From e1b528fc14cf77802a913bec92fffaf15faaa8ec Mon Sep 17 00:00:00 2001 From: Covs2993 Date: Sat, 17 Jul 2021 13:57:20 -0500 Subject: [PATCH] Proyecto terminado --- ...tistical_analysis_project-checkpoint.ipynb | 4715 +++++++++++++++++ Correlation_Heatmap.png | Bin 0 -> 285098 bytes Neighborhood vs OverallQual.png | Bin 0 -> 186819 bytes Neighborhood vs Sale Price.png | Bin 0 -> 282937 bytes OverallQual vs Sale Price.png | Bin 0 -> 74288 bytes Statistical analysis Pres.pptx | Bin 0 -> 2497989 bytes Statistical_analysis_project.ipynb | 4715 +++++++++++++++++ Year built vs Sale Price.png | Bin 0 -> 182488 bytes data_description.txt | 523 ++ sample_submission.csv | 1460 +++++ test.csv | 1460 +++++ train.csv | 1461 +++++ 12 files changed, 14334 insertions(+) create mode 100644 .ipynb_checkpoints/Statistical_analysis_project-checkpoint.ipynb create mode 100644 Correlation_Heatmap.png create mode 100644 Neighborhood vs OverallQual.png create mode 100644 Neighborhood vs Sale Price.png create mode 100644 OverallQual vs Sale Price.png create mode 100644 Statistical analysis Pres.pptx create mode 100644 Statistical_analysis_project.ipynb create mode 100644 Year built vs Sale Price.png create mode 100644 data_description.txt create mode 100644 sample_submission.csv create mode 100644 test.csv create mode 100644 train.csv diff --git a/.ipynb_checkpoints/Statistical_analysis_project-checkpoint.ipynb b/.ipynb_checkpoints/Statistical_analysis_project-checkpoint.ipynb new file mode 100644 index 0000000..2f004da --- /dev/null +++ b/.ipynb_checkpoints/Statistical_analysis_project-checkpoint.ipynb @@ -0,0 +1,4715 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "f0a03b26", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from scipy import stats\n", + "import statsmodels.api as sm\n", + "from statsmodels.formula.api import ols\n", + "from statsmodels.stats.anova import anova_lm\n", + "from sklearn import metrics" + ] + }, + { + "cell_type": "markdown", + "id": "75f66b3b", + "metadata": {}, + "source": [ + "# Parte 1: Conocer la base" + ] + }, + { + "cell_type": "markdown", + "id": "e1deb712", + "metadata": {}, + "source": [ + "## 1. Leer y guardar base" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4814bd80", + "metadata": {}, + "outputs": [], + "source": [ + "df_train = pd.read_csv('train.csv')" + ] + }, + { + "cell_type": "markdown", + "id": "e6b0fd0b", + "metadata": {}, + "source": [ + "## 2.Revisar el contenido de la base con head y tail" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2c48e5b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPub...0NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPub...0NaNNaNNaN0122008WDNormal250000
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5 rows × 81 columns

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" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n", + "0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n", + "2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n", + "3 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "4 Lvl AllPub ... 0 NaN NaN NaN 0 12 \n", + "\n", + " YrSold SaleType SaleCondition SalePrice \n", + "0 2008 WD Normal 208500 \n", + "1 2007 WD Normal 181500 \n", + "2 2008 WD Normal 223500 \n", + "3 2006 WD Abnorml 140000 \n", + "4 2008 WD Normal 250000 \n", + "\n", + "[5 rows x 81 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b65b0638", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
1455145660RL62.07917PaveNaNRegLvlAllPub...0NaNNaNNaN082007WDNormal175000
1456145720RL85.013175PaveNaNRegLvlAllPub...0NaNMnPrvNaN022010WDNormal210000
1457145870RL66.09042PaveNaNRegLvlAllPub...0NaNGdPrvShed250052010WDNormal266500
1458145920RL68.09717PaveNaNRegLvlAllPub...0NaNNaNNaN042010WDNormal142125
1459146020RL75.09937PaveNaNRegLvlAllPub...0NaNNaNNaN062008WDNormal147500
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" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "1455 1456 60 RL 62.0 7917 Pave NaN Reg \n", + "1456 1457 20 RL 85.0 13175 Pave NaN Reg \n", + "1457 1458 70 RL 66.0 9042 Pave NaN Reg \n", + "1458 1459 20 RL 68.0 9717 Pave NaN Reg \n", + "1459 1460 20 RL 75.0 9937 Pave NaN Reg \n", + "\n", + " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal \\\n", + "1455 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "1456 Lvl AllPub ... 0 NaN MnPrv NaN 0 \n", + "1457 Lvl AllPub ... 0 NaN GdPrv Shed 2500 \n", + "1458 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "1459 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "\n", + " MoSold YrSold SaleType SaleCondition SalePrice \n", + "1455 8 2007 WD Normal 175000 \n", + "1456 2 2010 WD Normal 210000 \n", + "1457 5 2010 WD Normal 266500 \n", + "1458 4 2010 WD Normal 142125 \n", + "1459 6 2008 WD Normal 147500 \n", + "\n", + "[5 rows x 81 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.tail()" + ] + }, + { + "cell_type": "markdown", + "id": "109a99b3", + "metadata": {}, + "source": [ + "## 3. Revisamos titulos de columnas ##\n", + "\n", + "Revisamos que no tengan espacios antes o después del nombre o que contengan algun caracter que nos dificulte el analisis" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "bed9fb28", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", + " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", + " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", + " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n", + " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", + " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", + " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", + " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", + " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.columns" + ] + }, + { + "cell_type": "markdown", + "id": "2add8426", + "metadata": {}, + "source": [ + "## 4. Revisamos el tipo de datos de cada columna " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "03f69d79", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Id int64\n", + "MSSubClass int64\n", + "MSZoning object\n", + "LotFrontage float64\n", + "LotArea int64\n", + " ... \n", + "MoSold int64\n", + "YrSold int64\n", + "SaleType object\n", + "SaleCondition object\n", + "SalePrice int64\n", + "Length: 81, dtype: object" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.dtypes" + ] + }, + { + "cell_type": "markdown", + "id": "4a3f8671", + "metadata": {}, + "source": [ + "## 5. Revisamos la forma\n", + "\n", + "Que dimensiones tiene tanto en columnas y renglones" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6564b1aa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "La forma de la base es (1460, 81)\n", + "Tiene en total 1460 registros\n", + "Tiene en total 81 columnas\n" + ] + } + ], + "source": [ + "print('La forma de la base es',df_train.shape)\n", + "print('Tiene en total ',df_train.shape[0],'registros')\n", + "print('Tiene en total', df_train.shape[1], 'columnas')" + ] + }, + { + "cell_type": "markdown", + "id": "32672dbb", + "metadata": {}, + "source": [ + "## 6. Revisamos la info de los registros\n", + "\n", + "Es similar al paso 4 pero aquí lleva conteo del número de columnas y agrega cuantos valores NO Nulos" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "23d57188", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 81 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotFrontage 1201 non-null float64\n", + " 4 LotArea 1460 non-null int64 \n", + " 5 Street 1460 non-null object \n", + " 6 Alley 91 non-null object \n", + " 7 LotShape 1460 non-null object \n", + " 8 LandContour 1460 non-null object \n", + " 9 Utilities 1460 non-null object \n", + " 10 LotConfig 1460 non-null object \n", + " 11 LandSlope 1460 non-null object \n", + " 12 Neighborhood 1460 non-null object \n", + " 13 Condition1 1460 non-null object \n", + " 14 Condition2 1460 non-null object \n", + " 15 BldgType 1460 non-null object \n", + " 16 HouseStyle 1460 non-null object \n", + " 17 OverallQual 1460 non-null int64 \n", + " 18 OverallCond 1460 non-null int64 \n", + " 19 YearBuilt 1460 non-null int64 \n", + " 20 YearRemodAdd 1460 non-null int64 \n", + " 21 RoofStyle 1460 non-null object \n", + " 22 RoofMatl 1460 non-null object \n", + " 23 Exterior1st 1460 non-null object \n", + " 24 Exterior2nd 1460 non-null object \n", + " 25 MasVnrType 1452 non-null object \n", + " 26 MasVnrArea 1452 non-null float64\n", + " 27 ExterQual 1460 non-null object \n", + " 28 ExterCond 1460 non-null object \n", + " 29 Foundation 1460 non-null object \n", + " 30 BsmtQual 1423 non-null object \n", + " 31 BsmtCond 1423 non-null object \n", + " 32 BsmtExposure 1422 non-null object \n", + " 33 BsmtFinType1 1423 non-null object \n", + " 34 BsmtFinSF1 1460 non-null int64 \n", + " 35 BsmtFinType2 1422 non-null object \n", + " 36 BsmtFinSF2 1460 non-null int64 \n", + " 37 BsmtUnfSF 1460 non-null int64 \n", + " 38 TotalBsmtSF 1460 non-null int64 \n", + " 39 Heating 1460 non-null object \n", + " 40 HeatingQC 1460 non-null object \n", + " 41 CentralAir 1460 non-null object \n", + " 42 Electrical 1459 non-null object \n", + " 43 1stFlrSF 1460 non-null int64 \n", + " 44 2ndFlrSF 1460 non-null int64 \n", + " 45 LowQualFinSF 1460 non-null int64 \n", + " 46 GrLivArea 1460 non-null int64 \n", + " 47 BsmtFullBath 1460 non-null int64 \n", + " 48 BsmtHalfBath 1460 non-null int64 \n", + " 49 FullBath 1460 non-null int64 \n", + " 50 HalfBath 1460 non-null int64 \n", + " 51 BedroomAbvGr 1460 non-null int64 \n", + " 52 KitchenAbvGr 1460 non-null int64 \n", + " 53 KitchenQual 1460 non-null object \n", + " 54 TotRmsAbvGrd 1460 non-null int64 \n", + " 55 Functional 1460 non-null object \n", + " 56 Fireplaces 1460 non-null int64 \n", + " 57 FireplaceQu 770 non-null object \n", + " 58 GarageType 1379 non-null object \n", + " 59 GarageYrBlt 1379 non-null float64\n", + " 60 GarageFinish 1379 non-null object \n", + " 61 GarageCars 1460 non-null int64 \n", + " 62 GarageArea 1460 non-null int64 \n", + " 63 GarageQual 1379 non-null object \n", + " 64 GarageCond 1379 non-null object \n", + " 65 PavedDrive 1460 non-null object \n", + " 66 WoodDeckSF 1460 non-null int64 \n", + " 67 OpenPorchSF 1460 non-null int64 \n", + " 68 EnclosedPorch 1460 non-null int64 \n", + " 69 3SsnPorch 1460 non-null int64 \n", + " 70 ScreenPorch 1460 non-null int64 \n", + " 71 PoolArea 1460 non-null int64 \n", + " 72 PoolQC 7 non-null object \n", + " 73 Fence 281 non-null object \n", + " 74 MiscFeature 54 non-null object \n", + " 75 MiscVal 1460 non-null int64 \n", + " 76 MoSold 1460 non-null int64 \n", + " 77 YrSold 1460 non-null int64 \n", + " 78 SaleType 1460 non-null object \n", + " 79 SaleCondition 1460 non-null object \n", + " 80 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(35), object(43)\n", + "memory usage: 924.0+ KB\n" + ] + } + ], + "source": [ + "df_train.info()" + ] + }, + { + "cell_type": "markdown", + "id": "a72075e2", + "metadata": {}, + "source": [ + "# Parte 2: Limpieza de Datos" + ] + }, + { + "cell_type": "markdown", + "id": "8e6f2554", + "metadata": {}, + "source": [ + "## 7. Revisar columnas con nulos\n", + "\n", + "Como el paso anterior nos mostró que existen muchas columnas con valores nulos, es necesario revisar y eliminar aquellas columnas que tengan muchos nulos ya que no se puede estar llenando ese volumen de datos. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e5b5ca25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Total_NulosPorcentaje_Nulos
PoolQC145399.52
MiscFeature140696.30
Alley136993.77
Fence117980.75
FireplaceQu69047.26
LotFrontage25917.74
GarageType815.55
GarageYrBlt815.55
GarageFinish815.55
GarageQual815.55
GarageCond815.55
