03913.01383.012.4237500001.0
45.0-117.1241.437803.02154.04715.02041.015.0001500001.0
46.0-114.6040.786429.02610.07443.02406.015.0001500001.0
47.0-117.1040.875416.01271.03348.01106.09.4590500001.0
48.0-114.6139.514506.01342.03298.01239.015.0001500001.0
49.0-117.1039.444449.01197.02862.01009.012.9591500001.0
50.0-117.1141.733657.01095.03080.0997.013.3036500001.0
51.0-117.1540.174280.0632.01795.0621.09.3694500001.0
52.0-116.8841.326016.02747.04518.02538.015.0001500001.0
\n", "
" ], "text/plain": [ " longitude latitude total_rooms total_bedrooms \\\n", "housing_median_age \n", "1.0 -120.93 38.23 2254.0 343.0 \n", "2.0 -115.80 40.58 21897.0 3513.0 \n", "3.0 -115.60 38.77 21060.0 3559.0 \n", "4.0 -116.76 39.00 37937.0 5471.0 \n", "5.0 -115.55 40.60 25187.0 4386.0 \n", "6.0 -115.52 38.73 16431.0 2640.0 \n", "7.0 -116.31 40.60 28258.0 4407.0 \n", "8.0 -115.59 40.61 32054.0 5290.0 \n", "9.0 -116.22 40.62 30405.0 4095.0 \n", "10.0 -115.52 40.67 20263.0 4952.0 \n", "11.0 -115.51 41.75 32627.0 6445.0 \n", "12.0 -115.53 40.92 25957.0 4798.0 \n", "13.0 -115.50 41.32 18448.0 3474.0 \n", "14.0 -114.57 41.54 25135.0 4819.0 \n", "15.0 -114.31 41.78 16042.0 2888.0 \n", "16.0 -114.60 40.93 19059.0 4183.0 \n", "17.0 -114.56 41.84 17715.0 3630.0 \n", "18.0 -115.22 41.95 12707.0 2793.0 \n", "19.0 -114.47 41.86 15990.0 3093.0 \n", "20.0 -114.57 41.82 17377.0 4457.0 \n", "21.0 -114.60 41.95 12902.0 3039.0 \n", "22.0 -115.55 41.68 17591.0 3680.0 \n", "23.0 -115.37 41.70 11294.0 1995.0 \n", "24.0 -114.73 41.03 10281.0 2823.0 \n", "25.0 -114.58 41.86 11016.0 3179.0 \n", "26.0 -116.00 41.21 8902.0 2055.0 \n", "27.0 -115.54 40.98 12342.0 2630.0 \n", "28.0 -114.65 41.86 12139.0 2873.0 \n", "29.0 -114.58 41.36 17738.0 3114.0 \n", "30.0 -115.37 40.77 6540.0 1564.0 \n", "31.0 -114.61 41.50 9320.0 1827.0 \n", "32.0 -115.37 41.15 14556.0 2077.0 \n", "33.0 -115.46 41.74 9531.0 1583.0 \n", "34.0 -114.59 41.79 9280.0 1914.0 \n", "35.0 -115.38 40.88 10869.0 2961.0 \n", "36.0 -116.56 40.78 6871.0 2477.0 \n", "37.0 -115.60 40.79 5477.0 1980.0 \n", "38.0 -115.38 40.79 5587.0 1295.0 \n", "39.0 -117.07 40.79 8193.0 1747.0 \n", "40.0 -116.98 41.78 7737.0 2158.0 \n", "41.0 -114.59 40.88 4400.0 1130.0 \n", "42.0 -117.07 41.78 6297.0 2293.0 \n", "43.0 -117.01 40.79 4994.0 1646.0 \n", "44.0 -115.73 40.87 6983.0 1584.0 \n", "45.0 -117.12 41.43 7803.0 2154.0 \n", "46.0 -114.60 40.78 6429.0 2610.0 \n", "47.0 -117.10 40.87 5416.0 1271.0 \n", "48.0 -114.61 39.51 4506.0 1342.0 \n", "49.0 -117.10 39.44 4449.0 1197.0 \n", "50.0 -117.11 41.73 3657.0 1095.0 \n", "51.0 -117.15 40.17 4280.0 632.0 \n", "52.0 -116.88 41.32 6016.0 2747.0 \n", "\n", " population households median_income median_house_value \n", "housing_median_age \n", "1.0 872.0 268.0 5.2636 191300.0 \n", "2.0 8652.0 2873.0 10.1531 500001.0 \n", "3.0 9623.0 3112.0 11.5199 500001.0 \n", "4.0 16122.0 5189.0 13.4883 500001.0 \n", "5.0 11956.0 3886.0 12.6320 500001.0 \n", "6.0 8222.0 2553.0 13.0502 500001.0 \n", "7.0 15037.0 4072.0 13.8093 500001.0 \n", "8.0 15507.0 5050.0 14.9009 500001.0 \n", "9.0 12873.0 3931.0 10.8289 500001.0 \n", "10.0 9851.0 4616.0 12.5420 500001.0 \n", "11.0 28566.0 6082.0 13.1477 500001.0 \n", "12.0 12153.0 4490.0 10.0760 500001.0 \n", "13.0 7775.0 3232.0 9.8346 500001.0 \n", "14.0 35682.0 4769.0 15.0001 500001.0 \n", "15.0 8997.0 2789.0 15.0001 500001.0 \n", "16.0 10988.0 3595.0 12.0088 500001.0 \n", "17.0 7665.0 3176.0 15.0001 500001.0 \n", "18.0 7009.0 2552.0 11.6017 500001.0 \n", "19.0 11272.0 2905.0 15.0000 500001.0 \n", "20.0 7604.0 4204.0 12.2092 500001.0 \n", "21.0 7282.0 2839.0 11.6833 500001.0 \n", "22.0 9135.0 3522.0 11.2463 500001.0 \n", "23.0 6330.0 1924.0 12.9792 500001.0 \n", "24.0 7174.0 2565.0 14.5833 500001.0 \n", "25.0 7679.0 2902.0 13.3913 500001.0 \n", "26.0 8551.0 1822.0 15.0001 500001.0 \n", "27.0 5023.0 1763.0 15.0001 500001.0 \n", "28.0 6912.0 2731.0 14.4113 500001.0 \n", "29.0 12427.0 2826.0 13.9470 500001.0 \n", "30.0 4480.0 1536.0 12.4429 500001.0 \n", "31.0 5666.0 1755.0 15.0001 500001.0 \n", "32.0 5459.0 2017.0 15.0001 500001.0 \n", "33.0 5650.0 1537.0 15.0001 500001.0 \n", "34.0 5477.0 1789.0 15.0001 500001.0 \n", "35.0 9879.0 2769.0 15.0001 500001.0 \n", "36.0 4711.0 2323.0 15.0001 500001.0 \n", "37.0 3895.0 1874.0 13.3670 500001.0 \n", "38.0 3702.0 1253.0 12.7823 500001.0 \n", "39.0 6852.0 1597.0 11.8603 500001.0 \n", "40.0 4828.0 2028.0 15.0001 500001.0 \n", "41.0 3121.0 1030.0 8.8619 500001.0 \n", "42.0 6846.0 2156.0 15.0001 500001.0 \n", "43.0 3920.0 1429.0 15.0001 500001.0 \n", "44.0 3913.0 1383.0 12.4237 500001.0 \n", "45.0 4715.0 2041.0 15.0001 500001.0 \n", "46.0 7443.0 2406.0 15.0001 500001.0 \n", "47.0 3348.0 1106.0 9.4590 500001.0 \n", "48.0 3298.0 1239.0 15.0001 500001.0 \n", "49.0 2862.0 1009.0 12.9591 500001.0 \n", "50.0 3080.0 997.0 13.3036 500001.0 \n", "51.0 1795.0 621.0 9.3694 500001.0 \n", "52.0 4518.0 2538.0 15.0001 500001.0 " ] }, "metadata": { "tags": [] }, "execution_count": 44 } ] }, { "metadata": { "id": "tgXqzA256foD", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Para conocer los métodos que son aplicables al DataFrame después de un GroupBy(), se puede revisar la documentación de la api de Pandas:\n", "\n", "[API Pandas](https://pandas.pydata.org/pandas-docs/stable/api.html)" ] }, { "metadata": { "id": "k3uoAMHEnAVp", "colab_type": "text" }, "cell_type": "markdown", "source": [ "# Operaciones con los DataFrames\n", "\n", "La seccion anterior se mencionó el modo de unir dos DataFrames haciendo uso del método *merge()*.\n", "\n", "Existen 4 métodos para operar sobre más de un DataFrames: \n", "* join\n", "* merge\n", "* concat\n", "* append\n", "\n", "La información y ejemplos proporcionados en la página de Pandas son extensos y es la referencia básica:\n", "\n", "[https://pandas.pydata.org/pandas-docs/stable/merging.html](https://pandas.pydata.org/pandas-docs/stable/merging.html)\n", "\n", "Comentario: las operaciones merge y join son más estandar en SQL, mientras concat y append son más estándar cuando se manejan arrays." ] }, { "metadata": { "id": "Hw0Wk5DIvdro", "colab_type": "text" }, "cell_type": "markdown", "source": [ "# Estategias para un proyectos de Análisis de Datos.\n", "\n", "La lección pasada se habló de las metodologías mencionadas en la sección 1, acerca CRISP-DM y la metodología propuesta por IBM. \n", "\n", "Si bien, estas son dos metodologías que cubren todo el cíclo de un proyecto de Data Mining o Machine Learning. Reduciendo este proceso a solo la parte que corresponde a realizar un Análisis de los datos, una estrategía práctica es Split-Apply-Combine.\n", "\n", "Esta estategia consiste en los siguiente:\n", "\n", "* Split : Dividir el set de datos. \n", "* Apply: Aplicar alguna función o estadístico sobre cada una de las divisiones.\n", "* Combinar los resultados.\n", "\n", "La imagen resume las etapas:\n", "\n", "![](http://www.rkippenbrock.com/images/split-apply-combine.jpg)\n", "\n", "Esta estrategia en Pandas puede ser aplicada con el método GroupBy. El siguiente mini proyecto tiene como objetivo mostar como aplicar la idea a nuestro análisis.\n", "\n", "La idea no es nueva y fue propuesta como estrategía por Hadley Wickham para presentar la biblioteca plyr en R en el año 2011, esta fue tomada en cuenta por Wes McKinney, creador de Pandas, para considerarla como una de las estrategias que se pueden seguir con Pandas.\n", "\n", "[Artículo de Hadley Wickham](https://www.jstatsoft.org/article/view/v040i01)\n" ] }, { "metadata": { "id": "42WiJCQBzdUW", "colab_type": "text" }, "cell_type": "markdown", "source": [ "# Mini proyecto 1\n", "\n", "Los datos contiene información correspondiente al número de ordenes solicitadas en diferentes establecimientos y semanas. El problema principal es tratar de construir un modelo para predecir la demanda de ordenes, es decir, un modelo de **regresión**. \n", "\n", "Pero en estos ejemplos, no nos dirigimos a la construcción del modelo, sino al entendimiento de los datos." ] }, { "metadata": { "id": "JzIKNUiI0xrT", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "%reset -f" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "GZ7EHDzu00gd", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "#Se cargan los datos \n", "\n", "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "4A8IxatJ7rYN", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "plt.rcParams['figure.figsize'] = 15, 10" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "H95iJKXpmvrt", "colab_type": "code", "outputId": "54e04318-a10c-4a17-f5dd-3eeb3fefed8d", "colab": { "base_uri": "https://localhost:8080/", "height": 198 } }, "cell_type": "code", "source": [ "#Carga los datos\n", "data=pd.read_csv(\"train.csv.zip\",compression='zip')\n", "data.head()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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idweekcenter_idmeal_idcheckout_pricebase_priceemailer_for_promotionhomepage_featurednum_orders
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" ], "text/plain": [ " id week center_id meal_id checkout_price base_price \\\n", "0 1379560 1 55 1885 136.83 152.29 \n", "1 1466964 1 55 1993 136.83 135.83 \n", "2 1346989 1 55 2539 134.86 135.86 \n", "3 1338232 1 55 2139 339.50 437.53 \n", "4 1448490 1 55 2631 243.50 242.50 \n", "\n", " emailer_for_promotion homepage_featured num_orders \n", "0 0 0 177 \n", "1 0 0 270 \n", "2 0 0 189 \n", "3 0 0 54 \n", "4 0 0 40 " ] }, "metadata": { "tags": [] }, "execution_count": 108 } ] }, { "metadata": { "id": "nAEwzbTt22ZI", "colab_type": "code", "outputId": "fb66fc36-9ff3-4823-a2a0-70da150ba7db", "colab": { "base_uri": "https://localhost:8080/", "height": 272 } }, "cell_type": "code", "source": [ "#Se revisan aspectos básicos de los datos\n", "\n", "data.info()" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "\n", "RangeIndex: 456548 entries, 0 to 456547\n", "Data columns (total 9 columns):\n", "id 456548 non-null int64\n", "week 456548 non-null int64\n", "center_id 456548 non-null int64\n", "meal_id 456548 non-null int64\n", "checkout_price 456548 non-null float64\n", "base_price 456548 non-null float64\n", "emailer_for_promotion 456548 non-null int64\n", "homepage_featured 456548 non-null int64\n", "num_orders 456548 non-null int64\n", "dtypes: float64(2), int64(7)\n", "memory usage: 31.3 MB\n" ], "name": "stdout" } ] }, { "metadata": { "id": "gHwXzlKF26PU", "colab_type": "code", "outputId": "ce00c6a5-4738-4513-e66c-9fe915e85191", "colab": { "base_uri": "https://localhost:8080/", "height": 308 } }, "cell_type": "code", "source": [ "#Descripción de los datos\n", "data.describe()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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" ], "text/plain": [ " id week center_id meal_id \\\n", "count 4.565480e+05 456548.000000 456548.000000 456548.000000 \n", "mean 1.250096e+06 74.768771 82.105796 2024.337458 \n", "std 1.443548e+05 41.524956 45.975046 547.420920 \n", "min 1.000000e+06 1.000000 10.000000 1062.000000 \n", "25% 1.124999e+06 39.000000 43.000000 1558.000000 \n", "50% 1.250184e+06 76.000000 76.000000 1993.000000 \n", "75% 1.375140e+06 111.000000 110.000000 2539.000000 \n", "max 1.499999e+06 145.000000 186.000000 2956.000000 \n", "\n", " checkout_price base_price emailer_for_promotion \\\n", "count 456548.000000 456548.000000 456548.000000 \n", "mean 332.238933 354.156627 0.081152 \n", "std 152.939723 160.715914 0.273069 \n", "min 2.970000 55.350000 0.000000 \n", "25% 228.950000 243.500000 0.000000 \n", "50% 296.820000 310.460000 0.000000 \n", "75% 445.230000 458.870000 0.000000 \n", "max 866.270000 866.270000 1.000000 \n", "\n", " homepage_featured num_orders \n", "count 456548.00000 456548.000000 \n", "mean 0.10920 261.872760 \n", "std 0.31189 395.922798 \n", "min 0.00000 13.000000 \n", "25% 0.00000 54.000000 \n", "50% 0.00000 136.000000 \n", "75% 0.00000 324.000000 \n", "max 1.00000 24299.000000 " ] }, "metadata": { "tags": [] }, "execution_count": 12 } ] }, { "metadata": { "id": "TsRvTmz03kIn", "colab_type": "text" }, "cell_type": "markdown", "source": [ "El objetivo es analizar el comportamiento del número de ordenes. Consideramos analizar su comportamiento con respecto a las semanas. Se puede descartar en la tabla anterior el reporte para las variables: **id,center_id, meal_id.** \n", "\n", "Ya que estas son \"id's\", por otro lado se puede observar que las variables **emailer_for_promotion\t y homepage_featured** son binarias (0/1).\n", "\n", "Por último, la estadística de la variable **num_orders** permite observar que la distribución no es centrada, cuenta con una cola pesada o un conjunto de valores que pueden ser outliers.\n" ] }, { "metadata": { "id": "h5DQ41n_3FX4", "colab_type": "code", "outputId": "a7151611-ffc6-4a54-a774-c2d13db34393", "colab": { "base_uri": "https://localhost:8080/", "height": 1608 } }, "cell_type": "code", "source": [ "# Exploración 1\n", "# Se explora el comportamiento del máximo y el mínimo en \n", "#cada semana. Se grafica el comportamiento de estos datos.\n", "\n", "data.filter(items=['week','num_orders'],axis=1)\\\n", " .groupby('week')\\\n", " .agg(['min','max'])\\\n", " .head(50)\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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" ], "text/plain": [ " num_orders \n", " min max\n", "week \n", "1 13 3511\n", "2 13 2606\n", "3 13 2526\n", "4 13 3172\n", "5 13 24299\n", "6 13 14229\n", "7 13 15336\n", "8 13 4779\n", "9 13 2538\n", "10 13 3309\n", "11 13 3281\n", "12 13 3280\n", "13 13 2780\n", "14 13 3861\n", "15 13 2294\n", "16 13 2458\n", "17 13 5590\n", "18 13 5495\n", "19 13 5130\n", "20 13 2687\n", "21 13 2983\n", "22 13 3833\n", "23 13 3200\n", "24 13 2715\n", "25 13 5480\n", "26 13 4645\n", "27 13 2470\n", "28 13 2591\n", "29 13 2012\n", "30 13 11380\n", "31 13 3429\n", "32 13 12327\n", "33 13 2525\n", "34 13 2645\n", "35 13 2605\n", "36 13 2566\n", "37 13 2620\n", "38 13 10193\n", "39 13 3200\n", "40 13 4306\n", "41 13 5318\n", "42 13 3266\n", "43 13 6507\n", "44 13 3700\n", "45 13 8034\n", "46 13 9303\n", "47 13 3753\n", "48 13 9532\n", "49 13 6576\n", "50 13 5576" ] }, "metadata": { "tags": [] }, "execution_count": 112 } ] }, { "metadata": { "id": "vkKIotMn-YZc", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Se observa que parece que por defaul se acota el valor mínimo al número 13, resulta extraño que no se registen como mínimo de ordenes el valor **0**.\n", "\n", "Ahora, pensamos en la estrategia siguiente:\n", "\n", "Tomar los máximos, minimos y la media para comparar como se comportan las distribuciones del número de ordenes por semana. Por último, se hace una gráfica para presentar los resultados." ] }, { "metadata": { "id": "EP_fZfcZ4QyC", "colab_type": "code", "outputId": "f5de9662-1ca5-4297-8ce5-ed84230215cb", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Breve Exploración\n", "#Se trata de explorar la asimetría de el \n", "#numero de ordenes por semana\n", "\n", "data.filter(items=['week','num_orders'],axis=1)\\\n", " .groupby('week')\\\n", " .agg(['mean','max','min'])\\\n", " .assign(Diff_Max_Mean=lambda X: X[('num_orders','max')]-X[('num_orders','mean')],\n", " Diff_Mean_Min=lambda X: X[('num_orders','mean')]-X[('num_orders','min')]\n", " ).plot.scatter(x='Diff_Max_Mean',y='Diff_Mean_Min')" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 116 }, { "output_type": "display_data", "data": { "image/png": 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AAN3QVgpjzvEDAAB0QziEMef4AQAAuqGtFAAAAOEQAAAAbaUwFpxlCADAZgmHE0qYGC/O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\n", "text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "rWpGEojn-5pA", "colab_type": "text" }, "cell_type": "markdown", "source": [ "No se observa nada realmente considerable o algo que nos permite concluir algo, pero si observamos la distribución estimada la variable **num_orders**, se aprecia que tiene cola pesada. Así que aplicamos la transformación logaritmo sobre esta variable y aplicamos el mismo proceso y generamos la misma gráfica" ] }, { "metadata": { "id": "lBYKo3y6e38U", "colab_type": "code", "outputId": "e0e5be70-e573-4c29-cd63-269fb4de3e6b", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Distribución de num_orders despues de log()\n", "sns.distplot(np.log(data.num_orders))" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 118 }, { "output_type": "display_data", "data": { "image/png": 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jzkHavVpBO/HRjP7tt04qX6rqkXu26je/cHfLAzxikbAevnvtutRqlnLFqnLF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\nlKAdH54EYFlntCrPLyIi7vM5Dh+49WJefnEPe46M8Xd3Pk0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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "w30n7ENn7ITx", "colab_type": "code", "outputId": "6bf07cc6-907c-4dbb-9989-bee6e15a4b0a", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "# Se transforma la columna num_orders \n", "# y luego se aplcia el mismo proceso\n", "\n", "data.filter(items=['week','num_orders'],axis=1)\\\n", " .assign(num_orders=lambda X: np.log(X['num_orders']))\\\n", " .groupby('week')\\\n", " .agg(['mean','max','min'])\\\n", " .assign(Diff_Max_Mean=lambda X: X[('num_orders','max')]-X[('num_orders','mean')],\n", " Diff_Mean_Min=lambda X: X[('num_orders','mean')]-X[('num_orders','min')]\n", " ).plot.scatter(x='Diff_Max_Mean',y='Diff_Mean_Min')" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 119 }, { "output_type": "display_data", "data": { "image/png": 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sGT37nf4zCwFgMjYS7L5zlfv2DHn8O5P86eDnI0kuLaVcVGs9M7jvKbXWpdU0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\nAACNE+wAAAAaJ9gBAAA0TrA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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "_yoJ-Iah_V5t", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Con el cambio de \"escala\" en la variable **num_orders** se aprecia que es más o menos constante la relación entre las dos variables. Parece que hay una relación lineal entre las dos variables.\n", "\n", "Para complementar nuestro análisis, podemos pintar cada punto por la semana que le corresponde, con el fin de analizar mejor los datos." ] }, { "metadata": { "id": "TNOWa7CF8Avt", "colab_type": "code", "outputId": "ad65642e-7a9f-460c-b2aa-b12d291f8f17", "colab": { "base_uri": "https://localhost:8080/", "height": 594 } }, "cell_type": "code", "source": [ "#Exploramos como se comporta por semana la asimetría \n", "#entre los dos lados de las distribuciones.\n", "\n", "data.filter(items=['week','num_orders'],axis=1)\\\n", " .assign(num_orders=lambda X: np.log(X['num_orders']))\\\n", " .groupby('week',as_index=False)\\\n", " .agg(['mean','max','min'])\\\n", " .assign(Diff_Max_Mean=lambda X: X[('num_orders','max')]-X[('num_orders','mean')],\n", " Diff_Mean_Min=lambda X: X[('num_orders','mean')]-X[('num_orders','min')]\n", " ).reset_index()[['week','Diff_Max_Mean','Diff_Mean_Min']]\\\n", " .plot.scatter(x='Diff_Max_Mean',y='Diff_Mean_Min',c='week',colormap='viridis')" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 41 }, { "output_type": "display_data", "data": { "image/png": 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PIhKxcLn0WY+IiKSmiMYrolKSIyIDksPhwOU68zB/MBzm2c3bCYTCXDVlAkXZmtomIiKS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\nn/vZsqWFOXOm8qefWMKUKXb2xXDDsqe4b8UKqjIVvPeoIzl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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "HfpTwfgz_7tX", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Si bien, la gráfica no muestra nada definitivo. Permite observar que las primeras semanas muestran que de la media y el máximo es mayor y por otro lado, las semanas entre el número 60 y 100, muestran que tiene una mayor distancia entre el valor medio y el minimo.\n", "\n", "La gráfica no permite concluir algo muy radical, pero ayuda a empezar un análisis.\n", "\n", "Al contar con datos respecto a \"semanas\" (week), resulta natural preguntarse respecto al comportamiento del número de ordenes con respecto al tiempo (week). El siguiente código nos permite visualizarlo." ] }, { "metadata": { "id": "KdnZfAT29qcs", "colab_type": "code", "outputId": "0cc85fd0-1fa7-4131-eb6b-f8a98afd4713", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Exploración de la estacionalidad del número de ordenes.