BsmtExposure382.60
BsmtFinType2382.60
BsmtFinType1372.53
BsmtCond372.53
BsmtQual372.53
MasVnrArea80.55
MasVnrType80.55
Electrical10.07
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" + ], + "text/plain": [ + " Total_Nulos Porcentaje_Nulos\n", + "PoolQC 1453 99.52\n", + "MiscFeature 1406 96.30\n", + "Alley 1369 93.77\n", + "Fence 1179 80.75\n", + "FireplaceQu 690 47.26\n", + "LotFrontage 259 17.74\n", + "GarageType 81 5.55\n", + "GarageYrBlt 81 5.55\n", + "GarageFinish 81 5.55\n", + "GarageQual 81 5.55\n", + "GarageCond 81 5.55\n", + "BsmtExposure 38 2.60\n", + "BsmtFinType2 38 2.60\n", + "BsmtFinType1 37 2.53\n", + "BsmtCond 37 2.53\n", + "BsmtQual 37 2.53\n", + "MasVnrArea 8 0.55\n", + "MasVnrType 8 0.55\n", + "Electrical 1 0.07" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Total_Nulos = df_train.isnull().sum()[df_train.isnull().sum()>0].sort_values(ascending = False)\n", + "Porcentaje_Nulos = round((Total_Nulos / (len(df_train)))*100, 2)\n", + "\n", + "tabla_nulos = pd.concat([Total_Nulos, Porcentaje_Nulos], axis = 1)\n", + "tabla_nulos.columns = ['Total_Nulos', 'Porcentaje_Nulos']\n", + "tabla_nulos" + ] + }, + { + "cell_type": "markdown", + "id": "bb82cf02", + "metadata": {}, + "source": [ + "Vemos que existen columnas donde faltan la mitado o más valores, estos serán eliminados. Tendremos un nuevo df para poder regresar en caso de ser necesario" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7f994fb1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetLotShapeLandContourUtilitiesLotConfig...EnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveRegLvlAllPubInside...0000022008WDNormal208500
1220RL80.09600PaveRegLvlAllPubFR2...0000052007WDNormal181500
2360RL68.011250PaveIR1LvlAllPubInside...0000092008WDNormal223500
3470RL60.09550PaveIR1LvlAllPubCorner...272000022006WDAbnorml140000
4560RL84.014260PaveIR1LvlAllPubFR2...00000122008WDNormal250000
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5 rows × 76 columns

\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street LotShape LandContour \\\n", + "0 1 60 RL 65.0 8450 Pave Reg Lvl \n", + "1 2 20 RL 80.0 9600 Pave Reg Lvl \n", + "2 3 60 RL 68.0 11250 Pave IR1 Lvl \n", + "3 4 70 RL 60.0 9550 Pave IR1 Lvl \n", + "4 5 60 RL 84.0 14260 Pave IR1 Lvl \n", + "\n", + " Utilities LotConfig ... EnclosedPorch 3SsnPorch ScreenPorch PoolArea \\\n", + "0 AllPub Inside ... 0 0 0 0 \n", + "1 AllPub FR2 ... 0 0 0 0 \n", + "2 AllPub Inside ... 0 0 0 0 \n", + "3 AllPub Corner ... 272 0 0 0 \n", + "4 AllPub FR2 ... 0 0 0 0 \n", + "\n", + " MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n", + "0 0 2 2008 WD Normal 208500 \n", + "1 0 5 2007 WD Normal 181500 \n", + "2 0 9 2008 WD Normal 223500 \n", + "3 0 2 2006 WD Abnorml 140000 \n", + "4 0 12 2008 WD Normal 250000 \n", + "\n", + "[5 rows x 76 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train2 = df_train.copy()\n", + "df_train2 = df_train2[['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street','LotShape', 'LandContour', 'Utilities',\n", + " 'LotConfig','LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType','HouseStyle',\n", + " 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd','RoofStyle', 'RoofMatl', 'Exterior1st',\n", + " 'Exterior2nd', 'MasVnrType','MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual','BsmtCond',\n", + " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1','BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF',\n", + " 'Heating','HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF','LowQualFinSF', 'GrLivArea',\n", + " 'BsmtFullBath', 'BsmtHalfBath', 'FullBath','HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'GarageType','GarageYrBlt', 'GarageFinish','GarageCars',\n", + " 'GarageArea', 'GarageQual','GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF','EnclosedPorch',\n", + " '3SsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold','SaleType','SaleCondition','SalePrice']]\n", + "\n", + "df_train2.head()" + ] + }, + { + "cell_type": "markdown", + "id": "88391976", + "metadata": {}, + "source": [ + "## 8. Revisión de renglones con Nulos\n", + "\n", + "Al todavía tener registros en renglones con nulos, eliminamos aquellos que representan el mayor volumen" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "11d6ba8d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LotFrontage 259\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "BsmtExposure 38\n", + "BsmtFinType2 38\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtFinType1 37\n", + "MasVnrType 8\n", + "MasVnrArea 8\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Total_Nulos2 = df_train2.isnull().sum()[df_train2.isnull().sum()>0].sort_values(ascending = False)\n", + "Total_Nulos2" + ] + }, + { + "cell_type": "markdown", + "id": "af907294", + "metadata": {}, + "source": [ + "Eliminaremos todos aquellos en Lot Frontage y después valoraremos cuantos registros se quedaron y de ser necesario hacer otro drop" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "11d253ff", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "registros iniciales: 1460\n", + "registros finales: 1201\n" + ] + } + ], + "source": [ + "GarageCond_nulls = df_train2 [df_train2['LotFrontage'].isnull() == True]\n", + "df_train3 = df_train2.drop(GarageCond_nulls.index, axis = 0)\n", + "print ('registros iniciales:', len(df_train2))\n", + "print ('registros finales:', len(df_train3))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "2d92027c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GarageType 74\n", + "GarageYrBlt 74\n", + "GarageFinish 74\n", + "GarageQual 74\n", + "GarageCond 74\n", + "BsmtExposure 32\n", + "BsmtFinType2 32\n", + "BsmtQual 31\n", + "BsmtCond 31\n", + "BsmtFinType1 31\n", + "MasVnrType 6\n", + "MasVnrArea 6\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Total_Nulos3 = df_train3.isnull().sum()[df_train3.isnull().sum()>0].sort_values(ascending = False)\n", + "Total_Nulos3" + ] + }, + { + "cell_type": "markdown", + "id": "c56734eb", + "metadata": {}, + "source": [ + "Vemos que siguen existiendo los nulls por lo que se verá eliminar aquellos con más registros" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "356f2742", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "registros iniciales: 1460\n", + "registros medio: 1201\n", + "registros finales: 1127\n" + ] + } + ], + "source": [ + "GarageType_nulls = df_train3 [df_train3['GarageType'].isnull() == True]\n", + "df_train4 = df_train3.drop(GarageType_nulls.index, axis = 0)\n", + "print ('registros iniciales:', len(df_train2))\n", + "print ('registros medio:', len(df_train3))\n", + "print ('registros finales:', len(df_train4))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "62f21bdd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BsmtExposure 25\n", + "BsmtFinType2 25\n", + "BsmtQual 24\n", + "BsmtCond 24\n", + "BsmtFinType1 24\n", + "MasVnrType 6\n", + "MasVnrArea 6\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Total_Nulos4 = df_train4.isnull().sum()[df_train4.isnull().sum()>0].sort_values(ascending = False)\n", + "Total_Nulos4" + ] + }, + { + "cell_type": "markdown", + "id": "246969ac", + "metadata": {}, + "source": [ + "Esta última eliminación nos ayudo a reducir de manera considerable los Nulls por lo que ya nos podemos quedar con la base resultante de registros" + ] + }, + { + "cell_type": "markdown", + "id": "b01e0297", + "metadata": {}, + "source": [ + "## 9. Llenar valores nulos.\n", + "\n", + "Los registros nulos con los que se cuentan se estarán llenando, puede ser de dos maneras:\n", + "\n", + " a) Promedios\n", + " \n", + " b) Moda\n", + "\n", + "En este caso como no podemos tener valores con pedazos (ej: 3.3, 4.1) por lo que usamos las modas " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5432a910", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], dtype: int64)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Utilizamos la última lista donde nos quedaron los nulos después del drop\n", + "for columnas in Total_Nulos4.index:\n", + " #Aquí lo que buscamos en la lista son los valores Object \n", + " if df_train4[columnas].dtype == 'object':\n", + " #Ponemos que guarde el valor 0 que es la primer moda, recodando que las modas pueden ser más de 1\n", + " valores_nuevos = str(df_train4[columnas].mode()[0])\n", + " else:\n", + " #Como los int y floats pueden ser floats, los juntamos en los floats\n", + " valores_nuevos = float(df_train4[columnas].mode()[0])\n", + " #Ya con los valores (modas) guardados para cada columna, llenamos los na faltantes\n", + " df_train4[columnas] = df_train4[columnas].fillna(valores_nuevos)\n", + "\n", + "#Solamente comprobamos que efectivamente no haya más valores nulos\n", + "Total_Nulos4 = df_train4.isnull().sum()[df_train4.isnull().sum()>0].sort_values(ascending = False)\n", + "Total_Nulos4" + ] + }, + { + "cell_type": "markdown", + "id": "ccd5fb5b", + "metadata": {}, + "source": [ + "## 10. Seleccionar columnas para mantener.\n", + "\n", + "Debido a que sigue siendo una matriz extensa de datos, nos quedaremos con aquellos que toman mayor relevancia, tengan correlaciones y que puedan ayudar a realizar predicciones." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "fb402b8a", + "metadata": {}, + "outputs": [], + "source": [ + "pd.set_option('display.max_columns', None)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "56f3375e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectrical1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveRegLvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520032003GableCompShgVinylSdVinylSdBrkFace196.0GdTAPConcGdTANoGLQ706Unf0150856GasAExYSBrkr85685401710102131Gd8Typ0Attchd2003.0RFn2548TATAY0610000022008WDNormal208500
1220RL80.09600PaveRegLvlAllPubFR2GtlVeenkerFeedrNorm1Fam1Story6819761976GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdALQ978Unf02841262GasAExYSBrkr1262001262012031TA6Typ1Attchd1976.0RFn2460TATAY29800000052007WDNormal181500
2360RL68.011250PaveIR1LvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520012002GableCompShgVinylSdVinylSdBrkFace162.0GdTAPConcGdTAMnGLQ486Unf0434920GasAExYSBrkr92086601786102131Gd6Typ1Attchd2001.0RFn2608TATAY0420000092008WDNormal223500
3470RL60.09550PaveIR1LvlAllPubCornerGtlCrawforNormNorm1Fam2Story7519151970GableCompShgWd SdngWd ShngNone0.0TATABrkTilTAGdNoALQ216Unf0540756GasAGdYSBrkr96175601717101031Gd7Typ1Detchd1998.0Unf3642TATAY035272000022006WDAbnorml140000
4560RL84.014260PaveIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2Story8520002000GableCompShgVinylSdVinylSdBrkFace350.0GdTAPConcGdTAAvGLQ655Unf04901145GasAExYSBrkr1145105302198102141Gd9Typ1Attchd2000.0RFn3836TATAY1928400000122008WDNormal250000
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street LotShape LandContour \\\n", + "0 1 60 RL 65.0 8450 Pave Reg Lvl \n", + "1 2 20 RL 80.0 9600 Pave Reg Lvl \n", + "2 3 60 RL 68.0 11250 Pave IR1 Lvl \n", + "3 4 70 RL 60.0 9550 Pave IR1 Lvl \n", + "4 5 60 RL 84.0 14260 Pave IR1 Lvl \n", + "\n", + " Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType \\\n", + "0 AllPub Inside Gtl CollgCr Norm Norm 1Fam \n", + "1 AllPub FR2 Gtl Veenker Feedr Norm 1Fam \n", + "2 AllPub Inside Gtl CollgCr Norm Norm 1Fam \n", + "3 AllPub Corner Gtl Crawfor Norm Norm 1Fam \n", + "4 AllPub FR2 Gtl NoRidge Norm Norm 1Fam \n", + "\n", + " HouseStyle OverallQual OverallCond YearBuilt YearRemodAdd RoofStyle \\\n", + "0 2Story 7 5 2003 2003 Gable \n", + "1 1Story 6 8 1976 1976 Gable \n", + "2 2Story 7 5 2001 2002 Gable \n", + "3 2Story 7 5 1915 1970 Gable \n", + "4 2Story 8 5 2000 2000 Gable \n", + "\n", + " RoofMatl Exterior1st Exterior2nd MasVnrType MasVnrArea ExterQual ExterCond \\\n", + "0 CompShg VinylSd VinylSd BrkFace 196.0 Gd TA \n", + "1 CompShg MetalSd MetalSd None 0.0 TA TA \n", + "2 CompShg VinylSd VinylSd BrkFace 162.0 Gd TA \n", + "3 CompShg Wd Sdng Wd Shng None 0.0 TA TA \n", + "4 CompShg VinylSd VinylSd BrkFace 350.0 Gd TA \n", + "\n", + " Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1 \\\n", + "0 PConc Gd TA No GLQ 706 \n", + "1 CBlock Gd TA Gd ALQ 978 \n", + "2 PConc Gd TA Mn GLQ 486 \n", + "3 BrkTil TA Gd No ALQ 216 \n", + "4 PConc Gd TA Av GLQ 655 \n", + "\n", + " BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating HeatingQC \\\n", + "0 Unf 0 150 856 GasA Ex \n", + "1 Unf 0 284 1262 GasA Ex \n", + "2 Unf 0 434 920 GasA Ex \n", + "3 Unf 0 540 756 GasA Gd \n", + "4 Unf 0 490 1145 GasA Ex \n", + "\n", + " CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea \\\n", + "0 Y SBrkr 856 854 0 1710 \n", + "1 Y SBrkr 1262 0 0 1262 \n", + "2 Y SBrkr 920 866 0 1786 \n", + "3 Y SBrkr 961 756 0 1717 \n", + "4 Y SBrkr 1145 1053 0 2198 \n", + "\n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n", + "0 1 0 2 1 3 1 \n", + "1 0 1 2 0 3 1 \n", + "2 1 0 2 1 3 1 \n", + "3 1 0 1 0 3 1 \n", + "4 1 0 2 1 4 1 \n", + "\n", + " KitchenQual TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n", + "0 Gd 8 Typ 0 Attchd 2003.0 \n", + "1 TA 6 Typ 1 Attchd 1976.0 \n", + "2 Gd 6 Typ 1 Attchd 2001.0 \n", + "3 Gd 7 Typ 1 Detchd 1998.0 \n", + "4 Gd 9 Typ 1 Attchd 2000.0 \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "0 RFn 2 548 TA TA Y \n", + "1 RFn 2 460 TA TA Y \n", + "2 RFn 2 608 TA TA Y \n", + "3 Unf 3 642 TA TA Y \n", + "4 RFn 3 836 TA TA Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch PoolArea \\\n", + "0 0 61 0 0 0 0 \n", + "1 298 0 0 0 0 0 \n", + "2 0 42 0 0 0 0 \n", + "3 0 35 272 0 0 0 \n", + "4 192 84 0 0 0 0 \n", + "\n", + " MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n", + "0 0 2 2008 WD Normal 208500 \n", + "1 0 5 2007 WD Normal 181500 \n", + "2 0 9 2008 WD Normal 223500 \n", + "3 0 2 2006 WD Abnorml 140000 \n", + "4 0 12 2008 WD Normal 250000 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train4.head(5)" + ] + }, + { + "cell_type": "markdown", + "id": "37c258ba", + "metadata": {}, + "source": [ + "Existen columnas que aunque no contenían nulos, no son de utilidad ya que están llenas con 0s y se decide eliminar.\n", + "\n", + "Estas son:\n", + "BsmtFinSF2, LowQualFinSF, BsmtHalfBath, EnclosedPorch, 3SsnPorch, ScreenPorch, PoolArea\n", + "\n", + "Adiciona, se han eliminado aquellos que no traen valor después de revisar data_description. Estas son:\n", + "'Id', 'MSSubClass','LandSlope','Exterior2nd','KitchenAbvGr','GarageType','GarageYrBlt','GarageFinish', 'PavedDrive'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "aa4b5772", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope',\n", + " 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle',\n", + " 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'RoofStyle',\n", + " 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'MasVnrArea',\n", + " 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond',\n", + " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n", + " 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC',\n", + " 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n", + " 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n", + " 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual', 'TotRmsAbvGrd',\n", + " 'Functional', 'Fireplaces', 'GarageType', 'GarageYrBlt', 'GarageFinish',\n", + " 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond', 'PavedDrive',\n", + " 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',\n", + " 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train4.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "8555803e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Forma antes de eliminar (1127, 76)\n", + "Forma después de eliminar (1127, 66)\n" + ] + } + ], + "source": [ + "columnas_relevantes = ['MSZoning', 'LotFrontage', 'LotArea', 'Street','LotShape', 'Utilities', 'LotConfig','Neighborhood', \n", + " 'Condition1', 'Condition2', 'BldgType','HouseStyle','OverallQual', 'OverallCond', 'YearBuilt',\n", + " 'YearRemodAdd', 'RoofStyle','RoofMatl','Exterior1st','MasVnrType', 'MasVnrArea','ExterQual',\n", + " 'ExterCond', 'Foundation','BsmtQual', 'BsmtCond','BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2','BsmtFinSF2','BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC','CentralAir', \n", + " 'Electrical', '1stFlrSF','2ndFlrSF', 'LowQualFinSF','GrLivArea', 'BsmtFullBath', 'BsmtHalfBath',\n", + " 'FullBath', 'HalfBath','BedroomAbvGr', 'KitchenQual', 'TotRmsAbvGrd','Functional','Fireplaces', \n", + " 'GarageCars', 'GarageArea', 'GarageQual','GarageCond','WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch',\n", + " '3SsnPorch','ScreenPorch','PoolArea', 'MiscVal','MoSold', 'YrSold', 'SaleType','SaleCondition','SalePrice']\n", + "\n", + "df_train5 = df_train4.copy()\n", + "df_train5 =df_train5[columnas_relevantes]\n", + "print('Forma antes de eliminar',df_train4.shape)\n", + "print('Forma después de eliminar',df_train5.shape)" + ] + }, + { + "cell_type": "markdown", + "id": "d711078f", + "metadata": {}, + "source": [ + "# Parte 3: Información relevante\n", + "\n", + "## 11. Revisaremos las correlaciones respecto al precio\n", + "\n", + "Debido a que en una venta de casa el precio es lo relevante, lo tomaremos para definir que variables están más correlacionadas con nuestra base actual" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "1a5b7049", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SalePrice 1.000000\n", + "OverallQual 0.799069\n", + "GrLivArea 0.704202\n", + "GarageCars 0.648035\n", + "GarageArea 0.620812\n", + "TotalBsmtSF 0.617345\n", + "1stFlrSF 0.609671\n", + "FullBath 0.565315\n", + "TotRmsAbvGrd 0.544031\n", + "YearBuilt 0.525195\n", + "YearRemodAdd 0.520913\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mayor_correlacion_precio = df_train5.corr().SalePrice.sort_values(ascending = False)\n", + "mayor_correlacion_precio = mayor_correlacion_precio[mayor_correlacion_precio >0.5]\n", + "mayor_correlacion_precio" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "463ddf64", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SalePriceOverallQualGrLivAreaGarageCarsGarageAreaTotalBsmtSF1stFlrSFFullBathTotRmsAbvGrdYearBuiltYearRemodAdd
SalePrice1.0000000.7990690.7042020.6480350.6208120.6173450.6096710.5653150.5440310.5251950.520913
OverallQual0.7990691.0000000.6069440.5949780.5524460.5657610.5160540.5765110.4477230.5907910.571944
GrLivArea0.7042020.6069441.0000000.4948870.4879040.4643770.5605970.6145040.8237930.2048750.289624
GarageCars0.6480350.5949780.4948871.0000000.8398180.4613170.4702360.5206940.4226420.5327460.463155
GarageArea0.6208120.5524460.4879040.8398181.0000000.5233170.5222230.4451800.3805260.4719220.408310
TotalBsmtSF0.6173450.5657610.4643770.4613170.5233171.0000000.8368350.3301500.2818440.4097770.309803
1stFlrSF0.6096710.5160540.5605970.4702360.5222230.8368351.0000000.3739350.4031760.3091470.281842
FullBath0.5653150.5765110.6145040.5206940.4451800.3301500.3739351.0000000.5396860.5006430.467794
TotRmsAbvGrd0.5440310.4477230.8237930.4226420.3805260.2818440.4031760.5396861.0000000.1187990.179377
YearBuilt0.5251950.5907910.2048750.5327460.4719220.4097770.3091470.5006430.1187991.0000000.625157
YearRemodAdd0.5209130.5719440.2896240.4631550.4083100.3098030.2818420.4677940.1793770.6251571.000000
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" + ], + "text/plain": [ + " SalePrice OverallQual GrLivArea GarageCars GarageArea \\\n", + "SalePrice 1.000000 0.799069 0.704202 0.648035 0.620812 \n", + "OverallQual 0.799069 1.000000 0.606944 0.594978 0.552446 \n", + "GrLivArea 0.704202 0.606944 1.000000 0.494887 0.487904 \n", + "GarageCars 0.648035 0.594978 0.494887 1.000000 0.839818 \n", + "GarageArea 0.620812 0.552446 0.487904 0.839818 1.000000 \n", + "TotalBsmtSF 0.617345 0.565761 0.464377 0.461317 0.523317 \n", + "1stFlrSF 0.609671 0.516054 0.560597 0.470236 0.522223 \n", + "FullBath 0.565315 0.576511 0.614504 0.520694 0.445180 \n", + "TotRmsAbvGrd 0.544031 0.447723 0.823793 0.422642 0.380526 \n", + "YearBuilt 0.525195 0.590791 0.204875 0.532746 0.471922 \n", + "YearRemodAdd 0.520913 0.571944 0.289624 0.463155 0.408310 \n", + "\n", + " TotalBsmtSF 1stFlrSF FullBath TotRmsAbvGrd YearBuilt \\\n", + "SalePrice 0.617345 0.609671 0.565315 0.544031 0.525195 \n", + "OverallQual 0.565761 0.516054 0.576511 0.447723 0.590791 \n", + "GrLivArea 0.464377 0.560597 0.614504 0.823793 0.204875 \n", + "GarageCars 0.461317 0.470236 0.520694 0.422642 0.532746 \n", + "GarageArea 0.523317 0.522223 0.445180 0.380526 0.471922 \n", + "TotalBsmtSF 1.000000 0.836835 0.330150 0.281844 0.409777 \n", + "1stFlrSF 0.836835 1.000000 0.373935 0.403176 0.309147 \n", + "FullBath 0.330150 0.373935 1.000000 0.539686 0.500643 \n", + "TotRmsAbvGrd 0.281844 0.403176 0.539686 1.000000 0.118799 \n", + "YearBuilt 0.409777 0.309147 0.500643 0.118799 1.000000 \n", + "YearRemodAdd 0.309803 0.281842 0.467794 0.179377 0.625157 \n", + "\n", + " YearRemodAdd \n", + "SalePrice 0.520913 \n", + "OverallQual 0.571944 \n", + "GrLivArea 0.289624 \n", + "GarageCars 0.463155 \n", + "GarageArea 0.408310 \n", + "TotalBsmtSF 0.309803 \n", + "1stFlrSF 0.281842 \n", + "FullBath 0.467794 \n", + "TotRmsAbvGrd 0.179377 \n", + "YearBuilt 0.625157 \n", + "YearRemodAdd 1.000000 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "correlaciones = df_train5.corr().loc[mayor_correlacion_precio.index, mayor_correlacion_precio.index]\n", + "correlaciones" + ] + }, + { + "cell_type": "markdown", + "id": "acf85b64", + "metadata": {}, + "source": [ + "Veremos de manera visual como se comporta la correlación respecto al Precio" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "86499484", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (8,8))\n", + "heatmap = sns.heatmap(correlaciones, annot = True, vmin=-1, vmax=1, cmap='BrBG')\n", + "heatmap.set_title('Correlation Heatmap', pad=12);\n", + "\n", + "# plt.savefig('Correlation_Heatmap.png', dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "e14a78bc", + "metadata": {}, + "source": [ + "Se puede reducir la matriz a un triangulo debido a que los valores se repiten. Se guarda gráfico para ppt." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "feb01d98", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":1: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " mask = np.triu(np.ones_like(correlaciones, dtype = np.bool))\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mask = np.triu(np.ones_like(correlaciones, dtype = np.bool))\n", + "heatmap = sns.heatmap(correlaciones, mask=mask, vmin=-1, vmax=1, annot=True, cmap='BrBG')\n", + "heatmap.set_title('Correlation Heatmap', fontdict={'fontsize':12}, pad=12)\n", + "plt.xticks(rotation=45);\n", + "plt.savefig('Correlation_Heatmap.png', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "markdown", + "id": "345c1795", + "metadata": {}, + "source": [ + "Existen diferentes correlaciones positivas respecto al precio, por lo que se exploran algunas" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "51b2135a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "YearBuilt = df_train5[['YearBuilt','SalePrice']].groupby('YearBuilt').mean().plot(kind='line', title ='Year built vs Sale Price', color = 'green', figsize = (10,6))\n", + "plt.savefig('Year built vs Sale Price.png', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "markdown", + "id": "71d916fe", + "metadata": {}, + "source": [ + "Orden por los vecindarios respecto al precio" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "91bcad4c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colonia = df_train5.groupby('Neighborhood').agg({'SalePrice':'mean'}).sort_values('SalePrice', ascending=False).reset_index()\n", + "sns.set(rc={'figure.figsize':(15,5)})\n", + "sns.set_style('white')\n", + "ax = sns.barplot(x=\"Neighborhood\", y=\"SalePrice\", data=colonia, palette = \"summer\")\n", + "plt.xticks(rotation=45);\n", + "plt.title('Neighborhood vs Sale Price')\n", + "plt.savefig('Neighborhood vs Sale Price.png', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "markdown", + "id": "9b27dab0", + "metadata": {}, + "source": [ + "La principal correlación respecto al precio es la calidad de los acabados." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b2c74817", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "calidad_terminados =df_train5[['OverallQual','SalePrice']].groupby('OverallQual').mean().plot(kind='barh', title ='OverallQual vs SalePrice', color = '#5F9EA0' )\n", + "plt.savefig('OverallQual vs Sale Price.png', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "38e1830f", + "metadata": {}, + "outputs": [], + "source": [ + "df_train6 = df_train5.copy()\n", + "df_train6['OverallQual'] = df_train6['OverallQual'].astype(np.int64, errors = 'ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "436e7ac4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_train6[['Neighborhood','OverallQual']].groupby('Neighborhood').mean().sort_values('OverallQual', ascending=False).plot(kind='bar', title ='Neighborhood vs OverallQual', color = '#5F9EA0' )\n", + "plt.savefig('Neighborhood vs OverallQual', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "e6d25e19", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['MSZoning', 'LotFrontage', 'LotArea', 'Street', 'LotShape', 'Utilities',\n", + " 'LotConfig', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'MasVnrType', 'MasVnrArea',\n", + " 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond',\n", + " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n", + " 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC',\n", + " 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n", + " 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n", + " 'BedroomAbvGr', 'KitchenQual', 'TotRmsAbvGrd', 'Functional',\n", + " 'Fireplaces', 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond',\n", + " 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',\n", + " 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train6.columns" + ] + }, + { + "cell_type": "markdown", + "id": "b8d08a97", + "metadata": {}, + "source": [ + "# Parte 4\n", + "\n", + "## 12 ANOVA\n", + "\n", + "Se revisa si existe relación entre el precio y las condiciones de la casa, es decir si afecta los servicios" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "ff77095d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\charl\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\statsmodels\\base\\model.py:1832: ValueWarning: covariance of constraints does not have full rank. The number of constraints is 24, but rank is 1\n", + " warnings.warn('covariance of constraints does not have full '\n" + ] + }, + { + "data": { + "text/html": [ + "
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sum_sqdfFPR(>F)
C(Neighborhood)1.299921e+0924.00.0170321.000000
C(Utilities == 'AllPub')4.977619e+061.00.0015650.968449
C(Neighborhood):C(Utilities == 'AllPub')2.131186e+0924.00.0279240.867319
Residual3.504462e+121102.0NaNNaN
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" + ], + "text/plain": [ + " sum_sq df F \\\n", + "C(Neighborhood) 1.299921e+09 24.0 0.017032 \n", + "C(Utilities == 'AllPub') 4.977619e+06 1.0 0.001565 \n", + "C(Neighborhood):C(Utilities == 'AllPub') 2.131186e+09 24.0 0.027924 \n", + "Residual 3.504462e+12 1102.0 NaN \n", + "\n", + " PR(>F) \n", + "C(Neighborhood) 1.000000 \n", + "C(Utilities == 'AllPub') 0.968449 \n", + "C(Neighborhood):C(Utilities == 'AllPub') 0.867319 \n", + "Residual NaN " + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_prices = ols(\"SalePrice ~ C(Neighborhood) * C(Utilities == 'AllPub')\", data = df_train6).fit()\n", + "anova_table = sm.stats.anova_lm(model_prices, typ = 2 )\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "1ef2d463", + "metadata": {}, + "source": [ + "## 13. Con el top de correlaciones de precio se hace una Regresión Lineal para predecir los valores " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "5ba839f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.720\n", + "Model: OLS Adj. R-squared: 0.718\n", + "Method: Least Squares F-statistic: 360.1\n", + "Date: Wed, 14 Jul 2021 Prob (F-statistic): 4.62e-303\n", + "Time: 18:05:27 Log-Likelihood: -13648.\n", + "No. Observations: 1127 AIC: 2.731e+04\n", + "Df Residuals: 1118 BIC: 2.736e+04\n", + "Df Model: 8 \n", + "Covariance Type: nonrobust \n", + "================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------\n", + "const -2.088e+06 1.57e+05 -13.272 0.000 -2.4e+06 -1.78e+06\n", + "GrLivArea 71.9624 5.310 13.552 0.000 61.544 82.381\n", + "GarageCars 2.268e+04 2780.860 8.155 0.000 1.72e+04 2.81e+04\n", + "TotalBsmtSF 37.8624 5.744 6.592 0.000 26.592 49.132\n", + "1stFlrSF 4.2180 6.719 0.628 0.530 -8.964 17.400\n", + "FullBath -5870.5596 3575.871 -1.642 0.101 -1.29e+04 1145.615\n", + "TotRmsAbvGrd 256.6990 1518.282 0.169 0.866 -2722.304 3235.702\n", + "YearBuilt 472.1375 64.357 7.336 0.000 345.863 598.412\n", + "YearRemodAdd 579.8498 83.678 6.929 0.000 415.665 744.034\n", + "==============================================================================\n", + "Omnibus: 495.433 Durbin-Watson: 1.996\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 47101.239\n", + "Skew: -1.068 Prob(JB): 0.00\n", + "Kurtosis: 34.599 Cond. No. 4.30e+05\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The condition number is large, 4.3e+05. This might indicate that there are\n", + "strong multicollinearity or other numerical problems.\n" + ] + } + ], + "source": [ + "X = sm.add_constant(df_train6[['GrLivArea','GarageCars','TotalBsmtSF','1stFlrSF','FullBath','TotRmsAbvGrd','YearBuilt','YearRemodAdd']])\n", + "Y = df_train6['SalePrice']\n", + "model_prices2 = sm.OLS(Y,X).fit()\n", + "precition_prices = model_prices2.predict(X)\n", + "print_model_prices = model_prices2.summary()\n", + "print(print_model_prices)" + ] + }, + { + "cell_type": "markdown", + "id": "bd3eae95", + "metadata": {}, + "source": [ + "Para ver que el modelo funciona se debe de comparar vs los precios de las mismas casas.\n", + "Se ordena de mayor a menor ya que hay que saber si los precios que están calculando pudieran estar en rango" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "ec053b6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Precio_RealPrecio_Calculado
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" + ], + "text/plain": [ + " Precio_Real Precio_Calculado\n", + "691 755000 476716.121645\n", + "1182 745000 487797.635740\n", + "1169 625000 406139.095908\n", + "898 611657 353498.866757\n", + "803 582933 354568.428517\n", + "... ... ...\n", + "410 60000 135451.209885\n", + "1380 58500 63052.714688\n", + "812 55993 106019.748865\n", + "30 40000 89693.900070\n", + "916 35311 41398.941918\n", + "\n", + "[1127 rows x 2 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "comparativo_precios = pd.DataFrame({'Precio_Real': Y, 'Precio_Calculado': precition_prices })\n", + "comparativo_precios.sort_values('Precio_Real', ascending = False)" + ] + }, + { + "cell_type": "markdown", + "id": "0d7c8d6d", + "metadata": {}, + "source": [ + "Se debe de revisar adicional para las casas con el menor precio." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c6c6cf60", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Precio_RealPrecio_Calculado
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" + ], + "text/plain": [ + " Precio_Real Precio_Calculado\n", + "916 35311 41398.941918\n", + "30 40000 89693.900070\n", + "812 55993 106019.748865\n", + "1380 58500 63052.714688\n", + "1100 60000 11186.254638\n", + "... ... ...\n", + "803 582933 354568.428517\n", + "898 611657 353498.866757\n", + "1169 625000 406139.095908\n", + "1182 745000 487797.635740\n", + "691 755000 476716.121645\n", + "\n", + "[1127 rows x 2 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "comparativo_precios = pd.DataFrame({'Precio_Real': Y, 'Precio_Calculado': precition_prices })\n", + "comparativo_precios.sort_values('Precio_Real')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "5b81d1ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "27525.01137456072" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metrics.mean_absolute_error(Y,precition_prices)" + ] + }, + { + "cell_type": "markdown", + "id": "54a94118", + "metadata": {}, + "source": [ + "Si se considera el modelo de manera general, es \"bueno\" ya que los precios pueden llegar hasta los $755,000USD por lo que $27,525USD pudieran estar en rango. Sin embargo si revisamos las casas con menor precio se ve que de $35,311USD que pudiera ser la casa se calculo en $41,398USD." + ] + }, + { + "cell_type": "markdown", + "id": "5ff2a9a0", + "metadata": {}, + "source": [ + "## 14. Entrenar el modelo e incluirle los precios calculados para las casas" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "8fc6f1ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectrical1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesFireplaceQuGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleCondition
0146120RH80.011622PaveNaNRegLvlAllPubInsideGtlNAmesFeedrNorm1Fam1Story5619611961GableCompShgVinylSdVinylSdNone0.0TATACBlockTATANoRec468.0LwQ144.0270.0882.0GasATAYSBrkr896008960.00.01021TA5Typ0NaNAttchd1961.0Unf1.0730.0TATAY1400001200NaNMnPrvNaN062010WDNormal
1146220RL81.014267PaveNaNIR1LvlAllPubCornerGtlNAmesNormNorm1Fam1Story6619581958HipCompShgWd SdngWd SdngBrkFace108.0TATACBlockTATANoALQ923.0Unf0.0406.01329.0GasATAYSBrkr13290013290.00.01131Gd6Typ0NaNAttchd1958.0Unf1.0312.0TATAY393360000NaNNaNGar21250062010WDNormal