\n", "data.filter(items=['week','num_orders'],axis=1)\\\n", " .assign(num_orders=lambda X: np.log(X['num_orders']))\\\n", " .groupby('week',as_index=False)\\\n", " .agg(['mean','max'])\\\n", " .assign(Diff_Max_Mean=lambda X: X[('num_orders','max')]-X[('num_orders','mean')],\n", " )['Diff_Max_Mean']\\\n", " .plot()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 43 }, { "output_type": "display_data", "data": { "image/png": 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EaDkLwjC+EV+VyaCRudgt5uaz2Vi8iNzbcgYtHRRyGo+ymOeaY1uyrKgPLV3i\naEbu3znKDtD2eeKo5/GaBfadN2MPmhSN2qcHrX4I0HIWhOv3oNm2Jcsic7FrzKl2w41KDeaWOG65\nn8Tf8pAS7CczvdQZVRE8OGnpqjfUYBiV5ZxPjNg3DtsNBWG41+U7DAkBYA5qJnvQpChAuyVAqx0C\ntJwFwfpTHKXoxUUP2m4xN01N12RI5y+qNs+ebezDo8QR25DOoEnS/ePRJMfLKDC7MBm0w9bY93WY\nUDb2Og1FkLaOz/3qE7394eW2LwNY23BGD5okHbQc3bCounYI0HIWhKE2iM/kOhaLqndMUuLojP3v\nLJ4fJF+3lR40xuyjfF4coEUfSZODQmb2oI0mlO3zJMfJAz0y36u56g3113/6y/rJz31z25cCrC0u\ncXSzM2ieH2jIhPBaIUDL2aYZNMe245MQ7IakxHE0pXPBmH3zdYzZx76YLnEcH7VvetAmSxw77Yak\n/d6FNpnpJoO2mv6oPPbsqr/gK4HqMtNcnRkljtJ+VxrUEQFazqIM2voBWsO1yVzsGDN4o7FMiaMf\nxsNEttKDlvo7eR6iLFMljhPLqi+uB7IkHXcaY98X7/jZ6wza8nsWMc0ciJ4ToKHGhguGhEhSb7C/\n75N1RICWs2CDMftSdINC5mK3+JM9aHMzaIFc25ZlbWkPWjpA40YPJUn2oM0ocbwe6KjTmGqAP2xX\np8Txs7/yRN94clH63ztZcbGN9Rx1ZgbRXFwP+bdDbfnxouqMHrQmGbQ6IkDLWRBKFkNCkJIMCVmm\nBy2U41hybGvrJY70QqIs5lDKlDgmGbQkQJvsP5OSISHb3vHz1gcX+hv/8Mv6yc99o/S/ezLTzcHK\nakyAG4Shrm72t1QW9ZYMCcnKoEX3Hr0KHGRheQRoOYsyaOt/P0NCdo8fTJY4zu9Bc2xbtm1t5UbL\nG+tB40YP5Zg8/W01HB0dNPT8oq/B0Fev780I0KrRg/YLv/xEUtIrV6bhxHAAetBWMxwmn7d5Pn7n\nV31d9Qj4UI55Q0LiUnAmOdYKAVrOwg0WVUtRgycZtN0yOWZ/XgmrHwRxBm0ri6prlEF7+8NLffP9\n8kvKkL+kBy35SLp/0tKLy9vUgJDW1PdVoQet1/f0z3/9Q0nayg25CW5bZvprxV+3VTNITbbLsw/t\nz/3Yv9Jf/ckv5vbzgHniISEZ95/t0fvkLT1otUKAlrNNh4S4jsX+qR0TZ9Aayy2qdm1LtlWBEseK\nn8R/6qe+xA3QjjDrHdI3Fw9O2hoMAz15di1JunM0nUGrQg/aP/vSB+qP+pgubwYKS+5jMhm01mi4\n0DbWc9RZevT4y6t8MmhhGOoRoVHeAAAgAElEQVSjlz29N3ruAkUb+qFcx5aVcf+ZZNAI0OqEAC1n\nQbBhD5ptyw9CmpV3iLlhS4aEZAfgYRhGJY6OLcext1TiWI89aJ4f6KOz3l5P79sl8ZCQVIO7WVZt\nsqQnndkljttqfg/DUL/whSdybEu/6dVjeX6o20G5ZUQmY2b2J1LiuJqhlzxe59f5ZND6Q19hKF1e\nD2a+3wN58vwgc0CIxJj9uiJAy9nGGbQl+pRQL1M9aDNuoNKjxqswJKTKmdwXl30FYcjOwB2RWeJ4\nJyppfOuDS0nZGbR2y5El6XpLPWjfeP9C73x0pU/+Gw/1LY8OJUVZtDINJwK0qme+q2Y4VuKYz2PX\nG/X6hIqmQwJFiwK07Ft6E6Dd0oNWKwRoOYsWVa///e4o+1blm2OsZrIHbVbwHd+kOlGJ41bG7Pv1\nKHF89rInKaq7L7ukDPmb3IMmJcuqzej6rCEhtmWp03a3lkn9zGg4yPd98g0djzJ8lyVPAvS88R40\nMmirSfegvcxpSEg6U5FXVg6Yx/ODzAEhUjLF8abPYUGdEKDlbNM9aOYEpMo3x1hNkkGbf8IdT7Kz\n7SiDtoXAI92/UuVDgqejAC0Ur5VdYJ5rWSWOZvBGVoAmRafD2+ituLkd6pd+40M9utvWd3zrvXiJ\n9mXJg0JMWbJZcM/rYTXpDNpFTkNC0guB8+prA+bx/HBmieO946ga4dn5bZmXhA0RoOUoDEOF0maL\nqh0yaLvGBFrxDdSMxza9C2pbY/brMiTk6cvkgyZ9g4V6ShZVpwK0k/GpjXeOpqc4StJhu7GVEsdf\n/OIHGniBvveTb8i2LB2ZAK3kEkczvY0M2nrSPWiFZNBynAwJzDL0Zpc4tpuu7h419eGLm5KvCpsg\nQMuRuRG3N1xULRGg7RJzw9Qwj+2CDNo2e9DqUuJoMmgSr5VdYAYpuKn68LtHrfiwy7GteCn1pE7b\n1WAYlPo8CMNQnxkNB/md3/2aJMUljmUvOzZrWZoLMvTINjZmP6cALd3rk1dfGzCP5wfxPUaWx/c7\nen7RjyfOovoI0HJkhjVtuqhaYkjILjE3TM0Fe4qSUeNmUXX5gYdfkyEh6QCNDFr9pfsvDdu2dO84\nCnpODpszKxNM4FZmH9rX3jvXe8+u9Vu7j3QyKr08PjAZtLIDtFEGrUmAtg7z/nHSaag/8HPZFZUu\nuc0rKwfM4/mBnHkB2oNoiBFZtPogQMuRyaBtMmbfvMCYTrc7TCbMdWxZWjzF0d1iiaNfkzH7ZNB2\nS5I9Hv9Iuj8aFHIyo/9MSnahldmH9guj4SDf+8k34t9LetBKLnGc2INGieNqTID28O6BpHwyXreU\nOKJEYRjK80M1ZvSgSdLje9Hz+8Oz3syvQbUQoOXIfDA6G/SgmRR1lW+OsZqx8fnO7MDLi3dB2XKr\nMGa/ovt7bm6HY4uJh7xWai8rgyYlkxxnDQiRpE4rCozK6kO76g31L778kV6939G3f/xu/Ptbm+Lo\nj09xJIO2msGoB+3hnei5lkeZ41gGjRJHFCw+3J0xxVGSHj/oSJI+eM7y9LogQMtRmEMPGkNCdk/S\nmxhlCGaO2TeT7OxtZtBSPWgVDXzSA0KkZEgC6ivpQRt/77w3GhQyN0ArucTx9O2X8vxAv+O7XpWV\nOoxrNx25jrW1EkcWVa/HZNAejTJoL3PIeKWXlTNmH0Uzz+FZQ0KkqAdNkj6gxLE2CNByZD4XNxqz\nbzMkZNeYoMceDf+Y1Vs2uag6DFX6qH2/BlMcTXmj2StHOXD9ZU1xlFIZtIwl1UbZAZqZ+nc8ETRa\nlqWjg0b5Uxz9QJZS1RcVfd1W1WSAlkeJo5nieHTQ0PnVgF2NKJS5X5w3JOTBnbYc29IHLyhxrAsC\ntByZD8ZNetDMkJBZk/5QP2Gq9HVeiaOf6lUzWdiyT8PHxuxXNPB5eh59wJgTQYaE1J8XJOW9ad/6\n+ESS9PFXjmd+bxKglZO58lL7Cicdd5rl70HzQ7muHVdfbGO4UJ2ZKY55ljiaAO3xg478IIx3+QFF\niN+T5pQ4OratV+4d6IMXNxwY1AQBWo7Mze1mUxzn78pC/Uxm0GZlRydLHKXyAzQ/CJNVDxU9JDAl\njq8/jKZSkW2uv/RzP+0Tr5/oL/w3v1O/tfto5veaHrSyhoSY3syspbDHo0mA6d1ahV+PH8SDhSRK\nHFdlDngemAAthxLH3qjE0RwiMWofRTJVJLMWVRuP73fU63u6KLkMG+shQMtRPj1opsSRD9ldYcoU\nHduW69izh4SkBiWYQTNllyv5QRhPg6vqIYEpcXxt1PRMD1r9zRoSIkknneZYr9ckM8XxuqQSR29O\nv8c2BoVEAZodB7eUOK5m6PlquLbuHkb9jnll0FzHirNyL+lDQ4HmvSelmQMDRu3XAwFajpIMWg4l\njhW9OcbqpnrQZg4JSfpw7C3dbPlBkOxrq+iN3rOXPZ10Gjoc7Z2iB63+/Dllg4uU3YOWTFvNyKBt\nYRfaZIBGBm01Qy9Q07XVajpqN51cpi72+p4OWq7uHo2CPjJoKJDnrxagMSikHgjQchRP69soQGNI\nyK6JA3c7ypDO7kFL3mRNJnUbPWhm+EYVpzgGQahn57d6dPcgboimB63+4iXtC0p0snTaoxLHknrQ\n0q/TSUdb2IXm+eFYiaNPf8lKBl6gxug9785RK5epi72+p4OmG08fzWMyJDCLOTSaNyRESo/aJ0Cr\nAwK0HMVTHDf4V00yaHzI7op0ZnXuFMdUBm1b5Up+EKrhRhm0Kh4SnF325QehHt09iBuiyaDVX1ze\nu0Z5eKdVcoljnO3L6kGLbsivtpJBY1H1OoapAO3uYVNXN8ON3/t6A1/tlkMGDaWIM2ju/PfPV8mg\n1QoBWo7yKXGsdv8PVueH44HXrMyUF2cR7Pg5VObNVhCGCkMlPWgVvNEz/WcPUxk0etDqLzmcWP0j\nqeHaarp2eUNC4puhjB60LZY42lvqW627qMQxOpS6c9RUqM0evyAI1R/46rTceD3Eyxz62oBZhkuW\nOB4fNHTYdgnQaoIALUdBHkNCbIaE7Jog3YM2b8x+VgatxHIlc52mB62KGTQToD26245vkHmt1N8m\nJY5S1IdWWomjyaBlDgnZXolj/J7B62Elg9GQEEm6MxoUsklJ4u0gOihoN93RgJt8JkMCs5hDykUl\njpZl6fH9jp6+7FXy8x3jCNBylOuQEHbZ7Iz0AmrXjnrQsvaQJHvQtjMyO33jaVnVPIk3O9BeGetB\nK2+kOYrhb1DiKEV9aOUNCcleCSCVP8UxDEN5XjC+O5EetKWFYajhMFXiOMp4bTLJsdeP3o8OWq5s\n29JJp0mJIwoVvyctCNCkqMzRD0I9P78t+rKwIQK0HJnPxU0yaC5j9nfOWA+aM7sMKdkFtZ2R2emb\nZMeePcxkm8wOtEd3D+KbqiGvldrbpMRRGmXQ+l4pwYkXzM6gxUNCSgrQgjBUKDNYiBLHVflB9O9n\nBiOdjIZ6bJLxMkuqD1pJ2eTL6z7LgVGYZEjI4ntPM8nxfcocK48ALUd+nhk0+mp2xliJoz17QmJ6\nUMI2MmhBulfOmb1Qe5uevuzJsS3dPWolhxm8VmrP27TEseUqDKX+oPhsqjdnKexRuyFL0tVNORkT\nz0uCRWcLfat1NxiOSsNGPWjxUI9NMmgDE6C58c8cDAPdlvDcxH5adsy+lBq1zyTHyiNAy5G5wbU2\nmuI4uumkxHFnBBNDQiRlTnL0U/uV5n1dUUwGz7YtufbsXrltevqyp4d32rJtK5VB47VSd+n+y3Uk\ny6qLz1z5c26GbNvS4UFDl71yMmhekASL29qdWGfmvSPpQTMZtE1KHMcDNEbto2jDOYOLJsXLqs8I\n0KqOAC1H+U5x5EN2V/gTQ0KkJFs2/nWpPWjbLnF07MqV2fb6ni5vhnp090ASS913SR49aFI5y6qT\nRdXZH5/HnUZpJY4me8yi6vUMh1FWqxnvQds8mEr3oEU/k1H7KNayQ0Ik6ZV7B7JEBq0OCNByFOaw\nqNrhpnPnBEFGBi0j+ElnEbYyJCQ9zMSxKrfq4dl50n8miUXVO8QPAjm2JWvN906zC62cAG12iaMU\nDQq57g1Lee3GO9m2NFio7gbeeAbt8KAhx7Z0sdGQkFEGrWnKJs2ofTJoKIY3Z7LspGbD0YM7bUbt\n1wABWo7SvUbrYkjI7vGzetAyShe9jECu1B60seusXoljMmJ/FKDFY/YJ0OrO98O1+8+kdIlj8QFa\nPG11xkCT44OGQklXJZRbpntPzHsG5fHLG3rjPWi2ZenksKmXm5Q4DiZLHEej+y/JoKEYwyUXVRuv\n3u/o/HoQHyagmgjQcmTuZzeIz+TGGRY+ZHdFuvTVnLpnZtDSi6q3WeLo2NEUx4o9B5+ldqBJSb09\nGbT684Nw7QmOknQwCtBu+uUFRbMCyuMSJzmml2aTQVvdcCKDJkUZr/MNpi5O9qAlo/vJoKEYcanz\nku+h8aAQsmiVRoCWo1wWVcdDQviQ3RXp58W8x9dPlSttI4MWB2ijQLJ6GbQZJY4LAsn+wNdf+/Rv\n0BRdYVGAtkkGbQs9aDOu92i0C62MSY5xaZNND9o6zA7FZipAu3PYkueHulkzu2B60NrNZMy+RA8a\nihMPC1piSIhEgFYXBGg5yqfEkTH7u2aydFDKzpCmd0FtI4MW98o5USlm1cpszZLqh3dGQ0JMieOC\n18rpO2f6p7/2vn7x1z4o9gKxNt8PNipxLLMHzfcDuc7sfrntZNCsrQwWqru4B62RCtDiQSHrBVQm\ng9aZLHFkiiMKYtZtLDMkREpNciRAqzQCtBwFOQwJSXrQCNB2hR+EsqzRouo5N1FxiaNtbWWnkTmF\ns82QkIr1sjx92dPRQUOdUTmb+fdclEEzu47KGn2O1Xl+GJd3r8M8J8rKoM2a4ChFPWiSdFlKBi0p\nbaLEcXXDjOl3Ziz+xZoBlQnQ2qMAreHaOmy7G+1WA+ZZNLhoEhm0eiBAy1GeY/YpcdwdQap8y2QJ\nsgI0L5XB2moGzQwJ8cO1+zDyFoShnr68jfvPDNe149PDWQajMqYybpixnmiK4/ofR3GJYxk9aEEw\nN5g8HpU4lnEgEJc4unYygKgir9k6MAFas+HEv2fG4r9cM6AyC6kPWsnPvHvU2mjwCDDPKnvQJOne\nSUtN12bUfsURoOUoHhKyUQ8aQ0J2jR+EcdAe30Rlljgmp+HmhH5rAZpjK1SSFd6286uBPD+I+8+M\nhmMvzqCNbsIuOcGuLD/YbIpjp8Qpjp4XzB1nXWaJ4zB1ch4f6lSsNLnKzOFNOoN2d8Nl1Td9T82G\nPXbgcOeoqV7f02C0dw3Ik8mgLVviaFuWXrnX0QdnN5U5hMU0ArQcJRm09X+GKduqWv8P1hcEYXzz\n5M4tcUz3gG2jxHF6oXZVbvYmR+wbDdde2IM2pMSx8nx/symO7aYjyyqvxHFeKVGcQSujxLHCi6rP\nr/r6yz/xq/H01Sqa3IMmpRZLrzl18bbvxRMc4595uFlWDsXoD3z9+D/+au0HSJn3gXml15MeP+ho\nMAx0dklvZFURoOXIZBusTSI0RTfo9KDtjiCcLnHMCsDHFlVb2y1xNON6q3JQYAK0h3cmShydxT1o\n5s83WT6LYm2aQbMsS52Wu/bkvVV4QTD3RujooMQhIUESoG3jPWOeX/7aM/3yV5/pV7/xfNuXMpMX\nlzhO96Ctm0Hr9T0dNMcDtHjUPoNCKuUzX3hP/+8vvaOf/5fvbvtSNmI+pxsrvIfSh1Z9BGg5yqMH\nTYpK3KpyY4zN+akM2rxF1XEGLT0yu8Tyg/QUyaRXrhoHBbMyaK5jL9yDZsqKrm+9yvz3YJy/oK9r\nGYfthq5LWA7t++HcEseGa6vddHRVRg+al1rN4ZT/njHP2UUUjFT5s2yQMSTkxARoax7o9Ab+dAbN\nZOXoQ6uMMAz1mV95Ikl6+6OrLV/NZtIL65f1+H70Wcokx+oiQMtRHlMcpejDlgza7kiXOM4rHfSy\n+km2sAdtbB1ARU7j55Y4LsqgpQK4qxKyGlhdVOK42fvmQdtVr5QSx2DhtLTjTqOcEsdgusSxKq/Z\nsysToFX3syye4pgaEmKmLq4zFt/zAw29YGxAiJRk0Bi1Xx1fffdc74+GZLzz0WWte7G8FYeESNLj\n+4eSpPcJ0CqLAC1H5vW9QSuFpKiOuMofalhNeglvlXvQzAFDNMWxWusenr68lW1Zun/SGvv9xjIZ\ntNSfl1F2htUEQahQq/VPZOm0XA28oPDnrLcggyZFfWiXN8PCb/q8VAaoamP2TW9LVd5DsmQNCZGi\nqYvrZLvMiP3pHrTNsnLI32e+8J6kqGy+1/f17Px2y1e0vqEfjLVGLMNk0ChxrK6lPhG73e5Bt9v9\nerfb/UMTv/97ut3uL3W73Te73e6fKuQKaySPRdVS9GFRlVNQbC4IU1McnTkljqMbGdvaUgbNT/aw\nuXPWAWzD05c9PbjTmhok0XCj18q8sq6hl0xOY9R+9Xip590mzKCHRQH7JsIwjBZVL7jW44OG/CBU\nr1/s1D5TPug40c2Zpeq8ZusQoA0zetCkaOriTd8be+9YRhygTfWgsay6Sq56Q/2LLz/Vq/c7+t5P\nvi5JevvD+pY5et7iQ6NJnXZDJ50GJY4Vtuwj+iclvcj4/b8k6fdL+h5J/1G32/3OvC6sjvIqcWRI\nyG4ZK3GcMwrbZNqssQCtvOeBnxoS4jjVGRLSH/o6vx5MlTdKqb2Bc27K0zfsF2TQKif9vNtEHKAV\n+N4ZhMtl+5JdaMUeCEyO17bt6iyYTwK07b+HzDLMmOIorT8oxATk7YkSxztHmw0eQb7e/OIH8vxA\n3/vvvK7f9OqxpKjMsa6WKbvOcnzYLGXyLdazMEDrdrvfLuk7JX164vc/IenF6enpO6enp4Gkn5b0\nuwu5yprw8xoS4jAkZJeMLaqekxlLl065WyhXSvegxaWYFTgoMJPP7h23pv4sDtDmXOd4iSM3SFWT\nlPZuVuJobrIXrV3YRLwYesG1Ho12oRXd8xhnH0fX49hWJUoce30vziYV+XhsKhmzPxlQrTcW/3YQ\n/Td3Jkoc201X7abDsuoKMMNBXMfS93z3Y31sFKDVOYM29OfvZpyl6Tpjn4+olmUe0T8v6Y9n/P5j\nSU9T//sjSa/lcVF1FeZU4ug6ViVujJGP9BTHeQGFHwRxALeNEsfxRdXVKXEcjPaYtRrO1J8lWZN5\nJY5k0KrMz6nEsTl6LhR5w+GnBvnMU9ay6mS8djqDtv3XbLqUz6vA9cwSj9nPKYNm1jy0J0ocpSjo\nW3e3GvLz1XfP9eTZtf69f/ORjjtN3TmM/u/tGmfQ/LUDtKiHuyqTXzFu+l0kpdvt/pCkN09PT7/Z\n7XYX/aylPl3v3evIdadvtMr26NFx7j/zoBOdut2729no57dbDXlBWMg11s0u/BuEkloNV48eHeve\n6JTuoNOc/m+zLDUath49Otb90Yjqdjvj6wrSGZVl3bvX0Yvr6Mby+Phg4d9f9PWd9aKbnjsn09dy\nNLqROjk50KPRXpcpqYy2F+7Gc2odlf3vdqOPocPDzZ7rJ0fRjryj43Zh/60vR2V7nazXb8rrr5xE\nv3Dsla9lla9vjjI1Dx8e6tGjYzVcW7a9+t+ZtydnycAF13W2fj0zjd4bXnt8Z6zM8WOv3ZEk+ZaV\nee2z/nsab7+UJL3y8Gjqax7dO9AXv36je/cP17qZxuqyHqf/82e/Ikn6T77v2+I//7aP3dXnv/yR\nWp1WvGahTvxQOmyv/jozn5937nTUbs0NBwpV2feHLVv0iPyApE90u90flPQtkvrdbvfd09PTn5P0\nRFEWzXhj9HtznVVgY/ujR8d6+jT/05LLq+hD6fKyt9HPD4NAQRDqww8vNs7G1VlRj1PZPD+QHwR6\n+vRS16PnyPnF7dR/22Dgy5L09OmlLi+isfKXV9NfV5SXF9G1XV32NehHAdrzF1d6etSY+T1lPEYf\njX6+N/Cm/i5/dAL+4dNLWX52Q/91qqzxo+fXO/GcWlWVX0sfjVYoeAN/o2v0RgMdPnx6qaNGMTfA\nL0avEd9bcK2j5+KTjy5X+m9a9XG6uBy9ZkfvJ5akfsbrpGzffPcs/vXVTX/r1zPLVW8gy5LOXlzJ\nSh3k2KM+vvc+uJi69nmP0YdPowM4bzCc+ppOMzqY/vpbz3X/pJ3bfwOyZT1OV72hPveFJ3r13oEe\nn7TiP398L+pv/sKvv6/v+Nb7pV/rpgYDX0dtd/XX2Shz9uSD87hvtmxV/mwqw7zgdG6Adnp6+gfM\nr7vd7g9LemsUnOn09PStbrd70u12v1XSu5J+UNIfzOF6ayu3RdWpMrimvf1sIzYz3oM2muKYUeLo\nBUmZwjZGZscljqkx/1XohRzMmLQmJaVd8yb3Db1ArYajgefTg1ZBcYnjGk3uaY0lBsZsypTruQt2\nqZTXgza6Hjd536hCD5oZECJVuwdt6AVqus5YcCalhnqsWJI4qwdNSiY5nl8PCNC25M0vjYaDfPKN\nscf8Y68cSYoWVtcxQPM26EGTkjYCVMvKOc3RqP3z09PTvy/pj0r626M/+vHT09Ov5HhttWPqeK2N\ne9CSCXrN2ckL1EQQaHqKY9YeND9Uo2kv/LqimOlv0Zj92esAymY+PCYb+SXJdU0gOX9ISKthq9Ww\n6UGroLynOFajB200xbHgA4F4QW3q/aUKPWhjAVoFDnlmGXrB1ARHSbpzaMbir9mDlhGg3WFZ9VaF\nYajPfuGJHNvS7/jux2N/9vGaDwoZ+sFKS6oNc+g5WHGdBMqxdIB2enr6wxm/91lJvz3PC6qz/DJo\no5vOCtwcYzNhGO3ocuI9aPMXVZtpbOY5tK0pjlXKoJldRJON/NJyu6+Gnq+Ga6vddLk5qiCzcmJy\nx92qmiXsQUv2ji0Ys38wGhLSK2eKYzqDVoXX7HiAVt3PscHQzwzQDlqOmq698mLp29GY/clF1ZJ0\ndxT0MWp/O77+3oXee3at3/Ydr+hkopzvlXsHajWcWo7a94NAYaiFuxmzkEGrNjpVc2TupTc9CY6z\nFxX4oMVm4t14UyWOWQFasNQ4/qIEcfmWlVqovf3n4GDGriIpea3M23018AI1XEfHnYaub71K3zDu\nI3MQtXGJYykB2nIZtHbTkevYJWTQxsf+27ZdmRLHeO1BhV9vQz87g2ZZlk4Om3p+fhuv+VhGsqh6\nOttPBm27fvlr0dDx3/FvTQ8bty1LH3vlSE+e3ay8nHzbJsucV0EGrdoI0HIU5rioWqr2BxuWE0yU\nb7lzHttoD5rJtJUfII1l0EymrwLPwWHcgzZ7zP6iRdVN147Lzq4KzmpgNUkGbdMAbXQaXODNhr/k\nHjTLsnTcaZQwZn88YKxOieOt7h+3ZFvVyOjNMhwGmZl5SfpNrx7rqjfU//hX39SP/aOvxANi5okD\ntMwSx6QHDeUzC5kf3snu//vYq0cKwlDvPbsu87I2NrmsfhXxahIyaJVEgJYjczNubfivuszyXdRD\nOuiRFvegmQzbNoaEJL1AdqVKHM0N99wM2oIArdGw47KWC26QKiXvHrRiF1Uvv7Pt+KBRXoljhRZV\nD71AFzdD3TtuyXWtSn+ORRm07EFcf+Q//i790Pd3dfeoqZ//V+/qf/rUm/ob//A39P6cG/he35Ml\nqZWRQbt7tN5uNeTjdhB9jrQzHhtJ+rgZFFKzPjTzfrfWkJCGKXEkg1ZFBGg58vPqQbOTISGoN9NG\naFuTmbHxm5a4V80EctYWhoSkMhlVGhIyHGYvk5W0sIzKDwL5QaiGYyfLg8mgVUo8nGbD3VBlLKqe\nDIjmOe401B/4hZZMmZuz9IJ7f8tLZ01J4L3jllzbrmyAFobhzCEhUvTe8n3/7hv6kT/yH+gP/8B3\n6OHdA332V97XH/vz/0TPRqshJvUGvtotJ/MeoNNy5To2JY5bcjtnibiUDAp5p2YB2nCF96RJcYBW\n4Umr+4wALUcBJY6YYJ4TU71lE8G3CcRMqVKcQSvxZiuo6JCQeMx+xkl3Y0EPmindaDYcHR+WM1kP\nq0nKBuvQg7ZciaOUnuRY3IGAF0Rl0WZkeBUyaC8uTYDWluvalXgPyRKXTi/o3XEdW9/z3a/pf/6v\n/n19/2/7mPoDX994/yLza3t9L7O8UYrKXu8eNSlx3JLeggzaGw8PZVuW3q7ZoBDz+mq46wwJMSWO\nZNCqiAAtR6HJluRUqsOQkPpbtsQxLp1KlSplfV2R/FQwGQ8zqUA/yzIljrPK2oapASPxZL1rMmhV\nki6t3USZQ0KWGWhidqEVGqB54/uPbNva+ufGy3QGzaluiaM51JmVQZtk25a6H7snSXp2nt2P1ut7\nOpiRoZGiQSEX14NSD94QuR14ajWcmfdnzYaj1x509PZHV7V6fOIsOhm0nUOAlqMkg7bZz0myF7xo\n6m5ySIh5E/WC7AxaulQp/f1l8FP9NW68DmD7z8FkSMicMfszbkrTp+QnJoPW4wS7SvLrQYtuNgoN\n0IJVShyzn28vLm716TffyuX9PcqgJdfiWJaCMIwHVm3Di4t0gFbdEsdkv+Lyt0FmwMTzjAAtDEPd\nDvyZGTQp2q/mByGDirbgduDPzJ4ZH3v1SP2Br6czSliraJjHkBCmOFYSAVqOJkeqryvOClTg5hib\nMQFOugRJmp6OODnJztlCgJYOJpMy2+2fJM67kUqGhGR/wCTZNyfuQbsgg1Yp/gpZqXnKyKCtUo4Z\nZ2xTGbQgCPWpn/qSfuIz39DpOy83vp4og5ZcyzZKoyedXU4GaNt/D8libmyzSqdneTAK0LIyaAMv\n6ndtt2b/vNbokGnI1LzSLROgffyV+vWhLTtZNksyJITnYxURoOUov0XVDAnZFbPG7M8qcXQnShzL\nDNLT5ZhuvK9t+2/cyaLqOWP2F2TQGqkx+/SgVYuX05j9Mk6DVx0SIo0HaD//r97V1947lyQNBptf\npxeMlziaIHebfWhno5jgksUAACAASURBVBLH+1UvcRzOLp2e5aDl6rjT0LPz6QyLGULRmZNBczh8\n3ZrbgTdzQIjxsVdHkxxr1Ic2nFi1sQp60KqNAC1H5tTS2vBGo0o7qLAZc580vah6IoNWhRLHjAxa\nNXrQZmfQGgtWUgxSJY6dtivbsgrfTYXVmCyzm1cPWoHvm+sNCYkOBJ6+7OknPvP15Gfl8Nqa7EHb\nxvTXSWeXt3JsS8eHzWqXOM55X5nnlfsdPT+/nSojvVkwJVDi8HVbgiDUYBgsLnGs4ah9b8VeyjR6\n0KqNAC1H5lDMySmDVuSNBsoxGXjNCnzir5uc4riNEkfHTgWSxf39v/aN5/q/PvuNhV83rwfNHU2u\nmlXWlj4lt+PlwWTQqmTyub8ut5QSRxNMLlHimMqghWGov/kzX9ZgGOjbP35XUj772tLL7aXtvG9M\nOrvs6+5RU7ZlxSWO2+yJm2Xe+8o8r9zraOAFUwc9Zs/WvAyaO6PEHcVatAPNOOk0de+4pXc+qlGA\nttEeNDJoVUaAlqMwrx60GaPYUT/p0fVSVP5qWRlDQuIBHfbY15U6xTFVomtu+oosxfn5z7+r/+cX\n39LN7fyM1sDzxyZLpi0asx/3mYxOCo87DV2QQauUyf7LdTXLmOKYOsRYxGTQrnpDfe5X39evv3Wm\nf/u3PND3fPdr0c/KY0iIP5FB28L017QgCHV+NdDd45ak2SXdVRCXP694Y/vq/Y6k6T60OIM2pwct\n2S9ZvX+PXXY7MI/N/BJHKVpYfXbZ10VNDvI22oPmkkGrMgK0HCU3uJv9HHfB8l3Ux2QPWvRreyr4\njvtwnPTXlbvTKJ3JmLWvLU/m1K6/oEF5OJy9THZR1mRywMhxp6le3+O1VSF1HLO/TL9Hp+3KsqQn\nz6714//4a2o3Hf3Q93cXLldf7XrC+DUgJQdB2woALm4G8oNQ946jYRrughLkbUoPEFrFK/dMgDbe\nh2Z60OZNcWTH6XYsm0GTpI/VbGH1Ku9Jk8igVRsBWo7y6kGjTn13pLNShuNYU+Pr40XV9vjNVrkZ\ntPSYfXvs94pgbqQXfTgMvGDmMtlFPWhDbzJAK343FVYT96BtWOLo2LYc2yp4SMjyPWi2ZenooKEP\nXtyo1/f0n/+H36b7J+04EN30/T0IQgVhOFZuuY3pr2lmguP9OINW3c+yyfeGZb1y70DS9Kj9Xj96\n3s3bg1blf49dZgK0eY+N8fFX6jUoZJX3pElk0KqNAC1HuU1xpE59Z2StXnAzAq84ONpiBi1djpns\n4iswgzb6UOgvCNCGnj/zlHthBi2eAJlk0CQmOVZJXiWOUvR8KKMHbdl+OfN8+/aP39Xv+uTrkqSG\nm08WJT45r1AGzQRod4/GSxyrmDFK70hcxSszShx7cQZtdpZm1poVFKtnShyXyKB9fDTJsW4ZtHWG\nhLiOJUtk0KqKAC1Hpg960wBt1jJj1M9kD5oUPb6TgU/WTaptWfJLbK73g1CWFf29Tgm9EnEGbcEN\n9cALZjbyxxm0mQHa+K6jEzJolbNKX9cizYIDtPi0eslyzFfvHajZsPVf/t5vjz8XnJyGQMUBWupa\nTHZu6xm0k4kMWgVP6OMM2hpDQqSMAG2wuMSRDNp23PaXL3F8ePdAraZTm0EhmwwJsSxLzYbDHrSK\nWpzvxdKSbMlmP6fKp45YzeQUR/PryRNUL86gpXcaTfeqFckPwulpkwU+B81+s2VKHGedDi7q5/Gm\nShyjjEZdGsD3Qbq0dlONogO0Fcsx//APfId6fT9ecCyly3I3e20PTbDopgO0amTQ7k2WOFbwsDEe\ns++s1oN2eNDQYdud6kHr0YNWWasMCbEtS68/ONTbH17KD4KNe2OLtsmQECnqQyuyLBzrq/Yzr2by\nX1TNm3jdZWbQskoc45P57Q4JMR9GbokljotO74bDIHNJtZTckM4ucRwvY0pKHMmgVYWfMSBnXQ2n\nnBLHZW+GOu3GWHAm5XeT7mcMB9j2mP2zyyirdG+yxLGSGbRR+fOKGTRJenCnrecX47vQ4h60ZTJo\nLKrORRCG+onPfF1feefl3K9bZUiIJL3+sCM/CPXR2fRC8qoxn9GNNd8/my4ZtKoiQMtRVr/ROpIP\n8OqdOmI1WZM9HceevQdtssSxzADND5OF2iWWOM7rQfODQEEYzsygWZYVZU1mvFYmJ7UlQ0LIoFVF\nUt67+cdRw3UKbXjPmra6qkWDbZaVdXJelQza3akMWvVuANcdsy9JD+8caDAMdNlLDnriDNqcIIAV\nOvl67+m1Pv3mv9bPff7duV93u0IPmiS9/vBQkvTk2c1mF1gCz5+uvlkFGbTqIkDLUVa2ZB15fYBj\n+5Ix+8lLzc0ocfQz+nAc24qD/jIEYarE0S6+FGeZKY7mZG9eI787J2synBizf3LIkJCqqVWJ44bl\nRFKqx3jDm/Ss6W1VGBJy0mnE15T0oFUvIBms2YMmSQ9HWdH0JMfVetD4bM/De8+iPrHegl2aSQZt\nua6e1x+MArTn1xtcXTnWnUZqNAs+1ML6CNByZD4T8xoSwilb/WVlVbNKHL2M6XClj9n3g6kArai/\n3w+C+GfP+3BY5sOn4Vizx+zHi6rHx+xfXFPiWBXJkJDNA7Sma8vzg8IONvwNRlobjZxKHJPhANUY\nsx+Goc4u+/EOtPS1VTEgGU4MEFqFKVtNDwrp9T05tjX3vYrqmHy99zQKoMyS8FlWL3GMArT3Cw7Q\nPn/6kf7U//7PddVb//No0/ekZsPWYOiPleuiGgjQchSE4cbBmVTtDzWsJnNRdVaJY8YUx230oJlA\n0rKsUSBZzHMwneWYm0FbYplsY3RTnvn9Exm0TsuVY1u67JFBq4o8x+zHQ2MKOhE2Af8m15pXFiUZ\nWJLKoFnmYKX8z47rW08DL4gHhKSvrYqfZcP4vWX9DFp6UMht39dBy5U15x4g3i9ZwX+POnryzARo\n80v0Vi1xfHCnraZrxz+/KL/xr8/03rNrvbvBxMhhRi/qKpqurTDk0KCKCNByFAThxhMcpWRsMi+Y\n+vOzhoRkZHziZb1bXFSdLnGUzHUW8/ens2bzetDiU+45ZUhzSxzjPWjRB7NlWTrqNHRJBq0y/IxA\nY13mZnvTEfazrDokJEteo9azxmubDM02MmgvJyY4SuWNlX/zix/ol7/6dKXvmRwgtIoHJ9MZtJu+\ntzAAMDfR2ypB3TXvjQKovEscbcvS4wcdvf/8ptDXkvnc2iSDFu9BWzuD5oyuhT60qiFAy1EQ5JtB\n28YpKPKVlUFzbUthqLEyLD+jzMsuO4PmhxPXWdyY/3SGY16J42QGLMvcDFpGieTxQZMMWoVkDchZ\nl3mci5pKlseQkLx2g5nS0KwSxzL3JxovMgO0cqpBfuxnv6K/9wtfX+l7zM2xu0EGLd2Ddjvw5vaf\nSen+Qz7bNzUY+no6mrJ40/fmluiZAG3eEvFJrz881NAL9OzidvEXr8k8By9zCNDWeR5LSYDWZ5Jj\n5RCg5SgIQ1k53GTEi0xp3Kw9c/OZjtvjm6hU8ONlTLJzCywxzOIH4cQetuL+/pUzaHNKHOdn0KYD\ntJPDhnp9n9dXReQ7xbHYDJoXRH2amxzExUHLhq+teMdfxpCQrWTQrjICtAV7CvMQhKF6fU/XK97k\nDjfIoHXaDXVabpxBC8IwLnGcp4z1Jfvi/ec3Mv+Knh/OfT+/HfUHrpL5jgeFFFjmaD4HrzYYWjXM\nyKSvIj7UIoNWOQRoOQqCzQeESJRB7BKTJZvsQZPGM6TxJLttDgmZyAC7BS7KTvedLdODNneKo2vP\nvCEfeoFsa/yDOdmFRhatCryM5/66TCA/XLD8fF2eH25ciplbBi3O5qUOVaztfXa8GGUa0gGaCR6L\nCpglqT/wFSrqgVtl0IF531l3+t3DO209O+8pDMP4GuaN2JdSGTSqYzZmJjga8waF3A58tZvO3P7A\nSfGgkEIDtOg5uFkGbTqTvorW6D2TXWjVQ4CWozAMlUMCrdKN1VjNrEXV0vhN1KxF1ZOlkEUKgnBq\nSElhQ0JSz+15HwzLjMJuOFGTc9a1Djx/6nuTXWj0oVVBEUNCiuxBW/dGyLBHGThvwyAq6T2ZXlS9\njQnAZxkljiboLvJ6TPmaH4Qr3WQOR1Nr183cPrjTjnehxTvQ2gsyaCX8e+wL03/22oOOpGQPXZbb\nweL+wEnJLrTiAjSzBiaPHrRNpjhKZNCqiAAtR0EYbrwDTUrvoOJNvO6S/pqMZbKpxzdzUXXJ5UpR\nieN4gFbUc3A4TAdom5U4xjflGRmJoRdMZd/IoFVLET1oRZWven649kLYNNe1csigTS+ojcfsb6EH\n7SyjxLGMDFr6xvx6wbCItOEwWDt7JkXLqqWoDy1ZUr2oxJHD17w8GY3Y/y1v3JEk3dwuyqAtNyDE\neHS3LdexCt2FlpQ4bhagWVr//bPovl2sjwAtR3kNCbEsS64zvcwY9RNn0CZKB6XxDFrWzVb5AVow\ndsDgZqwDyMtg6SEhi8uQGnMmxQ0ybsJOyKBVij/q61ql/GiWpJ+iqABt8wyaFN2ob76oenYP2jZK\nHM8u+zpouWM3wmXs9DQLoqXF+7DShv6mAVoyKKQXD6FYNCSEw9e8vPfsWieHTb16LwqUZz32YRjG\nJY6rcGxbj+939OTZTWE7woa5lDgGcl177ffPVsOUOJJBqxoCtBzllUGTog823sTrLxmzn/xekiEN\npr5uLINVYj9JEIYKw+kSy6JOeocrDwmZ34M2+TOT7/endqiZDNoFGbRKmJweuomiM2h+EI6twliX\nO2fy6LLi3hM3nUGLfr2NISFnF33dT2XPpPIzaPOyKJMGw+ns+ioeppZVxxm0BVMC2YOWj9uBp2fn\nt3rj4aE6o6B41mPv+YH8IFw5QJOiMsf+0NeLi/5G1zvLMIcM2tDbrC82GbPPc7JqCNBylNeQECm6\nUaaRuP6yh4TM60HLyKCVUK6U2StXYAYtvXNl/pAQM4Vx3hTH6JqzbgKH/vRN2Elc4kgGrQomS2s3\nEQ8JKTCDlse1uhm7ENe5Fmn6UEUqP4PWH/i66Xu6OxGgJT1XxX2W3aaWFK9U4phxeLOKB6ll1UmA\ntqgHzQwJ4fB1E+8/v5EUBVCm729WBq234g60NDPJ8f2CyhzjEscNM2iNDd6TzOfjvINSbAcBWo6i\nDFo+P8t17I17FLB92UNCpk9R4ymOWTdbJWRSZy3ULurvTt9Az6t9jxdNzxsSMrrJynq9ZJ2SmyEh\nZNCqwQ/CXEbsS+kMWnWnOEqj9/e8AjQ341Cn5AAgq/9MSgKSKmbQ8ipxfLZCD5pT0l64XffeqP/s\njUeH6rSi9/NZQ0KSJdXrZdCk4gaFmM/B/tBfu8QwOjRa/3nciIeE8JysGgK0HOXVgyaZE1ZO2eou\nXlRtzT/lzlqA62T0qhV9ne7EHrYgDAvJ4I3tQZtzM22Ct7kljiaDNvEBEwSh/CCcugkzJY6blJUg\nP35OWSmphBLHvHrQcihh92ZMfpXKz6CdjUbsT5Y4uqX0oCXvH2WWOHbaDR203NGQkOV60Fy7+H+P\nfWBG7C9T4ng7CtzWyaCZCZFFDQpJT05cN4sWZdDWfx63Cl5NgvURoOUozx4017EpcdwBszJT6T+L\nfp0xJMQq7zQ8+zqLu5lYPoO2uMTR3JRPnkqbD7/J7z1oOXJsiwxaRUR9XTkFaE7RQ0JymuKYZ4lj\nRgat9ABtlEGbVeJYZAbtdo0pjrMOb1YV7UJbpQctnyXl+86M2H9jiRLHOIO24LHJ8ur9jmzL0pNn\nN2te6WxhGI5NM14/QAvH3gNWZXrQ+mTQKocALUf5ZtCKWxKM8iQ9aNON/Flj9jNPw0voQcsadZ41\nzCQvy/egLV5UHQ8i8CYDtOzsm2VZOjlsMma/Ijw/yL3EsYjy8CCIssl5BJO5ljhucfKrYXagzc6g\nFVjiOFi9xHGZg59lPLzTVn/o6+l5T9LiLE0ZGcV98OTZte4eNdVpN1IZtOwA53ZgMmirP9auY+vV\n+wd68uw690mOnh8q/RPXneQ43DCrn4zZJ4NWNQRoOQpC5TIqWoqyLNSp158JfKzUKy1unE+domYt\n6y3zZsvcQKX//qx1AHlJhn9Eg0hmPdeXWVQ9a7G7N+d7jw8autiTEsffeOuFfuUrT7d9GTPlOySk\nuAyaeb3m14MWbnTT53nh1PUkJY7lfnaYAO3u0YweNK/AEsfUkJBlx+wvc/CzDDMo5N2PopK7RYuq\nbduSZdGDtole39OLi77eeHQkSeosm0Fbo8RRigaF3PQ9nV/ne6A32Se7bsm9521Y4hiP2ec5WTUE\naDnKfUgIp2y1F8zNTM3fg1ZmP0n2MJPi/n5zgn10EDV4z/pwWGlR9VSJ4+z+teNOQ/3B+o3ZdfI3\nf+ZUf/nvfmHblzFTvmP2i5viGPd85VTiKG322vLigHH6NVt2Bs2UZ5n+TiPrMCpvtxtl0DYtcYx2\ncJmpggdLZGmcHHbg7bN0eaMUvb87tlXIkBBJeq2gQSHm88lUXa1T4hiEUanuZmP2ix2shPURoOUo\nzLPE0Y4WVRe1IBHlyFpUnQz/yNiDtq0M2rx1AIWUOEY/87A9CtBmfDgss6janVXiaL7Xmf5gPj7c\nn1H7N31v5s1LFRQxxXHW82kTySFKPiWO6Z+51vV40xm9bQ0JMa+91kS2et6Owrz01hizn1+AFmXQ\nzL/3oiEhUhS0sgdtfSZQMhMWLcvSQcstZEhI9Pd0xv7evJjn4N1j81m0eobOz+hDXVUjHrPPc7Jq\nCNBylPei6lDlf9AiX5mBT8b4/LgHbUun4VkllmbiWBE7e8wN9NFB9KE5K5O1zKLqWUNChnNLHEcf\nir3d70PrD/1Kn476Qf5THIvoQcs3g2aes5tk0Kavp8zdiWnJQcr4YUg8tbDA97DewJNtWerMuUmf\nNFgiM7+MByft+NcN117quRENAONzfV3xiP1RgCZFZY5FDAmRkl1oT57nOyjEPAfvH0fPoUUZtDCc\nLok2pcOb9MWaISFFHGphMwRoOQoC5TrFUaKZuO6WLR1MesCmb7bKmPiVlGKmTuPLyKAtKHEcLHHS\nveqQEEk6OYz+3l3PoAVBqKEXVLq/IN8Sx+IyNlmLodfl5rAPK8mgTWfdy/7cGHiBLEtTwwpcN3sF\nRp5u+54OWo4OD2bfpE/KLYN2NwnQlsmeSfSXb+rJaMT+6+kAreWqNyuDtmGJ4+P7HVlWERm06Lru\nn0R9m/MCtDAM9af/2i/pr336N8Z+Py5z3uB53CqwLBybIUDLSTjaF5XnHjSJcbx1N298ffqx9YJQ\nlpUdyG1rzH6RO3sme9D6MzNovhquPXf4TpJBmzxdnH0TZnplLnJu/K4a8+/qB2HpgyOWEQTRJLM8\nslJSsUNCsvpE12UOFTbJ9GVNcdxWiWO0U8yZep3aliVLBU9x7PtqN111Wo0VShwXl04vo9Ny49H6\ny/SfSdH7KiWO63v32bUenLTGAuJO29XACzKDjGSK43oljs2Go0d3D/LvQRsdmpnl7vMOC2/6nt57\neq3Pf+Xp2P1APAgrj0XVe9CPXTcEaDkxmeecDoJzKYHB9s1dVJ0ucfSn+3C2EaBl9qAVOMUxGRIy\nowfNW7xMdlYP2jCe1JbRg9bZjwxaOvD1Cpykt654/18NMmh+XOK4+bUmhzQblDhmjdkvcXdi2sDz\n42EDaZZlyXVtDQv8HLsdRBm0TtvVYBgslZ3KK4NmWZYenESDQpbNoEU78Kr3WqyD69uhzq8Gev3h\n0djvm1H7Wb22JoO2bACd5fUHh7rqDXPdnWmegwejIH9eBu3sIpqSejvw9e7Tq/j3s94DVmVbllzH\npgetggjQcmJq/vMrcRxl0Eg711rW8yJrgltWH06ZS2fjQDKjB66YPWjRzzQjkmctyRwOg4U3UXEZ\n1YwpjvMyaLu+C60/SAK0IpcFr8vL6H3cRDLFsYAhITmO2c8ng5bxmjWl8aX3oM0+SMljKfcsYRhG\nGbSWq8PRe8n1En1o88qfV2UGhSwfoG2+A69og6Gvn//8u5XrXc3qP5OSz5F5Adq6GTQpKad8P8cs\n2iB1gHh00JgboL0YrbGQpK++ex7/2hx8bFLiKEXDfar2WIMALTdZ0/o2kceULyzWH/hLN5avI3vM\n/nTjvO9PL8AtN4M2PvJXSk+bLKLEMSpdTHawzMqg+Qsb+Wfd7M47JT/ZwwxaFXsM4sxtTiWOrhOV\n1FV9zL6TQwl7tODbGn/NbmnM/tDz42EDk4oMSAZeoCAMddB01RlNhJ21sHj8+0YljjOueRWrBmiO\nY1V++NebX/pAP/azX9E/+/UPt30pY96bmOBomH/7rB7EXn/9RdXGaw9GkxxzHBSS/nw6Omjq8mY4\nc2r3y6skQPvae0mAltWHuo5mw6l0n/K+IkDLSd4ZtCJLdZD41E99UT/yo58v7Odn9qBlZKa8IJy6\nSS0zg+ZnZNDcAjNopnTRBF/z9qDNW1ItpUZ5z5jimHXjGPeg7XoGbVjtDFrWgvRNWJalhmsX8t8a\nj7TOocQxmTa5SYljOHVyXuZ7Rlrfm53pLjJAMyPUTYmjtNwutGEOvTtGHKAt24NWgx2nT1/ejv5/\nb8tXMu6JyaA9msigtWY/9reDqPx2k3uz1wvYhZaeUHzcacjzg5m92C8ubuNff+3dl/Gv8yhxlKL3\noz4ZtMohQMuJOQjNO4NWxZuqXfLBWU9Pnl0XFghnZtDi6YjjUxwnb1KdEvtJyu5BG45u6EzfyqwP\npmV60GZl0AZzBgG0m47aTadyNyB5q08GLafmXUWPdzFDQvLL9uVRPuz5wXTWfQs9aGEYajCcl0Er\nrufqJrXjapUSx+TwZvPH8sFoWXV72RLHGuw4NQHB8/PbBV9ZrvfMBMcHkyWOo+xpZomjt1F5o5TK\noOVa4pjOoEXXfzWjouNsVOL4+H5Hzy/68eOTV4DWdMmgVREBWk5MBi2n+IwMWklMaV1RvUjmBtSy\nskocxxdVTwZo28ig2VmlmAVNcYwCtNk7WMIwHH3dghLHWRm04ew+E8uy9LFXjvTBi5udnl6V7kGr\nYj+rl3EwsCnXtYsds59nBm3TAK0CGTQ/CBWGs/u5Cs2gmQEQLSd1k764xDHPDNonXj/RYdvVJ14/\nWerrzY7TsnfVreK5CdAu+gu+slxPnl3r4Z22WhPZyiSDNv3Y3w78jcobpegA4MFJW0+e55hBS+0O\nNAHa5Yw+NBOg/bbveEVSUuZoDj4aG74n0YNWTQRoOcm9xJEetFKYD+rzgsatB1mLqrOGhPjB1ClY\nkT1gk+btQSukxHEY9ZYlPWjTf8cyS6qlVL/mjD1os0qvPv7qscJQevdpvuOTq6TyGbSM/X+bahYW\noJmlsHlk0DavkIgyaNmTX8sM0MwBx6xe0SJL+kx/0UEqg7ZMiWP83pBDBu3ecUt/+b/9Xfrt3/V4\nqa9P3ldrEKBVKIN2cTPQxc1wakCIJB3EQ0Kmg4w8AjRJeu1hR+dXg8xBJOsYpLK4ZqrwrEEhZ1d9\ndVquvus335eUDAox7x+bDglpuNFrtIqrWPYZAVpOwpxPgsmglcPcXBQWoGXuF/v/2XuzGEm29Dzs\niz23qqyq7qruvre7771zl5oZkuaIQw5lW5BoyjYp2CQsGDRsGRJswPQCPUiG4AfDgBfILza80bYA\nmpJtwatsSbY0pAmSkE0KJEVpSM5whjOX6rl79+3be+2VS6x+iDgnIiPjRJwTcU5kZHV+wGBmuquz\nIjNPnDj//y1/gcQxjJZkXquO2TdVhoQEixLHIhaLZ0h19u+XUxzLD453D+Ko5vtPzwWufL2QjU7u\nYoeUrC0ZrBSBZRpqYvZD+QxaE3baK/GgtSlxdCvkgipTHMmBvOeYlEXhkziW7w0qkc6X7OazPQhD\nytgcn887c2hP/Wejpb+jDFqOPQ2jCHMvaCxxBIBr27HXMJuo2ATZJNFKiePZHLvbDl6/uQXT0PB+\nUqClISENJY4ljdINVodNgSYJ5Hm4SXFcH0RRRDdJVQOLiwq0ImbML5I4am1KHJfDGlTF7EdRROPz\nnZKQkLKQjyxYc9B8DgYNAO4/uSj8+6uArsfsB8Eyc9sUlmKJoxQPmlE8GkIEMeu+uqYOAR+Dpkri\nSBg0QyjFUdYctDowO86gnZy7dK5rGEU4Oe9GkNK7nxwBAO4clBRoueJ8TiP2mxfiu6N4oPSJpAIt\nHZZuYNRPxr4UMGgz18dk7mN35MAyDbx+cxsPnl5g5vr0vmoq1SXP2A0h0C1sCjRJIAdcTVKBtmHQ\n1CP72Z5eqNHaB2EETUNhFPaCB61sUHULXgVyUK6a1ybld4URIsSdQxoSUsDulIV8ZJH6eRavs2rW\n0SvXhzB0DQ+eXGUGreMSR2UhIYH0EAZf4qBqGRJ2r0gWvQqJY4Vc0DR0RBGUMDFU4ujUlDiupEDr\ndvOVyBu13P9fJeZugF/9+kOM+ha+9Pb1pb+nCZ45+eFMYoG2s5UUaJLOCtnnUypxXC6GCZu5m/z+\nt2+PEUYRPvzsLJU4Ng4JYStZNlgdNgWaJFAGTdInuklxVI9s0ptKiWOeVU2ZqbwHrQODqivmtckA\nYcss08hIK5YfDGUhH1lYlEFbfI304Fj8cLZMHbeuDfHg2UXrc6PaQtcLNMpKSQwJsWhBILmxIOkw\nBMjxIQVBxNwzwhZlaeR+dkoYNEANYzQlB3DHoD4krph9b3UFWjoDr5t7DinIiJSwCwXar3/rM1zO\nfPzoD7xKfctZ9BkMGmFYZUgcdxIG7Vgag5Y2NsokjvkC7a3bYwDA+5+eSmsakefwvIPPiJcZmwJN\nEogHTZbEMZ2Ts7lhVCFbFKgq0IrSGfMSxzBhlJZ+rk0PWlGYiSKJo5dhxsrmoKUdxvLup54M680f\nAGlKVsmB+u6NEVwvxJNjeQNIu4SuF2hF3semsBWpD3yJcsymDFoYRQjCaGltryLF0atguk2FYUOz\nTEhI6kHjkDgGhiJt0wAAIABJREFUfHuLClBvb0ebryTC/Z07cSGw6qCQIAzxK7/9AJap40e/fLvw\nZ3q2AU3DUoBHNuWzKUiBdCyJQfMyz7fRgJ3iSAq0vcQD99ar8ffy3sNTiTH7xU3ODVaLTYEmCbJT\nHFMGrZtdtquAVhi0KFpaE2lISPz7qf9rlYOqCyWOamL2s+mMZXPQqg5+WRQNJ64KLwCuvg+t8x40\nxtpvAlXycF9iSIjRsEALGH44XdOgae0WaCSIhh0S0gaDZsI0dDi2wSdx9Pj3FtkgISFd9aCRaP13\n7uwk/3+1Bdrv3nuG56cz/OPfdwvbA7vwZzRNw8AxlySO07lMBi3+3bI8aNk1OOyZ0FDOoBEGb2tg\n4+beAB88PKWv0TTFcRMS0k1sCjRJCBUxaJuOhjpkGbSzC3USRxYzRg5RaWeeJVdabcy+bO9I1v9h\nGjoMXSucg8ZTYBGYhrbENntBCE0rZ2euepJj5xk0Gl0vN8URUMegyZA4Wg2LFs8n84+Wr8XQtVYl\nuzQRsWRQNaBGDZIyaPHvHvaWD+lFIM2KVUocu5KOmAdhzN6+vbPw/1eBKIrwS//gPjQAP/ZDd0p/\ntu+YBRJHeR60Ud+CaejSPGjZoBpD1zHomYUx+5RBSxg8IJY5ztwAnzyOn1uNQ0I2HrROYlOgSYLs\nFEer40lPVwFtMGhBuMyg5SWOadT44u1oFoSJqEJhzH7BOAAZSB9M8UPTtoxiiaO3+HNlKGLQPC+E\nbRqlwT13biQF2lVl0LpeoCmQOJJDd1HR3wSpB635tTYtWnzKPC5fi65rLc9BK/eKUgZNcUgIEKf5\nccXsr9CDppJRlIGjsxn6jondLQfDnrlSBu3e/RN8/Pgcf+idfdzYG5T+7KCgOE89aM0LNE3TsDOy\npXnQ8kE1o4FdKnHc3U4LtLcTmeM/vH8CQKIHbcOgdQqbAk0SSMdSk/SJquoCb5Ai2y2aewHdzGUi\nLCzQchJHRlBCqxLHggMflWFJ/v1ejhmzLb1U4lgVEgLEh578veL6QeUBbNizcH3cw/0n59JT/7qA\nBYljB/eSNMVxDSSOgbxrbVq00BEShQya3vIctCoGTZ2feuoG0AA4yQF80LMwnfuV79/141AmWQ1V\nEZi5/b9LiKIIz89muJYUA9fGPbw4m61sb/ylr90HAPz4D9+t/NmBY2LuBgsNzZRBay5xBOIkx9NL\nV8r95fkBTEOna3Crb+Fi4i191sfnc9iWTj2WQBoUQhi35hLHjWKri9gUaJJAPWiy5qCZ6ozVG8Rw\ncwcGFSxaUJDiaOYKL1bUeJshIYXz2nQ1Bwkan58c3BzTaDSomvxM/l7x/JDr3945GOF84iljUVeJ\nbOHbxb0k9VKtQ0iITAaNFC317m2fsWcA8X0btHig5mbQFDBGs7mPnmPQPXbIiFvPI94b2g8IAbL+\nw+41hCZzH3M3oEOZr2334HphofRONR4+u8C3PniBt26PaTBGGcgcPDK8HJArcQTiWWhRJOes4Prh\nwj0z6lsIo2gp6OT4fIbdkbOgBLm5N6DJj0Dqa6wLKnHsYBPvZcamQJOEsCAFrwnS6PD1u2GCMMR/\n8r9+HX/r1z+s/NkwiqRJBkRBigKS8HSqwIcWRUUetMUHtM+QebXLoCXXkHkImDkppixk44UBtsRR\nZJisVTAMN/8AZCENCrl6PrSsZKWLe4lKiaOyAk1CiiOVOCpg0PSWPWjVDJq6ZuPU9RfYEdY8rDw8\nP+DaG1SANOi62DAhfrO9cVqgAasJCvnlrz0AAPz4V6rZMyAzrDrz3cuUOAJpkqMMH5rnhwuzA4uS\nHD0/xNnEo7+XQNO0haK1MYNmEonjhkHrEjYFmiQUMRBNQG64LiavVeHs0sO9Byf46m9+jL/zOw+Y\nP+cHIf7S//X7+At/6Tfx6MVli1cYgxQF18d9AMCZKgaNJXEMFyWOeQ9amyEhRSyeupj9xcOlY+mM\nkBAicax+uJrmssSRt0t+9wr70LLMZBf3EplFD4GlqBucShwlMGgNx6j4jBRHIGHQWmRn+Bk0FR60\ngPrPAGDgxIfcSUXUvhfwsesq0GUG7ShJcKQMWlKotR0Ucnw+x2995zFu7A0KB1MXgayDacaDOJtL\nljgmSYoykhy9XANxq2AWGikEd7d6S//+7TtpgWZJ8qB1sYn3MmNToEkC9aBJCwlZ3zlo2cP2//53\n3sM3vvts6Wf8IMTP/u3v4BvvPQeQPhjaBNFb7+/EBZoKiVtpimPygA4YKY75tEeVCIokjoaa35/v\nuNuWAT+IlsJQ8kxbGWIGLVrQ73t+wJUAeffg6jJoMzegDHEXH74seW8TqPLvyhxU3TRqnfy7QgZN\nazkkhJtBUyBxdH2a4AikEseqoBDXW12BZnY4xZEwZVmJI9B+gfar3/gUQRjhx75yh9s2QtnTTHE+\nywwyl4GdrThqX8YsNNcLFpqPRQxaOgNtkUEDgLdf3aH/W9YctE2KY7ewKdAkIU1xlPN668ygkY7q\nO7fHsCwd/91Xv4OPHp3Rv/eDED/31e/g6999ttKNYU4ZtPghpMyDllsUmqYtHKJSmdfyTCOgXQ+a\nuRCzr3YOGjkgpWuguEDjCgkxF7v0YRjBD5YH+RZhbztOK7v/9GoyaMSr0MkCjdGcaALqQQvk7ilE\niiylQDObsUqUeTSLPWhhmx60Cily0/fKgueH8IMIPadA4lhRoPH6U1VAJaPYFEsFGmHQWm6gEjXD\nVz5/wP1vyiWOchi03YRBk2HL8PxwQZo4KmDQ8jPQsnjt5hZdS5s5aFcTmwJNEmQPql5nDxrpqH7u\n1TH+zZ/8XnhBiJ/569/Es5MpgjDEX/mFd/E7957h8M4O/uQf/RwAYL6C9KA8g3Z2Kf8hFEbLISFA\nzBiQDiorMpsyaC0ctooYNOqVUDUHzUg9aMBykZ5Kpzhi9un9EiX/zc++aZqGuze28PR4umTQXmf4\nQYggjLpdoDGaE01APWiSDxtyQ0KayYfLpKHtx+xXMGi6moJkmpuBBhSzKEWI5WUrCgnR1TGKTXGU\nFGh7mRRHoH0P2iwzgJwXRcU5eZ2+JA/ajiQPWhRFSx7prX7Mzl0UMWhbywWaZep449YWNI2viVkG\nojSRPZpkg2bYFGiSECkaVN3FLlsVvIwn4UtvX8ef+iffwdnEw3/117+Jv/zz7+Jrf/AUb98e48/9\n1D+CrYTWX0XnhhQKVOKoICSkiEED4gNaXuKYP/ipYrCKUCxxVMugZWP2AWC+5CFL0h5rMGgi/jUg\nTnIEgAdXiEUjh5MhKdA6uJcUjXdoCkuR+iCQOKi6abJhyqAVeNCMtgdVV3jQzGbvlYUpYUcWGDTi\nQWM3WvwgRBhFK2fQuhiz/+JsBkPXKGOz1bdgm3rrEseZ68OxDaHzFGHQsk22qetD1zRp3/WuJA8a\nuX8XUhypxDE9hxydx5/7boHEEQD+9D99iH/jJ7+nMUO4YdC6CTm87wbSGTRD16Chm13vKuQlL3/8\ny7fx/HSKX/7aAzx6McGbr27jz//U96NnmytNDyK/czy0YZm6Ig9asXzL0PVU4kjnoK0uJCQMSUe+\nxZCQ5Lt3WAyagMSRmKTJa4vII4E0KOTB0wu8c2en4qfXA+TzHPY6zKApkDhaDMlsU3SLQSOS5IK9\npW0PWgXTrSq1kARA9DOHUx4Pmkg6rAqo9OQ1xYvTGXa3HPrs0TQNe9u99hm0eSDMehUleM7cAD3b\nkJYNYFsGhj0TJw2buW7uGQgwQkLO2SEhAHD7YITbSXOxCdKY/Q2D1iVsCjRJICowWQyapmkwC2Y7\nrQO8Avbip/6Jt+B6IY7P5/jpn/giTVxiydvauc6UyRkPbWUhIUVFu6Fr9LtlRY2TyPtWQkKCAomj\n4pAQ6kFjdO/oQ4whncoizziLHsKuYtQ+aUD0bAN2QcplF8AaMdEEqhg0n9FIqQND16FpMjxoXYrZ\nb9eDRiWOTlbimDBoJVJl0eaNbBiKxpc0hR+EOL1w8XauQXVt3MPjownmbkAHgqvGzPXpd8kLcqaY\n5FIcZQWEEOyMnMYeNNrUKIjZz0scDV2jSiNVIGe1DYPWLWwKNElIB1XLe03L0KmnZp3g+subj65p\n+NM/drj0s46lptvNA+qdMA2MhzY+fnzO9IzVQRRFCKNoYbYYQexBS+agMeK7KYPWhgetYI4fOYhK\nn4OWi+VmBcV49PvhkDjmPJsiQ66BePCnaehXKmqfFGiOZcCyjE4WaETiKEM2SGArSnH0k6Hz0kap\nFMzu476WkkRJQ9daTQh0vRC6pjGLbFWDqqcFARA0KKLEg5ZvELUNlXPhmuD4fI4IwLWcnC47C+2V\n68NWrmXmBtjbLmaNWGCFhIwLAjaaYGfLwcPnl5h7AVV/iII0j7JrsO+Y0DVtIcXx6HyOnZEj7UzC\nwsaD1k1sPGiSIHsOGpDMdurYJs6DtENZvXkR9mQVEkdSFFqWju2hjSCMKtO/RFAmezX0bIpjseG/\nzZj9sIDJoDH7siWOuYeTw1gDIkUWLdBqetBMQ8er+0M8fH7RuYNTXczdNLzB6uheEkicLUaQDqqW\nu6cEQShF3khgJqMh6sBn+FaBFYSE+AEsS2fKyFQVJFTi6IjF7Ocl1m1DVWhKU5CAEBIMQkAKtrZk\njkEYwvVD4eHSrJAQWUOqCagPrUFQiOctP590TcOob1KJYxDGjCbLfyYTpqFD17QNg9YxbAo0SZDt\nQQOS2U4d7HpXgRy0eQ7WVN62gvdJfqdjGrTLdiphvglBWdFu6DotfFizoFodVF0gcdSTcQC+bImj\nt1h4sdaA58edeR52JT2UJ8mYNXwmr90YwQ8iPHox4f43XUZe4uh3sDuaetAkpjgqSsD1g6hwMHRd\nmIamjEGLonaYdyC+n52S+0xVrDxh0LKDqm3LgGnopQzaqiWOZkcljs9PSYJjrkBreVg1TV4USHAE\n4rAYDan01fMDBGEkvUAjs9CaBIWwmo+jgU0ljmeXHsIoKkxwVAHb0jdz0DqGTYEmCaHkFEfgCjBo\nHBHnqcRxFQxaUkgmHjRA7iw0lrcMSFIcaUhI+aDqVgo0Rty5YWjKGDTSPbQZa4B05nlg5Q6BRTLb\nKty5YgOryZw/xzJgmd2WOEr1oFG5jnwPmnwGrWaB5rMLtDYbOwAZCM8+BCuTOM6LZ1wNe2apEkJU\n/iwbRkcljke5GWgEWYljGyDMqGhhpWsaeo5JJY5kDciagUYgYxYayyM96lu4nHoIw6h0BpoK2Jax\nkkb5BmxsCjRJ2DBoKWjh03WJox9Sal9FgVYWHGPoOmWmWOEDeosSR1YxmR0HIAtejmFlpTh6uTkx\nZciHhKQsHf9DPpvkeBWQShx12FY3mz0+gz1uAlqsS947gyCS6pWLGbSaEseQLXEk+0hbBdrcKx/6\nrEzi6C5LHIFY6tblFMeuzkEjw6iXCrTWGbT6hdXAMWhhlhbwshk0InGsf1ZIJfiLa3CrbyECcDnz\ncJxE7LfGoJn6xoPWMWwKNEkgh3GZXk7L1Dp5qKqCiITEWWF6kOsHlMGjBZrEWWhhQfAGgZGdg8Y4\nbKUeNPWfTcgclq0rSHHMSRzpqIVciqPHX6DlQ0JEZqgR3N4fQcNVYtDSkBC7qwyagph90vSRHxIS\nSr1OVQxam95VIGmkcDFoilIccwf5QcKgRQyJJ00Zrhnw0BRdnYP2IjekmmB3y4GmtcegTd16DBoA\n9B2LMmis9dEUOzIYNEYDMZvkeEQi9gXDUurCtoyNB61j2BRokpCmOMpn0FgPmq5CREJirVjiSK5x\nexQXaGcKJI7MkJAlD9rq5qCxrjU7DoAXZ5duqf/FCxa9ZSyJo+cH3AwYifL28hJHgQKt75g42O3j\n/pOLtbvnipD1oFlWHEjRtfeVShzle9DkSxxlM2gNCrSS9Ms201+jKILrBaX3GS3QJCcST4kULseg\nDXsWwiiiDFselEGT+F2KoKtz0I7OZhj2zCXmytB17G457UkcCwaQ82LQMzGb+wijKGXQJMfs7yaM\n1nEDvzpLgj9KZqGdTzxaAO5uGLSXFpsCTRJUSBxNU0eE7pmJq0A6lDwRtLqmwTb1lUkcSRc1lTi2\nFRKiIUp+Jh1UnQsJ0TRoWnsSRw3LDYasV44Hnz67wL/93/4Gfuvbj5k/4+UkUVTm6uc9aAISxyUG\nrZ6M6cbeAJO5Tw9/6wwicSQMGtA93wsrIKcJXooUR5+w7uwCTbY0ufA6ghARytkoWpBIVgKQg/zA\nWWbQgJRBySOdr7jakBDZn0cTRFGEF2ezpQRHgmvbPRyfz1vZP+p60IB4LUTJa6QeNLkF2vbAhq5p\nzVIcGc8nOqx66qVDqtvyoJk6XG/9CIGrjE2BJgmRgpAQVWlkqpFP6avCqsypsYQuX6DJZNDi91To\nQaNJXmHpsF6jpaGzYRgVHpINXazL/+nTC0QR8NmLS+bPuH6wWKDROWjLKY68hyjTXOxKi4x6yIIk\nh62iYSAb5D2QmH2ge3sJKSJMiY0tXY9ncq1FimNNhUSa4li8ZwDtNHZ4mGpTkSeQFRJCCjaWD23V\nDJqhKDSlCS5nPlwvXPKfEVwb9xBFzZILeTFrIHGkUftzj7k+mkLXNYxHdqPPwmOMgclLHDUA40Td\noxqqpOEb1MemQJME8iyUzaABWDsfWkrf822wq4p3jdPH4s/YMg30HVOqxJGsCVbhBcQP6aAkMrut\nmUZ+GBUzfYIMGilwyxgoz19k0Bx7OSQkCEMEYcRdYFlGwhDRQdVpQqcIWDPZ1hELMfsdffiy5L1N\nYZm6ggJNPoMWoZ4UsSxmnzSE2mjskKYKlwdN8vVM3XhQcH7fGvTiQy4rat8TfD7JhqlovmQTvGBE\n7BO0meRIxyfUCglJZ6GpCgkBYh/aycW8NtvEamyM+nExdj5xcXw+w/bIliqrLsMqRx5tUIxNgSYJ\nacy+vNekyXRrdsO4ggENjmW0fiAOwhB+EC1skOOhLTnFkS1xzM7CKYvjb5VBK/ABxfPaBAq0JGRl\nxpAXAcvpjKQIyz4YRFlYK2HQSDOjbpecPMyJfGqdkQ0J6SqD5jPkvU1hSx5REkbxfZofJt8E6f5e\np0BLmMeC+4MyaC1IlXj2eipxlLz2ZnO/0F9UNaxa9PkkG2QNdcm68IIRsU/QZoFGGbQa3jGigJjO\n1RZou1sO/CCiM8tEwfLpbw2yHjS3tQRHgO0F32B12BRokqDEg2asJ4PmiUoczfbTg4o6v+OhjYuJ\nJ01nX1V4kZ8p8+HomtbKQSsII2bapIhXgnj4WP4PgDBo6edOkjTnGVO/6DDZfLR6+v3WZNAYAQPr\nhDRmP8OgdWwvKbtHmsBK/BSyQKWYEhk08p7rfCeUQWPcs0C7DJpTwnSrG1QdFLIsWRalCCuP2e/g\nHDRaoLE8aC1G7TeK2e8VMWhyJY4AsJPIDusmObJShklIyOOjCfwgbG0GGpCxGnSsifcyY1OgSYKK\nQdXry6Cl88V4QCSObZpTiwqA8chGhLh7JQOlISEZmQtrDlr8Z+0waAFD4ig6B43Mhikr0Fy/OCQk\nmyCVdrnrpTiS/xaZgwZkGbQrUKAtxOx3k0ELkuh6TeZ8EsTfu8xilN6jEuVG5B6oI3Uj762IQWtz\nfiKPlFhVgTab+0sz0AABieNmDhrFESNin6BVBq1hSAiAOOhJUUgIkCYr1g0KYUmDSYFGZnHubbUT\nsQ9klCwbBq0z2BRokqBqUDXQva53FTy/PHY5D8cyEKHdjqKbCVAg2B7KjdovK9rpQzqMSrvzhiEm\nMayLkDHjicxB4y2eyWc3ZRQ4YRTBDxYljoauQde0BcYj9YnUnINGvl/BQxjxw10VD5qhazANrbMS\nxyAoZm6bIvagyfsOSbEjM1iCNGTq7O9puEpBU0drz+NED5pcg6rl7WN+EML1w0J2pFLiKKjwkA1N\n05LGV3fuRcKMVUocW2TQannQepkCTbEHDag/rJrF4vZsA6ahpRH7jIJZBTYetO5hU6BJgloGrTud\nNh7E8fX8S4vGrLcocywy6cqO2i+XOKbd87Kf07V2QkJYEkdqaOe8hjQkpPhwRNjgbMdd0zQ49mJQ\njLgHbbFLX2cOGpBKHK8Eg+bGYyQ0Tet0SIjMiH0C2SEhKYMmc3+vH4efMsQFe0aLc9B4hj5rmlZr\nnmIZyP3ZL5iVlZW5FaEuuy4TcTpud57rL87mMA2NNinzcGwDo76F52ctpjjW8KARBm2qWuK41WxY\nNYvF1TSNsmhAexH72WvZMGjdwaZAkwSa4ijxrJGyAut1w8SDS/k311WYU92Cg8V4GG+GpzW7YnmU\nsapGpvChw3oLuvOGrrVy0GJ60AQM7X4QUtN05Qyi3Hu1TQNzv4BB405xlDMHjXRbr4QHzfOpv88y\n67M1KhEwwmmawjbjA7AseXBZamJdGA0UEkGJ5LLVmH0OBg2IpZgyCxKyv/QL2JFs1HoR6rLrMmEK\nentV4+hshr2tXmmD+dp2D0dnM+VWhCYx+/0CBq1IBtsUpHCqW6CVSfhJkiPQ3pBqIMOgtZwHsAEb\nmwJNEsr8RnWRHqq602njgcj8KmA10eZFIRJk3oisJMeqQdVA3D0nB5dCBq2lmP0gYMTs6/xyqaw0\ndOYWewpZEdf5UQu0gK7NoIl52AiIxHF2BbqIcy+Ek3SPyefQOQYtKJbWNoXsESUqQkJIU6Eug0ak\nwXlQBq1FD1pVZL0pmUGj7EgBgzZMPGjsFMfVShyBuLDuCoPm+QFOL12m/4zg2rgHzw+lebRZmM59\nWKZeq3FTFLPvdNCDVibhJ0mOQNsSRxISsv7PvquCTYEmCYTlkGl2z/tq1gVuLka9Cqk5tU2J4/IB\nXvaw6jLpYlHMflF3ftUx+9Q/wnEN2c8tCKPCdUvTq/IMmmXkCrRlKWQZljxofggN4gfqnpUMqr4S\nDFpAGTTy8O3aXqJK4mhLLkhVhISQ910vxZH9uRltFmhCDJoKiePy4btnG9A1rTLFcdUMWlc8aEcJ\nC8RKcCRoKyhk5gaFzCgPaEDM3Mdk5sGuWehVoWcbcCyj9rDqMgn+qiSOFpU4dmNdbrAp0KRBSUhI\njhVYB0RRtBSjXgVyeFwFg+ZkNshtyQVa2Wy8VIYUpnKlVTJoEStmn7/Ln+8mFskcWYWXbRoLHkRR\niWOaFBfR32NZunDD5KpIHKMogpsM8gXQ4RRHubPFCGSHovgloRx1kTJo9WL2WYElrUocKRtVxaDJ\nLdBSieMyg6ZpGgY9ExOGzJoVcd4mZH8eTXBUERBC0FbU/sz1a/vGSMFO5qCpCAgB4jW2s+XguC6D\nlpx1ipqyo4RBG/bMVoepOwVpyhusFpsCTRKiZK+VGRJCuv9dO1SVoU53chUbA2FrrMwGuDWwoAE4\nq7np5hFwShxL56C1FbPPkDiaAhJHUtiS774oyZG1PhwrPrCQ90q/H0GJY3ZQdZ3EvVTiuN6Dql0/\nRIT03qISx44cCgn8IFQTEiLZv0v8QlLnoDXwoMUMWvH6blXiSEc5tOxBc9kSRyCWul2WxOzH7Poq\nJY5aZySOL5Lgj72qAi2R2z1XXqAFtQsrQ9fh2AaVOKoICCHYHdk4rzk3lYyaKWogbiUM2m6LEfvA\napRMG5RjU6BJAmHQZPop1pFBcxkeozLQFEd3tSmOhq5ja2DJY9DomiiQLhLGJwxLu/NGSwxayJCa\nGQIpjiRc5WB3AKCYQWOFd+RnoYkW+vlmhusFtbqPzhWZg0ZnoCXvp7MSR1Ux+9RPIdeDJnUOWo71\nFYHvh7CYEkeyt3TIg2ZITnFMZmWxpHCDnsmUOJYdjtuCaeit7Os8qBpSTUD+/kihxDGMorhAYxTe\nPBg4JiZzTymDBqRJjnV8aF6JDYRIHKs8gbKx8aB1D5sCTRLIZitzz88n060D3BoJWavYGNzMEN8s\ntodOKyEh5gKDxo7wjgs0td9/FEUIo4jOT1r8/fxNAvK53bzGLtBY4R35BCle6RRBPFsolQ15QVhL\nwtSzrobE0XUX1zf5HLvW7FGV4ih770xTHGUyaIm/s8Y1+mHYEQaNL3DDlByKUcWgDXsmPD8sZFA9\nv97eIBNd8qDRAq2CQSN+qBNJz8cizBskOBIMHBOXUx/TeX0mjgf08zgX/zzK1iCROLaZ4AhsGLQu\nYlOgScLGgxajTrw5lTi26EFjXed4ZGPmBlIO6GFJSEjWJxKUpDgauoYoUjvTqExiKcagxZ3Em3uk\nQBOQOJqLPsR0vhL/OrJMLTOoWiyoJn0NHZq2/imOs1wDorMMWqhG4ij7/VKWWwWDVqMB45dIeFsN\nCeFUTMhm0KYVDFqfhEUUsGhdKNC6lOL4/GQKDamEkQU6S1Hh3tgkYp+gn/EfNmHiqtCEQXN99iii\n6+M+AOBGokRpC6sYd7RBOTYFmiRECgZVr2OKYyodFJA4mu0PqiaFQP5gQZMcJ827hKUetFyKo65p\nhZKbNrrh5Uwfvwzr9NKFoWu4nkhhZm4NiWPyvfCmwy1ca4ZBcwWDagg0TUPPNtaeQVuSOHY2Zl+R\nxFHy3knYDlPitaYMWg2JY0n6pd5iSAjvTDErkfTJajTN6IwrNoMGFEftu36w8gLNTOZbtlFEV+HJ\n8RR7207lfmlLlg0XgTwzmnjHBpk10QaDVmcWWtkoordeHePf+Re/hB/9gVcbXZ8oUptBt54RLzM2\nBZokqGDQzAYm8lWBStiE5qCtYlB18RwSUqCdSZBxlKY4EmYqCOEHIVM61UaBRhm0IokjZdA4JI4X\nLsYjO51FUyRxZEii8g9/T1DiSF7T80OEURSn3NU8hDnW+hdoyxLH7jV7wjBCBLm+XQLZc9/8UKEH\nbY0ZtDkng2Y0SKwsApE4sgo0OqyawaCJNBBVIB2zstr7ce4FOD6fU99wGQxdh6FrSp/TZeMTeEG+\ne0BtgUYYtDpJjlWjiL7w+l6rCY5A2mTZeNC6g02BJglkn5V51ujioaoKXg3mIx8Q0QbS62QwaBeK\nGbSsxLHBZgQ8AAAgAElEQVSkG06KJpXd8KDk8JlNmyxDFEU4vZxjPLTpoWlWFBISFBdoeZmr6KBq\nID70eEHYeM6RY5trL3EkbHQqcexeimPqvVQXsy9rT1HhQaOjIQT39ygie8bqY/ZFGDSgXiBKEWhI\nCJNBI8Oql5McOyFxTL6jVcscnx1PAQA3dvtcP29bhloGbS6bQVOZ4lhP4khHEa0wRbQIeR/4BqtH\nt1bIGoMyaBIljulDbX1uGJchYSuDs4KNYc7wOG2PCIPWPGq/LNmTSAdpgcYISqAMWgsetDIpZlWX\nfzL34QcRxkMHPTKLpihmnx7oikNC5vmQECEPmg7fD2v5ILPoXQEGjYwJIOx02uzpzvvyS7yXTSF/\nDhop0OQ9MvOz+/ivJf55VopjG3sGAe9+32QodxFoSAgrxZHB4kdRRFMcVwmzI8/2J0mBxsOgAXEh\n3gaD1siD1pLEcZycFUSHVdPnU8sMWRU2DFr3sCnQJEFlSMg6MWguw9tVhlUMqmYNQh4P466YjCTH\nMm8X9Z8E8aBq1iG1jW44uc4if41p8DFohHEcj2w6PLZsUHW+404fDjQkRNzLuMSg1XwAOraBuRfU\nOuB+9Tc+wv/8K/daORyXgQ5it3MMWof2ErKmVcyjooO5JR2AaTEpk0Ez0z1A7FrKi8WU9Vb/Xbt+\nAEPXKr/DdCi3nPtiOo99ZKzfy5I4ku+xLrsuC+n+v9p94unJBIAIg6YrZdCqCm8eLEoc1TFopqFj\ne2AJe9BYz8BVg6oONgxaZ6Bu9b5kIIdcmbNVutJlE0EdeVka79p+zP4Sg0YkjhIKNCodZMw3A+ID\nix9ETOkUYbDUetDi76xYisnX5ScJjlmJY505aHMaEiI2qBqID4G+H2Wi/GsyaHa6HkUf8L/+rUd4\ncTbD9XEPf+KHX6v1+2VgnvOg2R1s9pACQimDJumwQYsiiSMBTIERFoXXworZb0EWTeB6IVfSqmwG\nbeb6zARHgC1x9BhjPtqGKdmTVxdPjgiDxi9xnMyaq0tYSD1okiSODbxsPNjZcvDkaIooirjPfk0V\nHqqgaZpyhnQDMXRrhawxyLPwpWfQ/GIJWxkcu32Jo8uQ2sn0oJWGhCxIHEO2xFHjY7CaoEziaHKG\nhJCCdjxyqMG7aNgzK/yDFRIiUuhbpo4wimhx0rRAqyNzJOv/b/7ah3j/09Nav18G5rmYfauTHjT5\nrBQBDQmR9H4DBTH7psnX/MiDRv4z1nfbMfs8xY4luSCZzP3SCHUWg1ZHgq8CZF9tY5h4GZ4exwza\n/g5ngWaqZdBkSBwHSXHe9HV4sDNyMPeCwpEyLHg1zkhtwbaMtTpvXnVsCjRJiEL5foq6HoVVos4D\nkBzC25Q4un4IDcum/2HPhKFrUhm0MoljEIblISGEaVMomSuTOPJKLGmBNrThWAY0rTjFkT0HLR8S\nkrAEgiEhQHooqx0SYrELzCq4foiBYyJChJ/96rdxMV0OKWgD+Zh9q2YghUr4CvZMAisnmW0KNSEh\nDSWOjM9Nb2HPIHC9gOs+I0oAWYe/2TygUuoisAq0pgFCsmB0RB1DIvZ55eC2adCkXBWYrlFICJAO\nkxZJcqzjr24Llqm3eg7boBzdWyFriqCELamLLhr7q5D6f8SYDw1tSxxD2JaxJEvQNA3jkS0lJCQq\nDQlZlDiyDqmtxOwHZWmTfAeJrAdN0zT0bbMwxZElP7TtxQLN8wOYhi4UukNekxSGdWVMpKgRLdCi\nKILrBXhlf4h/7o+8gaOzOf77X3iXroM2kZc46roGQ9c61R1NJY7qUhzledDkJ07WlbDTAo3FoBnt\nMWieH3Id7imDJuGawjDC3AtKo9hZEsfOMGhEQbHC5qtLIvY52TNAvZdVdkhImQxWBuokOXalSVAE\n1SmdG4iheytkTUE6SnI9aES3v0YMmieu8dc0DbZl0Jk6bcD1A2YROR7aOL10Gx+s+dIRE4njCiOz\ny7xyqcSxikFLPWhAPMemSPbB0t9TBs1PUxxFH2DkWpsyaFTiKNgwCMIIUQQ4po5/5h99HV98fRff\n/OAFfvlrD2pdRxPkJY5AOieuK1ApcZTtuSPXKjMau36BRhhvxp7RqgeNl0FLnmUSvg+eYcakeFsK\nCakxX1EFUonj6u7HpydJxP4eX4IjsBzmJBv0u23iQWspJARIZ6GJJDnWOSO1BWfjQesUNgWaJKhI\ncdS0OB2rS4eqKtTtDtlWuxuD67ELgPHQgR9EhRI9EZAOduEAaFp4hQiCqFKupLIbXjYOwOBMXzu5\nSCWOQPyAFQsJSWSuSQfV80JhCYhFJY5x17xtiWM6hNuArmv46Z/4HoyHNv7m3/0AHzxs1482L0hT\ntUy9Wx60NYzZl5riWDPJL2XQKiSOiht7JLKe5z6T6UGb0hlo7AOuoevo2QYulzxozfypssC7r6rE\n02OxgBAg4xVW5BeX4kFrKWYfiD1oAISSHLsaEgJsPGhdQ2V74fDwcADgrwK4AaAH4C/eu3fvFzJ/\n/zGABwDIaeZfvnfv3kPZF9p1RFTiKPewYZnaynXqIiAbt2jEuW0a7RZofoBR3yr8u+1MUMiwV/wz\nPODyoAVkDlq5B21VEsdUilm+Bs8uXQx7Ju0K9h0Tn7mXS+lWacRw8Rw0coByfb7OfBbLEse6DFq8\nLYoyaG5utt54aONf/8nvwX/2176Bn/3b38Z//NN/eIHRUol5wUGnqwyazGREAvkFmoKQkKYSRybr\nniS/KpbWioyzMCSqQaacLMuwZ2I6L5Y4rlpeVtd/KBNP6ZBqAQYtt0/LBpHFN5EmLsxBa8DE8WCH\nzEKr4UFb9RosgmXqCMIIfhAqGX+ygRh4voGfAPA79+7d+2MA/gUA/0XBz/yJe/fu/Ujyn5euOAOy\nKY5yX9daMwYtTXEU+yDi2VNtShzZw0q3BnFR1jTgoYxVJYcoslmzJI56KxJHdty5wS1xdGlhCwB9\n20QULXdaPZYHLTeDxfND4ZSrfEhIbQ8aZdDEGNSi4vMLr+3iR/7Qq3hxNsdHn53Vup46KJQ4dmwv\noetOYYqjLD9FoCQkpGaKo19eoLWxZwCZ9S7iQZNQkMwIg1YhXxv0rCUGLR0SvOoCbfUBYE+SBEch\nBo2GOalj0Hjm6pXBMnX6PFHNoNGQEBGJY80zUhsgz4vNLLRuoLK9cO/evf8j83/vAPhU3eWsL0JF\nDJpp6mvFoNWl79ucv0HCHFgHC9olbHg9pQxa8mfkd1SmOCr0KgQlaXo8aWN+EOJi6uHOwYj+GfWA\nzH0augHE68PQtaXPxMn5vrySApqFPIMmElSTRd2YfY94C3K/93O3tvGreIjHRxN8/rXdWtckirkX\nd0Czn7Nl6itLlSyCr1DiSA4/slIr00HVMhm0mimOdMD36lh3IDuqRCDFUYbEMWmclEkcgZhBe+AG\ncL0AJ5cuXpzO8O7HRwDkegnroM1h4iwQBo03Yh/IjkNR5UEL0LOXw7tE0e+Z8C9d5UXQqG/BNLRa\nISFd9KCR7zdupG7GJK8a3N/A4eHh3wNwG8A/W/DXP3t4ePg6gN8A8O/eu3dvfVItJCGMImiQGxIC\nxA+SOnHfq4JIVzULkh4URpH0IjcPP0jDHIpA/rwpoxeWFj6LBRrT8N+GB60krMHk6MafXS76z4BU\nZhKzUA79c9cvHmxrZxgPEW/LwrUuMWg1PWg1Q0JY0pVb14YAgEcvJrWupw7mXrDUPe6exFF+MiIB\njdmXdJAkYQ4sr2gd1JY4do5B4/CgmfI8V7xR7GQP+rf+87+L/G8l3qFVwcyERK0KT44n2N1yhGTX\neaWDbMxcX0qwx1bfQhjKP4/loWkadkYO9WDzoE7SdVsg92mbgW0bsMF9J9y7d+8fOzw8/BKA/+Xw\n8PD7M0XYvw/glwAcAfhbAP55AH+D9Tq7uwOYHegc7O9vSX09I+lWy37dnmPicuZLf11lSA4Ht25u\nC220W8nhfrwzWPh3Kt43YRFGQ6fw9a/txQfqXt9q9PudxL92/dpo6XWi5B6IkgdIn/G7trZ6yX/3\nla2B0bNLAMD2Vm/pdzy/SAI3HPZnoVnx93VzP32fezuxr6E3WPyMwyiCY5vLn0cUQddiqfDObvz5\nDwe20Hsej+PPyksOPfsFnzsPbiYPW900hP79k7O4i7ozXvyuBqP4ul5czFu7j/0gRL+3+DkP+ja8\n4BzXr4+UH1x4QNbduGDdNUXsfQSgydmTjeR+vXGwTZPbmoKkxGq6vnCNVdc7SKSy+XVGMEvOVraz\nfJ/JxEVySC/aN/LYTVianuA9XQTzg5gFO7hefn//yA/ewZPjKXa3ezjY7eNgd4D93T5e2R/hez93\nrdE90PQ97Izjz2Mg4fOog7kX4Ohsju9787rQ799L/Gp9Rdc980JcHzffD/7sT30J03k756b93QHu\n3T/G3rURlxrAdpJzwd6wc+e6cXLeGI3k78ll6Nrn0BXwhIR8GcDTe/fuPbh3797vHR4emgD2ATwF\ngHv37v1PmZ/9RQDfh5IC7fi4vS4yC/v7W3j27Fzqa87dAJqmSX9dMh9M9uuqwmXCppyeTHAu8gBM\nDiufPTrF1iAu1lR8T0CqF4/CsPD13SQF8PnRZaPff5FEz5+eTPAs1y07TSQRF8nnFfjF3/FsGv/9\n0fElnj3r1b6WMhwl9+R04i5dw/l5LIM5v5gVXt/+/hY+/vQYAGDrmfUfxMzFZ4/PsNtPt5nZ3IfB\nuE8sy8Dl1MVnj5PEwygS+vzdhDk7PZ8BACaX81rf3zT53o5PpkL//unzCwCA7/pL/248tHH/0Vlr\n9/Fk5mNrYNHft7+/BYQhogh4/OSsEwZwsu5m0+V1JwOWqWMy9aS89mRC9rVLeLPmQ+wJTEPHdOYt\nfE9V13t0VP65nZ7Ef395qeZzJXj8NH5t1t6VxTT5/E5OJo2v6dmL5D6bl3+33/faLr7vX/vhwr97\nntyrdSDjuUQ+jyMJn0cdPHwWv//dkS24x8bPxmcvmj0bixBFEaYzH9ae3vi1b2w72N+/3spnO+qZ\nCMMIH3z8gnrSynB8wn7erhphwpw9eXaOASMlVjZUnfPWBWXFKc9T+o8C+AsAcHh4eAPACMDz5P+P\nDw8Pf/nw8JBom/4YgG83uto1RViSxNcEZhKN3faw26OzGc4m4gcRt8aAYSCVuLUxxd7zlyPIF67F\nkitxLPOgkffLGtbbhlwplTguX0PqlWD//tMCiSNJz8pH7bMkjgCZwRJm4upXleLYPGY/j5t7A7w4\nnbXms5x7wZJ0iVxXV2SOQcm6kwGZoSgqPGhA7CMT9clVpTjqLfhWgdRzyRPmQ/Y3KSmO8+azslYN\n06jeV1UiTXDk958B8vzZRfASi4PqYA/Z2BEcVt2VYelFoNLwzSy0ToBnhfwsgIPDw8NfB/D/APiz\nAP7M4eHhn7x3794pgF8E8PcPDw9/E8AzlLBnVxlhFElPcATiQ0YUtTN0NIv/9H/7Bn7uq98R/neu\nH8Kpoa12FM9XyYKOAmB50FoJCcmnODIM/5p6Dxrx1xTG7HN4JU4TSeD2aDHFEVgu0Dw/ZBr0Yx9i\nkBbQglJoWqA1HFTtJNc+E/z+vVzMfha3rg0QIT0YqUQYRvD8cOmgY0qOnm8KEpCgorEFyJ3p4ytI\ncYxfT3w2XXXMfjshIXMhD5q8UAzSOBmsdYGWePJW5EF7UmMGGpCN2Ze/h0wlzEBbBXYFh1V3ew6a\nnOb0BnLAk+I4BfCnSv7+ZwD8jMyLWkeoCrcgN3GbcynCMMLTkynqvB3PE0/fA9TPV8liXsmgybkW\nMhuvcFB1ctAjSYFVg6pbYdBK57WxN2zCoO0UhIRMcyyU57MHUDuWgdNLN+0wChb65PBMDnBWzZlj\nPateimPZfJubJCjkaILbmbRLFSgaUg2kyXWdKdBK1p0MWIYubT8JghAaFKT0Gpowi+JVzGRrKySE\nhh3wMGgyUxwpg7ZeB/ksjBXPQXuayItFZqAB8sN3sphxzrfrGna24ufesSCD1sWYfZUM6Qbi6N4K\nWVOEYaTEeL+KQxWRiNXpksUDhsUfnHbNQ3EdeBUMGu0iuc0+86B0DlqS4uiXSxxpN1yhxLU0Zl8n\nB4kyBi1+MI0zyWgkAnuWYdCCMEQQRsz1YVvxqAWv5gMsf2CtG6VtWTo0AHPROWglkq+be/FB6NGL\ny1rXVOc6liWO8g7JMhCUpIfKgMzUSj+MYBi69D2+DoNWNZNN72DMvkUTK2UMquabg9Zl1E3wlAXC\noO0LMmiOwhRHMt9u7Rg0QYkjnQVas4GoEuSZ0ZUm3suOTYEmCWFUfBBvCtOU92DjBUk5rNNFKWNI\nykAlji1sDG4Fg+ZIYtBKmSk6B61C4kgHvKov0MokjmV+ltNLF4auYdhLD0yEQZtkCrQqaYdtxqMW\nSJEuOidmafh1zRhjXdNg20YNiSNb8nXrWlygPT5SH5JErtspiNkHuvPw9anEUZEHzRQvfliIFQwK\n9ndDF5b9kfdkMu4jo+WYfZ79XiZjRJo+VXPQugyTw9urEk9rROwDapUulEFbs8J7R3BYdd0GZBtI\nY/Y3DFoX0L0VsqaIwggqlDqWRGkILy6TAq2ODrnO/CqgXWq9yoNGZ3Ip9KBpmgZD1yoHVRNJ1cok\njhyHvdMLF+ORvcAuLM5Bi1FljiZr4DJJChNdR3nGrMkDsGcZwmwukRYWFZbXtnswDb2VWWjkupkM\nWkcKtIBK9RQyaJ6cgCU/iJRIzGMGTez6SLOOJYtue1C1w9FIsSQyRlPXh6FrnUgirQuDenvbvxc9\nP47YPxAYUE1gKWTQUmZ0vQrvNCSEL1St6vyxSqRnn248I152dG+FrCnikBB1DFqbhypyQPaDUOgh\nH0ZxOIEo8wGkh8k2UhyrGLQ2UhyBuCgjn+5KJY4Bu0AzKxi8KIpwejlfSHAE0ofsdJ5+n7zSUsLg\nChdomZ/XwPbo8MCRzKDpuoabe308PpooT2QlD9d8gWZSuXQ3uqOptFbNY8g2dUSQ09zwg1CJFNMy\nNWEGzedl0FSvMyEGTaLEcR6g75idmOVXF6bEz0MUT09miADc2BMv0GQFaBVhXT1ojmVg4JgCISH1\nFCJtgCiZuvKMeNmxKdAkQVlICNnI2yzQpinrIVIwNaHubYWduTxaT3FkrIvswXSVISFlB2XqQWN0\nei+nHvwgwni4OP+lKGafsMBlEkcgLdBENfrZgswym/mF6jBo6boqvu6b14aYuwF3p7UuZl78mefT\nVLvnQSuX9zaFJbEbHAQhTAWFpNEkxbFqNIfiw3+Z5zIPS6LEcTr3186nlEfq7W3/XiQBIQeCASFA\n2tRU0TCerWmKIxAnOfJKHF0/TBqI3WswUInjhkHrBDYFmiSEoZoCzUziids8VF0kDBog5glLGYT6\nDForEseK65Q1C4SwXqyUuuyfMz1oLciVwrIwk4p5PeShNB4tMmi2qcPQNUyzEscSCSCQeqZIg6BJ\nSEjTCOOeHRdoImwXZWYZv7utoBASbuPkvBydS3EsYW5lwJRYkMYSRzUNuCgSu7+pxJGxzvQWRnMA\nmYYEB4MmMxRj5vpUQr2uWOUcNDLqo4nEUYXSZV1DQoDYhzaZ+1yfi+uHjRuIqrBJcewWNgWaJISh\nGonjahi0TIEmcKOKpHrlYbcpcay4Tk3TYFt6KxJH+r9XOKiazqMqOIDqmgYt8zN5HJ3NAGBJ4qhp\nGnq2QR+6AA+DtihxrDuous6/zcOxTUSQ26BoKygkTXFkMGgdKdB8xTH7Nn2/zfcUVWNOyD0nUkSS\nZwGrYNQ0DbqmKZc4iswrlCXpC6MIs3mwdj6lPFaZ4kgSHG/siTNoKsO81jUkBAB2kgYlT5Kj59cb\nRdQGVDKkG4ijm6tkDaEqxXEVsqTLWTOJY705aN1JcQRiRk9WiiNrXZgcDFobkdlU4ljQ0dM0DYah\nMQvElEFzlv6u75iLKY6VHrRFiaPouIYso1Bn1EMWhM0TkTmmISFVDJraAm1eFbPfkYdvKnFUl+II\nyHm/fqgmJMSiHk/+a+Q5yOq6pn5QtUDYASkmmzYa526ACOvnU8ojTbVcBYOWSBxrMGimEY8gUeNB\nS0JC1jCdU2RYtecHtVRGbcCWpB7aQA42BZokhIpTHFtl0LISRwEWKR3A2PGQEK+6kLRNQ4oHrWy4\nLY8HLU1RVPf9l6VNAvEBmnWQOGYwaEBcoImkODq5kBDRcQ3ZFMc6ox6yIMOqZwKz0EghkGeuCEiB\n9lixxJEcdFgx+6uavZSHaomjzAItUBSznw5w5j+oE1/noOQgW9ZUkQWPo9FFYEpKLUwP8etdoPGM\nL1GFJ0dT7Izspf2BB7G6xNgwaDmQWWg8w6rdNWDQ5h1p4r3s6OYqWUOoCgmR6aPgRTYkREjiSAcw\nNonZb4NBq/bKyZI4lrGqCxJHRne+jZlGNGafcQA1dY15kGB50IA4yXE2D6jHLWVYGemZZp5Bqy9x\nbBphTA4vMwEGLTV/F//uvmNid8uRInGcewF+6zuPC9M9mYOqXzIPGvWSNny/URTBDyIlTJ9FvUj8\n1ziZBzANrTQFztDUM2jpPirgQWv4XZDi9KpIHNv2oHl+iKOzWa2AEALL1JUwLNN19qCRqP3z6gAo\nz6s3iqgNbBi0bqGbq2QNEUYRNIUetFXE7ANijFaT+R5tbgwend/Dvk7Has6ghVFUevjMMmhVQSKt\nSBxLroHJoJ2zGbSeE/u4iEzQqwjRIEVRXYnjAoPW8DBNDgli6z+oNH/f3BvgxdlcOCEyj//v65/i\nL//8u/i9954v/V2lxLErDJpiiSNZP033TnJ/qGXQ+K9xOq8OyWhD4iiS4qjrsS/Ob3hNpEBbe4nj\nilIcn51MEQE42BWXNxI4lq6kkUrZ0TVk0ESGVbs1RxG1AdvqVhPvZcemQJOEMGRL2ZpgNQxa3RRH\nfslLHk6NA3FdEPq+LMadyDiazB8LhBi0bsbsA/EhksmglUgcB7mo/cpB1cmfkwaBqAyEJJ4C4hH9\neVDJrUAh5flh5dq/mQSFPDluxqJ99OgcAPDZ82W55GxNPGi+wsIHkPd+04Ha6jxoIl4kngLN0JsX\nQ1Vw/Vj2yeu9Ng2tMYN2njybtvpWo9dZNVLJZ7sMGklwvNGgQLMtQ8mcrJnrQ9P4GNmugXrQKiSO\nYRTBD7rLoBl6nL68YdC6gW6ukjVEFEVQMW91NR60mhJHDm8XC3SCfRshIRxpk7ST1KBTGIblDFrW\nd1Y100hpzH6VB00vDwkZ9szCjiCdhUYZtIoCLSkoSE0s+hAzdB2kR7IKieM8YdDKcEtSUMiDJ3GB\nVlTouRUetK4UaMoljpIGcxPflIrrNGqEZ0zmPm1+sBAzaGq/Z9cTYwLMEi8rLy4mcYE2WvMCzagh\nbZUBEhByo6HEUYVHaeYG6NlGJ+Pnq7A9sKFrWqUHjT4DO1yE2paxmYPWEXR3lawZ1M1Ba5dBC6Mo\nFxLSzqBq09Cgae0waB6Hd4IyKA0Od5UMmsAcNLUMWvkBtOxgdXw2x3YBewakPhHCoKXrg+FBy8fC\n12DBSBHSeA5ajdAaz6/ujBIGrckstOncp1HZ5L+zWLsURxWdLaSHoKbv12+FQeO7Rj8I4fkhF4Om\n3oMWCLEdpqE1lvQR+fPWoHjPWRfomlYqHVcFsl80kTjaifxfZEYkD+IB5OsnbwTihsh4ZFemONIC\nTZGsWwZsS1fCkG4gju6ukjVCFEWIoEbiSJPXWjpUzeY+oig9rIt0UlyBuTh50HSoluagGbpWejCk\njF6D66kq2rPeG+YctBaGzlZ60AytsNPrByHOJy41SOdBDpEzKnEsj6HPr5s6hT558MmK2RcNCamS\nON7aGwJoNgvt02cX9H8/LXgdcs8yQ0I640ErD6dpCvJ+m7LyZO2r9KDxFi4TmuBYzaCpT3EUk2qZ\npt64QDufxiEMo8F6M2hAvO7b9qDRiP0mHjQzHq4ue30RBm1dsTNycHIxLy1cq2ZldgG2qbeiZNqg\nGpsCTQKIT0nloOq2DlUXibyRDF4US3GsL3EESDBHOymOVRskiUpvQvXL8KBRBk3h0FmukJCCh/HZ\nZXxYKvKfAWmBxitxZDE+IjBlMWhJJ1c0JKTqwLq77cA2dTxuIHG8/yQu0DQAZxOPMpQEc9eHhmUZ\nTecYNMJMqRpULWnoqk8HuatLceRlUmiKYRcYNE9snpOpswu06dzH2aQ6AY9IHNfdgwbETblVMGjj\nkd2IqbIkNC+LEBdo68mgAfGZyQ8iyvIWoapJ2QW01SjfoBrdXSVrhCoPTxOkDFo7GzkJCNnd6gEQ\nk/hRb1dNfbVt6i3NQas+SKex//WvJ6pIcTQ55qC16UErkzgWxUGfXMQHKpbEsceSODLWR/bPdU2r\nJSkjDY3mBZoYgxaGEYIwqvy9uqbh5t4Aj48ntQNo7if+s8O7OwBS4z/B3IsbEHn2lhys2vSzlqEq\nnKYpZCXgqpQ4moIMmkiBpppBc2sxaMXX9Fd+4V38xb/625WyOXL4vQoMmmmwx5eoQBhGODqbY39c\nnz0D0n1apk/JD0L4QbjWDNouR5Kj1yDpui3Yppo5dxuIo7urZI1A9lglHrSWY/bTAi3ebFxXJMWx\nfM5VFWRE2/MgZtDUF2hiHjR2giKgdl5O5aBqxhy008v4QcSSOOZTHKv091kGra6JmtwvTZPARFMc\nXYEE05vXBnC9EMdn1ZHMRbj/5AKmoeP737oOYDkoZO4FhcOyO8eg0Zh91SmODUNCiMRRQQNOtECb\nJAqHQW+1EscwihKJowiDxpb0ffZighdn88qGyPnEg65paz+oGiDe3vbuxdNLF2EU0Wd7XaTMtLxn\nNfner0KBRhqXRXArfNhdgG3q8BomWG8gB5sCTQKoxFHBOaPt2UUXs8UCTYhBExhcWgQSba8aPNIc\nGRLHqhTHBYkjqzjSWggJqUjTM43Yc5Bn8U4rJI69pZh9MsicFRKS/nndDmMaEtLsAZgyaH7FT8YQ\nmYAFrNUAACAASURBVAF4kyQ5HokHhfhBiIfPL3B7f4hb12I/25Oj5QKtaH0TD1VXPGh+S4Oqm77f\ndA6aCgZtPSWOhAkQaaSUMWgXibzxvELmeD71MOqbSpqhbaPtkBDC7DQu0OjMUnn7yIxzXXcZdFh1\nSZKjtyYSR6BZgvUGctDdVbJGUOlBo4eq1hi0eKPc244ljkIpjl6z7pBjJZ2bDkhzpDFoZSEhenWB\nRiWOCrtZ5LWZc9BokuTiGjxNOoXjEcuDRiSOix401mef/fO6BRpl0CTF7PNKbkUYNFJY1fGhPXox\ngR9EuHtjRGcZLUkcGWb7LjJohq4pi9W2JB0kUw9aBxg0epAtX2eqGTSy3p0aDFpexhiGEWUGzyZs\n/w4QF3KjNU9wJIil4+3di8fn8cxKWQxak4TjPK4Cg8YzrLppE7sNUAnrJslx5ejuKlkjUA+akhTH\nxDfS0kZOIvb3iMSxVopjfQYt+zoqwCvNcSRcSxhVSRwzHjSWxLGNmP1kbZVJHIHlLj954FelOE7d\nnMSRsT4sU4dG/3e9B7WsmH3y/fN60OoxaOIFGvGf3b2xhWvjHnRNW4rajyWOy5+foevQNa07BVpQ\nzjA3hS2JQSOePSUMmilWoJFmR1WKo6GpZdDcmgwasLyXTeY+yJ+cX7IZtCAMMZn5VyIgBCAetPVl\n0GQyLOQZsc4hIbscDFo6K7a7haiK73eDetgUaBJA9lhNSYrjahi03e1E4lhjDlrdw3HKWql7r7wx\nt2STaiZxLGdVeVIc2wgJqYo7JwfT/GHi2UlcoF0f9wr/Xd/Ox+yXFzFk1ELZz1SB3C+yCjReD5qI\n/5IUaHUYNJLgePdgC6ah4/pOb8GD5gchgjBirm8r8Rd0AUEYKfOfARnGMHcPR1GE3/jWIxydzbhe\nx6cSR5UMmlyJo65riKCOea8zUoXFFmZljWVJjpezuJC7CgEhQOwvXkuJo4JGKmmEVTHDXQZpVJaG\nhATrI3FU2SjfgA/dXSVrhJRBk//almCHtSkIgzYe2DB0TegmdTmLHxYcKklStzHQpMmKDdKRJHHk\nTXEsi7gH1Kc4amAzwOQQnZfjPD+dYnfLYX7fqcQxYdCSz7KMiSDyisYhIQ07lLquwbZ0zIQljtXX\n7dgGrm07tWahPXh6Dg3A7YNYJnmw28f5xKMSMdJQYUmFLFPvjActvj/UPYJIsZx/v999cIL/4Rf/\nAL/wW59wvQ6VOCq41tSDJjckhIQLqdo3RBhjAlYxSpqCQLnE8SpF7ANyBneL4Piiwx40KnFcXwat\n7xhwLKN0WPU6pDgOe/H9VVZobtAOurtK1giRQg+asaIUx2HfSuZhCEgcvWbdIaptV1igVUW956+l\n8aBq7pAQxqDqNiSOlWmTywcrEtl8kLBBRbBMA6ahpXPQgjCWMZZIgUlhVbfAImtPxgOwZxn8KY6C\nD96bewMcn8+XZpiVIYoi3H9ygYO9AT3I3NiNP/+nJ3GxR663SOIIxJ9PZ2L2g1CpxJHlufvOx0cA\nlsNVWKDz2jrgQRMJCQHU7Rt1Bu6yilEyfBpIZysW4SpF7ANxgy4Io8rRArJwfDaHBrYknRcqntNE\nZbHOHjRN07Cz5ZRLHBuqjNrAm69uAwDe+/R0xVeyQXdXyRpBpQctngfVXqftcuZD1zT0bAO2JTaX\nTMag6uzrqMCcFpEVEseGKY5RFCGMIprCWITs4ZR1+EsZNHWfSZXUjDJomWs4Op8hCCPcKCnQgLgj\nOs1IHKvDWZp5yOigagkmbMc2hENCeL0FN0kC4zE/i/b8dIbJ3MdrN0b0z0hQyJOj2Ic2p7MIGQWa\n0TEGrQWJY14F8J2PjgEAz06mS/+mCDRmX+kcNMkSR5L+qkhCNxdgjAnoe83t79nBvmUpjuTvRv2r\nEhKivvmWxfH5HFtDu/E6Jt+5zKbx9AqEhADA7sjG2cRjnte8NYjZf/t2PF/zuw9OVnwlG2wKNAkI\nFDJoQPxga41Bm3kY9k1omgbHFJtL5vkBLFOvXaiSjV+txJGPQWsqceRJ9uwSg1YuxVwOCXlxGvt3\nqgq0gWMuzEEzKwu0+HOvW6DRQdUSDtM92+QOCSH3Z9H8sSLQoBABHxr1n93Yon9GPn9S6JH1Xcag\ndcqD1gKDli0ILmcePn58BgA4OptzNb7UDqoWlDgm91JlSIji9Nc6ib30veb2smyBVsagnU+vlsTR\nEGRPAeCjR2eUARZBFEU4vpg3ljcC6Xcu8zlNxpn01jhmH0iTHFksWjpqprtH71Hfwqv7Q3zw2Wmr\nEtwNltHdVbJGUMmgAe36Ri6nHtUgC0scORiSMtSRTvzSP7iP/+h//G3uoZnpQbqKQWtmlKVrgjPF\nkRkSomnQNLUFWljhBTIKQkJIQMiNvWHpa/ccI5U4cqwPp6FEkRSAdX2QC9dixxJHHgkSLzNLQJgv\nXhYHyCQ4HqQM2kGOQSMHHYfRiTY7VKD5QajUg0bUB1lG/h9+cgzydYZRhCMOn4UfEgatGxJHy9Qr\ni0XVjR0RzyUBH4NW7UG7KhJHVjpuGX7u59/Ff/03viV8D1/OfHh+SJMGmyCNYVfhQesus8SDNMmx\nuNFQNWqmK3jn9g5cL8QnyTNng9Wg26tkTUCegevOoEVRhMuZj2E/7mI5li5UoHhe2Ehb7dRIcfzd\n7z7FJ0/Ocf/pBdfPzzkHRTZNcSRqwNJB1Rxz0MjfqU5xLC8kl7v8z0/jguBmBYPWt03M3QBhGMUD\nwqukpTZh0Oo9qL/42h5eu7lVeV086FkGwijiOjzzehsJtpPh3ueX5XOfsniQrPE7GQbt+rgHQ9dS\nD5pXzuR1ikEL1EocgXgdZd/vdz6O5Y3f88YeAL4COVDKoJGihe/+nsz9SvYMUB8ulMaF1yjQcnJt\nUngZulaa4kg9aFeEQaPpuJzF+dmliydHE3h+PKxeBDTBcVseg8bbFOVB6kFbcwaNFGiMxo/bcFZs\nW3j7zhjARua4amwKNAmIFKY4AomxvwUGbeYGCMJogUHzg2hpQDELrl99AC9DWhTxb/wkqvzBE74H\nFq80hzAQdWUcAQeruihxZP+c6qGzZGAwC0Ux+5RBu1ZRoCWHyZnrwwuqJY4ODQmptzV9+XAf/8G/\n8kOVHh0ekDUw5ZA5ij54SYFWdiDN45Mn5xiPbIyHqQfH0HVcH/cog0bWK1PiaOgII/57WiWCMFpI\nMlWBfEH67kdH6DsGvvL5AwB8BZraQdVE9sfPoPGs7ZRBU/M900HVQiEhxcUoKbxuXhvgYuIxr5mw\na1tXhEFL5a18e/sHD9PQho8eiTEbZGblngyJI7UiyGfQ+uvOoFUMqyZFbdVzcNV4J/GhvfdgExSy\nSnR7lawJqN9IlcSxJQaNROzTAk0wTtf1wkbaatHkxPOJi8skdvoBJ4OWHiyqGDQ5HjSemH1D10qT\nDVUzaGGFF4gmwuUYNE0Dru/0S1+bRO1P5j48TyAkpAMa/Z7ALDRRbwFhAcpCEbI4n7g4Pp/jtQx7\nRnCwO8DF1MNk5tGDTpkHDWgvFbYMQRiqZ9AMnR6Knp1M8fRkis/f3aXePZECTS2DJrdA6yaDVuy3\nu5h60DTg5u4AEYCLaXGy6QX1oF2NkBCDwSiy8F6mQPv40ZnQ7yIFQ9MER0CVB239Y/aBag/aukgc\n97Z7uD7u4b1PT5T5WDeoRrdXyZqAJxCiCUyznYGWZB4NlTgKskjNPWhissLsHKn7T/k6irxeIdOI\nvV91JY6EbSobXk4Op1WHVF3TaBCNCvic4wCy5v7npzPsbTmVh1Zi+r6YeojAIS2lg6pX30kl65+n\nQKPeRs7rNg0dw55ZOvcpCyLhvZPxnxHQJMfjKV3fLA9apwq0QG1ICBDvKeS9vpuEK3zx9T3s7xAP\nYPWwaipxVHCt5P7h8Rh7fgA/iDDgGOarOmY/9aA1H1R9kfiet0dE9lvctLiYurBMXcj31mWIJni+\n//AUmhbfwx8/FmXQ4oJBKoMm1YO2/jH7ALCTrOFjZkjIehRoAHB4ZweXMx+fPbtc9aW8tOj+KlkD\nkAbYujNoFwmDNqIMWnJA5fjdxKtT1zsEZGP2+QrCbALep08vuTo9vF4hTdPgWGIpllmQzjUPM1UV\nlLBqBi31SsTX4PkhTs7nuD4uZ8+ANG2OpLNVetAaShxlghQ5PMOq5zVmAG4P7dLUuiyIhLeIQcsm\nOVZKHDtSoIVhhAjl94cMWIZOD0XvJv6zL76+i52RDcvU8eyYg0ELicRRXYojTxz+ZJ7IwIQkjorn\noEkYVH0x9bA1sLA9KJf9nk88jPpWqdpgnWAWKBNY8PwQHz86x52DEV67sYWHzy6FrAAkDGenoymO\n03kA29KVNbnbQpUHjdw3Tc5JbeHtO0nc/qcbH9qqsPpT0BUAKQw0RZ+mZbbjG8kOqQYynTIBBqFJ\nd1M0xZEwaNfHPcy9gOuwJeIVsi2jdlIVT7InKcyq0uEMQ28hxZFf4nh0NkME4PpOr/K1SUf0NClE\nqgoYx242B00mRCSOddb/9sDG5ZTtucmCJjjeWGbQSJLj06MMg1biQQP4GBtRXEw9/MpvP+DyywYK\ni54srIRBC6MIf/DJMfa2HdzcG0DTNOzv9DkljupDQni+j0nSQBv0+As0VY0dOm+vTsx+5r2GUYTL\nqY9h38J24i1jFmhT78pE7APF3l4W7j85hx+EeOvVMV6/tYUwirhl/UBaMEiJ2VfEoPXXXN4IxN/p\n9sDCMSPFsU766apweGczD23V6P4qWQOojtkXTfqqC+LnGvZIiiNh0AQOqBJCQng9byQg5CtfuAEA\nXEmOIhukber1Q0I4PGhU4ljRNdQ1TdnAWaBa4pg/SDxLEhz3ORi0fo5Bq07PTBg0CTH5TeHYJOBE\nfkgIAGwN7VLPTRb3n16gZxuFnr9U4jhJPWglMfuAGgbt7/3+I/y1//c9fO0PnlT+LCl62mDQgjDC\nJ4/PcTH18MXX9ygDsz/uYTL3qfeWfa3qY/Z5WJSpAIOmXOLIOU8yiyKJ43TuI4wibPUtbA3Yyaae\nH2DuBlcmYh/ISMc5vvv3Po39Z2/dHuONm9sA4plovDg+n6PvmFI8Xqo8aOsubyTYGTk4OZ8Xjmdx\n/RCapn7fk4GD3T62hza+++CEa9TMBvKxKdAkIFIdEmKq63pnscyg8cfeu7Sj2iBmX9Dz9vhogmHP\nxBde3wWQsgxlSA8W1Q8Dx24uceSJr+eSOCrcICvnoJGY/YT1eJ74dq6Nqxm0tECL11Z1SEizQdUy\nQQ4Mc6+6gKozgJQyBhUyx7kX4NGLS9w9GBXuMddI1P7xlCvFEVBToBGJ9PsPqw+OAYcEWAaIlOj3\n3nsOIJY3EqQ+tHIWjTRHVEocPY4GDBn4LiJxVMWgkeAVMQZt+Tl2kXnmlCWbkibGVYnYB8Q8aCTB\nkTBoAPCxQJLj8flciv8MiNdWfr5gU0xdf+0DQgh2thzMvYA2VLKIg7KMtZDpapqGd+7s4OTCFZrX\nKYIoijbFXwlWfwq6AlB92KAPccW+kaUURxrawc+gNTlY084cx/v0gxDPTqa4eW1AgxN4JB8ihaRt\nGo1DQsqlg0mKY1VIiOqY/YqwhlTimGPQKhIcAVDZCjl0VWnvP393B2++so03X9muvnDF6CkMCQFQ\n6bkhePjsElG0OP8sC0PXcX2nvxgSsgIPGjmQZOPAWQiCdiSO5D7/5vtJgfbaHv073qAQlQyapmkw\ndI2TQeMv0Npi0EQaEkV+OzIDbStboBU0LEjaKWHZrgLSz6P8u4+iCO8/PMXOyMa17R5u7A3Qsw18\n/JiPQZu7ASZzX4q8kcA26zcv84hnZIZXhkHbLUlydP2gE81HXrxzm8xDkx+3P5n5+PP/zW/g//61\n96W/9lXB+qyUDiP1oKll0FTPQsunOIpIGep4EvIg0fc8B+JnJ1MEYYSbewNsD2zsbjl8BZovwKBZ\n8fy5Ol1oHtkreUBXeVtUhoREUYQw4gwJSa7hxWl8oL3OxaDFnzOvxPHujS38e3/mB3Gw23zQdFOQ\nIocnJITcIyIH1q1heWodQZn/jODGbh8XUw9HZ/GhoDLFUcFeQobNfvrsghYTLJC1pCIZMQvyfu8/\nvcCdgxEtAgB+Bo160BTNbDNNnc+DlnymfIOq42tVFrNfoyFRxqCNMh6084Jk0zRi/+owaOQ7qmLQ\nnp/OcHrp4q1Xx9A0Dbqm4fWbW3j8YlJ5nwFpoqCMgBAC29KlMWh0BpqE2ZVdAAkKKUpy9PxwvQo0\nhT6056dTnE88/Oa3PpP+2lcF67NSOow0xVHN66uUJWVBGDQiI3EEJI6UQZMxB43D80YCQm5dGwKI\n48ePz+eVc6WoB42HQRMMLcmCS+LI60FTyKDxjIjIeyWencxgGhrXA59KHCckxXF9thwRBs31Q5iG\nJiRzTkMRyj1QxFt596CYQQPSoBDSpFgJg5Z8TlFUPaeJjGxQPgcts96+5/W9hb/bT0JuKiWOoToG\nDYiLVK4Uxxl/gaY6xbFOQyKfBgssShz7jglD1xgSx+TZ9BJ60N6n/rMd+mev39xGBD5Z//GZvCHV\nBDIZtKsSsU9AGbSCJEev4SiitnF7f4S+YypJciT72YcPz1aeKtxVrM9K6TDamIMGtMGgedCQHqrT\ntCa+AyrQ7ABuGjoMXeMqCEmBdjOJGOeVOXoCHrS0YBT/3HkGVRuZQdVl0BUyaKm/pvo6yc8+P53i\n2naPqxghc9BOL/gYtC6BxuxzhoSIsseEzalqKjx6fgkNwCvXh8yfuZEwjpO5D13TmMWERQOHVEgc\n027++xUyRypxVMRKEWTX2xff2F34u+ucDBo5PKiSY/IyaJ2SOPohTEMXakiYJvHbLTNoW0l8Pmv0\nBGHVrqQHrSLF9f2M/4yA+NA+4vChyYzYJ7AtnTvMqwpTOqT6ahRoNGq/UOLYbBRR29B1DW/fHuPp\n8ZQ5fLsuyH7mByFXo+FlxPqcljqMSHGKY3sMmo9Bz6TvQ4RB8moMLi2Cbelcv48kOJIC7W7iz7n/\npLxAmwswaI7J78HLIxAJCamK2VfIoFGvXNk4ACM97M1cH+cTj0veCAD95KFLAmjWqkCzBAo0PxBm\nj6kHrULieHw+x3Yyt4sFkuQIxKMKWCZ0lRLH6dwH+bUffFbOoAUtMWikaDYNDW9nGAgg/n7HQ5uD\nQSMx++r2d9keNLKHq5M4BsLNOJM2eopDQoD4niiSOFIP2lUq0HLeXhbef3gKy9QXJM6v34o9ujw+\nNHKwlsqgWYZEiSNh0K6KxDEZVl3IoAVrEbGfhSqZ4yTT0Kt6XrysWK+V0lGELaU4qmbQLmYefVAC\nYhJHahpveAC3OYdDPzqaQNc0Ku1KGbTyTozIddqCqZJZiEgcq7wtKj1oPIUkOUj4QYjnxH/GERAC\npIdJcvVdiM/nBTkw8IbkiB5YtzgKtCiKcHQ+x+6o/HB1sJd69ljyRkC9xHFrYGN/p4cPHp6WJo8G\nLcXsE/XB27d3Cj+X/d0+XpzOS/fWNCREzePSMHSxFEeOOWiqGTTPC4UPmmZBc4AyaIl0cWtoYe4F\nS7LiVOJ4lUJCqp/r07mPT59d4I1b2wvrb3/cw7BnciU5UgatYg8RgW3W92fnQRpgPWd9ng1l2N/p\nQwPw2fPLhT8Pwwh+EK2VxBEA3kkaW+9JDgrJFmgffiY/hOQqYL1WSkdB9ihlEscWGLSIDAztpQUa\nlTgKpDg23Xwck68z9/jFBNd3evSzOdjpw7GMaolj0vnlibl1TP4CNQ9a+JT8GpMzxZHE7KuIow0p\nk1ESs58JCSER+7wMmmnoC8WwpTi1TyYcgUHVrhcIF599x4BpaKUetMuZDz8IKxPYrm079FBeXqDF\nf6diL5nNffRtA2++OsblzMeTRIZchDQkpB2JYzZeP4v9cR9hUgSzoHpmm2XwpTiKhITQmH1FEdZz\nX3y9l6U4Zhk0YDnZNBsmclWQVSaw8OFnZ4iiRXkjEKd/vn5rG09PpvSzYYF4ofa2+fZsHoj4xasw\nmxOJ49Vg0PqOiVeuD/HRo/OFAjZNul6vQvT1W1uwTB33JDNo04UCbcOgFWF9TksdRshxGG+CovQr\n2XD9EH4Q0gRHIC1QeBiEeY25OEWwLb3yQHwx9XAx9XArwxrouobbB0M8ejEpPXy6Xsh9sBAZM5AH\nLXwkzEFTafjnGweQZdD4I/YJ+hlvwVpJHO34WokEpwxuDQZN0zRsDexSD9pRYvCvKtAMXaffSWmB\nprDZM3V99BwTb74SHybLfGgkeEO1xPELd3dx98YIP5wMs8+DJygkCEIYuqZsdlHMoIlIHKv3r/Tw\nr+aZEc9zEmTQGCmOGoBhwgqyCjQie9y6QiEhPHPQivxnBK/fjGX9nzwuZ9GOzuewTJ1+xjJAvnsZ\nPrSrFhICAJ97ZRtzL8DDDIsmElDWJZiGjjdf2cbDZxc0SE4GyH62M3LipFLJHrergPVaKR1FWzH7\nKhk04hEaFTJoHCmOkiSOjmVUduVoQMi1xSj2OwdbCMJoSVqQxdzjn0OSSjxrFGgC6Yg8ISGAGj8J\nPShzxuxTieNYoEDLdPzXSX9v6DH7V1Wgh1GUxCeLHzC2B3bpHDTiY+CZYUTkvnbJQUeVBy0IQ7he\niL5t0MPkByUDq1WzUgRv3R7jP/xXv8KU5PJE7ftBROV5KhB70DhSHOc+HMvgClYx2vCgCTNoxR60\nQc+k72lrmETtXy4eBC+mXsI4r8/+UQWeOWikQHvz1eW5kG9w+tBOEom0zAaDVAbtisXsA3GBBixK\n92QkXa8K79zZQQTgvU/lSRFJgfalw30AGxatCOu3UjqIkCNooQlkedDe//QU/+X/+c3CLshlEnma\nlTg6Apsw7Q413Hxsy4AfRKWd30cv4gLs5t5igXY38aHdL/Gheb4Ig1Y/xTFlpqqlg1XhA2RdqWDQ\nuLxyGTM7OcjyShyBNMkRWC+JIxDfA1UhIVTeW2Ptbw9tuF7IZI2PqcG/+vMmSY69FXjQsoes2wdD\n2JaOD0p8BTyNgTbAVaCFodJ5baYRhwBVyRGnc5+LPQMyrDtH4SeKul4ass95/mLMfla2WCZxvEry\nRiDd/1nP9TCM8OFnp7i5Nygc0E0YtLIkRz8IcXbpSh1SDWwYtCp8LlERZMMvaIG2Zs9AAHgzabrd\nr2BrRUBi9r98eABgExRShPVbKR0EzyG3CWTJkn7x73+C3//wBb794dHS36VpWlm2Q3wOWmOJI8fG\nn4/YJ7iTpFw9KElydP2ApjNWXovA4Ow8eNYEea9VzItKPwmXxJHM6wnjkBDb0oWkRgsSxzUKCQHi\nQ0MVg9Zk7aez0IpZtOMz/ojsG3scEkfS7JFcoGUTBg1dx+dubeOzZ5f0IZxHOt5htY+gtECbMX/G\nDyKlzA2VulV8J9N5wM0y0KaKgj3DrZnYmzLx8fuMomi5QBsuB+dEUYTziYdR/+oEhADZ8KXi7+jh\n80tM50GhvBGIWfXtoV3KoJ1euIjAx8CLQCaDNqUetPV6NpTh1etDOJaBjzJFhyvpjLQKEP9i0fDt\nuqAM2jsH0LAJCinCpkCTANUpjukctPoP2+ncx7c/iguzoiANInHMMmjkMMfjwXIl0fc2h6yQROyT\nIdUEt6+PoKF8FprrhdzXKMIg5sHjS9wZOfiX/vjb+LGv3Cl9LZWJbDwFWlaa9Px0iv1xX0gu019j\nBq1nG5UFOlmrdRi0rYIDaRbHAhHZVOK4Ag8aMfr3E6P/m6+OEQH48FHxQzcNCVktgzZOxhdUedBU\nRewDfF6kKIowmflcASGAWll03cTefNjVzA0QhFElgzZzA/hBeKX8Z0D1HDTqP7tdXKBpmoY3bm7h\n6GyOU9b+ISCRFoGI/aEKVy1mH4jvvzdubeGz55e0ECHniHWUOO4mowOKhm/XxWQewDQ07Gw5uFUQ\nqrLBpkCTArKmNEWfpoxD1bc/OqJSiiIJIJE9Zhm0dHA0R4qjJ6c7RJPzSt7r46MJBo659MB2bAM3\n9ga4//SiMPHQD0IEYcR9jbaEFMcqCdc/9UN36Aw3FlQetkQkjmeXHqbzQEjeCKyvBw2I11SVxLHJ\nkHaWpIvgWGDI7Gs3tjBwTDpyogipB6155zuLKTlkJRI8EhTC8qGlc9BWux50TcP1cQ/PSz1oodLr\nJMVfmYTd9UKEUcQVsQ+obeq4NQOhzFxq4XlBMiPZ07Oz0K5igiOQbXwVf0fvf0r8Z8UFGpCZh/ao\n+D47OucLGRIFUX1I9aBdIQYNAN54ZRsRgI+S7yY9I63XMxCIn+G2pePkonxmpwhiyXa8nxWFqmyw\nKdCkIGVLVDFoiXa/gQft6999Fr+WoRdKAIs8aEBcMM155qBJSiiqivYPwhBPj6e4eW1QyOLcvTHC\ndO7jxemyZEl0FIAjIcVRhuyV+NjUhIRUx52Tg8ST45i55J2BRtDPdEbXKcURiP1cQRhVJIMmndEa\nzYmiA2kWx+dzDHtmqWwxfS0bP/Pn/gh+/IfvMn9GlQctP0SZhBp8wEhyJMEIq/agAbHM8XLmMxPK\nWpM4luzvIhH7QDsMmvActFyjkQZTDbIF2jKjfFULtGw6bhHef3iCYc/ErVwYVhbEh/Yxwxt0oohB\nc6R60MgctKvDoAFpk4qEX1CV0Zo9A4GYrd0ZOVIljpN5qgh4MwlVKfMtv4xYv5XSQSgfVM3pUWDB\n80N88/3nuLbdw/e+sYfTS3dJEkEljrmHoG3pXAyarM2HyLNYRdHzkxmCMFrynxGkA6uXi1DKdIiG\nhChKceQFfZArLNB4GLSnx+IBIQDQ72Vj9terS+pwDKtuGhIClEgcz+dCh6uqhD9VMxWn88Uu+NbA\nxo3dPj747KzQO8nLMLeBg6Th8JzhQwuUh4TwDSwG+JPuVDZ16nou07Ch+N+TpkS28LJMHX3HXBg9\ncRUj9oGMt7eAQbuceXh2MsMbr2yXnisIg/YRk0EjBZq8GWiAbA/a1QsJAbJJjgmDJmkU0aqwIXT5\nrQAAIABJREFUM3Jwfuk2DqsjyDJo+WJ2gxibAk0CIsUhIWbDaOw/+OQYMzfAlw/3MwXMYseNShxz\nEhrbMuiMszKkPhw5EkdWZ+4RIyCE4M5B3FG8X1SgCXqFREJS8pB5AFUas5+sKZ5xAOQ9iUTsA4sM\n2rrJO8h6LJuFRtdVzZh9oFjiOJ37mM59LnkjL5QxaFTimH7Xb746xnTu41GBbCWVOK6+QCNBIU8Z\nMkc/iFqSOLLvb/ECTZ3EcV7Tc6lpGkxDh5e8z0sGM7Y9tBeGt19M43ujKMlwnVE0doCANGyqvKfj\noY29bQcfPz4vlPWfXKhh0CzJDJppaFdqhAIQFzR72w4+/OwUURStdcw+EK+hCOxmogj8IITnh3Q/\ne+X6EI5tbAq0HNZzpXQM5BnYVQbt6999CgD4gXf2mQzT5TSROPaXJY4iKY7NGbRyiWMaEFJcoN1N\nkhzvP1mWfIimKHVH4qg+Zr+MIcjLH8lwX14sxOyvWYFGurplQSGNPGgJg1YkcTwRCAjhhao5aPmQ\nECD1zhTFJ6cSx9Wvh6qofb+1kBD5EkcVe4aoVDwL09BSBo1VoA0snE9cujddFDBtVwFpSMjydzRh\nWA6K8MbNbZxdutSvmsXR+Ry6pmE8lFvcNpkRmsfM9a9UQEgWn3tljLOJhxens0bPiS5gJwkKkSFz\nzO9nuh4H3jx6zk7+fRmxniulY0jlbGpev8mhKgwjfOO959geWHjr1TEtYPI+NDaD1rLE0SyXOD4+\nKp6BRjAe2tgaWMUSx7oMWg0ZRyDRl6iUQRMYqE0gzKAlwRGa1g1JmwicpECbldwDotLZLIhsq6gr\nSQNCRvIKNEPXoEGlBy39DEg8+PsFPrS2BlXzgDQcigq0MIwQRWjJg7YeDFoTz2XMoMVrj+Ut2x7Y\niCLgInkmsQq5dYdRMqiaPI8HHKEwbycpj7+b+MyzODmfYzyypat7yDNUxj4yc4MrJ28k+Nwt4q06\nyzSx1/O9kufQyXlzBm2aFGHZ0COS/PtRxeD1lwmbAk0CZB7Gi9CEQXv/4SnOJx6+9PY+dF3D9Z0+\neraxVMBcTOMhqPmOtm3GIQlVumPPD2CZeuPPoEri+PjFBJoGHOwWF2iapuHuwQjPT2eY5Ez/olK0\nJimOoUSJo6FU4lgtNcu+h2HP5Do0ZEFYFds0hOL5uwAy9LmUQaMH1jqMgo6BYxZKHEmBRmbQyICm\nabBMXZqPgIBIHLMFxKvXh+jZRmFQSJckjtdLGDTyOam8ThICtTYhIclzyKkh1YoZtIQZYxReZPTE\nedK0uKoeNKJMKPagFStaivCHv/cmDF3Dr33j4YLMMYwiYQ8rL6yKRqoIrjaDlvrQaMz+mjJoZB2d\nKGDQgMxnxQiWehmxniulY+iyB+1378VdtR94Zx9AXETePhjh0YsJNa0CcceuSE5RVTARuH4ohbqn\nEkcGa/X4aILr417pJncnia3PF6GiYQ52E4mjxJAQlXIlWkiWFE6aptEi7ZpgQAiQHtrX8cHkcEgc\nm4SEAPGB9LwlBg2IvwdVc9CyctZ4FtA2Hr2Y0MM4ARlW3AWJo2MZGA9tRoFWnXLaFOlBXWZIiMoU\nR9UMGhne7pX+3LqDeg8L5qAVzSVlYXtg4wc/f4BHLyb47oMT+ufnEw9BGCkp0NLndLN9xPNDTOcB\nRv2rWaC9dnMLhq7hw0enax2zD2QYNAkFWtF+9rlX2JL4lxXruVI6BuUpjjWN/VEU4evffYa+Y+AL\nr+3SP797MEIYRQszJy5nXmG3rqpgInC9QMoBvCzF8XLm4WziLQ2ozuO1pED7MJdsNRec1SYyBy6P\ntWHQOJsL5Br2BeWNwHoXaD0eiWODkBAg8dxMvaXvlzJokg9YpoICjTJoOakSkTnmzd+ERVHp7RLB\n/k4fL07ntHAkIIdnpR40U6RA41tj5FmkZg5a/YaEaehU0sdKDk59mXHT4mLiQgNfsbJOKJuDlo69\n4StcfuRL/397bx7myHmd9761YGugAfQ607MPZ6kZLkOKw52URImUJcrWI8uSnNiOLTmyE1tKrpTc\nxMm1I8eOs9pPrnLj+EnudRQnsuw4dvLItrxIshTTokWLoihq41IzJGc4S/dMr+hGY0dV3T+qvqoC\nUIUuAFVAFXB+/5DTjUZXo4Cq73zve95zAADw5DeXza+ZEfs+b/AAQMK41jUGDAnZLnmf8xhFEjEB\nhxYyeP3GrqkaRTfF0b9h1U4FWi4dx3wuideWdxwDbyaR6K2YQoifaokTZjR2jwralZu72Nip4tyJ\n+ZbFMQsKuWL0oTWaCuoNFRmHm4HXqHldQRv8wtNNsWMBIW79Z4zTh/MAAPlKoeXrpsWgh4VF3OMc\nuHa8Fj5esPpJ/F1U68/pbWAw+/58jwEhgLVoj+LOoRcFbdDm72y6teeGwQq0mazPCppNxfCLqhmV\n3XoNOWH2obV+Fps+bmD4wUI+CVXTsLnTuvhgtvJR96Cxxvkpj0UKs2QGY3Hsf0PCnuJYLDeQSggd\nry1LNmWjYIoVffMwqPvrqOB5DhznXJhbPeHezvfpw3kszU3h6y+vmv2s5pBqn68fgM1dMmDM/rYx\n+DifHs8CDdCte01FNTeMo7hRCfiroJnXszZHwC0HstitNFwDm+xcW93Fz/zHp/HC5U1Pv9Np3EvY\nieY7JWSwdXPYetBY0/B5w97IOMIsgEaB1s3vnjC95nv0oDVUX+Jju6U43tgjYp8xM53AvpkULlwt\ntBQ1TDVI9LCwSHgMSWnHz+HlQ7E4elTQeg0IAaxG4CjemJIx/dirXgq0PkdMsAVpu81xq1hDXOQ9\n9x15JQiLY7mmQBT4jnN88mAOAs/hhUtbLV83LY4hidZ2S3JsDqFXzorZ909BC3JTp9HnoGqgNcWx\nVG042hat4e2GglZpjF3/GUMUeOcetEpvChrHcXj0DQehqBq+8p0VAMEqaDHR28btXhSMAi2XGa8R\nCnZYb9Ulw0XQrxV+1MRjAtJJEVu7PoSEuFi2T/Rgc/zs05exvl3FC5f2LtB+50sX8fH//EzklLlo\nvlNCBqvMuYBeTZ7Xe4B63fV+/sIaRIHH7bfMtnz94HwaHGfNQuvmd98r9p7hVw9aokswh9cCDQDO\nHJ1Bta6YKiHQ3/wer3Pg2vFzDlqQFsem2QvU/TjZIrLXiH3AsglGMb3KVNA8WBz7LUCn23puGFvF\nKmamE74HqwTSg1ZvOhYPU0kRpw7lcHllpyWpUglRiiPgXqCxYmI4Clq3Ak1/j4UhZp9dD/vZkBBF\nXb3VNA3FsnOBZg1vb0DVNOxWnB83DtgLVjss4MpLSAjjodv3Iy7y+ItvLutqcDGYGWiAFRAz6Bw0\nZnGchAKNfRajuFHJyGcSvlgcrZCQ1muIFRTSvUBbLVTwdVkfH7W+Xd3z9714ecv8PESJ6L5TQoSf\naokbosij2fR+s72xWcb19RJuPz7bYTuKxwTsn53C1bVdaMYNEADSDo26XuadqJqe8uiHxbFbMIdp\ncXSZgWZHOqLbHF++Yu3c9xNzGxe9zYFrJ2ohIXv3oBkWxz4UNIHn8cZzS3jg1n29H+CIMXvQugyq\nHmQuFGBfkFoFTFNRsVNuBJTAFkAPWq3ZMgPNzh0n5qAB+M5rG+bX/NzA8AO3YdVDCQnxMKi67GIh\ndYOF/gQTEjLAHDSeg6bpinRTUZFJdS7M2UDqYrmOcrUJTRu/gBCGwPOOc9BK1SZ4juspfj6djOG+\ns/uwWqjgpctbloIWSEiI0YM2oMWxMAEWx32zUy0bK1HcqGTkpxMo15oDp3eyDadUm0J8ZN80RIHD\nhWuFrmrXn33tKti3N/Yo0DRNw8ZOBfO5ZORSpKlAA7BeqOBrL93s++eDDgkBeu8b+caF1vTGdg4v\nZlCpKVjfrtoakp0UtL0tjmbh44N0n+gye2xls4xUQvA0dPPMET0U5eXXrd4XVmT2Eg+diA9ocfRD\nQQtwseV1ocwsXv2kOALAj7/zLN527+G+fnaUJHqI2R/U4miP2g9ycRUTeCiq5uv7qVJXkHSx3527\nZQ5AW4GmhNXi2HqzH0rMPusx7lI0V2pNJOOC5+uJuakTgKWnMaCCBlh9LE7pfemkCIHnsFOumzbH\ncbU4CgLn2oM2lRR7XlA++oaDAIAnn78eqIImGP1ztQE3etj7YFxDQgB9XciUISCavdgMMyhkwD60\ncs2Y89fmCIiJPG49Nourq7v4utw51w/QLc9PfWcZs9kE5nNJbOx0L9DKtSYqNQXzPo6rGRbRfaf4\nyJ8+cwX/6Q9ewOYeJ9oNjfWgBbgbHBN5zz1oL7++hS987Qp4jsNdp+YdH8P60K7c3PVmceyyUzZo\nil3r73O2ONbqCm5ulnFgLu3pppXPJLB/dgoXrll9aObObw8LC69z4NrxUyEIUkHzepwLuSQOLqTN\ngmVS8JTiOKCC1t5zA8C2uPL/psJ2cP0KClFVDbW64mq/OzCfxlw2ge++tml+FplqIIZEQctl4oiJ\nPNa22i2OwduSrDS/LnPQqs2e5g8GG7M/iIJmFGhFVqB1brZxHIfpqRiKpYYtYn88LXAiz7sMqm56\n7j+zc3xpGkf2ZfD8xXVcW9tFJhULRLHhOA7xmDBwDxoLCfGy6Rpl7AVa1C2OwOBJjqaC5nDP+KHH\nTkEUePz2n13omGULAP/7G9dQb6j4nnsOYyGfwk6p3vV9uG5suvXj/hk10X2n+Aj7wGw7zCLygqWg\n+XZIHYjC3j1oqqbhs1+5hF/5nedRqjbxw2875WoNOWIkOV5dLdpCQtwtjt0k7UEtXnbcLI4Xrxeg\nqBpOG9ZFL5w5kketruDyDb3Xrp9BkV7nwLXjp+3VXGwFsBvuVen78HvuwD/+kbt9//1hp5c5aP0u\nhOw9Nwy2QxmUxRHofWyHGyxAxc1+x3Eczp2YR7nWxKtGb0HYetB4jsORfRlcWS12WE2BYI/TS0pv\npdb0PAMNCHZTZ5BQHEtB019jt/lX2ak4tst17JbHcwYaQxS4Dmurpmkou4y92QuO4/DoXQehGj1+\nQVw/GAkfrNLbuzUkYkJP7+0owgo0nuMC7WcNGmtY9WBBId3mOu6bncK7Hj6G7VId//PJV1u+V28o\n+NJz15BKiHjjnQdMR083FY31qPXr/hkl0X2n+Ai7ELYPU/WKn5HqbsREoevFcKdcxyd+91v4zFOX\nkM8k8I9+5G689e5Dro8/bBZou10jfd0ULTt1c4E6+NtJ4HmIQufssZde13vJ7PPc9kIybI4sbr8v\nBa3PYdVKRHrQLAWt+7lLJcSxm0PkBVagd0tx7Cd8xk773CcAZtx7NAq0vRMG7zih2xy//apucwxb\niiMA3CstQtOs9FvAPgct+B40p3lYgL5gr9R7K9DY5znYQdX9pTgCNovjlLNyMp2Oo1ZXzIXXuFoc\nRcNubKfeUNFUtJ4UUzv337rP3FgKskCLiYMraIVSfawDQhhsCLMfbSCjhCloWwMqaOVaE3GRd72u\nPnH/ERycT+PJby7j4jWrTeXp795AsdzAW+8+iFRCxLyHAm1jW3dFzFOBFk2mByzQgp6DBnRX0C5c\nLeAXf+NZvHBpE3fcModf+PF7zQGxbuQyCWTT8VaLo9OganHvFEc/LY7sedp73l5+fQsCz+HUwd4U\nNMAKCrHm9/SW4mj/Wa/4O6jafaDpoIQtrCFsiIK+YbCXgjzIzuhUwuq5YWwF2D/CFsl+WRzZbmiy\nSwFx9sgMRIG3FWjBx9f3yj1nFgEAz9r6kc2QkCGkOLqdj2pdgaZ5T3AE7DH7wSlo/RVo+s9smT1o\nzoVX1ijIVoxgqHEt0Jx60NiGaabPDbFUQsSDt+0HEGyBFo/xfc0IZSiqimKpjvyY2xsB/X1+cCEd\neSunX7PQKtVmR0CIHVHg8YF3nAEA/LfPyWgqKlRVw+e/dgWiwOGx87r4MGf0lXVLcmTf62eG66gZ\nb13ZI5kBCzRtCCmObj1o1XoTn/i9b6HRUPHeN9+CJx446vk4Di9m8MKlTTNautugai8WR792h+Jt\ns8fK1QYu3yji1MGcuTPohVwmgaW5KVy8uo2motp6J3qYg9Yl9r8bvoaEBGhxZP0P4zYE1k+ScXGP\nQdXKQLNtWM+N3Vq3FajFkSWw+VSgGa+NW4ojoFtFzxzN47uvbWJzp2puNoSlBw0AZrNJnDyUg3yl\ngMJuDflMwhZmErzF0W0DppsdyI1ALY4NBTGR7+t+x/5W0+LoskhjqvLyekl/3Lj2oDnMQSuZQ8n7\nX549fv4QnnnxBk4d6r5ROwjxmIBGs/+F+k6pAQ3jHRBi56PvPeeY2BklLIvj4AraXpsuJw/l8Ogb\nDuLJ56/jT5+5ggNzadzcquCN55bMQtFU0LwUaNSDFk2YclQaVEELOMVRUbWORfr6dhW1uoJHzi3h\nex881tMxsD60i9e3AQBTDjt2Vqri3hZHv9KJEm2zx+SrBWiaPtusV6QjM6g1FLx+o2gpaL3MQYv3\nZ3E0FbSwD6rWSEHbi0RM6D6oujH4DMDsVLxlDtpWsQqB58yERz/pd/C9G16HKLM0x2+/tuHZWjts\n7juzCA3Ac0aC2HAUtO6KpjUzKBwhIY0BZl56tTiy9/3yhlGgjamCJvL6HDR7pHi30C6vHJhP41c/\n9iY8dPvSwMfoRlzUN1L7Hf7L3gO5MY7YtzOfT3ma4RpmsukYOAwWEqJpmuee2ve9+Rbk0nF89iuX\n8ZmnXgMAvP2+I+b3mYK2Vw9aIi70FbozasJ1dxwRTEEr9l2g6f8N1OIoOi+qmBWqnwZI1odWb6hI\nxARHy4qXHqxBYped0NOhrL+zn/4zht3mWO/DimYpaKPrQQtysRW2sIYwkowLe77/B01KYz037PcU\nijXkMvFAril+96BVPM7oOmf0oX3n1Q1bD1q43nfnpUVwgDl2hdnPglT69kpx7EdBY/tCgQyqbih9\nX+tNBa3Y3eJozULT78nTYxoSIgg8NLS6I6zQrsH+5iA3jAH9Pq2h+4D1brAEx/wE9KCNCwLPI5uO\nDxQS0miqUFTN0/VsKhnDD7/tNJqKiuX1Eu46OY8D82nz+zPZBHiOc7U4RnkGGkAFGgDrJtG3gmZa\nHH07pA5iLn0KrECb7cMmcNiI2gecExwBe0hIdwUB8C8+tt3i+PLrW4iLvNlo2wssKOTlKwXUG71b\n0byEpDjhp8VxKCEhIVsoh4lEvLuCVmuoA1kcAUsxKJbrUFUNhd16YP0jZoHmUw8ae232UtAWZ6aw\nf3YKL17eMi2jYdsYmJlO4PThPC5e28ZWsWZ+PgJV0PY4H14VSjscx0HgucAUtH6v9R0WR7cUx7RV\nnAh8bwObowR7Pew2Ryu0K9w7/mZ/ep8bPYWSoaBRgRYp8tMJFHZrfSunvToC7pEWcKexufeO+4+0\nfE/gecxMx10tjlGegQZQgQZg8B40tvvFBTwHDehU0Njstn4Wc/tnU+YNws1O4SVmvp/wjW4kYtbs\nsZ1SHdfWSjh1KNfXoiCXjut9aNcKqNZ63/lN9JviGECBFsRiy89xAONKIiagqaiuO8W65WuwBSRb\nkBbLDeyU61BUDTOZgAs0vy2OeyhogK6i1Rr66Aue40K5q3nvWSMs5OXV4QyqZhswLj1o/VgcAf26\n4femjqZpKFUbfRcPzOLYVJhrw/lzM22zPmamYqF8n/iBleBpfRbLTEELeWpuv5uXDKai5gO6zhHB\nMJNJoN5UzetSr/TqCOA4Dj/17tvx8Q/cg9OHO0Pi5rJJFHZrjvfnKM9AA6hAA6AvWBIxof8CbQiL\nXDPpy8Xi2E+BJvA8Di3ocrGb1cRTiqPZg+ZfiiOgz55iCYz99J8xzhyZQb2hYrVQ6bmI9KIgOuFv\niiNT0PxZUNuhFMe9Ybv3TkW6pmmoN5WBA3KYgrZTqts+08Hs+sVcriX90ssNl8XtK6oWWtX2vLQI\njgOeffnmcHrQ9lLQqr1bHAEEoqBV6wqaitZSQPVCzPY6dpttZu+9HFd7I2Bdd50UtEFCQoaBl7VB\nN9jc2RwVaJGChbq49aHd3CrjhUubrj/fz4ZTIi7g+FLW8XtzuRQ0Ddh0OJ4oz0ADqEAzyaTE/lMc\nWQ9awCmOgLvFsV87FOtDc9sR9dSDFoDFkf3Ol1/3oUCz/WyvClrcQ0iKE4EMqg7U4kiXAje6Datu\nKho0TR/aOgjTjgVa0BbHwWYYMSyL49433NOH8ubrGdZNgVw6jjNHZvDq9R2sbukx72KgClr3FEdz\nQdPjgl3gOd83ddisvn6LJsFrgWazOPZbDEYBy+JonSe/etCCpt97I4N60KIJO19ufWif+pyMf/d7\n3zI37toxN/R82oCY65LkGOUZaAAVaCaZVNyHQdV+HlEr3RS0qYS4Z4O+G0eMPjS3m4E5OLpriuNg\ng3rbsYYDN/HS61tIxgUc2z+9x0+5I9lk8V6LSGZx7DckxF8FLYgCjWL29yLZZVg1C8gZNCSELUh3\nykMs0PwOCfHQIxUTedxqbJiEtUADgHuNmWhfe2kVQLAbGDGxe4pjpea9ALYThMWRJY1O9znPKWYr\ndLslM8ZEwey561bIRR2mItvj160Ux5AraH3eGxmF3RpEge/ZukuMlm7DqhVVxavL21BUzTWKn1l4\n/Trv3aL2ozwDDaACzSSTElFvqOaCqxeGEVVu9qC17bJuFmuYzfa/kDtxUJeNu+0wJGJC14tww2+L\no7Egvr66i5tbFUiH8wPFcWfTcTP5p1elw7Rb9mlxDHtICDvOMM2jChuJLhZH09474OaEPbVuWAWa\nbzH7Huag2WFpjkHaBgflbmkBPMeZm3ZBfj6EAFIcAf264bfqbipofcbee1XQ9N+hfybGNWIfcE7w\nLEcmJKQ/+z9ju1RHPhMf2/7CcaXbLLTrayWzJ3HbRWHrJ/SoG6aC5hC1H+UZaAAVaCZpMyik98ZH\ndhMM8kJjKWjWxbBSa6JSaw7Uq3JsfxY/92Pn8fj5w66PaY+9b8dMcfRxUDUAPGtEXfcTr98Oi9vv\n2+IYghTHIC2OpKC5k+iioLHFyaCbEzlDkdAVtP6Df7zgdw9atccb7rkT8wDCnRyanYrj7FFLeQ+y\nmOSNxMW9Uhx73XEWAlDQrNj7YHvQAKsPbZx70JzsrbvVJuIiP7AqHzRmK0If1xFV1bC9W6eAkAjC\nzplTgfbq8o75/24KWr+OADdYQuO6YWe0E+UZaAAVaCbmLLRy7/MdNB9nXrnhpKD5tdN+4kDOVAmc\niIt8VwXJSnH054bCZo89+6JeoA3Sf8Y4Y8Tt92txrPWorCqqBg7+9qAFGrNPBZorzD5crXdu3jAF\nbdDNCaZIFG09aEEtXvyO2a/UmhB47/MFZ6YTOC8tQDo8+Oc6SO49u8/8/6DVPlHg0Wx270HrWUHj\nuJb5Wn7A7o/2HrFesBfleytoMU+PizKWxbFVQQt7/xlg3e/72egpVhpQNY0i9iMI60Fzsji+trxt\n/r9bj1q/qbRuMAdZu8Ux6jPQACrQTAaZhTaMFEenXe9BZqD1QjwmmEWYE1aKo18Kmn7hXy9UkEnF\ncMgIMhmEM0dnkE6K2D831dex1LvMwXJCVTXfCnb2vgoyZp8KNHfY7ptTjypTVhMDbk6wnpsdw+KY\nnYr5FrrT+bt87kGrK0glxJ5ugh95zx34yXfd6svvD4q7Ty+Yn4ug1T5R4FoW6XbKtSY4Dl030Zxw\nU9B2Kw2sFzp3m71gKmgBpzgClqo8CRbHlhTHSjMSO/6DpDhuG+pKPk0KWtTIpGIQBc6xAHvNi4LW\nZyqtGzFRQC4d77A4Rn0GGkAFmok5C63ah8VRC36OlKWgWTfxzYCtUIzEHhZHttDza0GZsKkRZ47k\nfXltM6kYfvmnH8IPvOmWnn6OFWi92jhUTfOt6DEVNI+74aqqed45J4vj3rAYaCdPvRUSMvh7f3oq\nbqY45gP8TIsBhISM4yDhTCqGW4/NArCCYoJCV9DcLY6puNjzdVAQeMdNnV//7Iv4J598Bjc2yz0f\n5zB70Nh9Lah5gGGgfQ6aqmoo15qYCvkMNKD/ETSApa6QghY9OI5DPpPoKMBK1QZWNspYMjbB2RiF\ndvxW0AA9Q2Fzp9ZyvYv6DDSACjSTQYZV15tKoDHMgHUhd1LQZgYICfFCPMabg6OdMPtwfFrE2J/H\nj/4zRioh9hw20neKo58KWg89aKqm4eOffAa//tkXPT23ZXGkS4EbVqxw546gXyEhgN5zs12qo95U\nMRvQDDQggB60etO33dCw8aNvP40Pfe9ZzOeDvcmLAtcRAMWo1Pp7fXmOc4zuX17XG/k/+ccv9qzK\n7wysoHlLcQSAt54/hA9971nH4bTjgtCmoLHFayQUNHZv7OM6whQ0KtCiST6TwPZuveX6cclQz+46\nOQ8O7nPS/I7ZB/SgkPbkyKjPQAOoQDMxC7Qee9A0TcNaoRr4m8CpbyTogbaMvdKaGj5bHBO2As2P\n/rNB6DepSlU131RVM+XNw2Jqeb2ElY0yvvXKureCjiyOe5LvoqD5FRICtKoSQSpofvagqZqGak0Z\n2wJtPpfCw3csBf57RIF33QDrt0ATeK5DdVc1axHz6vUdfP7ZKz09Z7FcRzzGt1yjezomu4K2h0qU\nTsbw8B1Lke0f8QLbeGXnvmQmOEZAQRsgxZG9B8dZHR1n8tMJqJrWktnA7I2nDucxPRXrEhJiFGh9\njoZyYi7bmeQY9RloABVoJmw3r9cUx91KA5VaE/tmeutt6hWnOWjD6kGzYsZdFDSfLY5sZ242m8T+\n2WBf173gjfADt7/dDT8VNIFjNpi9C66LVwsA9MTBFQ8WJkVR9TATKtBcyUzFIPAcCiV3Bc2PBNOc\nbbZUkLZlPxW0Wl2BBiA1hhbHYeJWoKmqhkpNwVQfkdROMfvFUh2KquHMkTyy6Tg+8+VLuL5e8vyc\nxXLDTFfsB/s9YpzDP7zCUhxNBc0cUh3+DY9BFLRCiVkcqUCLImZQiK0IYwmOtxzI6hamwPkDAAAg\nAElEQVTILhbHZFzwdc3BirB1W1BI1GegAVSgmbDdvF4tjje39Cp9cSZYC4xjD9pODcm4EPjutdkM\n7BIUUm8oiIm8bzudbHf23Kn5UOyeJmJ815AUJ1TVvx400+Looa/swjUrRemSrWHXDUXzr5AcV3iO\nQzYdR6Ho1IPmT0gI0GobC3LTxc+QEDZ6YFwVtGGhF2idn2+WHNpPT5LgUKBtGpt6hxen8YG3S2gq\nKv7LH79oDqzvhmbsmPfbf8aOiTHO4R9eYeEz7PVnIWWR6EET+xtBA1huBLI4RhOmfLJ7oqZpeG15\nGwv5JLJTceQyCdTqiqmW2enXEdCNOYdh1VGfgQZQgWbCYm2ZxcArNw2VYl/ASo9zimM18IAQwBaU\n4ZJk2GiqvtkbAeCWAzm8+a4DeN9bTvn2nIMQjwmuf7sbqo+Fj9eYfU3TcOFqAaymvbTioUBT/Csk\nx5l8Jo7tUs0cqcFg4yf8UI+zNgVtKBZHHwo0dgNOUoE2EHoPWuf5KA8w1JU3Uhzt79nNHWs0yxtO\nL+DB2/bh0koRf/rVva2O1bqCpqL13X8GWO+9mNi/TXKcsFIcmcVRP9+ZSPWg9ZfiKPAcqagRJd82\nrHp1q4JStYkTB3L6943C2ykopFJr+hoQAjhbHKM+Aw2gAs0kGRcgCpwZI+wVpqDtG7KCVmsoKFWb\ngdsbgb2tDPWm4mskeEzk8YF3nMHRpaxvzzkI+piB3gdV+66g7VGgrW9XsVWs4c4T8xAFDq95KNBU\nVQv1wOCwkM8k0FQ0cwHFaPgYEmJXJoaioPnQg1aps34CWmwPgijoQUztn/FBhrqy6499T4ENQWez\ng374baeRz8TxB395CVdXd7s+36AJjoDVg0YLcx12jph6yjaIo6Wg9deDlsvEA0+/JoKB9WWzNptX\njflnxw/oa7acqbC1tgVomp5S6mdACGApaEw1G4cZaAAVaCYcxyGdivU8B211y1DQhtyDVhhSQAhg\nWQ7dLsT1purbkOowkojxI01xFDwWaBeM/rOzR2dwZN80rq3u7nnciuZfmMk4Y95w2hqf/QwJsff2\nBDWkGrDt2pOCFhrENqsbo9LnkGrArrw79S3r9410MoYPPnEGiqrhk3/0omtQCTB4giNgOUGoQNMR\n2wKgSmPSg/bCpU38608/59gyomkatkt15GgGWmRpTzZm/WdMQZth32/r267WFWiavxH7AJCMi8ik\nYqbFcRxmoAFUoLWQScV670HbrCAm8oFH3bfverNegtmAfy9gLT5rbimODdWXkISwEo8JqDWUDnsb\nAHz71Q1HK6GfKY68R4vjxWt6gXb6cB7Hl7JQVA1X9tgVVxStJVmNcCZv2A/bkxz9DAmZNn5HKhFs\nXynH6cE3fihoVabwkII2EE4hUIAVGtHPgsbpumEl/1r3jXMn5vHgbftxZXUX8pWC6/P5o6Dpx0QF\nmk5HimMlQimOMfcetK++cAMXrm3j26+ud3yvVG2iqWjmIp+IHnlzw1K/Jrx2fQeiwOPIvgwAu4LW\ner8cZMNpL+aySWzsVKFp2ljMQAOoQGshk4yhXGt6apgG9J2g1UIZi/lU4CpE+6731pCGVAP2WWDu\nKY5jraCJPDQNHU38iqri1z7zHXzq83LHzyg+WhwtBa37+/LC1W0k4wIOL2Zwi2EP3SsoxE8r5jjT\n7rlnNBpsxMTg73+W4hikesaIifyePWj6ja6Cb76ybi7s2wnyhjtJuBVog8wMclLeN4s1cOgMZ7j1\nmD7OZN2IpnaC2f8HSXHMJGM4cTCLcyfm+n6OccIcodJmcYxC3wzbNHZyaSxv6M6ii7bQKkbBnIFG\nClpUSSVEJOMCtoo11BoKrq3t4uj+jHkdM0fTtCloQd4v5nNJNJoqdsqNsZiBBgDhvwoMEZYqVao0\nWxr23SiWG6jUFCweCb5K71DQdoZncYx3sTiqxgBrP0NCwob597f12m1sV9Foqti0NaYy/AwJ8aKg\n7ZTquLFZxu3HZ8HznOkF3ysoRFFVsjh6gBVP7QVarcmGtA/+/p9KiljIJ3HiYG7g59oLpwJN0zR8\n8+I6Llwr4MrNXVy5WTQtV+dOzOFj77+z43kqlOLoC6JDSi9ghYT4p6BVkc3EzYUUg/U8svuKE34o\naDzP4ed+9J6+f37caFfQrJj98CtoPMchJvIdFkdN07CyoY9ucCrQmAsh72GNRYSXfCaBwm4Nr98o\nQlE13LKUs32P3S/bFTT9fuG3xRFoTXIchxloABVoLZjDqisNTwXazSH1nwGdO6zDmoEG2HrQHHbc\nGz5avMJKwpZiabeesICYYrmBRlNtKd5U1b/ZYjzHgeO6F2jM3njqcB6AHlozlRD3DApRVM2X4mLc\ncRtWbQ1pH1xB4zkO/+InH8Aw6uWY0Fmg/fnz1/HpL1ww/71vJoVbj83iu5c2sOwyK6tao5AQPxCN\na0WjqcL+SvrRg8YUNE3TsFWs4fBipuOxs0avxmaxc7OJUfShB41oxZqDZlkcOURnwyMudo6gKezW\nzfEby+sl7FYaLZZWtskVZFItETwz0wnc2CxDNnrfTxy0Qt2yZktA64ZPuaZfQ/pJpd0Le5LjOMxA\nA6hAa8FeoHnh5qYxA212eAoas9mZvQTD6EEzFvBOPWjs4jzOFke3ZuibtkHQ27s1zOet94GfFkfA\neaaRnQtX9Z3K04f0XSyO01W0Fy5tdtwg7ZDF0RvmjmBbbHDdx5h9AB3KRlDERN5UZwDdWvX7T11C\nMi7g7773HI7tnzYXif/iN7+OyytFKKoKgW89PpbiSCEhgyHaRh/Y3wKDFGjtClqx3EBT0RxdFzMe\nFLQdHxQ0opWOkJBaE1NJMTKuhnhM6HDWsM2chNG7/cq1bdx1at78vmlxJAUt0rB74vMX1gDoA6oZ\nosBjeiqGrbYNzUEcAXthJTlWxmIGGkA9aC2kexxWPUwFrX0O2maxiniMD+SN3k63OF1LQRjft5Kb\nxXN1y+rXaJfy/QwJAayZRm5cuFqAKHAtF8njRh/a5S4qmt+F5LgyPRUHxzmkOLJB1RFTIdstjn/0\n9GXsVhp410PHcPboTEtBsJBLQVE1x0Hdg8TAExbtSgqj7KOC5hQQwojHBGRSMTN8yglS0PxHcAgJ\nmYpA/xkjLvIdvenLhr3xvrOLACx3B8O0OFIPWqRh5+/yjSKy6bipYNm/366gBXm/mLdZHMdhBhpA\nBVoLbGfQe4E2nBloACCKrRfyrWINM9PDmfGQiLunNZkpdmNcoJkWx7YC7aatQNuyXYg0TfO1Bw3o\nrqBVak1cWS3i2FIWMZuSyYJCutkc/RwHMM7wPIdsOt5xw2k0FHAYnvLlF/YC7eZWGV/8+jXM55J4\n/J5DHY+170y2U6U5aL7Aru9uISH9bMS1D7hn9kU3W/xsNoGtYtUxrRbQe9ASMYEGTPuINahaf83L\n1WYkEhwZTjNCV4yAkEfOLYHnuI4+NOZCaA+qIaKF3aJ64kC2Yy2ay8RRrSvmPQIAyuacvyAVtOpY\nzEADqEBrgTXmep2FtrpVRlzkh+KlFngePMehoahoNBUUy42h9J8BljrmaHH0cQ5UWImbaVVtFsct\ny+JoH8ioGgscP5UpnuOguCycXr2+DU0DTh/Kt3z9+NI0AOC1LkmOpKB5R98RrLcsYGtNfcRE1G4E\nMYFHU1GhaRr+55+/CkXV8P63nGwp8BkLhnWX2UbssB1RsjgOhmvM/kAhIa32ub1s8bPTSdQbascw\ndkax3CB7o8+YRbRxX6831Ujt+usKWuu6YGW9BA7A0X3TOLwvg8s3dtCw9alt79bAcYOlgRKjZ8am\ngNqdOwynvu0gFbQpI1ny6uruWMxAA6hAa6GXHjRN03Bzq4KFmeAj9hls15v5eocRsQ90T3Fku2fj\nHDThNKi7qahYL1RN5dCuoLE0/GEpaBfM+Wet6X+5TAJz2QQurey47orrPWjje+78JJ+Oo95UTVUD\n0BfUUdycYO/bFy5t4rkLazh5KId7pAXHx7KdybVCp4JWqTXBc9xYW5yHgaWkdCpoPMf1dX0VOGeL\n46xL8i+bqemUSqtpGorlOhVoPmOlOGq2IdXReY3jMQGKqrWMJlrZKGEul0Q8JuDUoRyaioZLK0Xz\n+4XdGrLpODk3Ik6+pUDrTB5uH2YNBBuzz3Ec5nNJ8zoX9f4zgAq0FliBVvRQoO2U6qjVlaH0nzFE\ngUNTUbG1M7wZaIBVoNWcUhx9DkkII3EHi+PGdhWqpuGEsXPUoqCpAShoXXrQLlzdBgfgpEM8+/ED\nORTLDWw4qB+appHFsQdybcM5Ab1oj+J7nxUEv/XFiwCAH3rslKsKuGDz9rdTqTeRSgiRUxDDBluo\nOw2q7vf1bQ8JsUazON83zKAQhz60al1BU9Go/8xnzMJcVSM1pJrR7i7ZrTSwU27gwHwagOXqYH1o\nmqZhe7eOfJr6z6JOflq/FnAccGz/dOf3He6Xg1i2vWDvg4v6DDSACrQWMj1YHIfZf8YwFbQhRuwD\n9kHV3RS06KkIXnFKcWTn/7QRa2/fJWILIj+VVYHnHRW0RlPFa8s7OLSYwZTDjb1bH1oQVsxxxmlH\nsN5UI/neZ0Xlzc0yHrxtnxko48RsNgkOwJpDgVatNZGMR8eSFVacFLRGU8VOqd53v4YZEqIxBU0/\nf27hDCxqf8tBQaMEx2CwD6pmClqUQkJibSN4WILjgTm9QDtppAqzPrRKTbdxUv9Z9MlnEuA5Dgfn\nM46KWC7NCjTrfjlI6JEX7EVZ1GegAVSgtTCVFMFx3iyOLGJ93+wwFTS9b8RK4xrOG9BLimMUVQSv\nOIWEsP6zA/NpZKdi5jkBrAWR3xZHJwXt8o0dNBW1o/+MwfrQnAZWB6H0jTNOnvpGU4mkvY99XuMi\nj/e++UTXx4qC3me74RASUqkplODoA049aE8+fx2lahN3npx3+7GudChoxRqyUzHXa/VsFwWNEhyD\nwT6oulSNnoKWEFs3b9mA6qU5fV2UzySwmE/hlWvbUDUN2yVjBhoVaJFHFHj81LtvwwefOOP4fXaO\n7ffLcq0JjgOSAYVK2W2NUZ+BBlCB1gLPcUgnY54KtNXC6BQ0dgOdHcIMNEC/0YsCj5pDimPNDAkZ\n37eSUw/e6iY7/1PITyewtVsz+7xMBW0IFscLV9mA6k57IwAc3T8NjgMuOQSFsOQwsjh6I2fOQrMp\naA01ku99tkh/+31HTOWkGwu5JDaLtRaFR9M00+JIDIbYFrderjbx2acvI5UQ8K6HjvX1nPaYfTak\nutumnjms2kFBKxoKGgU7+ItoC3IpVYwetAgpaPE2BY0lOC4ZFkcAOHUoh3KtieX1kml3o4j98eCe\nM4uOASGA3eLY2oOWiouBWeJbFTTqQRs70ilvBRpT0BaH2IMW61DQhneRS8R4cyi1HRYc0D4DY5yw\nUiztFkd2/lOYySRQb6hmQlEQypRbSIg5oPqws4KWjIs4OJ/G5ZvFlkZugCyOvWLecIx5YIqqQlG1\nSFocH7p9P9505xKeeOCIp8fP5VLQtFZ1pd5QoWk0A80P2hW0P33mdexWGnjnA0f7Vq3sCYGlahON\nptr1njEznQAH52HVloIWHXUnCtjnoLEI8iiFhMTaFDQ2A+3AnLUuOnWY9aFtW0OqqUAbe3IuISFB\n3i/YOnQcZqABVKB1MJ2KoVRpuqbeMW5uVRCP8UOV6q0etCpEgTd75oZBPCY4WhyXNyyr37hizYFr\ntThmp2JIJURzzAJLclQD6EFzUtBUVcMr1wtYnEl13ZE8vpRFvaHi+lqp5esKWRx7wrQ4Ggoaa4yP\nor331KE8PvjEWc/9YwuGXWTdluRYMebbBGVXmSTsPWibO1V84dmrmJlO4PF7Dvf9nKbFUdNMVayb\n60IUeGTTcXNemp0i9aAFArv2NhUNu9UIK2jM4rheRi4db+mHZuFVF68VrCHVaVJixx22RrWHhJSr\nzUB7LFnf2TjMQAOAPV8pSZKmAPxXAPsAJAH8kizLf2T7/uMA/iUABcCfyLL8S8Ec6nDIpGJQNQ2V\nWtMxdAHQrT2rWxUs5qeG+ibQe9A0bO7UMDudGOrvjseElnhxxsp6CYm4MFQ1b9i09+A1FRXr21Wc\nMG48M6ayUsPB+bQ5r8zvFMd2BY3N+zh/2lk9Yxw/kMVT317BpZUdHNlnpS0phsVRiNiQ5VGRTcfA\nwUqlmoSAHIZ9CCgjyMjkScOuoP3+X15Co6ni+x85PtBQaLvF0avrYjabwNXVXaia1rLBRD1owcBx\nHESBg2JX0KLUgxaz3re1uoKNnSrOHp1peczS3BQyqRheubZtWmRJQZsM8pk4NozNIVXVUK0H27M8\nPRXDuRNzZrp21PGyMnsXgK/LsvxmAD8I4P9u+/6/B/BeAA8D+B5Jkm719xCHSzqlv3m62RwLu3XU\nGgr2zQ7X48p26rdL9aEXRAmHgZSKquLGZhkH5tJjsVvhBktxZBbH9e0qNM3qP2QKWqFdQfOx7nEK\nCXnuwhoA4Lbjs11/liU5tgeFBKH0jTMCz2M6HTfPc2MC+i8ZCzk2rNpS0Kp1Y+gopTgODOtBe/Va\nAV/5zgoOzqfx8B1LAz2nPSRkrxlojNnppK7mlFvvf5TiGByCsfEaxRRHtnlZa6hY2WwNCGFwHIeT\nB3NY367i8g19HhqFhEwG+UwClZqCWl1BtR5sxD6gv9c+9v478a6Hjwf2O4bJnq+ULMv/w/bPwwCu\nsX9IknQLgE1Zlq8a//4TAI8BeNHn4xwa9lloizPOj1k1+o+GOQMNsHZZAWBmSAEhjHhcMHpONLMY\nW92qQFE1HJgf7uswbMxB1UYPnpngOWMlVQHWIFgrJMS/hXu7gqZpGr720k3EYzzu2iPl7eBCGnGR\nx2vLxZavs540sjh6J5+OmyMWTAVtAgq0eQcFjUUmJykkZGBE4z305DeuQdOA9z16YuDwHt6moG16\nVNDYfWWzWEXWZkMjBS04RJ7T56BFsQfNHEGjYGXdCAiZ62x3OHU4h2++so6LRqhVliyOE4E9WIut\nMyhUyjueVxaSJD0N4LcBfMz25f0A1mz/XgUw2LbfiPEyC20UM9AA6yYODDcgBNAVNFXTzOQ/AFg2\nLsgHHC7I40T7oGrz/BsjFmZcetAEH5UpkeegaprZG/n6zSJWtyq46+S82SPnhsDzOLp/GtfXd00b\nDWDrQROoQPNKfjqBWkNBpdY0C/ZJsDjOZPWZN+sFq0CrMosjKWgDIxqLF00DzhzJ49yJuYGfU7Ar\naIbNaK+NPaawtQeFFMt1JGLCQJZLwhlTQas0IQp8pDZ8EoaC1miqjgEhjFPGGBgNugorkq1+Isjb\n2j/KTCFORGcDYtR4vrPKsvyQJEl3Afi0JEl3yrLslKKx50pvZmYKojj6i/zCQufkcwBYWtS/zomi\n62OKxhvt9PE518cEwbRt1+nIUm6ovztjDB3M5lLIGLuo299aBgCcOTEf2LEM8290gxVcGjgsLEyb\n518yzn88pb8elbqChYVp7BhpjulM3LfjTxoXtdm5DESBx2e/egUA8Pj9xzz9jgfPHcDFa9t4+foO\n3v7AMQBA2Si201ODHWcYztGw2DeXBl7dAB8XMZXWF7O5bDISr8Ggxzg/k8JmsWY+j3hpCwCwOJ+O\nxN8fZjZtlsKffM85LC4O3kORN2yp6XQCu0Yxfer4fNci69hBfSFdV1vfL6VqE7npBJ1nAz9fh3hM\ngAZ9A3B6KubLuR8W83O6KyOWELFp9ObeLu3rGN2Rn5lCXORRb6qYy6WG9j6i9+toObRffy9rvICE\nsU6am53qOC90npzxEhJyHsCqLMtXZVn+piRJIoAF6GrZMnQVjXHQ+JorW4Y9cJQsLExjba3o+D3N\n2BVfWS26PubydT3aPMHD9TFBoNhi7mPccH83DOVm+caOqRi98rq+QEvH+ECOpdt5GjbxGI9SuY61\ntSIuL+vnPwYNa2tFaJoGUeBxc6OEtbUiNgwvfr3a9O34m4qh3t3cgSjy+ItvXEUqIeDofMrT7zh3\nbAYcgM//1WXcbezOr6/v6sdZ7/84w3SOhgEbzHrpypapQDYHeP2GhR/naTYTx8tXClheKSAmCljd\n0N8/Ufj7w45i9Ge86a6DmEmJvryeJSNttLBdwc2NMjKpGHYK3e+/IvT39JWVbfMYNE3D9m4Nhxcz\ndJ7h/zWPh34NLisasul4pF7jitGbuLlVxuXlbaQSIprVOtZqnQ6kY/unceHaNjJJf97fezFp96Yw\nYl5PlguoVnRlVVOUlvMy6eepW3HqRWd+E4D/EwAkSdoHIANgHQBkWb4MICtJ0jGjcPs+AF8Y8HhH\nCrM47lbqro+5uVVGIi4gN2QfdUywdj6HbnGMtc47AfSZJ3GRx/wYz0BjxEXBsjhu6lHCLI2I4zjk\nM3GHHjQf56Bxll3p1evb2Nyp4e5TC4h5VKNns0mcOTqDi9e2zR5KitnvnRmbp559FibB4ghYgz83\nDPtb1exBI4vjoCzkU/j5D96Dj/71N/j2nEJbSIiXewaL4bcPq67WFTQVjfrPAkIQOCMkpBGpgBDA\nWhdUagpWtyo4MO+ebM3moeUoIGRiYGmdhVLdTP0NMiRk3PBSoP0nAIuSJD0F4I8BfATAj0mS9B7j\n+z8N4L8DeArA/5Bl+UIgRzokrAKtM1Ie0If7rm5VsC+fGnpyoShav292yAWaldZkDWNe2Shj/+yU\nr4VIWEnEeNQbKpqKio2dakf/YX46ge1SHaqqBZLiaDb8axq+9uIqAOC+W/f19BwP3a6L3U9/9wYA\ne4FG/QBeydmGVU9SSAhgCwoxZqFVKMXRV47tz/pa7LNrxm6lgVpD8XTPyGXi4LjWgeSU4BgsosCj\nVG1A04BMhCL2AWtz6traLhRVcwwIYUhGgcYSYYnxJ28bVl2msSw94yXFsQLgh7t8/8sAHvTzoEaJ\nVaA5h4QUijXUmyoWZ4efXMhi9gWea+lHGwbWQEojan6nikZTHesB1XbiMQG7lQbWChVoGrDYluA5\nk0lA0/QRCEoA8fVsN7zRVPHsyzeRScU65s3sxXlpAZ/+wgU8/d0bePcjx22F5PgX2H7Bdn+3SzVz\noKxXFTPqzOdbkxzNkBBK5QolbOOFna8ZD04HgeeRzyTMUBHASnDMkoIWCKLAsQ6CyClobE3C4vO7\nBYbddnwWH/7+23H2WG/3LSK65Izsgu3dulmgkYLmncnY+u2B9B4pjqsjSnAErJj9menE0GdXMStD\nzeiDW143Zp5MUIFWayi2BMfW8z9jm4WmBmAdZEXUS5e3sFNu4B5poeckrGRcxHlpAevbVVy8tk0W\nxz5gQ8m3d20KWmwyLqPM4ri23aqgJUlBCyXsHsFm13m1xc9mE9gq1s3rWLHEFDQq0IJAsF3HozSk\nGrA2bneM90j7DDQ7HMfhnjOLkfsbif6JiTwyqRgKuzXT4kgKmncmY2XRA6LAIxkXzF3Ddm4a/TuL\nIyjQ2G7VsPvPAJuCZizKVsxI3cko0PRB3WrHDDSGPU5W1QLoQTN2w//qBd2eeH+P9kaGZXNcoTlo\nfcDm9xR2a2iYFsfJUJCYxXHDUGQqpKCFGva5ZqMRvNriZ6eTUDUN28aiu1hhM9BoYR0Eou36m46Y\ngpZos3dPyoYt4Z1cJo7Crq0HLWLv8VFCBZoDmVTMHBrZjjUDbfgWR7uCNmzMWWBtCtq4D6lmxOOW\n1x7oLNDz0/rCfWu3FkhvF1tsvXB5E/lM3Jwr0ytnjsxgZjqBZ19eRdUYB0AFmndEge0I1m0hIZNx\nGc1nEhB4DmsFq0DjAJqNFVLYfEPT4tiDggbow6oBfQYaQApaUNidEFEaUg202rtjExIYRvRGPpNA\npdZEwehrJQXNO5OxsuiRTCrm2oNmKigj7EFjw0SHCQtCYD1oy+tlCDw3EiVxFLCBnFdX9QKtvUBn\n1je7xdHPuoe3DbK998y+vtU5nufw0O37UakpeO6CPmOeCrTeyGcSKOzWbCEhk1Gg8DyHuVwSG8zi\nWFOQTIhDD0sivMGuEU1Ff596LtCM+8uWkda5UyIFLUhaCrSIqQv2zamlCQkMI3ojb7hOVoy1MxVo\n3qECzYFMKoZGUzUTC+2sblWQjAvIjuBmxYqk/AgUtIQZEqJA0zSsbJSwf3ZqYhIA2Y1oeb2EXCaO\nRLx1Uc7OyVaxFkj4hr2Iuu/WxYGe68HbdJvjc7JeoNFNtTfymTiqdcUcxRGbkBRHQLc57pT1VMBq\nvYkpsjeGFqGtcPa6sdcetV+sUIpjkDClEwCmItafJQq8eW8ieyPhBFsbrRUqEHhuYlKP/YBeKQfM\nJMe2PjRV07BaqGDfjPusjyA5d2Iej5xb6rv/aBBMi2NDwVaxhmpdmagLMitQm4rmaG+dsfWgBRG+\nwYqo+VwStyxlB3quA/NpHF+aNnfWSUHrDZbkyAKDJsXiCFhBIevbVVRqTZqBFmL4tt6m9k0lN2aM\nQo5F7bN+bLI4BoP9+ptORe/zxDaougWEEJMLmxesabp6Ro4L70zOyqIH3KL2r9wsotFUcXBhNIVJ\nJhXD33zn2aEPyAbsg6pVLJsBIZNzQbbPJ3JK8IzHBKSTIgq79YBCQvTnuu/sPl8ucA/dvmQ9d49p\nkJMOC4RZM+aBTYrFEWidhVatKzQDLcTYF/699C13KGilOhIxgXoNA0KMcIojYN0bJyUwjOgNdr8E\nKGK/V2hl5oBZoLUFhTBL2F0n54d+TKPGTHFsKlhe173EkzIDDWhVSdz6D/OZRGAWx8WZFGIib6Yw\nDsp9ZxfNBdywRzZEHXbD2TR6dGITpaDpBdrKRhmKqiFJFsfQwrcUaN77lrPpOASesxS0SoPsjQEi\nCq1KZ9SIk4JGdMFeoFH/WW/Qq+WA2yy0b1xYQ1zkccctc6M4rJFiWRxVK8FxgnbM7LvHi3nnYJT8\ndALX10tmnKyf1sG3vOEgHrxtv28XuOmpOM6dmMPzF9dbeiCIvTEtG8a/E5OkoEMWVsMAAA8BSURB\nVBnvfRaWQwpaeOlXQeM5DjPTCWzuVKFpGorlOg4vTgdxiARaHQxRjCBPxATwHDeS4DQi/OQzluOL\nRrL0RvSuBkOAKWj2WWjL6yWsbJRx9+kFz17+cSJhpjgqWCtUwHGjSbIcFXYbm7uCpl+ImLLipzLF\ncZzvu0/vuP8Irq7u4ug+Wnz1QntIzyQqaGaBRjfc0GIv0LzOQLM//uK1bZSqTTQVjRS0ABGNoK1U\nQohk6NY7HzyKYqneYtUkCEbOVqBFLQRn1FCB5kBmqlNBe05eBQCcP70wkmMaNfaQkOX1EhZnpiYq\nvc5ucXQbLcB2qdeN3o2wpyOeOpTHL//0Q6M+jMiRt/WAigI/URbRXDqOmMibg+qTpKCFFr5PBQ0A\nZrNJaNjG1ZtFAJTgGCTM4jiViOZrzFKBCcKJmKj355eqTdrQ65HJWWH3QCbZGRLy3IU1CDyHO09O\nnr0RsCx+69tVlKrNiQoIAay/f2Y64dosP5Npba6ndMTxJGfz1E9aZDDHcZjLJs2kUuopCC8tFsds\nbwUae/zrN3WlNEsJjoHBLI5RTHAkCC+wPjS6X/TGZK0uPNIeErJWqODKzV2cPTYzsRIts3FdM6xN\nkxQQAlgKolOCI4NdhDYioqAR/RETebOZf5LsjYz5vBU4kZpAu3dU4Fssjt5DQuyPf91U0KhACwqm\noEUxwZEgvMDaPyjFsTcmb3XhgfY5aN+4oKc3Tqq9EdD7qWIib+6cT1JACGBZHN3sjYDVm7S9qw92\nJQVtfGHF+CQFhDDYLDSAdkTDjL2fqXeLo6Gg3SCLY9Cw3q0oJjgShBeY64QKtN6gAs2BeIxHTORN\ni+Nz8ho4DnjDqckt0IBWO9ekKWiHFzKYzyVx10n390D7ImiSepMmDbYjOIkK2kLOpqDRDTe0MAUt\nlRB6Pk9MQbu5qY9UIQUtOETjPLH0aIIYN8ji2B/0ajnAcRwyqRh2Kw0Udmt45fo2pMN5ZEcwIDpM\nJOICStUmOAD7J6wHLZdJ7BmokZ2Kg+e4QAZVE+GC7QhOWg8aAMzZCjSagxZemILfyww0ButBY6Mk\nSEELDtaDFsWIfYLwApuRN+8yoohwhq4ILqSTMWzsVPC8YW+8W5ps9QywoubncknXoIxJhuc55DJx\nbBkDXsniOL6w6OD4pFscKcUxtMQEHhxnjUbohelUDDGRR6OpAqCQkCBhcygz1INGjCkP3rYfB+bT\nOLafRvr0At1dXcikRFxbU/DMS5Mdr2+H9WFNmr2xF/KZhFmgkYI2vjDLxiRaHO0hIUmyrISWRFzA\nh7//duzvY14lZwyrXt2qACAFLUjYZmeGXmNiTOF5DseXsqM+jMgxeasLj2SMHcMLVws4vpTFbLb3\nXchxg91IJi0gpBfytqGMVKCNL5McEjKdipmbNZTiGG7OS4s4uJDp62fZcOtETDBTbAn/uevkPP76\nW0/iHmlx1IdCEESIoALNhYytYfc82RsBWFHzS/OT1X/WC/agELI4ji+59OSGhHAchwXD5khN3+ML\n25Qk9SxYUgkR33PfEfosEQTRAl0RXMjYhkbeTfZGAFYgAlkc3bEXaJTiOL7sn51CPMZjcUKbnu84\nMQdR5JEgBW1sYVH7lOBIEAQxfKhAc4E17B5cSPfl4R9HTh3KY2WjjEN9WmYmAWZ9A8jiOM5k03H8\nm596aGJnF/3gW06O+hCIgGFR+6SgEQRBDJ/JXF14IGv0ElE4iMU77j+Cd9x/ZNSHEWryZHGcGHIT\nPnaDGG+YgkYJjgRBEMOHCjQXzp9ewA89dgpvvHNp1IdCRAhS0AiCGAcOL04jERNwywFKXyMIghg2\nVKC5EBMFvO3ew6M+DCJizNgKNIF60AiCiCgz0wn8h7/3RuqlJQiCGAGTF0FGEAGSSgjmOAJS0AiC\niDICz4OjAo0gCGLoUIFGED7CcZw5C40KNIIgCIIgCKJXqEAjCJ9hUftUoBEEQRAEQRC9Qj1oBOEz\n56VFAJjYCHaCIAiCIAiif2gFSRA+89j5Q3js/KFRHwZBEARBEAQRQcjiSBAEQRAEQRAEERKoQCMI\ngiAIgiAIgggJVKARBEEQBEEQBEGEBCrQCIIgCIIgCIIgQgIVaARBEARBEARBECGBCjSCIAiCIAiC\nIIiQQAUaQRAEQRAEQRBESKACjSAIgiAIgiAIIiRQgUYQBEEQBEEQBBESqEAjCIIgCIIgCIIICVSg\nEQRBEARBEARBhAQq0AiCIAiCIAiCIEICFWgEQRAEQRAEQRAhgQo0giAIgiAIgiCIkEAFGkEQBEEQ\nBEEQREigAo0gCIIgCIIgCCIkUIFGEARBEARBEAQREqhAIwiCIAiCIAiCCAlUoBEEQRAEQRAEQYQE\nKtAIgiAIgiAIgiBCAhVoBEEQBEEQBEEQIYEKNIIgCIIgCIIgiJBABRpBEARBEARBEERI4DRNG/Ux\nEARBEARBEARBECAFjSAIgiAIgiAIIjRQgUYQBEEQBEEQBBESqEAjCIIgCIIgCIIICVSgEQRBEARB\nEARBhAQq0AiCIAiCIAiCIEICFWgEQRAEQRAEQRAhQRz1AQwbSZI+AeABABqAj8qy/OyID4kwkCTp\nlwG8Efr78l8BeBbAbwIQAKwA+FFZlmujO0ICACRJSgH4LoBfAvAl0DkKHZIk/QiAnwHQBPDzAL4N\nOk+hQpKkDIBPAZgBkADwiwBuAPiP0O9P35Zl+adHd4STjSRJtwP4AwCfkGX5P0iSdBgOnyHjs/Yx\nACqA/0+W5U+O7KAnDJdz9BsAYgAaAP6GLMs36ByNlvbzZPv62wF8TpZlzvg3nScbE6WgSZL0ZgCn\nZFl+EMCHAPz7ER8SYSBJ0lsA3G6cm3cA+HcA/hmAX5Nl+Y0AXgHwN0d4iITFPwGwafw/naOQIUnS\nHIB/CuARAN8H4N2g8xRGPghAlmX5LQDeB+D/gX7d+6gsyw8DyEmS9MQIj29ikSQpDeBXoW9AMTo+\nQ8bjfh7A4wAeBfD3JEmaHfLhTiQu5+ifQ1/YvxnAZwD8fTpHo8XlPEGSpCSA/wv6ZgfoPHUyUQUa\ngMcA/D4AyLL8EoAZSZKyoz0kwuDLAN5v/H8BQBr6h/QPja99FvoHlxghkiSdAXArgD82vvQo6ByF\njccBfFGW5aIsyyuyLP8t0HkKI+sA5oz/n4G+6XHc5uqg8zQ6agDeCWDZ9rVH0fkZuh/As7Isb8uy\nXAHwFQAPD/E4Jxmnc/RhAP/L+P816J8vOkejxek8AcDPAvg1AHXj33Se2pi0Am0/9A8tY834GjFi\nZFlWZFkuGf/8EIA/AZC22bBWASyN5OAIO/8WwN+3/ZvOUfg4BmBKkqQ/lCTpKUmSHgOdp9Ahy/Lv\nADgiSdIr0Deo/gGALdtD6DyNCFmWm8Yi0Y7TZ6h9TUHnbEg4nSNZlkuyLCuSJAkAPgLgt0HnaKQ4\nnSdJkk4DuFOW5d+zfZnOUxuTVqC1w436AIhWJEl6N/QC7e+0fYvO1YiRJOnHAPyVLMuXXB5C5ygc\ncNB3jn8Auo3uN9B6bug8hQBJkv4GgCuyLJ8E8FYAn257CJ2n8OJ2buicjRijOPtNAP9bluUvOTyE\nztHo+QRaN3qdmPjzNGkF2jJaFbMDMPyvxOgxGkZ/DsATsixvA9g1AikA4CA6JXJiuHwvgHdLkvRV\nAD8B4OOgcxRGbgJ42ti5fBVAEUCRzlPoeBjA5wFAluVvAUgBmLd9n85TuHC61rWvKeicjZ7fAHBR\nluVfNP5N5yhESJJ0EMAZAL9lrCWWJEn6C9B56mDSCrQvQG/GhiRJdwNYlmW5ONpDIgBAkqQcgF8B\n8H2yLLMAii8CeK/x/+8F8LlRHBuhI8vyX5Nl+V5Zlh8A8J+hpzjSOQofXwDwVkmSeCMwJAM6T2Hk\nFeh9F5Ak6Sj0QvolSZIeMb7/A6DzFCacPkPPALhXkqS8kcr5MICnRnR8E4+RAliXZfmf2r5M5yhE\nyLJ8XZblE7IsP2CsJVaMUBc6T21wmqaN+hiGiiRJ/xrAm6DHeH7E2LkkRowkSX8LwC8AuGD78geg\nFwJJAK8D+HFZlhvDPzqiHUmSfgHAZegKwKdA5yhUSJL0t6FbhQE92exZ0HkKFcYi5L8A2Ad9tMjH\nocfs/7/QN0+fkWV5LxsQEQCSJJ2H3m97DHpc+3UAPwLgv6LtMyRJ0vsA/EPooxF+VZbl3xrFMU8a\nLudoEUAVwI7xsBdlWf4wnaPR4XKefoBtxEuSdFmW5WPG/9N5sjFxBRpBEARBEARBEERYmTSLI0EQ\nBEEQBEEQRGihAo0gCIIgCIIgCCIkUIFGEARBEARBEAQREqhAIwiCIAiCIAiCCAlUoBEEQRAEQRAE\nQYQEKtAIgiAIog1JkjRJksRRHwdBEAQxeVCBRhAEQRAEQRAEERJod5AgCIKIPJIkXQLwBlmWC5Ik\n/S6AkizLPy5J0n4AX4Q+APoHod/3XgbwYVmWK5Ik/SCAvwuAA7AG4CdkWd6wPW8WwJcA/Kwsy382\n3L+KIAiCmERIQSMIgiDGgS8BeESSJA7APgC3GF9/C/TC6z0A3iTL8oMACgB+QpKkwwB+DsDjsiw/\nAuBJAD9re84YgN8D8CtUnBEEQRDDghQ0giAIYhz4MwBvAnAFukKWNwqwtwD4HICPAPhzSZIAIA2g\nAeBBAEsAPm98PQHgku05fx3Ai7Is/+6Q/gaCIAiCoAKNIAiCGAu+COD/AHAdwF8AmAXwZgAPAHgB\nwB/Ksvx37D8gSdK7AXxNluXvc3nOZQDvlyTp38iyfCOwIycIgiAIG2RxJAiCICKP0TfGA3gndKvi\nlwH8NQArAL4C4AlJkjIAIEnShyVJehDAswDuM/rUIEnS+42ijfGzAP4lgE8Z1kmCIAiCCBwq0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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "Ys-8IZQwA2fR", "colab_type": "text" }, "cell_type": "markdown", "source": [ "La gráfica muestra que efectivamente hay cierta estacionalidad en el número de ordenes, algunas semanas parecen con cantidades muy altas y otras bajas. Esta dinámica ayuda a empezar a pensar en como procesar los datos para tener cuidado al momento de iniciar la contrucción de algún modelo.\n", "\n", "¿Qué se podría cambiar en los codigos anteriores?\n", "¿Son muy diferentes los códigos?