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" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1461 20 RH 80.0 11622 Pave NaN Reg \n", + "1 1462 20 RL 81.0 14267 Pave NaN IR1 \n", + "\n", + " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n", + "0 Lvl AllPub Inside Gtl NAmes Feedr \n", + "1 Lvl AllPub Corner Gtl NAmes Norm \n", + "\n", + " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n", + "0 Norm 1Fam 1Story 5 6 1961 \n", + "1 Norm 1Fam 1Story 6 6 1958 \n", + "\n", + " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n", + "0 1961 Gable CompShg VinylSd VinylSd None \n", + "1 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace \n", + "\n", + " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure \\\n", + "0 0.0 TA TA CBlock TA TA No \n", + "1 108.0 TA TA CBlock TA TA No \n", + "\n", + " BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF \\\n", + "0 Rec 468.0 LwQ 144.0 270.0 882.0 \n", + "1 ALQ 923.0 Unf 0.0 406.0 1329.0 \n", + "\n", + " Heating HeatingQC CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF \\\n", + "0 GasA TA Y SBrkr 896 0 0 \n", + "1 GasA TA Y SBrkr 1329 0 0 \n", + "\n", + " GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", + "0 896 0.0 0.0 1 0 2 \n", + "1 1329 0.0 0.0 1 1 3 \n", + "\n", + " KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu \\\n", + "0 1 TA 5 Typ 0 NaN \n", + "1 1 Gd 6 Typ 0 NaN \n", + "\n", + " GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual \\\n", + "0 Attchd 1961.0 Unf 1.0 730.0 TA \n", + "1 Attchd 1958.0 Unf 1.0 312.0 TA \n", + "\n", + " GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n", + "0 TA Y 140 0 0 0 \n", + "1 TA Y 393 36 0 0 \n", + "\n", + " ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold \\\n", + "0 120 0 NaN MnPrv NaN 0 6 2010 \n", + "1 0 0 NaN NaN Gar2 12500 6 2010 \n", + "\n", + " SaleType SaleCondition \n", + "0 WD Normal \n", + "1 WD Normal " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_test = pd.read_csv('test.csv')\n", + "df_test2 = df_test.copy()\n", + "df_test2.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3515267e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 94740.822651\n", + "1 141752.178860\n", + "2 204881.200815\n", + "3 203726.816970\n", + "4 188482.162937\n", + " ... \n", + "1454 81437.481327\n", + "1455 104371.951203\n", + "1456 175690.720947\n", + "1457 111704.580956\n", + "1458 253680.632666\n", + "Length: 1459, dtype: float64" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_2 = sm.add_constant(df_test2[['GrLivArea','GarageCars','TotalBsmtSF','1stFlrSF','FullBath','TotRmsAbvGrd','YearBuilt','YearRemodAdd']])\n", + "calculo_precio_test = model_prices2.predict(X_2) \n", + "calculo_precio_test" + ] + }, + { + "cell_type": "markdown", + "id": "f70b6f62", + "metadata": {}, + "source": [ + "## 15. Guardar nuevos precios en test" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "ef8d19aa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectrical1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesFireplaceQuGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionsales_predictions
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1146220RL81.014267PaveNaNIR1LvlAllPubCornerGtlNAmesNormNorm1Fam1Story6619581958HipCompShgWd SdngWd SdngBrkFace108.0TATACBlockTATANoALQ923.0Unf0.0406.01329.0GasATAYSBrkr13290013290.00.01131Gd6Typ0NaNAttchd1958.0Unf1.0312.0TATAY393360000NaNNaNGar21250062010WDNormal141752.178860
2146360RL74.013830PaveNaNIR1LvlAllPubInsideGtlGilbertNormNorm1Fam2Story5519971998GableCompShgVinylSdVinylSdNone0.0TATAPConcGdTANoGLQ791.0Unf0.0137.0928.0GasAGdYSBrkr928701016290.00.02131TA6Typ1TAAttchd1997.0Fin2.0482.0TATAY212340000NaNMnPrvNaN032010WDNormal204881.200815
3146460RL78.09978PaveNaNIR1LvlAllPubInsideGtlGilbertNormNorm1Fam2Story6619981998GableCompShgVinylSdVinylSdBrkFace20.0TATAPConcTATANoGLQ602.0Unf0.0324.0926.0GasAExYSBrkr926678016040.00.02131Gd7Typ1GdAttchd1998.0Fin2.0470.0TATAY360360000NaNNaNNaN062010WDNormal203726.816970
41465120RL43.05005PaveNaNIR1HLSAllPubInsideGtlStoneBrNormNormTwnhsE1Story8519921992GableCompShgHdBoardHdBoardNone0.0GdTAPConcGdTANoALQ263.0Unf0.01017.01280.0GasAExYSBrkr12800012800.00.02021Gd5Typ0NaNAttchd1992.0RFn2.0506.0TATAY082001440NaNNaNNaN012010WDNormal188482.162937
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14552916160RM21.01894PaveNaNRegLvlAllPubInsideGtlMeadowVNormNormTwnhsE2Story4519701970GableCompShgCemntBdCmentBdNone0.0TATACBlockTATANoRec252.0Unf0.0294.0546.0GasATAYSBrkr546546010920.00.01131TA6Typ0NaNCarPort1970.0Unf1.0286.0TATAY0240000NaNNaNNaN042006WDAbnorml104371.951203
1456291720RL160.020000PaveNaNRegLvlAllPubInsideGtlMitchelNormNorm1Fam1Story5719601996GableCompShgVinylSdVinylSdNone0.0TATACBlockTATANoALQ1224.0Unf0.00.01224.0GasAExYSBrkr12240012241.00.01041TA7Typ1TADetchd1960.0Unf2.0576.0TATAY47400000NaNNaNNaN092006WDAbnorml175690.720947
1457291885RL62.010441PaveNaNRegLvlAllPubInsideGtlMitchelNormNorm1FamSFoyer5519921992GableCompShgHdBoardWd ShngNone0.0TATAPConcGdTAAvGLQ337.0Unf0.0575.0912.0GasATAYSBrkr970009700.01.01031TA6Typ0NaNNaNNaNNaN0.00.0NaNNaNY80320000NaNMnPrvShed70072006WDNormal111704.580956
1458291960RL74.09627PaveNaNRegLvlAllPubInsideModMitchelNormNorm1Fam2Story7519931994GableCompShgHdBoardHdBoardBrkFace94.0TATAPConcGdTAAvLwQ758.0Unf0.0238.0996.0GasAExYSBrkr9961004020000.00.02131TA9Typ1TAAttchd1993.0Fin3.0650.0TATAY190480000NaNNaNNaN0112006WDNormal253680.632666
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1459 rows × 81 columns

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" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1461 20 RH 80.0 11622 Pave NaN Reg \n", + "1 1462 20 RL 81.0 14267 Pave NaN IR1 \n", + "2 1463 60 RL 74.0 13830 Pave NaN IR1 \n", + "3 1464 60 RL 78.0 9978 Pave NaN IR1 \n", + "4 1465 120 RL 43.0 5005 Pave NaN IR1 \n", + "... ... ... ... ... ... ... ... ... \n", + "1454 2915 160 RM 21.0 1936 Pave NaN Reg \n", + "1455 2916 160 RM 21.0 1894 Pave NaN Reg \n", + "1456 2917 20 RL 160.0 20000 Pave NaN Reg \n", + "1457 2918 85 RL 62.0 10441 Pave NaN Reg \n", + "1458 2919 60 RL 74.0 9627 Pave NaN Reg \n", + "\n", + " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n", + "0 Lvl AllPub Inside Gtl NAmes Feedr \n", + "1 Lvl AllPub Corner Gtl NAmes Norm \n", + "2 Lvl AllPub Inside Gtl Gilbert Norm \n", + "3 Lvl AllPub Inside Gtl Gilbert Norm \n", + "4 HLS AllPub Inside Gtl StoneBr Norm \n", + "... ... ... ... ... ... ... \n", + "1454 Lvl AllPub Inside Gtl MeadowV Norm \n", + "1455 Lvl AllPub Inside Gtl MeadowV Norm \n", + "1456 Lvl AllPub Inside Gtl Mitchel Norm \n", + "1457 Lvl AllPub Inside Gtl Mitchel Norm \n", + "1458 Lvl AllPub Inside Mod Mitchel Norm \n", + "\n", + " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n", + "0 Norm 1Fam 1Story 5 6 1961 \n", + "1 Norm 1Fam 1Story 6 6 1958 \n", + "2 Norm 1Fam 2Story 5 5 1997 \n", + "3 Norm 1Fam 2Story 6 6 1998 \n", + "4 Norm TwnhsE 1Story 8 5 1992 \n", + "... ... ... ... ... ... ... \n", + "1454 Norm Twnhs 2Story 4 7 1970 \n", + "1455 Norm TwnhsE 2Story 4 5 1970 \n", + "1456 Norm 1Fam 1Story 5 7 1960 \n", + "1457 Norm 1Fam SFoyer 5 5 1992 \n", + "1458 Norm 1Fam 2Story 7 5 1993 \n", + "\n", + " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n", + "0 1961 Gable CompShg VinylSd VinylSd None \n", + "1 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace \n", + "2 1998 Gable CompShg VinylSd VinylSd None \n", + "3 1998 Gable CompShg VinylSd VinylSd BrkFace \n", + "4 1992 Gable CompShg HdBoard HdBoard None \n", + "... ... ... ... ... ... ... \n", + "1454 1970 Gable CompShg CemntBd CmentBd None \n", + "1455 1970 Gable CompShg CemntBd CmentBd None \n", + "1456 1996 Gable CompShg VinylSd VinylSd None \n", + "1457 1992 Gable CompShg HdBoard Wd Shng None \n", + "1458 1994 Gable CompShg HdBoard HdBoard BrkFace \n", + "\n", + " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond \\\n", + "0 0.0 TA TA CBlock TA TA \n", + "1 108.0 TA TA CBlock TA TA \n", + "2 0.0 TA TA PConc Gd TA \n", + "3 20.0 TA TA PConc TA TA \n", + "4 0.0 Gd TA PConc Gd TA \n", + "... ... ... ... ... ... ... \n", + "1454 0.0 TA TA CBlock TA TA \n", + "1455 0.0 TA TA CBlock TA TA \n", + "1456 0.0 TA TA CBlock TA TA \n", + "1457 0.0 TA TA PConc Gd TA \n", + "1458 94.0 TA TA PConc Gd TA \n", + "\n", + " BsmtExposure BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 \\\n", + "0 No Rec 468.0 LwQ 144.0 \n", + "1 No ALQ 923.0 Unf 0.0 \n", + "2 No GLQ 791.0 Unf 0.0 \n", + "3 No GLQ 602.0 Unf 0.0 \n", + "4 No ALQ 263.0 Unf 0.0 \n", + "... ... ... ... ... ... \n", + "1454 No Unf 0.0 Unf 0.0 \n", + "1455 No Rec 252.0 Unf 0.0 \n", + "1456 No ALQ 1224.0 Unf 0.0 \n", + "1457 Av GLQ 337.0 Unf 0.0 \n", + "1458 Av LwQ 758.0 Unf 0.0 \n", + "\n", + " BsmtUnfSF TotalBsmtSF Heating HeatingQC CentralAir Electrical \\\n", + "0 270.0 882.0 GasA TA Y SBrkr \n", + "1 406.0 1329.0 GasA TA Y SBrkr \n", + "2 137.0 928.0 GasA Gd Y SBrkr \n", + "3 324.0 926.0 GasA Ex Y SBrkr \n", + "4 1017.0 1280.0 GasA Ex Y SBrkr \n", + "... ... ... ... ... ... ... \n", + "1454 546.0 546.0 GasA Gd Y SBrkr \n", + "1455 294.0 546.0 GasA TA Y SBrkr \n", + "1456 0.0 1224.0 GasA Ex Y SBrkr \n", + "1457 575.0 912.0 GasA TA Y SBrkr \n", + "1458 238.0 996.0 GasA Ex Y SBrkr \n", + "\n", + " 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath \\\n", + "0 896 0 0 896 0.0 0.0 \n", + "1 1329 0 0 1329 0.0 0.0 \n", + "2 928 701 0 1629 0.0 0.0 \n", + "3 926 678 0 1604 0.0 0.0 \n", + "4 1280 0 0 1280 0.0 0.0 \n", + "... ... ... ... ... ... ... \n", + "1454 546 546 0 1092 0.0 0.0 \n", + "1455 546 546 0 1092 0.0 0.0 \n", + "1456 1224 0 0 1224 1.0 0.0 \n", + "1457 970 0 0 970 0.0 1.0 \n", + "1458 996 1004 0 2000 0.0 0.0 \n", + "\n", + " FullBath HalfBath BedroomAbvGr KitchenAbvGr KitchenQual \\\n", + "0 1 0 2 1 TA \n", + "1 1 1 3 1 Gd \n", + "2 2 1 3 1 TA \n", + "3 2 1 3 1 Gd \n", + "4 2 0 2 1 Gd \n", + "... ... ... ... ... ... \n", + "1454 1 1 3 1 TA \n", + "1455 1 1 3 1 TA \n", + "1456 1 0 4 1 TA \n", + "1457 1 0 3 1 TA \n", + "1458 2 1 3 1 TA \n", + "\n", + " TotRmsAbvGrd Functional Fireplaces FireplaceQu GarageType GarageYrBlt \\\n", + "0 5 Typ 0 NaN Attchd 1961.0 \n", + "1 6 Typ 0 NaN Attchd 1958.0 \n", + "2 6 Typ 1 TA Attchd 1997.0 \n", + "3 7 Typ 1 Gd Attchd 1998.0 \n", + "4 5 Typ 0 NaN Attchd 1992.0 \n", + "... ... ... ... ... ... ... \n", + "1454 5 Typ 0 NaN NaN NaN \n", + "1455 6 Typ 0 NaN CarPort 1970.0 \n", + "1456 7 Typ 1 TA Detchd 1960.0 \n", + "1457 6 Typ 0 NaN NaN NaN \n", + "1458 9 Typ 1 TA Attchd 1993.0 \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "0 Unf 1.0 730.0 TA TA Y \n", + "1 Unf 1.0 312.0 TA TA Y \n", + "2 Fin 2.0 482.0 TA TA Y \n", + "3 Fin 2.0 470.0 TA TA Y \n", + "4 RFn 2.0 506.0 TA TA Y \n", + "... ... ... ... ... ... ... \n", + "1454 NaN 0.0 0.0 NaN NaN Y \n", + "1455 Unf 1.0 286.0 TA TA Y \n", + "1456 Unf 2.0 576.0 TA TA Y \n", + "1457 NaN 0.0 0.0 NaN NaN Y \n", + "1458 Fin 3.0 650.0 TA TA Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch \\\n", + "0 140 0 0 0 120 \n", + "1 393 36 0 0 0 \n", + "2 212 34 0 0 0 \n", + "3 360 36 0 0 0 \n", + "4 0 82 0 0 144 \n", + "... ... ... ... ... ... \n", + "1454 0 0 0 0 0 \n", + "1455 0 24 0 0 0 \n", + "1456 474 0 0 0 0 \n", + "1457 80 32 0 0 0 \n", + "1458 190 48 0 0 0 \n", + "\n", + " PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold SaleType \\\n", + "0 0 NaN MnPrv NaN 0 6 2010 WD \n", + "1 0 NaN NaN Gar2 12500 6 2010 WD \n", + "2 0 NaN MnPrv NaN 0 3 2010 WD \n", + "3 0 NaN NaN NaN 0 6 2010 WD \n", + "4 0 NaN NaN NaN 0 1 2010 WD \n", + "... ... ... ... ... ... ... ... ... \n", + "1454 0 NaN NaN NaN 0 6 2006 WD \n", + "1455 0 NaN NaN NaN 0 4 2006 WD \n", + "1456 0 NaN NaN NaN 0 9 2006 WD \n", + "1457 0 NaN MnPrv Shed 700 7 2006 WD \n", + "1458 0 NaN NaN NaN 0 11 2006 WD \n", + "\n", + " SaleCondition sales_predictions \n", + "0 Normal 94740.822651 \n", + "1 Normal 141752.178860 \n", + "2 Normal 204881.200815 \n", + "3 Normal 203726.816970 \n", + "4 Normal 188482.162937 \n", + "... ... ... \n", + "1454 Normal 81437.481327 \n", + "1455 Abnorml 104371.951203 \n", + "1456 Abnorml 175690.720947 \n", + "1457 Normal 111704.580956 \n", + "1458 Normal 253680.632666 \n", + "\n", + "[1459 rows x 81 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_test2['sales_predictions'] = calculo_precio_test\n", + "df_test2" + ] + } + ], + "metadata": { + 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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPub...0NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPub...0NaNNaNNaN0122008WDNormal250000
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5 rows × 81 columns

\n", + "" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n", + "0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n", + "2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n", + "3 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "4 Lvl AllPub ... 0 NaN NaN NaN 0 12 \n", + "\n", + " YrSold SaleType SaleCondition SalePrice \n", + "0 2008 WD Normal 208500 \n", + "1 2007 WD Normal 181500 \n", + "2 2008 WD Normal 223500 \n", + "3 2006 WD Abnorml 140000 \n", + "4 2008 WD Normal 250000 \n", + "\n", + "[5 rows x 81 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b65b0638", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
1455145660RL62.07917PaveNaNRegLvlAllPub...0NaNNaNNaN082007WDNormal175000
1456145720RL85.013175PaveNaNRegLvlAllPub...0NaNMnPrvNaN022010WDNormal210000
1457145870RL66.09042PaveNaNRegLvlAllPub...0NaNGdPrvShed250052010WDNormal266500
1458145920RL68.09717PaveNaNRegLvlAllPub...0NaNNaNNaN042010WDNormal142125
1459146020RL75.09937PaveNaNRegLvlAllPub...0NaNNaNNaN062008WDNormal147500
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5 rows × 81 columns

\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "1455 1456 60 RL 62.0 7917 Pave NaN Reg \n", + "1456 1457 20 RL 85.0 13175 Pave NaN Reg \n", + "1457 1458 70 RL 66.0 9042 Pave NaN Reg \n", + "1458 1459 20 RL 68.0 9717 Pave NaN Reg \n", + "1459 1460 20 RL 75.0 9937 Pave NaN Reg \n", + "\n", + " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal \\\n", + "1455 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "1456 Lvl AllPub ... 0 NaN MnPrv NaN 0 \n", + "1457 Lvl AllPub ... 0 NaN GdPrv Shed 2500 \n", + "1458 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "1459 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "\n", + " MoSold YrSold SaleType SaleCondition SalePrice \n", + "1455 8 2007 WD Normal 175000 \n", + "1456 2 2010 WD Normal 210000 \n", + "1457 5 2010 WD Normal 266500 \n", + "1458 4 2010 WD Normal 142125 \n", + "1459 6 2008 WD Normal 147500 \n", + "\n", + "[5 rows x 81 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.tail()" + ] + }, + { + "cell_type": "markdown", + "id": "109a99b3", + "metadata": {}, + "source": [ + "## 3. Revisamos titulos de columnas ##\n", + "\n", + "Revisamos que no tengan espacios antes o después del nombre o que contengan algun caracter que nos dificulte el analisis" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "bed9fb28", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", + " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", + " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", + " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n", + " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", + " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", + " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", + " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", + " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.columns" + ] + }, + { + "cell_type": "markdown", + "id": "2add8426", + "metadata": {}, + "source": [ + "## 4. Revisamos el tipo de datos de cada columna " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "03f69d79", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Id int64\n", + "MSSubClass int64\n", + "MSZoning object\n", + "LotFrontage float64\n", + "LotArea int64\n", + " ... \n", + "MoSold int64\n", + "YrSold int64\n", + "SaleType object\n", + "SaleCondition object\n", + "SalePrice int64\n", + "Length: 81, dtype: object" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.dtypes" + ] + }, + { + "cell_type": "markdown", + "id": "4a3f8671", + "metadata": {}, + "source": [ + "## 5. Revisamos la forma\n", + "\n", + "Que dimensiones tiene tanto en columnas y renglones" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6564b1aa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "La forma de la base es (1460, 81)\n", + "Tiene en total 1460 registros\n", + "Tiene en total 81 columnas\n" + ] + } + ], + "source": [ + "print('La forma de la base es',df_train.shape)\n", + "print('Tiene en total ',df_train.shape[0],'registros')\n", + "print('Tiene en total', df_train.shape[1], 'columnas')" + ] + }, + { + "cell_type": "markdown", + "id": "32672dbb", + "metadata": {}, + "source": [ + "## 6. Revisamos la info de los registros\n", + "\n", + "Es similar al paso 4 pero aquí lleva conteo del número de columnas y agrega cuantos valores NO Nulos" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "23d57188", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 81 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotFrontage 1201 non-null float64\n", + " 4 LotArea 1460 non-null int64 \n", + " 5 Street 1460 non-null object \n", + " 6 Alley 91 non-null object \n", + " 7 LotShape 1460 non-null object \n", + " 8 LandContour 1460 non-null object \n", + " 9 Utilities 1460 non-null object \n", + " 10 LotConfig 1460 non-null object \n", + " 11 LandSlope 1460 non-null object \n", + " 12 Neighborhood 1460 non-null object \n", + " 13 Condition1 1460 non-null object \n", + " 14 Condition2 1460 non-null object \n", + " 15 BldgType 1460 non-null object \n", + " 16 HouseStyle 1460 non-null object \n", + " 17 OverallQual 1460 non-null int64 \n", + " 18 OverallCond 1460 non-null int64 \n", + " 19 YearBuilt 1460 non-null int64 \n", + " 20 YearRemodAdd 1460 non-null int64 \n", + " 21 RoofStyle 1460 non-null object \n", + " 22 RoofMatl 1460 non-null object \n", + " 23 Exterior1st 1460 non-null object \n", + " 24 Exterior2nd 1460 non-null object \n", + " 25 MasVnrType 1452 non-null object \n", + " 26 MasVnrArea 1452 non-null float64\n", + " 27 ExterQual 1460 non-null object \n", + " 28 ExterCond 1460 non-null object \n", + " 29 Foundation 1460 non-null object \n", + " 30 BsmtQual 1423 non-null object \n", + " 31 BsmtCond 1423 non-null object \n", + " 32 BsmtExposure 1422 non-null object \n", + " 33 BsmtFinType1 1423 non-null object \n", + " 34 BsmtFinSF1 1460 non-null int64 \n", + " 35 BsmtFinType2 1422 non-null object \n", + " 36 BsmtFinSF2 1460 non-null int64 \n", + " 37 BsmtUnfSF 1460 non-null int64 \n", + " 38 TotalBsmtSF 1460 non-null int64 \n", + " 39 Heating 1460 non-null object \n", + " 40 HeatingQC 1460 non-null object \n", + " 41 CentralAir 1460 non-null object \n", + " 42 Electrical 1459 non-null object \n", + " 43 1stFlrSF 1460 non-null int64 \n", + " 44 2ndFlrSF 1460 non-null int64 \n", + " 45 LowQualFinSF 1460 non-null int64 \n", + " 46 GrLivArea 1460 non-null int64 \n", + " 47 BsmtFullBath 1460 non-null int64 \n", + " 48 BsmtHalfBath 1460 non-null int64 \n", + " 49 FullBath 1460 non-null int64 \n", + " 50 HalfBath 1460 non-null int64 \n", + " 51 BedroomAbvGr 1460 non-null int64 \n", + " 52 KitchenAbvGr 1460 non-null int64 \n", + " 53 KitchenQual 1460 non-null object \n", + " 54 TotRmsAbvGrd 1460 non-null int64 \n", + " 55 Functional 1460 non-null object \n", + " 56 Fireplaces 1460 non-null int64 \n", + " 57 FireplaceQu 770 non-null object \n", + " 58 GarageType 1379 non-null object \n", + " 59 GarageYrBlt 1379 non-null float64\n", + " 60 GarageFinish 1379 non-null object \n", + " 61 GarageCars 1460 non-null int64 \n", + " 62 GarageArea 1460 non-null int64 \n", + " 63 GarageQual 1379 non-null object \n", + " 64 GarageCond 1379 non-null object \n", + " 65 PavedDrive 1460 non-null object \n", + " 66 WoodDeckSF 1460 non-null int64 \n", + " 67 OpenPorchSF 1460 non-null int64 \n", + " 68 EnclosedPorch 1460 non-null int64 \n", + " 69 3SsnPorch 1460 non-null int64 \n", + " 70 ScreenPorch 1460 non-null int64 \n", + " 71 PoolArea 1460 non-null int64 \n", + " 72 PoolQC 7 non-null object \n", + " 73 Fence 281 non-null object \n", + " 74 MiscFeature 54 non-null object \n", + " 75 MiscVal 1460 non-null int64 \n", + " 76 MoSold 1460 non-null int64 \n", + " 77 YrSold 1460 non-null int64 \n", + " 78 SaleType 1460 non-null object \n", + " 79 SaleCondition 1460 non-null object \n", + " 80 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(35), object(43)\n", + "memory usage: 924.0+ KB\n" + ] + } + ], + "source": [ + "df_train.info()" + ] + }, + { + "cell_type": "markdown", + "id": "a72075e2", + "metadata": {}, + "source": [ + "# Parte 2: Limpieza de Datos" + ] + }, + { + "cell_type": "markdown", + "id": "8e6f2554", + "metadata": {}, + "source": [ + "## 7. Revisar columnas con nulos\n", + "\n", + "Como el paso anterior nos mostró que existen muchas columnas con valores nulos, es necesario revisar y eliminar aquellas columnas que tengan muchos nulos ya que no se puede estar llenando ese volumen de datos. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e5b5ca25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Total_NulosPorcentaje_Nulos
PoolQC145399.52
MiscFeature140696.30
Alley136993.77
Fence117980.75
FireplaceQu69047.26
LotFrontage25917.74
GarageType815.55
GarageYrBlt815.55
GarageFinish815.55
GarageQual815.55
GarageCond815.55
BsmtExposure382.60
BsmtFinType2382.60
BsmtFinType1372.53
BsmtCond372.53
BsmtQual372.53
MasVnrArea80.55
MasVnrType80.55
Electrical10.07
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" + ], + "text/plain": [ + " Total_Nulos Porcentaje_Nulos\n", + "PoolQC 1453 99.52\n", + "MiscFeature 1406 96.30\n", + "Alley 1369 93.77\n", + "Fence 1179 80.75\n", + "FireplaceQu 690 47.26\n", + "LotFrontage 259 17.74\n", + "GarageType 81 5.55\n", + "GarageYrBlt 81 5.55\n", + "GarageFinish 81 5.55\n", + "GarageQual 81 5.55\n", + "GarageCond 81 5.55\n", + "BsmtExposure 38 2.60\n", + "BsmtFinType2 38 2.60\n", + "BsmtFinType1 37 2.53\n", + "BsmtCond 37 2.53\n", + "BsmtQual 37 2.53\n", + "MasVnrArea 8 0.55\n", + "MasVnrType 8 0.55\n", + "Electrical 1 0.07" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Total_Nulos = df_train.isnull().sum()[df_train.isnull().sum()>0].sort_values(ascending = False)\n", + "Porcentaje_Nulos = round((Total_Nulos / (len(df_train)))*100, 2)\n", + "\n", + "tabla_nulos = pd.concat([Total_Nulos, Porcentaje_Nulos], axis = 1)\n", + "tabla_nulos.columns = ['Total_Nulos', 'Porcentaje_Nulos']\n", + "tabla_nulos" + ] + }, + { + "cell_type": "markdown", + "id": "bb82cf02", + "metadata": {}, + "source": [ + "Vemos que existen columnas donde faltan la mitado o más valores, estos serán eliminados. Tendremos un nuevo df para poder regresar en caso de ser necesario" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7f994fb1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetLotShapeLandContourUtilitiesLotConfig...EnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveRegLvlAllPubInside...0000022008WDNormal208500
1220RL80.09600PaveRegLvlAllPubFR2...0000052007WDNormal181500
2360RL68.011250PaveIR1LvlAllPubInside...0000092008WDNormal223500
3470RL60.09550PaveIR1LvlAllPubCorner...272000022006WDAbnorml140000
4560RL84.014260PaveIR1LvlAllPubFR2...00000122008WDNormal250000
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5 rows × 76 columns