\n", "\n", "Bueno, la respuesta a la primera pregunta es abierta, pero se puede usar otra medida en lugar de la \"mean\", se puede usar la \"mediana\". La diferencia radica en que la mediana siempre se encuentra en \"medio\" de la distribución, vs la media que es sensible a los outliers." ] }, { "metadata": { "id": "fPk6pzrOhq2Z", "colab_type": "code", "outputId": "bd721cb5-cc1e-460a-ef3c-ecb9a0e7a9eb", "colab": { "base_uri": "https://localhost:8080/", "height": 595 } }, "cell_type": "code", "source": [ "#Practicamente se cambia una palabra solamente.\n", "data.filter(items=['week','num_orders'],axis=1)\\\n", " .assign(num_orders=lambda X: np.log(X['num_orders']))\\\n", " .groupby('week',as_index=False)\\\n", " .agg(['median','max','min'])\\\n", " .assign(Diff_Max_Mean=lambda X: X[('num_orders','max')]-X[('num_orders','median')],\n", " Diff_Mean_Min=lambda X: X[('num_orders','median')]-X[('num_orders','min')]\n", " ).reset_index()[['week','Diff_Max_Mean','Diff_Mean_Min']]\\\n", " .plot.scatter(x='Diff_Max_Mean',y='Diff_Mean_Min',c='week',colormap='viridis')" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 121 }, { "output_type": "display_data", "data": { "image/png": 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z/OsYGFw83Txu+RtGzWN0/iB2ttYwo2Q4M0pG9Gh/PWUYBjd99QLMiUOpr29l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\n9mO5p+sRChRYNn0Jp7cvoVDIk0zC0MoL557Gk91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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "4QEcgo3AB6zy", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Resulta interesante la gráfica, ahora si muestra una \"segregación\" muy definida entre las semanas. Lo cual ayuda a poderse preguntar de manera más especifica por revisar ciertas semanas para ver los datos asociados a esas semanas con mayor cuidado.\n", "\n", "Igual a la gráfica del número de ordenes vs la semana, se puede usar ahora la mediana en lugar de la media para replicar la gráfica." ] }, { "metadata": { "id": "Z2u_kAzoikqR", "colab_type": "code", "outputId": "ffda821f-1cad-437e-9727-4d3f1038d2bf", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Exploración de la estacionalidad\n", "\n", "data.filter(items=['week','num_orders'],axis=1)\\\n", " .assign(num_orders=lambda X: np.log(X['num_orders']))\\\n", " .groupby('week',as_index=False)\\\n", " .agg(['median','max'])\\\n", " .assign(Diff_Max_Median=lambda X: X[('num_orders','max')]-X[('num_orders','median')],\n", " )['Diff_Max_Median']\\\n", " .plot()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 122 }, { "output_type": "display_data", "data": { "image/png": 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IcWRICBERERERsUDLwUo7aCZj9omIiIiINh0LtByscg5a0EHjiCMRERER0cZigZYD1wU7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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "-Wn9DS9q-F4O", "colab_type": "text" }, "cell_type": "markdown", "source": [ "La anterior gráfica no muestra algún comportamiento muy diferentes con respecto a la misma gráfica realizada con la media (mean).\n", "\n", "Ahora agregamos algo más al análisis. Consideramos un center_id y comparamos el comprotamiento de los precios vs el número de ordenes." ] }, { "metadata": { "id": "StXyuDfp58W6", "colab_type": "code", "outputId": "aa9da1e0-21d0-43ea-f6ff-e46940820671", "colab": { "base_uri": "https://localhost:8080/", "height": 228 } }, "cell_type": "code", "source": [ "#Se toman dos indices para agrupar\n", "(data.filter(items=['week','center_id','checkout_price', 'base_price','num_orders'],axis=1)\n", " .groupby(['week','center_id'])\n", " .agg('mean')\n", " .assign(Diff_Checkout_Base=lambda X:X['base_price']-X['checkout_price'])\n", " .head())" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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checkout_pricebase_pricenum_ordersDiff_Checkout_Base
weekcenter_id
110325.925778348.601556562.82222222.675778
11316.569762340.481190419.90476223.911429
13326.011333353.068889656.24444427.057556
14318.120000342.935897236.30769224.815897
17315.640000343.723750206.15000028.083750
\n", "
" ], "text/plain": [ " checkout_price base_price num_orders Diff_Checkout_Base\n", "week center_id \n", "1 10 325.925778 348.601556 562.822222 22.675778\n", " 11 316.569762 340.481190 419.904762 23.911429\n", " 13 326.011333 353.068889 656.244444 27.057556\n", " 14 318.120000 342.935897 236.307692 24.815897\n", " 17 315.640000 343.723750 206.150000 28.083750" ] }, "metadata": { "tags": [] }, "execution_count": 48 } ] }, { "metadata": { "id": "xs315uoI_gDP", "colab_type": "code", "outputId": "d3138a25-020d-41be-9674-cc4544c1cbf3", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Se genera la gráfica para explor los datos.\n", "\n", "(data.filter(items=['week','center_id','checkout_price', 'base_price','num_orders'],axis=1)\n", " .groupby(['week','center_id'])\n", " .agg('mean')\n", " .assign(Diff_Checkout_Base=lambda X:X['base_price']-X['checkout_price'])\n", " .plot.scatter(x='Diff_Checkout_Base',y='num_orders'))" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 49 }, { "output_type": "display_data", "data": { "image/png": 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D4AcAyKRe6WjJY9InAED+EPgBQM4xItVeJH0CAPQCAj8A6BHNBnD9MCLVzeCWtYgAgF5A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CFDPXw5lsEd/6wRu48+ZtABRXv0LJ+M6lEmF89qPX4L7HD5q6qcYjIVy9cdC11c9nURNRTX+v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\nuBUIjQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "Z80E-fZADAcL", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Se probó cambiar la escala, para tratar de ver si eso afecta a las gráficas." ] }, { "metadata": { "id": "Fdo1-unnAHkD", "colab_type": "code", "outputId": "00511702-c6c4-4487-9f16-0bcaceb5d74e", "colab": { "base_uri": "https://localhost:8080/", "height": 609 } }, "cell_type": "code", "source": [ "(data.filter(items=['week','center_id','checkout_price', 'base_price','num_orders'],axis=1)\n", " .groupby(['week','center_id'])\n", " .agg('mean')\n", " .assign(Diff_Checkout_Base=lambda X:X['base_price']-X['checkout_price'])\n", " .plot.scatter(x='Diff_Checkout_Base',y='num_orders'))\n", "\n", "plt.yscale('log')\n", "plt.xscale('log')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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6pQ/dfcDahTto4qcwGKZnJSGEDDojLfL2ygtjGFwJe43tpO2Hl3PS78LIZOjH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hCx7LTvC4nkCNvb4Tk4uBugEdi4IOOvj5Rjsr8amxsbHeiYmJn73euAfErDjqhBY1OxX2uaPP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+lBtHwBwMJyFRcurwLIpgUsLe8LIYQMElTyCCEkZtJi9Yq7HYydSgc6S1dWLWBp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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "vmI4nhFkDL6M", "colab_type": "text" }, "cell_type": "markdown", "source": [ "No se ve muy claro algo en el análisis o en la gráfica, pero se hace notar el cambio de escala.\n", "\n", "Para tratar de mejorar la exploración , se pinta con escala de colores de blanco a negro las semanas." ] }, { "metadata": { "id": "ppYHaTrl-xcs", "colab_type": "code", "outputId": "89ff8983-2c51-4a9f-9650-8a5fee35b304", "colab": { "base_uri": "https://localhost:8080/", "height": 575 } }, "cell_type": "code", "source": [ "#solo se agrega color a los puntos con respecto a la semana\n", "(data.filter(items=['week','center_id','checkout_price', 'base_price','num_orders'],axis=1)\n", " .groupby(['week','center_id'])\n", " .agg('mean')\n", " .assign(Diff_Checkout_Base=lambda X:X['base_price']-X['checkout_price'])\n", " .reset_index()\n", " .plot.scatter(x='Diff_Checkout_Base',y='num_orders',c='week'))\n", "\n", "plt.yscale('log')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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duxvDMGhqauTRRx+mtbWZkydP9mu1O1U99dQTadOpduzYwbFjx0ZdOzFcRUWz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\n1KZNb7jBDsDRo4fZtm0zV1xxBYZBv+5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07blzOod7/DgcmWRn/3Uc67EoL6/i4MEDmuNT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\n6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GgpQqEAiUQCm83GzTffzPPPP084HGbx4hquvPI6AgH/DBLodru58867+NWvHkFRFPLz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\n7NhhEokEK1asoK6ujnA4zNq16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ZPH8Xq9SJLEsmXXX9M76P2g0Uhs3nwXGo0GSQKvN4zd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5b6vWp/HY1Gy7Jlq9m2bZsq6ZkoQa325NGg3E6SJPHss09y8qQc6DocDjZu3Cg8QkpKSjh3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\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GV1BQQCQSwel0ikrIZKTU8+QikM/MzGT27NlkZGSwfft2kThJHIzJJrhSAl5eXk44HObt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y9dVXc99999HS0oLBYODcc8/lwgsvDPZryGRmTuOWW25h48aNdHR0kJSUhMfjYe/evXg8HuLj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\nityhCaiaduX1+jAYeu6/IggCK1ZcTH7+JHw+LxMmODAaTciyEhHpUgVd90K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JmJhYrrji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CQpHFETMBpFgkEZq9XKokVn8cYbrwFqDcuFF17UrzGvXn0lW7Zs0izE58yZw5w5c3C5nD0K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\nWFtpS7TNSokVq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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "nS6tSU5-DweJ", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Los colores de blanco a negro, no muestran algún patrón. Cambiamos la paleta de colores para tratar de distinguir mejor las semanas." ] }, { "metadata": { "id": "KKDomUj1Aluj", "colab_type": "code", "outputId": "7019dc59-bc53-400a-8075-eb8f67c6e8da", "colab": { "base_uri": "https://localhost:8080/", "height": 575 } }, "cell_type": "code", "source": [ "#Se cambia la paleta de colore colormap='viridis'\n", "\n", "(data.filter(items=['week','center_id','checkout_price', 'base_price','num_orders'],axis=1)\n", " .groupby(['week','center_id'])\n", " .agg('mean')\n", " .assign(Diff_Checkout_Base=lambda X:X['base_price']-X['checkout_price'])\n", " .reset_index()\n", " .plot.scatter(x='Diff_Checkout_Base',y='num_orders',c='week',colormap='viridis'))\n", "\n", "plt.yscale('log')\n", "plt.xscale('log')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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JYdWa+UCgm5ZLDRQbCNGN7lE1vpKWOkJjm9EbAuXl3IZ63qnYzS0JwR3TcT6z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\n2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fmcG7Eavw7AjtaGaBprARSLRmBIwWACQwBUVeR0HYRDZowjjGzHvUdQR1hHBQGSDDDl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05hhHiFzJXgQLqxjK8ceonb2s6hhOPEAhA0Ja5mq8haHlS9jEWeekzb5u/OHGTfhSu8/maD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\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w8Ksml4SHiatuNL05nOf9tzzO//nOXfh8QZwXq2TqwaoDWZf47VVXocgLCdwIQaHhAIYj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t4bBmn2LaLLlfnJK5nkbJ2Kn8FZIRUty4KOyOLStohWJFcwGBhtYXS2gdGJerZfP0SorjKfBpQS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\nUCh0xumNhIgnHfSNF7BvsInAhEU85sY0VdLRAqLLhvAX5khGX1c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SYWLmM5wzSjDEWSLm\nLynUv5B77moh14Tu4a3wKU42FHZQ6s4RKK9mcHF+B9uHS1DzZ/9GRWIphsZiNFQXEqTwvGP9R/h+\nx1b+MHQUSbJZU+zEp+eygxlT4bWxKLfkxSlweGftI94iKRXY2DOMIFRZRpdnB8u0t5HGlbuCMKNk\nq8IZ/B/vx9OdeWOK7ACMWSfpTL9MveuW/9HzzmEOc/gvYi7D87Z4RxKetnQPbelq/jhRjUd28a26\nagI+J9WleXQM5BastgKKbHHp6pMUBHMvvsryCaqkMWwhkGe8GA5tOYaZMcmsrcEsyYXl+kejPPbS\nAS5aXMPQQGTW+Yf6x3nsyBFeaM0VJ9fGdXpPTEvGju0+y5M7tnGgtIeYmWKBp5wHa67DoUo0lhYi\nUnV0mts41xfmWNLNKmcYtywhhCBlKrQ6C7hndR0xq51jib8hI3ISp1V/k8/v7m2kv8WLb73FkcZa\nTiZyGu8RI8YTg29yPFbBQ/MfRpdVWuJfIzspK1JVQZU3TJ0+yrrgkanmjPfesY3Ogfl86s/uoKzQ\nj8vtQFZkfvvIK2QLXFghF4oN4bYQzAg0GsLJ0tA93HdtP89sP87+Y2upLHkNpzPGhOHi1XAjTZ4y\nPlB9KcH66ep9wzpI0vwqltzHA99y8tjfr+NspAJjlRsLGctvIXTBiNNGfnkESwRnNWoRsoTH7+KK\nu9fxyu8PsNzRz+c//jsCvj4sfkLYipFBkLVfAEyc6v0XnEcuVeOhjVeg2h1o9hCDvW5GHEkKPbmF\ny0jcxXjKhZo02He2gX/ZMx2tHg2HcGLmajLIDU/HQkFgAbalTaWWhVAYGfbj8WYJaBm8coYCJYEi\nWZQoUQrlOP1WHkJAylA47U+gSwWsGcnDV5SmQMRRJy8/Zum45Nnysi29dXRuqeaKRa3EUk6CFYU4\n8/ZSoUbRJzN9Xpx8c8cyjg2OAcU8d2YJ1zeeRJVNuhLLeLKrkuX5Z5lf8GmOxsaQydCSKmEkdoR1\nhxTuuOcWPPo3+PU//IDhvvGc5ZYsgT1A90efYclfraa3YSUKMp9uWEaFKwh8GqQmEJ0graNcXUla\n+h1Rs5Oxfo2jj3gp+dAh9MA0gSnVaiikkVf3RWmRFTx3qbxrzVI2b1wK5IIDRwdq2Fx3YmpKyBLk\nKZkpwiPEjN98LY2/epzhM158HQlSsSyDR30Ulowjy2Db0DmeR743gUszSZsqKVUnnZciHjHQJJmB\nWICAK03IlQJbwtsfYnPZM2yqaJn6DgVJEcs6CEzW8MhAvWOCBucEhoAz2SA9pg+PM8ui6m5aeyoo\nq1T5Y+TY1FgNOY7PYxONuzkyPsAvO3dQEsjgkB1YsXImxmwsS4GEhDojG5v0GkwYs6WZzmIHX//S\nDQgheO+PnsSwbHYfWMTmTYcI+BKk+/2YB9bx0IM3Yrh1TttHaY+3UewPcUfdrSSsDB7FgSRJLPHV\ncUPhet4IH8YSgvXBhVwSWgaAQ1eJxFM0t40g1ckIf26+1QVGkN1h9sRtJBR6Jko4EfZzf5VB0QVq\n+guKAtx5/zoe+clrdIxE+LvdL1KWEnxmRQZtBt98ZeAUZ2Ov8MWFV6DKFyYCG/Pm02nOfrWFTMF7\n166hKi/AyeYBMkZuzlWX5VFVGrrQYS6I1jODtLUOUr+whF3hswhACJkjw2VU+8eQgYGEn5GUSnti\n9DzCM89xNf3ZvcTsXE1iqbaGoDL9o6rLKneWreCxnr0kLYM6dwHvrVx7wbE8ULOJtGVwNjFKvu7m\nY/Mu/S9fx4VgiSynUr8kZYcJqfOpd9w819B0DnOYw/9v8I4kPDORsQ2yIotPdvPZ913Br148QCKd\npdefYljpJj8wLZOQVINnWrbw4j746o1Xop5zAXLlQpu2Y/btiCXSZE2LguLZ2gRR4+bnR46QNnMv\nzQEkCssdOAeyoCkIy+Il9wlGEzmi4VJO8WLPv6BbGaJdhSzw/g1Lm+7gZHw3/dkIy50jgIEQORmd\nz2Hz8E1/4AdH6niguHuK7AAEGsdYcus8jrzoR3bm01lxfh3MyUQvByfa2RCaz8yCaQBZElS6JmZ1\nos8PJqioSdFQWzz1mS0EXcs9DHqcCA0cYchmNWzB1L6xfie/+d7vueNLt1M5P5/O8HJeOrua2lAX\nS8uu4r1lhcxzF6LLs+9r0vxuLkshQWVjjJs+dJSffSmA1eBmpNbC9tkggemUGbvEjbc1S7wxp8XR\nx0w2uMsZ3mDzz9uOYiWyfPX+Fwj6ewBQyRCQFdK2CZgY9j40cR8v9raSNLNcV96AU9FoGxoj4HZS\n4d+Ow/4xElnKK8Cw4EzYz9GeKn5zdBmd4/n4dvRQsqgK9NzSVCA4MVRGz0g+pRXT8+vcwnU4Wcm9\ny77AbU0K/9S5j90jPQihYA54iEULya85MtVMU1UMbgi18P2uyxC2hGlo4LEx4yqPHrqE63wnGSkc\noKZ6HNOZpSVTQrUepl4fRpGgOVLM706sxuoMsLetnsayAv5yeYSM2D5FdgBkolT6T7KbFYDEd3df\nTW/sFggmebw9i81Znu/t4M6FftrtuumH5TR4afdWul7q4TO/fJDqRW704rOMdoVIxR2gSWRNicFf\nneHhpz993lxEvn7qnxJQqd7Gjw/uZyieYOG7PdS6SzluPgeKQdZWacsIXm2P0RFNowiNVMbkudY2\nbpwkPLqi8PtdN7K28gw+xzTxG0j7SAgNSRIoiCm3RSPuZvBEbkErCXD3Jzn59TxGvH5C5QmGJ/z0\nEKSiIvedMG0YTXrJlii8YrRgSjYg0TxcjFvLsmhilPUrdrI02D/rO1TjSfJq71VcUbEdj2qiyyBJ\nOZmTJkGRkqLHzLn42bbM5fXVrK/YjxQ9yrF4BV2Z/Ml7lJtFbkeaU2IbRyM5KaSRDDKezgcULB3i\nleCYVHI6FzuIMJsEuxWNsaEoP/7WHxnzxMAh09FdxmO/KeKSxfl87vpbkJfoU9svIpf6ORzt5C9a\nfs1YNk61K5/P1d5EsSPAe0qu4o7CS9g52k5XKsIbo61cUlCPIsn86Lk3CQ8lUTJO7HlZUAU1pQbn\nAjqalKbc00vLeCNP9K7AISdZFejGPVlL1p2oZV7BTbz02huMhRMkmyxiS00mEOwdr+TivHYkCYbT\nPp7rr6UzcZpip48P1KzlkZfepHM4TJ7XzUevWU9xwIckSTR6ltGVfXXq+laVr2PV/BUAxO/Msu94\nF05dxbvKzUcO/x5ZkritfDE3lU/31nkrtrx8nCf+/U2SiSy+gBPzg/bUz2vG1jgTLiM7meUudwZY\n4Du/R45PKWOT7+/ozm5DxUWd8zokaXYG8b7KNVySX0d/OsrSQBluRT/vOJAjR59tuPptx/un4kD8\nu/QZOwDoze7AFlkaXXfN2qbScRk92eksT76ykBrnNf9tY5jDHObwf4m5DM/b4h1JePyKl6iVIxOL\nPXWE1BwhKS8KMH95Kb3jUdYV1HJywo9pHEPT01P7JlM6B9q7efZYM3esyBWh3vTxaxnuHCYzOIFZ\nGeKc/VJDZSEOTeW9D2zGyJr09YQpKQnivKyYPc3Hpo5pINDrg4h0HBQFyQtRObfYkbG5vOD0VA2H\nO7+HbXu/y3vU77MlneJE8izz9QkUSZ4VTasNRkj7jiAzQ4MCSKh85JsfQTcqkR0yX279Dcfi3bO2\nkZHwqLmX5ALntYybXWREGIewacv4sCSFi+32qUV353g+A6MFs47xm+Mn6CmVOde5NVUoqK0YmrXI\n050J3mzex0j/QTz+FHHbyfbWJlKJAJvnjfDQFUsv+PyEmJ0xm78syPv+6nrq19bwyZMv0WdNWxdn\n81WKjiVAAcmQcfdK7C2JIRTQFRn8Oo7QbNI3M3sn4eMjW57maHYYgKc6ThEadHC6ZxSHovCZdTu4\nZcMMhyYFCvwjHBhcSed4Pq6JLJtKy7jvwdv49gtv0jYUJlNoE3MLfnLycop9z1IdCGPaEjuH63mq\nZxWXFm7m1gW55/bd4ut4/MRh9h/upDTsYMWidejSTmb6agdUAyMzY1EzmRpKZpzs2rWU4hX38cb2\nXVTfehLNaxJJu9k3VsWZwRIOjVThPyUoScFFVzZx+5UlDKe3MtIXoLAhMfW8bEtGlqedBSUg4Gri\nN33HsSftlbO2Rd+Ehe7TyU4uoOWYgXHK4EjLMVrO/J6Nn30OUxphYsjFlp+uoau1AmzBqDVbZvZ2\n+Oa2nbzSenbq71WVFlajDxmBnRPfkcqzsNUgdsBEO+ViaHSC73/zjxSXBLnzPeu5NX8Rjz29lndd\ndwiPM8uxRDFfOHMtaVtDRuKLC0Pk6yeRkHGLywk6e4kxitOhEiVJdHMxpyMubCCUH6c6Lzx1n1QZ\nfI40I3EvhsjZxJ/7TzLrYG1tGwFfiiwqzCAZbqWcq+q+glcWaLIJ5geAaemhLXJmHZJRQtnYtVy6\n7Bm8+lZuLoBNgXb+beAiziaqiCdztRAL8gUG04YTqiuCw+EjkzlXIC6QMzZ59SE6jdnfJwm4u3Ih\nT//0Gc4c78dR4f5/2Hvv+DrKM+3/O+30c6Rz1Hu3LNtylXHF2GDTDMRAIKRBCgTSNnWzyWZL6rJJ\nSN2EBJKwm4QEklBCNcZgbIOxjassy5Ytyeq9nl6m/f4YWUfChs3+9n3fz8u+uv4bnZlnZp55NHNf\nd7lu1DInyAKZrgyuXrgOUbi4Ef3vvXvpilupec2RPh7q2cNXqi3hj8f7m/h1x34MKYEsmfyky8Fd\npZcxEowimmCblDCbnBT6PVSuTdKTCpIlhwkoUUQn+MtjPN29iAfOXYakw/qcVkAgrm1iY46N819q\nLduYeu0I/LJzA23hQtxiitdHyxhMWKIFA4kwd770GK2xMUQZHK0KCVXjO++/xlpX7k9gE9xEjUE8\nUiH1znSU98o187lyzXz2j3bx903bielWSllPLEiNN5v5vgtrNAF2v9xMLGo983AwQdZZF8k6jYSh\nUuLwszazhrPRARRB4X3Fq/ApF69rcUu51L2JSLwZpa7Af1txrSvxEl2pXQgIVNqvpcj+1qp3ABP6\nzL5zBqNq8wWERxIU1nq/RldyJ6ZpUO7YMidaMIc5zOEdgXck4bnBcTXj9kFcooNrstYjTnnI7t97\nkMeOnrQUkICMCZGK0irKr+jAlFQGRzI5fdoqPI6m0sbK4ssW8u2d/0TP6V5aYnFaB8fxuR3ccc1K\nABwOhU98aSsYQbzOP9I31syB4QxOj1lGTJbTSalbwqjs4dqbjqLYNA7JFew0KnBIKh55tlRtsizB\nx/c/TU2JRYq2T9SwNaOX/BmqZWFkMkp6OBkrpti+lEn9OJohcjZSQSIV4pocy2D5es17eH7kKM+P\nHKMvacm5XpFVT73Hus8SewM9w0PUer5PhSfEmHeEh0ZqeWJsMXX2YSbjTn7ftpJVlWWzrrHW9yee\nuWk/uiHw6OmFPHpmEaUFFUD6oxiesFPxzyZlxZZGcrYvgrn4NC/ub+D4wABJTcMuy2iazvPPHSce\nU1mzrppA/mJSxvleJQKZmWu44qYGADZHqvjNuWPT51BsEoNXe0EQEJIQqwDDZYAOrm4T3zmJI2eK\nWVzTj6KYGCaMphTChkA4VcahlktpTHZNe2LbY+PYEiJ2JJK6ztGxTLbqMFNjwispXF/voTK7gWsW\nzSPgtnJw7vvQVsLxJPfseobxcIrhWCb/+Nq72VDSRm5mGYfHq1mVlcvd89ZOj2VoJqceaWeka5QR\n4GzTAPOXLMaVcV6eWSJivMmrrAtgmHh6dRyDJoNDkyR6Czn52xTZCydI6DKHxkoQbQobCkvYuK6Q\n5WvKmXQ/SZP6TwiyiVkqcCaeQ6ESQlBh9HQDNy/+G4YjbxBKJFmQl8vty5by7O4zjCajvKv4JBm2\nBAZXsSjrSvZ3PsN1BfvIC0QYe8DLww9cQiL7OXTBetYZeXEa3nWGru+XgCQQV+wMDk6Sn3/xZogJ\nfYKWxE+pqGrher+TF440oOoy/eNxcg0BY6bogjTVoMkDRrZOqjnBwSmSFArGuOvTmzny+Va+/GgF\nDpdKV50bbbmEx6twbdkirsreMO08ONxyjpR3GFdZgNwKPz3eCSazdHSfgS8jisOpvTkIimmIJJMK\nIGCaBoJqvU9svRJyrvU/Oqh7UFDxizoiJjGjmz/1f5oTsQbuKNjMat9HQf8OMApU4lE+S3Vc5OF/\naaf/3Gk2/jrdkNOvxHlfXpxM+S72+fvQTRPZ1cme0ACyYGAChmnDNKYWqWbiGjTJcjnRPRL0SIge\nEcNvCQZ8vNKGQ/4EGz7cS+3GDJ74wVr6TmThLvHxzY9fQ3HgrRtWhtTZxffnxkYZzo6Qm+lh10gr\nuphEkS1iEtYTPNT1KuuK81i1bAdOR5K27kJS0XezxltHcGIQv5x2kuS5wjRkd/NKXw0pQ+GV4Tq8\nso3P1liOpys21NHSOkA4nK5pMRFoi12CojoYTFhrT0SgLxakRRyBTEtaxJRU+sfTjhJJUFjqvvMt\n7xPgTHh4muwAhLQETcHBtyQ8b46ll3X4+bt3X0d3fIzlGaW0p35JUeZhJGTsNgN499ue/38nRtST\nNMZ+iYaV6hjSu/FKxfjksrc8xib4iDGc3hY9F91PEhQqHdde9Lc5zGEOc/i/Fe9IwrMyuxa/a+kF\nfz/Y14VcHUYQTbQRO+GIQpvo5uxoFYIIuiogZqUo1HLZXFs161hPppu6NbXUvdVJzRiKfg+pyAly\n7PDAVSXc+8ZHCKUyeVdtLfvbX2PbZ16isNSqIp2f6Cc/kskAEVKGgl2yoimaIdAZyqE9Mk5pwoUs\nSsRNG1/o3sC/FDYRsAUJG3p3CwAAIABJREFU6gpPBMsAgVfGjtLZWkmgTCFpyEyoHgT9RR451sYt\nVYu5vqqWbXmXcF3uCk6Gu2mJtXEi2sKX2n/EUnct78u/hirndub5LEWffDHOe7PauOfcpTwytpJQ\nzIUdiUvnufnliSNcUVZGX+oPXFO0YzoC9LmGgwwnqynN/QaRiXFSqRNExm08+dOFuD8927PvdVrR\nNKfNhiJJGIbJ9+/bzrGjnQC8+toZPv+FT5Ffko1h9iGJ83BIdwHwys5dFEf/yO1ZJs8ElyErLiKk\nwJiSUbbPiNZKEC8y8XSZPPbcUlJdIvmbJ+iUMvj3ziW4JBWfkk1kdACmvtsZ9ii1OYOYPonW8Up0\nXWL76TpuLD/B0kXpD70iiCwvLGJp6ew1JggCPpeDZEqjPGOYMt8ojUOlPH9mKU9c/x7urPYiirOt\n556ecTpnSOwmEiqvvfQ+tt1ag2GOIouL2VryXlrCe+nUTuC2AW0Oul5NYQ9atnhnxwg33LCCxx5L\n0no6ACmNorEQomqQsy6T5fcG6Ux8krjWhyyAjoggiMREG/f2XEkk6eAjXE+D18s3tlxhzaVpcnh3\nC2vDAT61/M9syDuFKEDKOMUEN9JQE0RWLKEOX0WSW+88TjiRg2uGMrespNW9dMNkciL2loTnVPyH\nDGv7ycmEnExL0OK5Q6swB7zkhYKUFk7QGs9lIOUjqtkQBRPDEMiKyTja0pGO9rZhBEHgxg9fyr1/\n20dyQiHzdZOM1zVuu3sd112xanrf4yd7uO+Bnai6gaCb9I4PE81WpgmOOBVJi6RsyPYEkgg2HKTi\nOZzfSQqJZO8SEOMi9rUZHI2UUKCPoUhW1MYmWmvTJ8bZlt3I7vYyHmh7gX2nFlNR+E3etdGLJM3H\nLXh448+7aG8KYrOL6OrsNKYKZzEuJYtby6zUtu5EBkdje9GnlAI1XUBVJRRRpMz0cFl5AevX1PCz\n195AMAQcpxzoXgNFlCip+DOaOYCsQNG8MS7/YCN/+s4GGpbnzSI7sWiC/7jvBQZ6xsnK9XL7565i\nnjufgdRUxMiA7pYIX9r7HF+5bROKIF5ADifVCKvrniev0KphXFTdhU9cS7ZjEzcF3suB2L9gkn5H\nyKKBLINqGizxFXF31WqW+61mpMsWl/IPX7iOX+w5wLHJXjS3Rq7Ly81qDa/c9zKeFSJylpPLa+s4\na0ZmXYfhMsk3vBdde2+GaRoci+7F5eon16kxHLc+gwHFyXJ/4Vsed+mG+Qz2T5JIqLg9di67vI4a\nTx41njza48/SPSOF7kz8UfKVlWS8DcH4Xw3TNHl550kG+ifJW9WElpeu60qaE4xoJ9+W8Cx0fpAT\nsV+RMCbwSaUsdF68Z9Ic5jCH/3sxV3X31nhHEh6/y0nXqV6evf9F1KTKyq3LWHHDMkJl/dgclsEt\nBVJoEY+VUy5amfGiAuXz7Hx93pUUXqSXTiSZZE/wMDFiLHJXUeeunP5NMHYikk5jcys9/POlQQzJ\n6nvguHr/NNkBcDhU6oRmxuJ+urUABUwSS9k4NFDBgUGrW3auWcX1BYvZ3t3IibZJrto9n9Xrz+Bw\nx0lbZQZhZ5xUMm2oGKJBW3iEnxw/wPxAFjX+bAQd8u1eHhx8g4hueWl3jL9O+/Eg/3TZ7KROp6Ez\nfM5DSHEhAl7BwX+cPA6YPBPZywdLjk2THYAMR4ovrPbhsmWy+/m7+OMPn8WcylWvfNcEzLARglEX\nAaeTO5YsQRQE+vrGaTzeNf376EiYV/e2c8eHPj/rmlrPHCe3/KssKbFEJ+p6u/jaKzeRzDWs5qhT\nEDG4tvgEfnuMwwNliPZsrvmIl2DHev79tEm72/rIhzUJLRyzOptokOGJct38RqvwHCjJnOClFxpQ\nggav7a2aRXgMEx46G6Q+p58VuRcaQHcsbGZR4dO4FJX+cAb3776Wr9/xKzwOOzd86FIuvSadypeT\n4yXD5yQYSnvOM7x+fMqXp7dN06QgZ5jeyKB1vXXg68kg9Zq1Rt0eB1dfs5iVKyu478t/ou90/7Qg\nwmDvKF3J50iYfQiCtWpM08SqPAEdCRWFzBl1aKZp8uC3nmbfjiaycsN8esuZaS+8TZwE7fckJWXW\ny8HrjdHRXUOpf9CaUFNh4Gy62Lq6Jo/KKssz/uvTR9jZ144iSNxStZAbyucTNfqn9xUwWVLQR2p+\nhJsKQ2Tn78Nu0xhJuXig/1IGdB+CKXJ1Xh3O15McNTtmXIeVJlRbX8zGa5aw94UTaJrB0ksquXpb\nw6zn9Ns/70c1raIzUxQQdBPBBCkuoDshmZRxuFJENQcpQ8YVF/jXJXcRyZX54YHdnG0fwtMioIRE\nDI9Ib2acSpsOgolupgnTebjFJE5RZSIZZc/hVvYgMDy+gI/e5OTZvY00jYyhKwKppMKr2+vYfFMT\ndqeGSA12aXY04mSsEX2GepekxPC44oRjLkZcSW67eRWZdidXhmvoGw8RTalIMQkDUJTZUZqcQpkt\n25Zz212zi9of/vFODrxsSY13nR3E0E2+eO9NZPV4efpoE9qEAG1OBgnz1P5T3HTZEu5t7sOU0sqB\nGYMpfNVD02OKookuNvJ6uJEJ/QwOQSRp6hhIhFUbZ4K5CIIVxburctU02TmP9niQQ8Fh1AkZkIm5\nJBr3HWHy6BAFUyrr+hqZ7C9VzzrOrzj4zLVvn7IF1tp/euIhmuMHAdhQ5qVrdCG67uemokVUebLf\n8thrr1tKSUkWHR3DzKstYKB/ki997veoqs6q93djq03vq5EgagyQwf85wvPwb19j+7PHMU0o6hln\n7d02kK1MBgUPAbn2bY/Ps61gs7IU1YyjCO45wYI5zGEO/6PwjiQ8sXCcn33qIfrbrGL+5tfPMhKI\no7rTtTqizUTOTF2Qh1CdnUWJ/0Iv9M/eeINX4ntw5gQRBNg+to+NGWu5vXCqKFTIwESY1fB0f6iV\npHCUDZnLWd6wiXA8A1k+3xtBIDjFGXRkerVs+hM+DgetD6AXG0eP9NHR6KTPtDERc1Nf04FHDmMT\nNcK6A82QmEg50VUJU9UQrAw6tISErkqEzCSNI4Psvu9lmva1YDaIRD46I31OhFND3XT01ZJRfgRZ\ntAyopn0+Sn8SovoL9TiKM3n0RLPVtNKmo9kSHItmE1QVMhRr/0jYR6Z3EwC1DRV4MjyEJyxiMf7j\nIqoXFJOwjWEjwAcKP8oX5+Xis1t53XaHgqJIJJMzvLzym2R+gYT6R4qq05LQy4s7WZLfzeFwKabP\nSuuxqSKfrN/B5cVWWt3WombOLqmlRwd5voN1k8tob1YsgmSAMaEhuGRAZH7J4DTZASgsHKdMGCZx\n2s3JiZV09sQoK25EN2F7Xw33nwlQ1LuH311+My5RZvfOk8RiKdZurGVZwT6Uqbkp9Aa5If8gj42u\nIUqMxx58hYYNtTjd1v37fE6uu6qe7TutVMvF9SXU1RXwle3P0umIMJyMISdFymvOTT9fRMish+AJ\nG8lihZwVBRw+fo6nfrKLofaRqSarJprbTtQjEo6OIs/qiWqt0aGkl1DKiXgYXjl5mIYfW/HL7rZh\n9r94EkzQNQldBUWZfXTcVHGZaXG87p487NHbKLevJ66fwy3Nw714Ibr/OdS8AYryRfZNnKQ7aPLQ\nmWOkDGvx/7jpAAUZQcJY9UQSOivsowTcKTZnPUDKdJCaigDk2GJ8IG8IM//zBBQv5a4A/bdPEJ6M\nM9A/SU6uj9vusIxaQRD48GevZMu25SQTKhU1ebN6LumGQTg6O5XUGTQpd2fRHJtATKhIfoNkUkLW\nQe9zEOn28G8jTSwvKeTfNt3It05tZ3+gn2S2wILSXHrMIepy+6ZrxCYNGwEzOS3V3hrPIag7MIes\ndDiAls4hvvmrHRxrsSIgSlUGjvYgL/xhOUZyPbfcWYlNWo8oznbAvNnYNE0wpuTro1qKSCpFpt3J\njZcsojIvwGstXTxx1FIxaO8voCBwvq5HorZmK6sXbiau93M69gCaGcQjLaC1VyZR6CXpl9BsIvvU\nSda29DEvUox+8Ny08IOJyZFkF7HRFKX9mYwMj0KGgRwBx8sy4QVOnJ40OZvUh5jQx6aO1XEJbo6M\nl3Js3MdI0rrPCneAhkAJAAkjRNII4ZXyaR8bRzXSL+2JWIIReXYUORFN8LnaS4lqKXpiQQqcPr6y\n4DKK3Rn8Z4gaIc7Gj09vq0KYreU2rsm86W2OSqN+SQn1S0oYHgryg+8+RzhsfXP2PWWw6XNuUKz3\nok8sI1uu/6vG/F+FE8e7Mac+T32NAQYPLKX2sjEEBCrsV+OXq99+AEAQJGzCxVPZ5jCHObwDMCda\n8JZ4RxKee556mqF5ClkdAqJuEg/HGT0yiGujjZiRrs0REhLasILkiSDIYNfs3Jh7ocTnod5e/tTc\nROGy8LSBp6Gxfex1fFIm2/IuwRQuQxeuQzafAwyORvL4xaCMyNOkDJXNgVW47H9HMPUAETXI0fEK\n2oRC3E4r79wwIZhykJMBJRRztHGAATXMAGGMDJFVi89QV9mDIFheSKeawkTAL8TojeagdXvIrpEY\n1uJExl1gCkgxnXN/aqbpiTesi94DObeouHNUepJ+9KSE3mfn4Kk11FZVoJiN9J7T6e9YyVe/v4Cq\nJeUcGuzjT5yy6gR0EVOHxmgO3+9bxjWBLlIJicceKWeJ4zQ3fqKEqvpSbv/qNvY88QYCAptuWUVD\npfVhN02DlGHw544mBuNRbi1fRGl2Jpu3LGLHlCe+ujqP62+4sBdSIHc2CTVMsGcmkAckFmTksbV+\nHmuyA2g8NL2P2xYniy569DI0EgjOJsRYA6YIgikAAhmnU4Tn2zC02RK2ug62TpPCyly+9r3bkKWP\n8KuzD/NCbyengrmAQG80REdwnJcfPMSh/VYNyd6XmrjzqxEUK/MIEYMV87qZ9+AInadzeOxna4iE\n4tOEZ9eTh9n+81eIhBMUlmeR5XPypT88Td9yDeLno3iQmzJxzyAd+SU5nLhcJq5rdIy38WJnG9lD\nYzhkDee8FFrCTUp1MxY26W31Ub7YSvsyDYFULEBrU4C9h0qREwLmWRcnCPLoI/u57b1rMHQdY8oy\nmhxz8eoLVVyxrRVRNIkZIkO6gxQiLZP5mKqMNJ5LPPxxbriqHkFYjClHSKkx7h15hIy6ZiTJpF3v\n5UishT1naq2Uuimxi6QZ5kjidyBCtmxjoW2UwJTX2SaayGYczUj7JWrceXht5dPzUFQc4GvfuZVk\nQsXuUKaJQGe8m5Z4OwXZeSzxLMAwTFRVR1Gs5yyJIhWlWYxPptN6ViwpI5QCR49Oan0SHCY6MroM\npk1Gc0ns6+rmQHcPSU2lu0gl5rDGayVMtTeAaqbX0YThpDHuQDdspEwHzZFbyetN0b83bbCPTURo\n7x+b3lZlWLCxig21ZVxx/TKkt2iMe6n3clrjZ+hNWeqD4xNZROPWmlqaXUCBJ52+taSskNrCXBp7\nB2gfHud3u64gFPOzcaGbksyV+OT3YJomZxPfJqQ3Wc9dP0rehiWc3buQlE8EQSAG3P/0Pi4pLUJU\nDQybAIJAokylMy9B50AI8qE0lYnr95MYulUtuecPq7n5s23YHHFs4iLG1Czg1Rl3IzDfcTO7k4cB\nHbuucGOmpZjWEn+ak/HHSZlhJLOQZNYm7DaRZMqaw1yPm5W12ex+5RyGbiJKAgvW1pLv9PLThm2Y\npskv/vwa337+BbxuB1vWzCcVUdmz7wwIApevr2XrlnTEVUS0aj5nGAWieXF567dDT/f4NNkBGG3z\nox7fSuW6YURk5jluxia632aEC5E0NH7V+ToTaox6XyHvKri46MtbwW6b/TmPnFzGFTdc/18aYw5z\nmMMc/qfiHUl4Jhgk3JCD4ZDJ/UsngmlSFsjjtoJyfntuLxoaZcYkuXV9JFA4erICzSYSCynIFQ54\nU6r3QCSCqhuYhsjMkJBumhyYbGVb3iUgCOjSvXgy7uRbJ+/ncNSJiYCOxmOd+8lXK1iYezOfPqTT\nFh4DBBxyis3zRHQxymTKSUckG6dokq+5kWbk8Jtxg/ysyWmyJQkmAVvc2rbH2LrgNIlDt/Kewno+\n+53fotVqYGhkNkUJzvCG3nRnM5fVdaLYDFrG8/nR49fiHvOzdFEJKXElKa7HXwPX1aTvvSxlJ9Ac\nYmy+FxMRrV3CUW2yY6KUZ/orCfX7EH067ua+6WNWXb2EVVcvSc+T0UhS+xamOciJCTe/ad/MpOrm\nLz2nuHf5lXzw9vWsWz+P4GSMhYuKsdkuXHaK80O0TjxLjX8Yw4TGWDGhgEJRwM4nl69maUE+pplk\nJOnAIF2cfL65KVjiegICwlS6nZQ0yT6WwtMvcDpcRrF/jKKsSXQDeo8VsaJ2NR/55BVIkohpmrzU\n7OGUmTedTZhjd8GYyqEDaVWxvp5JetoyWRIIIQgmsgnuzCSZmUlKqieR5VwCOZYX2zRNXnjkANFw\nAgEY6Bxj9KUmGj56jGtLJ4lpCju6FjEa99Hf76eidBK3A5whF3saVeI2rGuRIOoB7yUitZsHcVSo\n6DGJwR15jL2aw44H1rL2ppPYPUm62nM5dmoeiAIl67vJXjiGYELweCbPPG0RiHXr5tGwoZbDe6xI\n2cvPXM3CLRsxHLsY1kfQBZGOUBY/PXkFcd3OZbYSPra6iqiWwin8AsN4lIQa5cYFOexNVWBOTViG\nM47LniSccGIaBgIi1QEVXZwEJIY0PxVyBEh3iBewyC0COLGjICIYI5hiugmkIAg4nGlVsWPhJn4/\n8iQRPYqMzPxIPWd/rxOPq9TVFvA3n9iMLEt89q4rePjxgwRDCWoqcrluSz13fPcR64S22W4wwZHe\n1k2T/d09tI6lI46T8SQ1bi+7RxYQcB4iQ4kR1+0ci5YyolqRhQ/lLmXr4iL+7dReBrUhPKUJgq0R\niLln9ZFasKSUK69egWmahNQEbtmG9CZpYo/s4e78v+FkrBG36GbC7mWv0IVLVvjoghUX7O9QZP5x\n2+X8/vXjJDWN+dmbWJST/kfXzBgxvWvWMZn5E2Azufrqg+TnjxGPO3h513IkewmyoqJ6TOIZIqkc\n/bxYIwBinYvvPXwLz/7hIJqqU7gxwOOhTgaHg/SFNbKUEbYUKyiSFfXJkGpRUn5od2NKKRJRmUe6\nmlmbV8Qp9S+kTOv/WRf6mHC8QNWaesS2UuyijVuWLmJNeQllJTYo/ROeHI3i4m5MUwdEvvbz7dPR\ns8GxCF39ryPHTbSkFWF89MlDlJdms7DWSk11SV6WutdzKLILA50cuYhLvFvS82To/KbjKOOpGCsD\nxWzMm13reR7zavPJy8tgaMhay06nwrzsDSzzlE/v09s7xssvnkQQRK65dgk5eRemUc/EN1teYPeY\nJeby8vAZUobOLUXL3vaYmbh+2wp+8+97mRiPkl+QybtuWvFXHzuHOczhfwaEuQjPW+IdSXh+d83T\nfOrlq+iu8JPYUstVWVlsvv0yBEFg5KBK4+ROVmzpQLZZZCAjI8oLO1cCAqquXzDe+tJSyjIymRwI\nkVVuNSTUdZjvG6DA0c0TEydY4bqFMnsDim0p/Wo55gw1m8FQnK+d2cWPtl7DeCpdf5PQbAyOryYo\n9xPULQ/8Ul85C4V8XhY70AxrZVb7/JR4c4hyvqeLOdM+Ii87wU3vX40alijtE5k8G0TL8oDsZMQt\nY8tw4Q8MsfG2Tmx2654XZA1yS2UbxzuKadt7ltrKvIvmZLcd68D/cDuOCjeGXcLdGkb555W0eGMY\nqgQIGDYRT95bFwQntXsxTasvw2I/fHzeXu5tvgbDTPHr1kNcml9OZeXFlY/Ow6lk8vNT17JqfhMJ\nQ+ZMIh/ZZnL3klpe+u7LPNIzTjyZYNNHKlm5JYgsJzEooVvNB1QEROa71rIsN5v2iXGEmE7eMJTX\n5dPh1El0Jdn1l5XkFY/BgMQqZQl3fSZt6PRPhuhun8DmF9BcJhhQbcvALsoIgkCoWEL1iBSr41TW\njHE+K+/N/vm6DXakqR874qdw/c1ZKmwq8VYbgz8PUHdlM4sWnZve3yWr/LJxA+Gom5zJhdxgK+JX\nX99B9FoRZigHm0Dp6hEcFZYRKbl0si8bYWxfNlFF5tkDK5CiYAogSAIZFZPkNwxzvgVSYO0YsQ43\nfb0TiKLAJ79xM7ufPUYimqTsmldpl7eDpqOQz9Nni9gzWkvKsEJOByb72LPrcdbkhPnuJb9BElK4\nFLgko5fMRJRnwgsxEPEJMW6ZdwjDFOgeXU48WcdN1SV0CG3Ep4zaU4ksiqUweVMy7WO6nVNJLw2O\nJIWKBuyhb/Q0+859hS2rN150rbweOkxEtyI3GhonU82MD1oy4AfeaKeoyM97br4El9POxz6wYdax\nWT434+E4QlDCdFmpUgLgM72MznD7Z7vcOGWZuJZOp+oXxxiMZ/Lztg1UZ45gU0zMKeJhmgIKdipL\nsrnjnnn8YaiRGDGylwoE9wcINflxuJPUL0pS32DyqT3PctroRhN1ipw+PlO9kVWB2fUedtHOCs9U\nRNoFawpKLzof51GSlcmXr7/4nEk4sYu5aEbaWaDHM7h003GWL2+d/pvbpdMul2CvGkUBjLgNKSmR\nMhRShrWYvLKd3AI/H/nC1UT1OH/f9ksGwlMNn23QEvIS6aznygITn0PkLxMmcf235FU56W4qBFNg\nKBKlebgXNTM26zplwWBcHOfujR7qPbEpUYgSym94kbBu1RuNaGcRBJFQ/7unyc55pDQDzTCmP2zx\nhMq5rtFpwgNwRcatVDuWENTGqHEsximlU7j+uelFVPM5suxR/r2jgoT+Hq4uvLD2xetz8olPb+GZ\np4+iaTqXrKpm2Yry6d9Hh0N8/zvPMThgEaKmE93849duxJdxka6rgG4aNIfTdW4qBkcne/5LhGfV\nmmrqFhbR3zdBaVk2TqfCn/uOcjo8gN/m4q6y9Tgk5T8faA5zmMMc/gfiHUl4qjInuWPhCb7VfRmJ\nTCeeK+ZPG/N3XbeW37TsRLKlIx/ZWUGcjhRLC6qpzcu5YLyAy8W9W7bwDz/7I2Pn4tiX6VTnjVLq\ntj5W41onByK/pci2GEEQWCs28MfYi2DXSEbsjHdmoqciHO7tp8aXxbHJcxiGhKHLrPPXsCR3FU92\nHiEc1ViZWsxVS2sIJpIc7uzHpSjcsW45vsAC9kV+RVgfxiHYSM3wgrukbGyCC6d3iO8+eIqE0MlA\nyM2Pf7WGUL9EzYYFLMxXsDlmFyzp/UOc293CuT0tpJIqKz+0kO7kIAtdlWQqlrexelkFmbk+hA7L\nELI5bGwMlNOb7CQ01WekOCrzkc/c8NYPxBydtZllj3D/8udY6BslpruRjFx08TL6u0dpOtRJaVUO\ndUtnG3deh53l/iUcDYaQpuS5c+Uc9v/gJGff6EENuNCXifwpr4zdfRkUyCnWBt7HZb48+tWTeKU8\nqh1r2bTZ5LW+Ln5y5CBtC0KoPhtyewqhD+yjIpOjOTh1ga2fXMZEIk5POEhVZgBZFJFFEfuYiRQ1\nSPnhYHiQ07v+grBMIlziAFGgoWQcf9aMrvYzOKRhwoRWQhGgmxo7w3/EVmHVDdmLNAjZKapSmYks\nR4RF7ixq84r4zPLVvPzYEZIJDVe/ilAUpabYKggf6C2lNMtLinTPFbtTILxGYqhEABHkkICnTcQW\nAXtGkpn9XkUZXLk6tfOtZoiSLHLFthWoRpBDkW/ClMyBygTF8SyMSQlRsSSZk1Ot7u3SAJIwu8Fl\nuX2CS/VW9oaqKHWPYXdbDoUFgcOs9rwfl1RAYfz9NMZeIJKM0t6awbciq/jk+mewK3H6NBcBWadI\nSROLoqxhkscf5rVjpaxfVsmbIbxJh0bXZ6/7UHB20f5M3HP9Wn69/SCjnWGS9jiSWyTH9LKlrJ4/\nBpuZjMepyc7ibzeu58lTp3nsZDMpTeeS4iJ6HN2IcYOkrtAbDVDkCyJNNXfVTJFHTh/gWyvn81Tn\nS8ScliEv2k3cC4JcUnqG6hW9SBL0mC+SnVtOYtiSY+6KT/Bgx74LCA9AQld5sGcXI6kwpY4AHynZ\neEF0582IaN0kjFH8ygIkwRJ5EASBKsdn6Uw+iGpO4hFraSh6LyfFb846NiM7yPG+FhBF7ILGB6v2\nU2IfJ67ZeGFgGSdHluM+Al975WnWrKyisMHJQCodCRNFsCsarcF8Spz5xO1HUbGkv/35EWITE4z2\nBMh0OKjLKqdVWEi/ZqkRJHWJgYSPxZ5u8u0vMq7FAYmk3krCODfrOuNGG6p2ofMKE6QZf/Z5HSya\nf6HwSJm9Ft7UPiZl6Mzz/Y51uScRBZhInuLASCZw8WL/efML+ML8rRf9bf/+tmmyA9DbM87BA+1s\nueridT0iAl7ZwUgq/W4530vtvwKfz4nPZxX0PdJ7iAc7X0OfIvKDiTDfXvA27/E5zGEO73zMRXje\nEu9IwgMgayYuqzyGlJr+wkmSSH1ZJacSzdN/s+Hho6vWcuOSJUjixY2F8sxMGjpNDj3fg54p4vl6\nHGaIGsWMcRJGCMji6M4gwwP5JMpMbihro25ZO12hLPJ9V5DnHKTKOwK6gNjiZvIHhzl2cz2vnwoS\nVzWOia/SPxniw2tW8IHVM7132dzo/w4JI4RNcHEg+ktG1VZsooflrvciChIe41sEiqxISk1hENtX\nd3Hfdzdh9xbzns99mYR6FsO06nkmhj0cfmnKI2zCQZrY0bWfuJEgR/ZzT9G7qXGVkVuazeIbVnF0\n31kEEy7bUsd7b9hI/cgAr/Z14VVsfGD+EhTprfPcRaEW3eyeUnxTWJURIdt+ngTF0I0f8sbRYh74\n1+cJTsSQRLhy23Le98kt6LrBE4+9wdBwiNLiXOrWXk9j7BQZdhfXBDbxr+f+gGGX0TOdiKsmETIM\nRjQfIxqc6d+LW8gjV8zgs+WWhLQgCPzhdBPdEYvAdYQmyc12Qt/5qTAp35LBT0Z30dgYJJ4UyZBs\n3L1gJVfXz+PZ4y3+1CIoAAAgAElEQVTEfTDVJ5KQT0JQ0kXkpyYKmIw6yZxS0lN1gVAsk9GkjZax\nCrbO+ywAcSNGWEsbggALLy/EnHQA7dN/i4y4UV9TKV7lwikrSC4byVwX2cEkC2vP4s60Cu+XFhus\ncF/HK+EnSZiWMV3kqWOsXGS6YWOGSTLPREoITLZnklg+jCMwVbgfdnBFzSYmCwye6G7msrxs7FII\nRbhQwKMmI5u6+3QSqsrwDV6CUz6CN0ZL6YrkUeaxSJhhggbkEKNGmIddTnvbU+YYo2ojpVIBtc51\nVNvX8L2f7eBwRxeJRSm6VAeuGYa7YYmpTSNug7aOnosSno2Za+hO9jOpB8GUSIYzMQUTwRSw22QW\n1l1o4CaTKsPDYSrzAnz/nhsYCob50sPb6RsPMUSQSM5JfvyBRbhsDuxTNUS3L1/KLfULSek6B8Nt\n/LijEUkyMU0wTRndkDFEa+4NAzoG4mi6ztBoCLEkfe5S/yg183s5/+oRBWjI6+LIZBnjKSu6MDgx\nu3noefywczu7x09b8x9sRzMNPl62GYBQKs73mncSTMVZV1hFQ2Y5r4z/lHzvQWRRwyfVsNz1TRyS\nVXCWIS9mifzT9OCL4Y22HKADp5DEho6ONNUAFjb4zzDPbb1knXKc20pP8cAji+kbGKMPaO8c4e7s\ndWRIboJTETfTNFnu7yI7L0ahK5sDEQPM9GcmO8NGViKLWxYvoigzgzzzSzTF/szB4DFOhk2GUz62\nZXciCedJq07E2IMi5KCag9PjKEIWC6ryWbGghCOnrDonDBN5UkVOmRgOGSXHQUoR+Mmje7jjhtUs\nnV900Tk+D5EUS/3npteh3x6nNuPY2x4zEylDRwQaT/XR1DlI3sohypYNYmgirS+Wk5l58egOWO+X\nO8vW8rOOVxlXo1S7srm7fP1ffe6L4USob5rsALREBjFMc1Zj5jnMYQ5z+H8F70jCMxrK5PnddYgG\neJw2VE0npWrYFOt2lrlvI6j3MqK1YhPcLPW/h6qCi6cGaKpO5+l+fFkervrI5XSc6Ga0d4zkfhnW\niyBZHly/VIpL9AMQiSWxTYh8eMMRPrbuCDbJRDdFGuMGrb1uy+svm2i1EbbLCYzIBHHTB0iohsGr\nbV18eM2F+dWSIOOWrO7al3o/fcHvIrNz8HPdCYrXDlAV34Qg2HAoD5DSfgkkefqBJH2taW/8xNIQ\niSlBhxFtghfGXqfGVcYrzx2no+0Y93z+BFWLhgjzFOPJnSzO+hrLclb/Vc/DJn8HVfPgE3bjElN4\nJRXDFNGn6qEExnn5qf0UVZ3hps2tGIbA3icGGe1dzl+2n+ClnWlyWvmiiw/evoG6NfM4su8sEVXH\ndCiWlfgmrhozkgynhulgmHue+RX/WP9u6uYXEnf0Ulw+jqpKDPcHyAl4qFyYy1gwRnTpBCfdlrdY\nKRBIDXkIxuFHh/fzxcVruSS3gH3SAHFmuIln2Af9kQCP9axgc/kpCuQURbJOaWaM7gmZnYcW4V9s\nFSq7RQ/ZSiH9asfUECILiup5bY/K0PgA2aUTxBIOXt1bz2QyyuN7jlNflc9fXm1G99rIXzEyTXYA\nIuYICCluDNzNuUQzbslHMlKDxo6pPaYMb8mkzJ9BvmFjycR8lOI+wGRZ9qU8pHaz7/TjrM5vwx3p\nwKUk8Ii1+KVVjOq7AQOHUMSyBR+j7NtOejtHOZMf53fdTaimQVxzsGvgc9xecz+G2Y06ddZ8VwE+\n9wZOxF7DmIoKR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9PGfTdc2H/tUrBJVdikK7+Pz2JWVimrmw/TnTBS4SwRkTObSih2Rimr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Ar3w2oxOsfPab0ymcaORtfPHr8WJh8dJ+72RM1/h26Sp2dFYDArM8uVzTey7H9lT2iR2A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\nihblTLn8vcNhfW/NxzpYUytJ2nPqjDI9Hj046dKFDZJXvUL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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "w27w0Ag2D9Zr", "colab_type": "text" }, "cell_type": "markdown", "source": [ "La gráfica muestra cierto punto donde todos los puntos estan \"centrados\", pero parece que las primeras semanas son más dispersas y las últimas más centradas.\n", "\n", "Al igual del análisis anterior sobre la \"estacionalidad\", se puede ahora tratar de ver el comportamiento del \"numero de ordes\" con respecto a diferentes agrupaciones o GroupBy() " ] }, { "metadata": { "id": "cYxCXCKoA_iR", "colab_type": "code", "outputId": "237c5169-2ec2-43be-c606-b06116487ca9", "colab": { "base_uri": "https://localhost:8080/", "height": 1783 } }, "cell_type": "code", "source": [ "(data.filter(items=['week','center_id','meal_id','num_orders'],axis=1)\n", " .groupby(['week','center_id','meal_id'])\n", " .agg('mean')\n", " .plot())\n", "plt.show()\n", "\n", "(data.filter(items=['week','center_id','num_orders'],axis=1)\n", " .groupby(['week','center_id'])\n", " .agg('mean')\n", " .plot())\n", "\n", "plt.show()\n", "\n", "(data.filter(items=['week','num_orders'],axis=1)\n", " .groupby(['week'])\n", " .agg('mean')\n", " .plot())\n" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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+RrdLgMvcOCMfDkuhEG0BgNdx+Wh++ANB3bN4r3YdbnG7FAAYg2AHuKQkjcOw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\nkdHGztw0MhCs8jtLcUzqVKwjF5jP3/Vc39BYgg2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q+fa9W/T0qiPac/iM+Y1bGtjXmusf36Vv3LVRLWcoc53C/eMcAjgfyrXaf+ue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EkUEovskCVRbnpMUU4qrlrWZkFptPnu+olINmAvMjNcuawNh48cc+zGz06VlpyAsXWFKM1PM3xq\n4vXnjMHBw8ei3hCbzOekvVONNLB+tjAnBZ/tPoRTFeRlIGVYKziYXYK3QHqOjIUzvqkYGz/abUgQ\nJMD7oAZOThHVU1VpJs6cOlL34zqVx+0aXKhMwcY3FeMPL2/BhfMaMSw/zdbTn5wkM/Xkve20sXCX\nb09MMp8gCKasDXS7XMhIjY29+cg5vHuGSlg6Jfp9EAt8m4UPTIvlsgj9MIAzg9NaBg6RmODGRfO9\nWab0DhpL89MwsaUEO/cexsTmEl2OaeVl0FTF+eZOtmhyNSaNKkVhnKfVN1JqcgJ624ahdrj91pel\nJnmQZUBHktEW9FRZXQQiUiknIyniZvFqBG4WTvpgAOdggVMo7Ron3rVuApISXLj4uy8Yep4xYgEq\nizPwP899ILs+J5y54yvx8OMbccnCZhw5ehztdYXwuF1YNKlavwL6VYZmJqG4bc04TudwOJcgMHgz\nwXKbrt2759JuyzYmjsbc8ZVWF4GINIiV5CuxjAGcCeLtNnAHrIczIqNUIEEQsG5BMwDvvnbpKeqm\nFk1oLsG4hiJDhvcX9lTh8z2HUGBRsoGSPE63I/3FW71mJSvWGJP5ih283x4RmYsBnIHOnVmHnz4l\nBe1fFutaa/LRUV+IyaOGWXJ+rSMVegdvV5wxCv/atBOzuyrYm0UxR48MfETk9cBVkxmoE5FiDOAM\n1NNaqmP2Qhl2SkPpx+N24cJ5TVYXw3KNlblorBy69qwwJxUffboPmWnGJh8YSHJRV259tsJ4UFWa\niQ+27bW6GKb55gWdXNdApCMmdyAiNRjAEZnokoXNeOHN7Yan0i0rSMet541DgUyqd9Lf9cvH4PgJ\nG/amGITr8YiIiKzDAM7BrjlzNH717Ca8/8ke7ws2n6b31XPakZ4S35dcbmYy5k0cYcq5mGrePIIg\nwOO29/1HREREsSG+W9MON3J4Nr6yfAzO+9YzONHfH5Q8xG6qSjOtLgKRrurKs/HOli+sLoZp1s5v\nQlKiMze+JiL6+nnjcOzYCauLQRQ1BnAx4Lrlo/H4ix+ht82apCFE8eqqZW04YdLG9XbQXhdfCZmI\nKLYM48wUihEM4GJAdWkW1p/eYnUxiOKOIAhw23zqMhEREcUWpj0iIiIiIiJyCAZwREREREREDsEA\njoiIiIiIyCG4Bo6IiMJqGpGLBA/7+4iIiOyAARwREYV1+dJRVheBiIiIfNilSkRERERE5BAM4IiI\niIiIiByCARwREREREZFDMIAjIiIiIiJyCAZwREREREREDsEAjoiIiIiIyCEYwBERERERETkEAzgi\nIiIiIiKHYABHRERERETkEAzgiIiIiIiIHIIBHBERERERkUMwgCMiIiIiInIIBnBEREREREQOwQCO\niIiIiIjIIRjAEREREREROQQDOCIiIiIiIodgAEdEREREROQQHjNOIoridwB0AugHcKkkSa+acV4i\nIiIiIqJYYvgInCiKkwDUSpLUBWA1gHuMPicREREREVEsMmMK5SkA/h8ASJK0EUCOKIqZJpyXiIiI\niIgoppgRwBUD6PP7d5/vNSIiIiIiIlLBlDVwAYRIv5CTkwqPx21GWVQrKMiwughkY7w+KBJeIxQJ\nrxEKh9cHRcJrJPaZEcBtw9ARt1IA28O9Yffug4YWSKuCggz09e2zuhhkU7w+KBJeIxQJrxEKh9cH\nRcJrJLaECsaF/v5+Q08siuJ4ADdLknSqKIqjAdwjSdJEQ09KREREREQUgwwP4ABAFMVvAugBcALA\nOkmS3jD8pERERERERDHGlACOiIiIiIiIomdGFkoiIiIiIiLSAQM4IiIiIiIih2AAR0RERERE5BAM\n4IiIiIiIiByCARwREREREZFDMIAjIiIiIiJyCAZwREREREREDsEAjoiIiIiIyCEYwBERERERETkE\nAzgiIoo5oij2i6LoMeE8DaIojtbpWNeKojhb5vVbRVG8SY9zEBGR8xn+cCMiIophCwDsAPD3aA8k\nSdI3oy8OERHFOgZwRERkOVEUPwTQJknSF6Io/hLAAUmSVoqiWAzgTwDuB7AE3ufWOwDWSpJ0SBTF\nJQAuASAA6ANwniRJO/2OmwngaQBfkSTpj36vpwD4EYBy30vXSZL0nCiKvQBu9B3vKIA1kiR9KIri\nZgB3A5gJYASACwEc9J17jyiKBwH8AcAPARQAyAJwlyRJP/ONno0AUAHgCkmSXg/xGfwYwF8kSXpI\nFMXbAMwB8DGAAwA2avhYiYgoBnEKJRER2cHTACaKoigAKAJQ5Xu9F97AbAGAHkmSugB8AeA8URSH\nA7gewFRJkiYCeBbAV/yOmQDgvwF82z9487kSwMeSJI0HsMJ3vFR4A7CFkiRNAnAvgDv93nNIkqRp\nAG4FsF6SpJcAPOE7/s98rz8hSdIUAD0AbhFFscD33hEAekMFb/5EURwJ4CwAHQDmA6iN9B4iIoof\nHIEjIiI7+CO8Qc8WeEfYsn0BWi+8QdI6AM+IoggAafCOjnUBKAHwpO/1JAAf+h3zQQBvS5L0S5nz\njQPwAwCQJOk9AMtFUezwHe9/fcdzA+j3e8+zvv/9CECuzDF7AYwVRXGF799H4Q3cAOBvkiT1y7xH\nTjOA1yVJOgIAoig+r/B9REQUBxjAERGRHfwJwHoAnwB4Dt4AaRKATgBvAfitJEkX+79BFMV5AF6R\nJGlOiGNuA7BYFMVvSZL0acDP+hE8C+UIgC2SJE0Ocbxjfv8tyPz8CLxTO18LKOcsAF+GOKYcAcAJ\nv3+7VbyXiIhiHKdQEhGR5Xzr1lwAZsE70vU8gKUAtgP4K4CZoiimA4AoimtFUewC8CqADt86OYii\nuNgX1A34CoBvAPiJb2qmvxcBzPC9r1IUxacBvAsgXxTFJt/rPaIonh+h6CfgnaoJAH+Bd50eRFFM\nEUXx+xozYW4EMFoUxURRFBPgDWSJiIgAMIAjIiL7eBZApSRJ2wD8C94pkk/5RrTuA/CsKIp/ATAZ\nwBu+37sUwO980wxXA/ib/wElSXoQwF4AV4uiOEoUxXt9P7oHQI4oii8A+BmAWyVJOgTgbAAPi6L4\nHICvwzsaGM6fAdwoiuJaADcBqPWV8XkA/5Ak6Vi4N8uRJOktAP8PwMvwruH7p9pjEBFR7BL6+5VO\nySciInI2URTvlyTpAqvLQUREpBXXwBERUVwQRTEf3tE2K8twM+SnRP5TkqQNZpeHiIichyNwRERE\nREREDsE1cERERERERA7BAI6IiIiIiMghGMARERERERE5BAM4IiIiIiIih2AAR0RERERE5BD/H8OR\ng/iIC6xeAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 58 }, { "output_type": "display_data", "data": { "image/png": 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GNj7+8G181YsuJJaXExERnTYM1gqSNtRAWGrVjv1azdCkOImn8o1n1mg66aP7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ynRxCWTwTBs0SznU5BEPtYCrSYk55t0z1ocnF0uonpmDm/cOsADxhh/dYRlySzw86zFZdYIqz2q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\nN8Y8ZK09Gv6a81Rn2wZrAAAAAJBk27UMEgAAAAASjWANAAAAA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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "UZdEWhgbEe0O", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Con las tres gráficas se muestra que hay puntos críticos que persisten sea por el lugar (center_id) o por el tipo de producto (meal_id). No se muestra algún patron entre las diferentes agrupaciones.\n", "\n", "Después de estos análisis, uno también podria preguntarse respecto a la relación entre **center_id** y **meal_id**. " ] }, { "metadata": { "id": "GVc_1zucBNXW", "colab_type": "code", "outputId": "788dcad9-3b3e-40de-a511-3634f3b91c09", "colab": { "base_uri": "https://localhost:8080/", "height": 277 } }, "cell_type": "code", "source": [ "L=data.pivot_table(index='center_id',columns='meal_id',values='num_orders',aggfunc='mean')\n", "L.head()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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center_id
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17363.241379482.386207180.248276124.82269536.078740121.23188425.63964061.722628230.92413833.419753...146.33802857.218978149.701389285.296875115.318841522.289655154.986207363.53103494.181818NaN
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5 rows × 51 columns

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" ], "text/plain": [ "meal_id 1062 1109 1198 1207 1216 \\\n", "center_id \n", "10 949.944828 1528.862069 347.537931 215.493056 146.433566 \n", "11 829.551724 1073.744828 477.298611 174.204225 70.804348 \n", "13 1096.586207 1852.806897 618.910345 144.472222 146.678322 \n", "14 286.972414 404.510345 218.750000 192.181818 35.709924 \n", "17 363.241379 482.386207 180.248276 124.822695 36.078740 \n", "\n", "meal_id 1230 1247 1248 1311 1438 \\\n", "center_id \n", "10 158.786207 34.401639 225.862069 604.868966 70.986014 \n", "11 193.326389 24.653465 132.281690 681.448276 88.141844 \n", "13 151.872340 82.943662 196.625000 787.772414 218.840278 \n", "14 185.873239 22.890110 76.500000 194.027586 34.676190 \n", "17 121.231884 25.639640 61.722628 230.924138 33.419753 \n", "\n", "meal_id ... 2581 2631 2640 2664 \\\n", "center_id ... \n", "10 ... 401.827586 320.579310 421.241379 828.296875 \n", "11 ... 231.827586 136.701389 271.400000 625.559322 \n", "13 ... 385.572414 243.006897 422.986207 868.617188 \n", "14 ... 190.479167 79.563380 78.678571 214.708661 \n", "17 ... 146.338028 57.218978 149.701389 285.296875 \n", "\n", "meal_id 2704 2707 2760 2826 2867 \\\n", "center_id \n", "10 420.304348 1383.689655 350.427586 918.034483 191.427586 \n", "11 284.271429 1242.848276 246.262069 878.427586 119.775362 \n", "13 601.911765 2061.551724 601.206897 1337.144828 256.344828 \n", "14 53.088889 547.117241 72.873239 372.179310 67.102273 \n", "17 115.318841 522.289655 154.986207 363.531034 94.181818 \n", "\n", "meal_id 2956 \n", "center_id \n", "10 284.707317 \n", "11 109.382716 \n", "13 307.951807 \n", "14 NaN \n", "17 NaN \n", "\n", "[5 rows x 51 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 61 } ] }, { "metadata": { "id": "nhHOVTGOCFzn", "colab_type": "code", "outputId": "158cb037-b786-469a-deb7-a92fe297d559", "colab": { "base_uri": "https://localhost:8080/", "height": 656 } }, "cell_type": "code", "source": [ "#Mapa de calor\n", "sns.heatmap(L,linewidths=0.1)" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 63 }, { "output_type": "display_data", "data": { "image/png": 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7A+cAQzOPSURERESkqjWoqcn2UzRFqG0+BPhh+d+vzTkeERERERGpbhVpOSvX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ARBEARBLvGFJgiCIAiCIAiCviWcAgRBEARBEARB0LdEhyYIgiAIgiAIgr4l\nOjRBEARBEARBEPQt0aEJgiAIgiAIgqBv+f8vG6kFm6MmeAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "weUNbycAFHxz", "colab_type": "text" }, "cell_type": "markdown", "source": [ "El mapa de calor nos permite explorar las relaciones entre center_id y meal_id, esto ayuda a pensar que los meal_id pueden ser clasificados o puede incentivar a crear nuevas variables.\n", "\n", "**Conclusion**: El análisis no fue exahustivo, ni mucho menos revisamos todas las variables. Los ejemplos si se observa con cuidado muestran como mediante un mismo código y ligeros cambios se pueden ir construyendo la exploración. Las diferencias entre código y código es minimo, eso es lo relevante del ejercicio. \n", "\n", "La idea de los ejemplos es mostrar los pasos \"evolutivos\" tanto del código como de la exploración. Este tipo de código fue hecho en *\"idiomatic pandas\"* ( esto usando la expresión de [Tom Augspurger](https://tomaugspurger.github.io/)) " ] }, { "metadata": { "id": "rk4d3Xy8CVgd", "colab_type": "text" }, "cell_type": "markdown", "source": [ "## Mini proyecto 2\n", "\n", "Los siguientes datos corresponde a una portal de ventas por internet. La intención es explorar los datos para detectar productos con similares descripciones pero con precios diferentes.\n", "\n", "Los datos se pueden descargar desde la fuente original:\n", "\n", "* [Marcari](https://www.kaggle.com/c/mercari-price-suggestion-challenge/data)\n", "\n", "Para empezar el ejercicio, se cargan los datos al entorno y se limpia el entorno.\n", "\n" ] }, { "metadata": { "id": "yCPTYUnPDvgg", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "%reset -f" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "CCXU4thkD2Dz", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "#Se cargan los datos \n", "\n", "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "Z80ZDN8VD2wt", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ "plt.rcParams['figure.figsize'] = 15, 10\n" ], "execution_count": 0, "outputs": [] }, { "metadata": { "id": "eIUvBBliD8VB", "colab_type": "code", "outputId": "aef4e0d8-4108-4be6-e295-f4dda5f11e7b", "colab": { "base_uri": "https://localhost:8080/", "height": 319 } }, "cell_type": "code", "source": [ "#Solo se leen una cantidad de nrows.\n", "df=pd.read_csv('train.tsv',delimiter='\\t',encoding='utf-8',nrows=1000000)\n", "df.head()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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train_idnameitem_condition_idcategory_namebrand_namepriceshippingitem_description