\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street LotShape LandContour \\\n", + "0 1 60 RL 65.0 8450 Pave Reg Lvl \n", + "1 2 20 RL 80.0 9600 Pave Reg Lvl \n", + "2 3 60 RL 68.0 11250 Pave IR1 Lvl \n", + "3 4 70 RL 60.0 9550 Pave IR1 Lvl \n", + "4 5 60 RL 84.0 14260 Pave IR1 Lvl \n", + "\n", + " Utilities LotConfig ... EnclosedPorch 3SsnPorch ScreenPorch PoolArea \\\n", + "0 AllPub Inside ... 0 0 0 0 \n", + "1 AllPub FR2 ... 0 0 0 0 \n", + "2 AllPub Inside ... 0 0 0 0 \n", + "3 AllPub Corner ... 272 0 0 0 \n", + "4 AllPub FR2 ... 0 0 0 0 \n", + "\n", + " MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n", + "0 0 2 2008 WD Normal 208500 \n", + "1 0 5 2007 WD Normal 181500 \n", + "2 0 9 2008 WD Normal 223500 \n", + "3 0 2 2006 WD Abnorml 140000 \n", + "4 0 12 2008 WD Normal 250000 \n", + "\n", + "[5 rows x 76 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train2 = df_train.copy()\n", + "df_train2 = df_train2[['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street','LotShape', 'LandContour', 'Utilities',\n", + " 'LotConfig','LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType','HouseStyle',\n", + " 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd','RoofStyle', 'RoofMatl', 'Exterior1st',\n", + " 'Exterior2nd', 'MasVnrType','MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual','BsmtCond',\n", + " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1','BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF',\n", + " 'Heating','HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF','LowQualFinSF', 'GrLivArea',\n", + " 'BsmtFullBath', 'BsmtHalfBath', 'FullBath','HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'GarageType','GarageYrBlt', 'GarageFinish','GarageCars',\n", + " 'GarageArea', 'GarageQual','GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF','EnclosedPorch',\n", + " '3SsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold','SaleType','SaleCondition','SalePrice']]\n", + "\n", + "df_train2.head()" + ] + }, + { + "cell_type": "markdown", + "id": "88391976", + "metadata": {}, + "source": [ + "## 8. Revisión de renglones con Nulos\n", + "\n", + "Al todavía tener registros en renglones con nulos, eliminamos aquellos que representan el mayor volumen" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "11d6ba8d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LotFrontage 259\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "BsmtExposure 38\n", + "BsmtFinType2 38\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtFinType1 37\n", + "MasVnrType 8\n", + "MasVnrArea 8\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Total_Nulos2 = df_train2.isnull().sum()[df_train2.isnull().sum()>0].sort_values(ascending = False)\n", + "Total_Nulos2" + ] + }, + { + "cell_type": "markdown", + "id": "af907294", + "metadata": {}, + "source": [ + "Eliminaremos todos aquellos en Lot Frontage y después valoraremos cuantos registros se quedaron y de ser necesario hacer otro drop" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "11d253ff", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "registros iniciales: 1460\n", + "registros finales: 1201\n" + ] + } + ], + "source": [ + "GarageCond_nulls = df_train2 [df_train2['LotFrontage'].isnull() == True]\n", + "df_train3 = df_train2.drop(GarageCond_nulls.index, axis = 0)\n", + "print ('registros iniciales:', len(df_train2))\n", + "print ('registros finales:', len(df_train3))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "2d92027c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "GarageType 74\n", + "GarageYrBlt 74\n", + "GarageFinish 74\n", + "GarageQual 74\n", + "GarageCond 74\n", + "BsmtExposure 32\n", + "BsmtFinType2 32\n", + "BsmtQual 31\n", + "BsmtCond 31\n", + "BsmtFinType1 31\n", + "MasVnrType 6\n", + "MasVnrArea 6\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Total_Nulos3 = df_train3.isnull().sum()[df_train3.isnull().sum()>0].sort_values(ascending = False)\n", + "Total_Nulos3" + ] + }, + { + "cell_type": "markdown", + "id": "c56734eb", + "metadata": {}, + "source": [ + "Vemos que siguen existiendo los nulls por lo que se verá eliminar aquellos con más registros" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "356f2742", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "registros iniciales: 1460\n", + "registros medio: 1201\n", + "registros finales: 1127\n" + ] + } + ], + "source": [ + "GarageType_nulls = df_train3 [df_train3['GarageType'].isnull() == True]\n", + "df_train4 = df_train3.drop(GarageType_nulls.index, axis = 0)\n", + "print ('registros iniciales:', len(df_train2))\n", + "print ('registros medio:', len(df_train3))\n", + "print ('registros finales:', len(df_train4))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "62f21bdd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BsmtExposure 25\n", + "BsmtFinType2 25\n", + "BsmtQual 24\n", + "BsmtCond 24\n", + "BsmtFinType1 24\n", + "MasVnrType 6\n", + "MasVnrArea 6\n", + "Electrical 1\n", + "dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Total_Nulos4 = df_train4.isnull().sum()[df_train4.isnull().sum()>0].sort_values(ascending = False)\n", + "Total_Nulos4" + ] + }, + { + "cell_type": "markdown", + "id": "246969ac", + "metadata": {}, + "source": [ + "Esta última eliminación nos ayudo a reducir de manera considerable los Nulls por lo que ya nos podemos quedar con la base resultante de registros" + ] + }, + { + "cell_type": "markdown", + "id": "b01e0297", + "metadata": {}, + "source": [ + "## 9. Llenar valores nulos.\n", + "\n", + "Los registros nulos con los que se cuentan se estarán llenando, puede ser de dos maneras:\n", + "\n", + " a) Promedios\n", + " \n", + " b) Moda\n", + "\n", + "En este caso como no podemos tener valores con pedazos (ej: 3.3, 4.1) por lo que usamos las modas " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5432a910", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], dtype: int64)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Utilizamos la última lista donde nos quedaron los nulos después del drop\n", + "for columnas in Total_Nulos4.index:\n", + " #Aquí lo que buscamos en la lista son los valores Object \n", + " if df_train4[columnas].dtype == 'object':\n", + " #Ponemos que guarde el valor 0 que es la primer moda, recodando que las modas pueden ser más de 1\n", + " valores_nuevos = str(df_train4[columnas].mode()[0])\n", + " else:\n", + " #Como los int y floats pueden ser floats, los juntamos en los floats\n", + " valores_nuevos = float(df_train4[columnas].mode()[0])\n", + " #Ya con los valores (modas) guardados para cada columna, llenamos los na faltantes\n", + " df_train4[columnas] = df_train4[columnas].fillna(valores_nuevos)\n", + "\n", + "#Solamente comprobamos que efectivamente no haya más valores nulos\n", + "Total_Nulos4 = df_train4.isnull().sum()[df_train4.isnull().sum()>0].sort_values(ascending = False)\n", + "Total_Nulos4" + ] + }, + { + "cell_type": "markdown", + "id": "ccd5fb5b", + "metadata": {}, + "source": [ + "## 10. Seleccionar columnas para mantener.\n", + "\n", + "Debido a que sigue siendo una matriz extensa de datos, nos quedaremos con aquellos que toman mayor relevancia, tengan correlaciones y que puedan ayudar a realizar predicciones." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "fb402b8a", + "metadata": {}, + "outputs": [], + "source": [ + "pd.set_option('display.max_columns', None)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "56f3375e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectrical1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveRegLvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520032003GableCompShgVinylSdVinylSdBrkFace196.0GdTAPConcGdTANoGLQ706Unf0150856GasAExYSBrkr85685401710102131Gd8Typ0Attchd2003.0RFn2548TATAY0610000022008WDNormal208500
1220RL80.09600PaveRegLvlAllPubFR2GtlVeenkerFeedrNorm1Fam1Story6819761976GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdALQ978Unf02841262GasAExYSBrkr1262001262012031TA6Typ1Attchd1976.0RFn2460TATAY29800000052007WDNormal181500
2360RL68.011250PaveIR1LvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520012002GableCompShgVinylSdVinylSdBrkFace162.0GdTAPConcGdTAMnGLQ486Unf0434920GasAExYSBrkr92086601786102131Gd6Typ1Attchd2001.0RFn2608TATAY0420000092008WDNormal223500
3470RL60.09550PaveIR1LvlAllPubCornerGtlCrawforNormNorm1Fam2Story7519151970GableCompShgWd SdngWd ShngNone0.0TATABrkTilTAGdNoALQ216Unf0540756GasAGdYSBrkr96175601717101031Gd7Typ1Detchd1998.0Unf3642TATAY035272000022006WDAbnorml140000
4560RL84.014260PaveIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2Story8520002000GableCompShgVinylSdVinylSdBrkFace350.0GdTAPConcGdTAAvGLQ655Unf04901145GasAExYSBrkr1145105302198102141Gd9Typ1Attchd2000.0RFn3836TATAY1928400000122008WDNormal250000
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street LotShape LandContour \\\n", + "0 1 60 RL 65.0 8450 Pave Reg Lvl \n", + "1 2 20 RL 80.0 9600 Pave Reg Lvl \n", + "2 3 60 RL 68.0 11250 Pave IR1 Lvl \n", + "3 4 70 RL 60.0 9550 Pave IR1 Lvl \n", + "4 5 60 RL 84.0 14260 Pave IR1 Lvl \n", + "\n", + " Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType \\\n", + "0 AllPub Inside Gtl CollgCr Norm Norm 1Fam \n", + "1 AllPub FR2 Gtl Veenker Feedr Norm 1Fam \n", + "2 AllPub Inside Gtl CollgCr Norm Norm 1Fam \n", + "3 AllPub Corner Gtl Crawfor Norm Norm 1Fam \n", + "4 AllPub FR2 Gtl NoRidge Norm Norm 1Fam \n", + "\n", + " HouseStyle OverallQual OverallCond YearBuilt YearRemodAdd RoofStyle \\\n", + "0 2Story 7 5 2003 2003 Gable \n", + "1 1Story 6 8 1976 1976 Gable \n", + "2 2Story 7 5 2001 2002 Gable \n", + "3 2Story 7 5 1915 1970 Gable \n", + "4 2Story 8 5 2000 2000 Gable \n", + "\n", + " RoofMatl Exterior1st Exterior2nd MasVnrType MasVnrArea ExterQual ExterCond \\\n", + "0 CompShg VinylSd VinylSd BrkFace 196.0 Gd TA \n", + "1 CompShg MetalSd MetalSd None 0.0 TA TA \n", + "2 CompShg VinylSd VinylSd BrkFace 162.0 Gd TA \n", + "3 CompShg Wd Sdng Wd Shng None 0.0 TA TA \n", + "4 CompShg VinylSd VinylSd BrkFace 350.0 Gd TA \n", + "\n", + " Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1 \\\n", + "0 PConc Gd TA No GLQ 706 \n", + "1 CBlock Gd TA Gd ALQ 978 \n", + "2 PConc Gd TA Mn GLQ 486 \n", + "3 BrkTil TA Gd No ALQ 216 \n", + "4 PConc Gd TA Av GLQ 655 \n", + "\n", + " BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating HeatingQC \\\n", + "0 Unf 0 150 856 GasA Ex \n", + "1 Unf 0 284 1262 GasA Ex \n", + "2 Unf 0 434 920 GasA Ex \n", + "3 Unf 0 540 756 GasA Gd \n", + "4 Unf 0 490 1145 GasA Ex \n", + "\n", + " CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea \\\n", + "0 Y SBrkr 856 854 0 1710 \n", + "1 Y SBrkr 1262 0 0 1262 \n", + "2 Y SBrkr 920 866 0 1786 \n", + "3 Y SBrkr 961 756 0 1717 \n", + "4 Y SBrkr 1145 1053 0 2198 \n", + "\n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n", + "0 1 0 2 1 3 1 \n", + "1 0 1 2 0 3 1 \n", + "2 1 0 2 1 3 1 \n", + "3 1 0 1 0 3 1 \n", + "4 1 0 2 1 4 1 \n", + "\n", + " KitchenQual TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n", + "0 Gd 8 Typ 0 Attchd 2003.0 \n", + "1 TA 6 Typ 1 Attchd 1976.0 \n", + "2 Gd 6 Typ 1 Attchd 2001.0 \n", + "3 Gd 7 Typ 1 Detchd 1998.0 \n", + "4 Gd 9 Typ 1 Attchd 2000.0 \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "0 RFn 2 548 TA TA Y \n", + "1 RFn 2 460 TA TA Y \n", + "2 RFn 2 608 TA TA Y \n", + "3 Unf 3 642 TA TA Y \n", + "4 RFn 3 836 TA TA Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch PoolArea \\\n", + "0 0 61 0 0 0 0 \n", + "1 298 0 0 0 0 0 \n", + "2 0 42 0 0 0 0 \n", + "3 0 35 272 0 0 0 \n", + "4 192 84 0 0 0 0 \n", + "\n", + " MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n", + "0 0 2 2008 WD Normal 208500 \n", + "1 0 5 2007 WD Normal 181500 \n", + "2 0 9 2008 WD Normal 223500 \n", + "3 0 2 2006 WD Abnorml 140000 \n", + "4 0 12 2008 WD Normal 250000 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train4.head(5)" + ] + }, + { + "cell_type": "markdown", + "id": "37c258ba", + "metadata": {}, + "source": [ + "Existen columnas que aunque no contenían nulos, no son de utilidad ya que están llenas con 0s y se decide eliminar.\n", + "\n", + "Estas son:\n", + "BsmtFinSF2, LowQualFinSF, BsmtHalfBath, EnclosedPorch, 3SsnPorch, ScreenPorch, PoolArea\n", + "\n", + "Adiciona, se han eliminado aquellos que no traen valor después de revisar data_description. Estas son:\n", + "'Id', 'MSSubClass','LandSlope','Exterior2nd','KitchenAbvGr','GarageType','GarageYrBlt','GarageFinish', 'PavedDrive'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "aa4b5772", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope',\n", + " 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle',\n", + " 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'RoofStyle',\n", + " 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'MasVnrArea',\n", + " 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond',\n", + " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n", + " 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC',\n", + " 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n", + " 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n", + " 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual', 'TotRmsAbvGrd',\n", + " 'Functional', 'Fireplaces', 'GarageType', 'GarageYrBlt', 'GarageFinish',\n", + " 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond', 'PavedDrive',\n", + " 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',\n", + " 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train4.