00MLB Cincinnati Reds T Shirt Size XL3Men/Tops/T-shirtsNaN10.01No description yet
11Razer BlackWidow Chroma Keyboard3Electronics/Computers & Tablets/Components & P...Razer52.00This keyboard is in great condition and works ...
22AVA-VIV Blouse1Women/Tops & Blouses/BlouseTarget10.01Adorable top with a hint of lace and a key hol...
33Leather Horse Statues1Home/Home Décor/Home Décor AccentsNaN35.01New with tags. Leather horses. Retail for [rm]...
4424K GOLD plated rose1Women/Jewelry/NecklacesNaN44.00Complete with certificate of authenticity
\n", "
" ], "text/plain": [ " train_id name item_condition_id \\\n", "0 0 MLB Cincinnati Reds T Shirt Size XL 3 \n", "1 1 Razer BlackWidow Chroma Keyboard 3 \n", "2 2 AVA-VIV Blouse 1 \n", "3 3 Leather Horse Statues 1 \n", "4 4 24K GOLD plated rose 1 \n", "\n", " category_name brand_name price \\\n", "0 Men/Tops/T-shirts NaN 10.0 \n", "1 Electronics/Computers & Tablets/Components & P... Razer 52.0 \n", "2 Women/Tops & Blouses/Blouse Target 10.0 \n", "3 Home/Home Décor/Home Décor Accents NaN 35.0 \n", "4 Women/Jewelry/Necklaces NaN 44.0 \n", "\n", " shipping item_description \n", "0 1 No description yet \n", "1 0 This keyboard is in great condition and works ... \n", "2 1 Adorable top with a hint of lace and a key hol... \n", "3 1 New with tags. Leather horses. Retail for [rm]... \n", "4 0 Complete with certificate of authenticity " ] }, "metadata": { "tags": [] }, "execution_count": 13 } ] }, { "metadata": { "id": "mXpNqFktGxvc", "colab_type": "code", "outputId": "3483ae99-b744-48fb-e87e-83582d6c5b38", "colab": { "base_uri": "https://localhost:8080/", "height": 254 } }, "cell_type": "code", "source": [ "#Descripción en general \n", "df.info()" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "\n", "RangeIndex: 1000000 entries, 0 to 999999\n", "Data columns (total 8 columns):\n", "train_id 1000000 non-null int64\n", "name 1000000 non-null object\n", "item_condition_id 1000000 non-null int64\n", "category_name 995705 non-null object\n", "brand_name 573454 non-null object\n", "price 1000000 non-null float64\n", "shipping 1000000 non-null int64\n", "item_description 999998 non-null object\n", "dtypes: float64(1), int64(3), object(4)\n", "memory usage: 61.0+ MB\n" ], "name": "stdout" } ] }, { "metadata": { "id": "Bd_UcxlpFnlA", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Con este método se hace notar que hay variables como bran_name y category_name, que cuentan con registros con datos no estandar. Quizás son missing values o no contienen datos.\n", "\n", "Ahora como primera etapa exploramos las estadísticas básicas del valor de precios." ] }, { "metadata": { "id": "hzcKsXxeGuMr", "colab_type": "code", "outputId": "9fdde32d-10de-41bc-f5f7-bfb2ef464eba", "colab": { "base_uri": "https://localhost:8080/", "height": 181 } }, "cell_type": "code", "source": [ "df.price.describe()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "count 1000000.000000\n", "mean 26.744522\n", "std 38.664065\n", "min 0.000000\n", "25% 10.000000\n", "50% 17.000000\n", "75% 29.000000\n", "max 2009.000000\n", "Name: price, dtype: float64" ] }, "metadata": { "tags": [] }, "execution_count": 15 } ] }, { "metadata": { "id": "V7KsZm0nopX8", "colab_type": "code", "outputId": "7e85444c-48e5-4fd8-f7b6-9d1c54173849", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Distribución de Price\n", "sns.distplot(df.price)" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 16 }, { "output_type": "display_data", "data": { "image/png": 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AQIMIeQAAAA0i5AEAADSIkAcAANAgQh4AAECDTAzSqJRyR5LXJOkmeXut9YFV516f5N1J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\n/vsAAMDwTYy6A03y6pdekQe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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "6C347OcuGGhA", "colab_type": "text" }, "cell_type": "markdown", "source": [ "El objetivo de explorar este conjunto de datos es recordar las dos etapas y sus subetapas de la metodología CRISP-DM:\n", "\n", "* Entendimiento de los Datos.\n", " * Colección de Datos\n", " * Propiedades de los Datos\n", " * Calidad de los Datos\n", "\n", "* Preparación de los Datos.\n", " * Limpieza\n", " * Transformación\n", " * Unión de Tablas\n", " * Formato\n", "\n", "\n", "\n", "Si bien el objetivo es contruir un modelo supervizado( una regresión), para el ejemplo nos interesa usar Pandas para realizar parte de las dos etapas mencionadas de la metodología.\n" ] }, { "metadata": { "id": "7qccIBlqykV5", "colab_type": "text" }, "cell_type": "markdown", "source": [ "### Entendimiento de los Datos\n", "\n", "Si bien no nos preocupamos por la collección de datos o recollección, podemos revisar algunas de las propiedades:\n", "\n", "* Tipo de Datos\n", "* Como se encuentran los datos en el archivo\n", "* La calidad, en cuanto a los missing values o los textos" ] }, { "metadata": { "id": "Cdcpx_AXyjMN", "colab_type": "code", "outputId": "e051de53-58b5-475d-9439-972ff6a3446d", "colab": { "base_uri": "https://localhost:8080/", "height": 181 } }, "cell_type": "code", "source": [ "# Tipo de datos\n", "df.dtypes" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "train_id int64\n", "name object\n", "item_condition_id int64\n", "category_name object\n", "brand_name object\n", "price float64\n", "shipping int64\n", "item_description object\n", "dtype: object" ] }, "metadata": { "tags": [] }, "execution_count": 17 } ] }, { "metadata": { "id": "wEJ69fHQzPoV", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Empezamos a revisar el Target (price), si bien es cargado como un número float. Vemos su estadística básica." ] }, { "metadata": { "id": "S_xkjzd3zI9y", "colab_type": "code", "outputId": "65312d6b-f865-4370-8287-7bde02f05420", "colab": { "base_uri": "https://localhost:8080/", "height": 181 } }, "cell_type": "code", "source": [ "#Se ejecuto el mismo código antetiormente\n", "df.price.describe()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "count 1000000.000000\n", "mean 26.744522\n", "std 38.664065\n", "min 0.000000\n", "25% 10.000000\n", "50% 17.000000\n", "75% 29.000000\n", "max 2009.000000\n", "Name: price, dtype: float64" ] }, "metadata": { "tags": [] }, "execution_count": 18 } ] }, { "metadata": { "id": "2BjENseK5WVH", "colab_type": "code", "outputId": "b93c3059-83bf-4fd0-d2ae-71967ff7f68b", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Se transforma por log(1+x) para cambiar la escala\n", "sns.distplot(np.log1p(df.price))" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 19 }, { "output_type": "display_data", "data": { "image/png": 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LmGlc/3Sd1fVfXCgfuS1QqIJtDrzvsHKvelQpFzU/pIWxE3SbA9ZX52O9ZpKs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\nkQoFAz4+9YGbeHBvF/0j0/zu373A4ZNDXoclIlKzlKCJXIH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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "GtfxpboR5jjn", "colab_type": "code", "outputId": "968ec37f-373f-4f57-eb8d-53434d00fbe1", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Sin tranformar la variable\n", "sns.distplot(df.price)" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 20 }, { "output_type": "display_data", "data": { "image/png": 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AQIMIeQAAAA0i5AEAADSIkAcAANAgQh4AAECDTAzSqJRyR5LXJOkmeXut9YFV516f5N1J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\n/vsAAMDwTYy6A03y6pdekQe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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "_qrix4tj5qFs", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Se observa que haciendo la tranformación log(1+x) sobre la variable \"price\", la forma de la distribución se ve más en forma de campana, sigue mostrando que las colas son pesadas a la derecha( una cola pesada) por los valores muy grandes y al lado izquierdo se trunca conforme se acerca a los valores más pequeños.\n", "\n", "Un par de variables que se pueden explorar de manera más o menos sencilla, son :\n", "* item_condition_id\n", "* shipping\n", "\n", "Parecen binarias(0/1), pero para conformarlo se revisan" ] }, { "metadata": { "id": "EZYBhRFK6dFG", "colab_type": "code", "outputId": "20446f82-311b-401e-a963-eaad3a77367f", "colab": { "base_uri": "https://localhost:8080/", "height": 72 } }, "cell_type": "code", "source": [ "#Se explora el balance de las categorias\n", "df.loc[:,'shipping'].value_counts()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0 552590\n", "1 447410\n", "Name: shipping, dtype: int64" ] }, "metadata": { "tags": [] }, "execution_count": 22 } ] }, { "metadata": { "id": "wkqPg3ol6jBq", "colab_type": "code", "outputId": "3648d990-8885-427a-a5d6-1535034a7063", "colab": { "base_uri": "https://localhost:8080/", "height": 126 } }, "cell_type": "code", "source": [ "#Se explora el balance de las categorias\n", "df.loc[:,'item_condition_id'].value_counts()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "1 432011\n", "3 291708\n", "2 253194\n", "4 21463\n", "5 1624\n", "Name: item_condition_id, dtype: int64" ] }, "metadata": { "tags": [] }, "execution_count": 23 } ] }, { "metadata": { "id": "V55s_T2m6pKW", "colab_type": "text" }, "cell_type": "markdown", "source": [ "A primera vista se observa que la variable \"shiṕping\" parece balanceada y por otro lado, 'item_concidtion_id' parece que cuenta con un par de categorias (4 y 5) que representan poco porcentualmente." ] }, { "metadata": { "id": "lar8rwDm6PQr", "colab_type": "code", "outputId": "0f53acf3-ab6c-48ae-ae6f-22b463b546e8", "colab": { "base_uri": "https://localhost:8080/", "height": 72 } }, "cell_type": "code", "source": [ "#Se explora el balance de las categorias pero en %\n", "df.loc[:,'shipping'].value_counts()\\\n", " .div(df.shape[0])" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0 0.55259\n", "1 0.44741\n", "Name: shipping, dtype: float64" ] }, "metadata": { "tags": [] }, "execution_count": 24 } ] }, { "metadata": { "id": "wMxF1aYz7OgT", "colab_type": "code", "outputId": "ac1c9eba-a3dc-4951-dc18-27356e68d1cf", "colab": { "base_uri": "https://localhost:8080/", "height": 620 } }, "cell_type": "code", "source": [ "#Se contruye la gráfica de barras\n", "df.loc[:,'shipping'].value_counts()\\\n", " .div(df.shape[0])\\\n", " .plot(kind='bar',title='Balance de Categorias ')" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 25 }, { "output_type": "display_data", "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "qqzKv9aC7cUG", "colab_type": "code", "outputId": "49162df9-e41e-457a-b0bf-fcb55afe27a7", "colab": { "base_uri": "https://localhost:8080/", "height": 126 } }, "cell_type": "code", "source": [ "#Se explora el balance de las categorias en %\n", "df.loc[:,'item_condition_id']\\\n", " .value_counts()\\\n", " .div(df.shape[0])" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "1 0.432011\n", "3 0.291708\n", "2 0.253194\n", "4 0.021463\n", "5 0.001624\n", "Name: item_condition_id, dtype: float64" ] }, "metadata": { "tags": [] }, "execution_count": 26 } ] }, { "metadata": { "id": "TVjrnX-J7jLq", "colab_type": "code", "outputId": "f8e913c0-05eb-4de7-cd22-894f24fafdbf", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Se explora el balance de las categorias en %\n", "# y se contruye su gráfica de barras\n", "df.loc[:,'item_condition_id']\\\n", " .value_counts()\\\n", " .div(df.shape[0])\\\n", " .plot(kind='barh',title='Balance de Categorias')\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 28 }, { "output_type": "display_data", "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "aotRE9KA74af", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Ahora podemos explorar la relación entre las categorias con los valores de los precios. " ] }, { "metadata": { "id": "ms2R7E5y7_jd", "colab_type": "code", "outputId": "00f50bf9-4b30-4d69-a3ed-126c142a4ddc", "colab": { "base_uri": "https://localhost:8080/", "height": 228 } }, "cell_type": "code", "source": [ "#Construimos un DataFrame con columnas y filas como categorias\n", "# y se toma la media del precio en cada una. \n", "df.filter(items=['price','shipping','item_condition_id'],axis=1)\\\n", " .pivot_table(index='item_condition_id',columns='shipping',values='price',aggfunc='mean')\\\n", " .head()" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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\n", "
" ], "text/plain": [ "shipping 0 1\n", "item_condition_id \n", "1 33.007404 21.451433\n", "2 29.607124 24.308674\n", "3 28.024586 23.655383\n", "4 25.378964 22.205602\n", "5 32.379477 27.658206" ] }, "metadata": { "tags": [] }, "execution_count": 31 } ] }, { "metadata": { "id": "xcr3XEdY8x1z", "colab_type": "code", "outputId": "c52e2340-012e-42d7-e5d1-57680c29439f", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Gráfica de la relación entre variables\n", "df.filter(items=['price','shipping','item_condition_id'],axis=1)\\\n", " .pivot_table(index='item_condition_id',columns='shipping',values='price',aggfunc='mean')\\\n", " .plot.barh(title='Relación entre Categorias')" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 35 }, { "output_type": "display_data", "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "uGiXnMtj9I6Y", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Lo que se hizo anteiormente, donde se trata de ver la relación entre categorias con el valor medio de los precios. Se puede hacer pero ahora solo para explorar la cantidad de registros que se tienen por categoria.\n", "\n", "Para esto, en lugar de estimar 'mean' para el precio, solo se contabiliza y se usa 'count' para ello." ] }, { "metadata": { "id": "MMrIafPf9ild", "colab_type": "code", "outputId": "b6730aca-76c0-495c-8f0d-9073ebb61198", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "df.filter(items=['price','shipping','item_condition_id'],axis=1)\\\n", " .pivot_table(index='item_condition_id',columns='shipping',values='price',aggfunc='count')\\\n", " .plot.barh(title='Relación entre Categorias')" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 36 }, { "output_type": "display_data", "data": { "image/png": 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A0DnhBgAA0DnhBgAA0DnhBgAA0DnhBgAA0DnhBgAA0DnhBgAA0DnhBgAA0Dnh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\nW2zpnFQAPgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "vVoSKfiF9oK2", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Se observa que similar a la gráfica de las categorias de la variable 'item_condition_id' , las categorias 4 y 5 muestran pocos registros o apariciones en los datos.\n", "\n", "Para \"normalizar\" esta análisis, calculamos el porcentaje que representa para cada una de las categorias el tener valor 0/1 de 'shipping' vs 'item_condition_id'. Para eso necesitamos dividir el DataFrame y estimar los porcentajes por cada categoria." ] }, { "metadata": { "id": "e3OpZzQX-U-9", "colab_type": "code", "outputId": "3e52aacf-57e0-4763-e6ba-144b61e42234", "colab": { "base_uri": "https://localhost:8080/", "height": 625 } }, "cell_type": "code", "source": [ "#Se contruye el mismo DF anterior y se divide por si mismo\n", "\n", "L=df.filter(items=['price','shipping','item_condition_id'],axis=1)\\\n", " .pivot_table(index='item_condition_id',columns='shipping',values='price',aggfunc='count')\\\n", " \n", "L.div(L.sum(1),axis=0).plot(kind='barh',stacked=True,title='Porcentaje por Categoriasd') " ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 47 }, { "output_type": "display_data", "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "FAlPyCoXBpdb", "colab_type": "text" }, "cell_type": "markdown", "source": [ "Se observa que la categoría 1 de la variable 'item_condition_id', qué es la más representativa muestra un comportamiento diferente entre los porcentajes de categorias de la variable 'shipping'. Lo cual sugiere que se puede explorar con máyor detalle esta categorias.\n", "\n", "El resto de variables son cadenas, en las lecciones anteriores se mencionaron pero no se hicieron ejemplos a detalle de como procesar cadenas con Pandas. Cuanta con todos los métodos necesarios para procesar cadenas en los DataFrames o las Series. Para este análisis solo exploramos detalles menores de estas variables." ] }, { "metadata": { "id": "R6yqrD8SCcse", "colab_type": "code", "outputId": "db77785e-dde2-404d-bb2f-a9d267d87c85", "colab": { "base_uri": "https://localhost:8080/", "height": 443 } }, "cell_type": "code", "source": [ "#Solo se explora el tamaño de la cadena en cada una de las variables\n", "\n", "df.filter(items=['name', 'category_name','brand_name', 'item_description'],axis=1)\\\n", " .assign(Lenght_name=lambda X:X['name'].apply(lambda x: len(x.split(' '))),\n", " Lenght_category_name=lambda X:X['category_name'].apply(lambda x: len(str(x).split(' '))),\n", " Lenght_brand_name=lambda X:X['brand_name'].apply(lambda x: len(str(x).split(' '))),\n", " Lenght_description=lambda X:X['item_description'].apply(lambda x: len(str(x).split(' '))))\\\n", " .head()\n", " " ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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namecategory_namebrand_nameitem_descriptionLenght_nameLenght_category_nameLenght_brand_nameLenght_description
0MLB Cincinnati Reds T Shirt Size XLMen/Tops/T-shirtsNaNNo description yet7113
1Razer BlackWidow Chroma KeyboardElectronics/Computers & Tablets/Components & P...RazerThis keyboard is in great condition and works ...45136
2AVA-VIV BlouseWomen/Tops & Blouses/BlouseTargetAdorable top with a hint of lace and a key hol...23129
3Leather Horse StatuesHome/Home Décor/Home Décor AccentsNaNNew with tags. Leather horses. Retail for [rm]...34132
424K GOLD plated roseWomen/Jewelry/NecklacesNaNComplete with certificate of authenticity4115
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" ], "text/plain": [ " name \\\n", "0 MLB Cincinnati Reds T Shirt Size XL \n", "1 Razer BlackWidow Chroma Keyboard \n", "2 AVA-VIV Blouse \n", "3 Leather Horse Statues \n", "4 24K GOLD plated rose \n", "\n", " category_name brand_name \\\n", "0 Men/Tops/T-shirts NaN \n", "1 Electronics/Computers & Tablets/Components & P... Razer \n", "2 Women/Tops & Blouses/Blouse Target \n", "3 Home/Home Décor/Home Décor Accents NaN \n", "4 Women/Jewelry/Necklaces NaN \n", "\n", " item_description Lenght_name \\\n", "0 No description yet 7 \n", "1 This keyboard is in great condition and works ... 4 \n", "2 Adorable top with a hint of lace and a key hol... 2 \n", "3 New with tags. Leather horses. Retail for [rm]... 3 \n", "4 Complete with certificate of authenticity 4 \n", "\n", " Lenght_category_name Lenght_brand_name Lenght_description \n", "0 1 1 3 \n", "1 5 1 36 \n", "2 3 1 29 \n", "3 4 1 32 \n", "4 1 1 5 " ] }, "metadata": { "tags": [] }, "execution_count": 74 } ] }, { "metadata": { "id": "MuavD-TICyzn", "colab_type": "code", "outputId": "66d299f4-447b-44c9-f28a-362eb720b9fb", "colab": { "base_uri": "https://localhost:8080/", "height": 611 } }, "cell_type": "code", "source": [ "#Exploramos el Histograma de las longitudes de las cadenas\n", "\n", "df.filter(items=['name', 'category_name','brand_name', 'item_description'],axis=1)\\\n", " .assign(Lenght_name=lambda X:X['name'].apply(lambda x: len(x.split(' '))),\n", " Lenght_category_name=lambda X:X['category_name'].apply(lambda x: len(str(x).split(' '))),\n", " Lenght_brand_name=lambda X:X['brand_name'].apply(lambda x: len(str(x).split(' '))),\n", " Lenght_description=lambda X:X['item_description'].apply(lambda x: len(str(x).split(' '))))\\\n", " .filter(items=['Lenght_name','Lenght_category_name','Lenght_brand_name','Lenght_description'],axis=1)\\\n", " .plot.hist(alpha=0.5,bins=50)\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 79 }, { "output_type": "display_data", "data": { "image/png": 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aph5Wo69//Wt59NFHctZZZ7esz76cb+3tI3q85tbKIwAA0C8MGTI4l1xyYYYO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\nAQAA0K9scMOcUsq+3S+HJlm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"text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "metadata": { "id": "8bNaAwkSDOrs", "colab_type": "code", "outputId": "b43f5b6e-475b-4e97-8df1-52832c2fab49", "colab": { "base_uri": "https://localhost:8080/", "height": 288 } }, "cell_type": "code", "source": [ "#La estadística descritiva de la longitud de las cadenas\n", "\n", "df.filter(items=['name', 'category_name','brand_name', 'item_description'],axis=1)\\\n", " .assign(Lenght_name=lambda X:X['name'].apply(lambda x: len(x.split(' '))),\n", " Lenght_category_name=lambda X:X['category_name'].apply(lambda x: len(str(x).split(' '))),\n", " Lenght_brand_name=lambda X:X['brand_name'].apply(lambda x: len(str(x).split(' '))),\n", " Lenght_description=lambda X:X['item_description'].apply(lambda x: len(str(x).split(' '))))\\\n", " .filter(items=['Lenght_name','Lenght_category_name','Lenght_brand_name','Lenght_description'],axis=1)\\\n", " .describe()\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", 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