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "8555803e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Forma antes de eliminar (1127, 76)\n", + "Forma después de eliminar (1127, 66)\n" + ] + } + ], + "source": [ + "columnas_relevantes = ['MSZoning', 'LotFrontage', 'LotArea', 'Street','LotShape', 'Utilities', 'LotConfig','Neighborhood', \n", + " 'Condition1', 'Condition2', 'BldgType','HouseStyle','OverallQual', 'OverallCond', 'YearBuilt',\n", + " 'YearRemodAdd', 'RoofStyle','RoofMatl','Exterior1st','MasVnrType', 'MasVnrArea','ExterQual',\n", + " 'ExterCond', 'Foundation','BsmtQual', 'BsmtCond','BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2','BsmtFinSF2','BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC','CentralAir', \n", + " 'Electrical', '1stFlrSF','2ndFlrSF', 'LowQualFinSF','GrLivArea', 'BsmtFullBath', 'BsmtHalfBath',\n", + " 'FullBath', 'HalfBath','BedroomAbvGr', 'KitchenQual', 'TotRmsAbvGrd','Functional','Fireplaces', \n", + " 'GarageCars', 'GarageArea', 'GarageQual','GarageCond','WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch',\n", + " '3SsnPorch','ScreenPorch','PoolArea', 'MiscVal','MoSold', 'YrSold', 'SaleType','SaleCondition','SalePrice']\n", + "\n", + "df_train5 = df_train4.copy()\n", + "df_train5 =df_train5[columnas_relevantes]\n", + "print('Forma antes de eliminar',df_train4.shape)\n", + "print('Forma después de eliminar',df_train5.shape)" + ] + }, + { + "cell_type": "markdown", + "id": "d711078f", + "metadata": {}, + "source": [ + "# Parte 3: Información relevante\n", + "\n", + "## 11. Revisaremos las correlaciones respecto al precio\n", + "\n", + "Debido a que en una venta de casa el precio es lo relevante, lo tomaremos para definir que variables están más correlacionadas con nuestra base actual" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "1a5b7049", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SalePrice 1.000000\n", + "OverallQual 0.799069\n", + "GrLivArea 0.704202\n", + "GarageCars 0.648035\n", + "GarageArea 0.620812\n", + "TotalBsmtSF 0.617345\n", + "1stFlrSF 0.609671\n", + "FullBath 0.565315\n", + "TotRmsAbvGrd 0.544031\n", + "YearBuilt 0.525195\n", + "YearRemodAdd 0.520913\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mayor_correlacion_precio = df_train5.corr().SalePrice.sort_values(ascending = False)\n", + "mayor_correlacion_precio = mayor_correlacion_precio[mayor_correlacion_precio >0.5]\n", + "mayor_correlacion_precio" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "463ddf64", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SalePriceOverallQualGrLivAreaGarageCarsGarageAreaTotalBsmtSF1stFlrSFFullBathTotRmsAbvGrdYearBuiltYearRemodAdd
SalePrice1.0000000.7990690.7042020.6480350.6208120.6173450.6096710.5653150.5440310.5251950.520913
OverallQual0.7990691.0000000.6069440.5949780.5524460.5657610.5160540.5765110.4477230.5907910.571944
GrLivArea0.7042020.6069441.0000000.4948870.4879040.4643770.5605970.6145040.8237930.2048750.289624
GarageCars0.6480350.5949780.4948871.0000000.8398180.4613170.4702360.5206940.4226420.5327460.463155
GarageArea0.6208120.5524460.4879040.8398181.0000000.5233170.5222230.4451800.3805260.4719220.408310
TotalBsmtSF0.6173450.5657610.4643770.4613170.5233171.0000000.8368350.3301500.2818440.4097770.309803
1stFlrSF0.6096710.5160540.5605970.4702360.5222230.8368351.0000000.3739350.4031760.3091470.281842
FullBath0.5653150.5765110.6145040.5206940.4451800.3301500.3739351.0000000.5396860.5006430.467794
TotRmsAbvGrd0.5440310.4477230.8237930.4226420.3805260.2818440.4031760.5396861.0000000.1187990.179377
YearBuilt0.5251950.5907910.2048750.5327460.4719220.4097770.3091470.5006430.1187991.0000000.625157
YearRemodAdd0.5209130.5719440.2896240.4631550.4083100.3098030.2818420.4677940.1793770.6251571.000000
\n", + "
" + ], + "text/plain": [ + " SalePrice OverallQual GrLivArea GarageCars GarageArea \\\n", + "SalePrice 1.000000 0.799069 0.704202 0.648035 0.620812 \n", + "OverallQual 0.799069 1.000000 0.606944 0.594978 0.552446 \n", + "GrLivArea 0.704202 0.606944 1.000000 0.494887 0.487904 \n", + "GarageCars 0.648035 0.594978 0.494887 1.000000 0.839818 \n", + "GarageArea 0.620812 0.552446 0.487904 0.839818 1.000000 \n", + "TotalBsmtSF 0.617345 0.565761 0.464377 0.461317 0.523317 \n", + "1stFlrSF 0.609671 0.516054 0.560597 0.470236 0.522223 \n", + "FullBath 0.565315 0.576511 0.614504 0.520694 0.445180 \n", + "TotRmsAbvGrd 0.544031 0.447723 0.823793 0.422642 0.380526 \n", + "YearBuilt 0.525195 0.590791 0.204875 0.532746 0.471922 \n", + "YearRemodAdd 0.520913 0.571944 0.289624 0.463155 0.408310 \n", + "\n", + " TotalBsmtSF 1stFlrSF FullBath TotRmsAbvGrd YearBuilt \\\n", + "SalePrice 0.617345 0.609671 0.565315 0.544031 0.525195 \n", + "OverallQual 0.565761 0.516054 0.576511 0.447723 0.590791 \n", + "GrLivArea 0.464377 0.560597 0.614504 0.823793 0.204875 \n", + "GarageCars 0.461317 0.470236 0.520694 0.422642 0.532746 \n", + "GarageArea 0.523317 0.522223 0.445180 0.380526 0.471922 \n", + "TotalBsmtSF 1.000000 0.836835 0.330150 0.281844 0.409777 \n", + "1stFlrSF 0.836835 1.000000 0.373935 0.403176 0.309147 \n", + "FullBath 0.330150 0.373935 1.000000 0.539686 0.500643 \n", + "TotRmsAbvGrd 0.281844 0.403176 0.539686 1.000000 0.118799 \n", + "YearBuilt 0.409777 0.309147 0.500643 0.118799 1.000000 \n", + "YearRemodAdd 0.309803 0.281842 0.467794 0.179377 0.625157 \n", + "\n", + " YearRemodAdd \n", + "SalePrice 0.520913 \n", + "OverallQual 0.571944 \n", + "GrLivArea 0.289624 \n", + "GarageCars 0.463155 \n", + "GarageArea 0.408310 \n", + "TotalBsmtSF 0.309803 \n", + "1stFlrSF 0.281842 \n", + "FullBath 0.467794 \n", + "TotRmsAbvGrd 0.179377 \n", + "YearBuilt 0.625157 \n", + "YearRemodAdd 1.000000 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "correlaciones = df_train5.corr().loc[mayor_correlacion_precio.index, mayor_correlacion_precio.index]\n", + "correlaciones" + ] + }, + { + "cell_type": "markdown", + "id": "acf85b64", + "metadata": {}, + "source": [ + "Veremos de manera visual como se comporta la correlación respecto al Precio" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "86499484", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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FDPHxoaCqsuV6QXUV/dpUQ2KNgQD8b/JtOInw4dpVrMlIA8DV2ZkZN99Js8nEFxvXsjTF/lJwsLc3BZYXRYAD1VUkhNj2IcY/AIDp19yIwWDgkw1/sTYz3aZN35BQXJycyG7zaft0jw/QxcuHgqrWPhRWV9M3JMymTbS/EYCvrp6MkwifblzL2g4MPRxOkKcXhTXVLdeLa6rp1SWkXbtzYuJICAkjp7KcjzaupcgyRHLI+LhuzNy5tUN9CPT0ahlyASiuraFHYJd27UZFxdI3OJTcygo+37KR4toaBLhrwFDeXLeSAaEdq+YFeHjaxC+praV7YFC7diMioukTFEJedSVfJSdSbEnygjw8eWb0eYR5+zB92ya7qxatfWhNGkvrauke0L4Pw8Oj6R0UTF5VJV9v29QyTHRIN2MgzgaDzeNaO7VO1+RiMfCciOwDlgA/K6VWAtOUUi8CiMh3mKsbLXVyEXEBPgAmKaWKROR64GXgzjb7vwzYbnW9RCk10LKPCy1/XTEnHdcrpRJFxBeoA+4CKpRSQ0TEDfhLRBYrpWxfaf+PmjxkBN+sXc3bfy5keHw3vr3zXhJeeIo2Od5JN6lff+bt3IbpFMR1MhiIMQZw+8/fEeLjy7fX38oV33xKVUMD53/2AYXVVUT6+fP1dTezr6ioQ2+ux9OHaH8jf/vtJ4K9ffjq6slc+/3XLcMPQZ5e/GfipTz753xOxhHp7PgAzgYDUX5G7pn1M8FePnxx1fVc9+M3VNs5BNNR67IzWJa2n0aTiUvP6sWT54zn0UWtw3QBHp7EGQNI7MCQyPHakJvNisw0mkwmLuzag38NP4enli3kku69SMrPafcm62iJ+Tmsyk6nyWRiYnx3Hh46iudW/glAcV0tj/w5F6O7B1NGjWNtTiYVlmqfo/uwOjuDJpOJCXHdeWjwSKaubi02+7t78PCQUXyQtPakPRaPSs+5AE7TYRGlVDUwCLgHKAJ+FpHbgXEiskFEtgPjgbY18x5AX+BPEUkGngGsa2pvWJbfgzlJOOTnw3SjB5CvlEq09KlSKdUETARutexnAxAIdG+7sYjcIyJJIpJEQXHb1ael3PIyIgMCW65H+geQW2b7Rnnn6DHMSDKPt65PS8HdxYUgb2+HxC+orCTCz7/lepifHwVVhx8WmpTQn9nbkk845oGqKkJ9fFuuh3r7UFhV1aZNJctT99NkMpFbUU5mWQkxRvMn+ULLJ6OcinI2ZmfSK6T9p91jKayuJtTbp+V6iLcPhTVt+lBdxcq0FJpMJvIqK8gsL2v5JO/l6soHl1/DtHWr2F7Qtkh3+scHKKqpItSntQ/B3t6H7cOqjFRzH6oqyLLqw4kqrq0h2Kv1cRzk5d2uKlHZ0ECjpfT/x/497T7Vj43typrMdJqVqUN9KKmtIcjTq7UPnl7tkoWqgw0tww+L0/bRzWjuQ8+gYC7t3ouvLruWOwcM5by4btx+9mC74pfW1drED/T0bJk0ebj4S9JS6GoMpK2y+jqyKsrpHRRsV/zWPrQOqwV4eLY7BtUHD7b0YWl6CvGW5yKYJ7Q+PXIcP+xMZn9pJ73uGgyOv5yBTtteK6WalVIrlFLPAw8CNwEfAdcopRKAz4G2A2oC7FRK9bdcEpRSE63WP25ZPkEpZT0NuobjJ8BDVjHilFKLD9P/z5RSg5VSgwltX9Y7HSVmpNE9OITYwCBcnJy4fshw5mzdYtMmq7SE83r2BqBnaDjuLi4UVTmm9Jicm01cYBBR/kZcnJyYlNCfRXt2tWvXLagL/u4eJGWf+EzwHQV5xBgDiPDzx8Vg4KKefVieaju0sTRlL0OiYgDw9/AgxhhIdnk5vm7uuDg5tSwfGBFlMxH0eO08kE+0v5FwXz+cDQYu6N6LlW2Ge5an7WewZYjI392DGH8jOZXlOBsMvH3Jlczbs4MlHRiSOR3im/tQQJSfkXCfQ33oycr0VJs2K9JSGGSZA+Dv7kG0v5HcNpMdO2pPcSERvn6EevvgbDAwPq4r67IzbNoEWM0lGRkVQ1ab+Ubj47uxLL3jw3T7SouJ8PEjxMsbZ4OBMdHxbMjJsmljtMx3AhgWEd0y2fPNdSu5Y84M7pw7k6+2bGRpegrTtybZFX9/WQlh3j4Ee3rjLAZGR8WyMc92qpt1/CHhkeRY5oQFenjiajA/F7xcXOllGbKwV0pLH7zMfYiMJSnPthLkb9WHweGR5Fr64CwGnhgxhhVZaazPtT1u2ql3Wg6LiEgPwKSU2m9Z1B/YC/QDikXEG7gGaHt2yF6gi4iMUEqtswyTnKWU2on99gJhIjLEMizig3lYZBFwn4gsU0o1ishZQK5Syp4E5bj88PwrjB0wiCA/f7J/XcjzX33CV5ZTIE+GZpOJh378loWPPIGTQfj6r1Xsys/lhcuvIikznblbt/DYzB/57JY7eeT8C1Eo7pj+uUPjPzVvNj/edjdOBgM/bd7IvsIDPD5+IlvzclhsSTQmJZz4RM6WmErx8tKFfH71ZAwGA7O2J5NSUsyDo85lZ0Eey1P3syYjjZGx8cy9416aTYo3Vy6hor6O/uGRTJ1wMSalMIjw+Ya1HUoumpXi1RVL+HjStRgMwu87t5NaWsJ9w0azq7CAlekprM1MZ0R0LL/efCcmk+KdNSuoqK/n4h69GRgeib+7O5f36gvAc38uYG9x4TGinj7xD/XhtVVL+XDS1RjEwJxd20krLeHvQ0exq7CAVRmprM3KYHh0LL/ceAfNysS7a1dSUW8uu3951Q3EGgPwcHFhwe338uKyRayzYz6GSSk+WL+G1yZcgpMIC1L2klFexu39B7OvpIi12Zlc1asvI6NiaVYmKhsaeG1N62nSIZY35a0FeUeJcuw+fJy0jpfGXmA5FXQ/WZXl3JwwgP2lxWzIzebyHr0ZFhFNs0lRfbCBd9av7nC8w8X/fMtGnh9zPk4iLElPIbuygsl9zialtITE/Bwu6daToeFRNCsT1QcP8n7iXwBE+vhxx+jBKBSC8PvenWR2IPEzKcUXyYk8O9p8WvSyjFSyqyq4oXc/UspKScrP4ZKuPRgSHtlyDKZtMp/0NzIyht5BIfi4ujEuJh6AaUnryDgJw5RH09HJrP/XyKkeKz8elkmZHwD+QBOQgnko4xFgMlAA7AMylVJTrU9FFZH+wPuAH+bk6V2l1OdHOl3VMqFzsNWkUet9DbH0wwNzYnE+5gmd/8E8b0MwD9tcoZQ64mkdcs6ATj/I0iuhU+OHdGC4wNGMfn6dGt/V1bVT458ODJ1c4vV30BDeifBw69zHgYtz53+mdOrkx8GvV9980jIAw1UXOvz13vTbwjMuYzktk4v/a3RyoZML0MkF6OQCdHIB/8eTi2sudnxy8csfZ1xy0fmPMk3TNE37v+IMnYDpaPooaJqmaZrmULpyoWmapmmOcoZ+o6aj6aOgaZqmaZpD6cqFpmmapjmKnnMB6ORC0zRN0xzHcMad2HFS6BRL0zRN0zSH0pULTdM0TXMUPaET0JULTdM0TdMcTFcuNE3TNM1R9IROQFcuNE3TNE1zMF250DRN0zRH0ZULQCcXmqZpmuY4ekInoIdFNE3TNE1zMF25OAU6++fOAdTu7Z0aP6J//06ND53/c98BPp3/c98HG5s6Nb6xk49BcUVlp8YH6BoW0qnxE/eldmp8ANfT4GffTxr9JVqArlxomqZpmuZg/4fTR03TNE07xfSETkAnF5qmaZrmOHpCJ6CHRTRN0zRNczBdudA0TdM0BxE9LALoyoWmaZqmaQ6mKxeapmma5iCdfcr76UInF5qmaZrmIDq5MNNHQdM0TdM0h9KVC03TNE1zEF25MNNHQdM0TdM0h9KVC03TNE1zkM6qXIjIhcB7gBPwhVLq1Tbr3wHGWa56AsFKKX/Lumbg0A9QZSmlLj/R/ujkQtM0TdPOYCLiBHwITABygEQRmaOU2nWojVLqn1btHwIGWO2iTinV35F90smFpmmapjlIJ1UuhgIpSqk0ABH5CZgE7DpC+8nA8yezQ3rOhaZpmqY5iEHE4RcRuUdEkqwu97QJGwFkW13PsSxrR0RigDhgmdVid8t+14vIFY44DrpycRq5oE8C715/M04GA1+uWclrC+fZrI8KCGT6HXfj7+GFk0GY8tsMFuzYdlL79OWTz3PpyDEUlpWScNu1JyXGiKhYHhs9FoPBwOxd2/lmS2K7Nud3PYt7hoxAodhfXMwzS/4A4P1LryIhJJTk/Dz++cfsDsUfHhXDo6POxSAGft+9g2+Tk2zWX9KjNw8PH01RTQ0AM3ck8/uenQA8OGw0o2JiAfhy00aWpO7rUB8GhUVy3+DhGERYmLKXGbts79cJ8d25a8BQSmprAZi7bxcLU/cCMH/ynWSUlwFQVFvN1JV/2h1/SEQUDw4dhUGEP/bv5sftyTbrL+jWg3sHD6e41nwMZu/ewR/799A/NJz7h45saRft589LK5fwV1aG3X3oHxLGnWcPwSDC0vQUZu3babN+XEw8tyQMpLTOfAwWpO5jaUYKsX5G7hkwFE8XF0xK8cueHazNybQ7/tCIKB4aPhqDGJi/bxc/bNtis/7Cbj24b8hIiizHYNbu7czftxuAvw8ewfCoGAwiJOVm8/6GNXbHByjasZs9M2ajTCYiRw8n/sLzDtuuYPNWtn76DcOn/BO/2CjqiktZM/VVvEKCAfCLj6HPTfY/X4dHxvDIyDE4iTBnz06+27rJZv3FZ/XiwWGjKaqpBuCXnduYu9d8P90/dCQjo+MA+HrzRpam7bc7PnT8fhgQGs4Dw0a3tIv28+fFFX+yJiu9Q/04nSilPgM+c9DubgB+UUo1Wy2LUUrlikg8sExEtiulUk8kyClJLkQkEvN4UG/M1ZJ5wONKqYMnMWa1UspbRGKBeUqpvpblo4G3AV9AgPeUUh+daJwT7a9BhGk33srEd14np6yUjU+9wJytm9mdn9fS5pmLL2dm0kY+WbmMXmHhzH/oUeKfevREQx/V9AVzmfbbz3z79EsnZf8GEf49ZjwPzP2VA9VVfHvNTazKSCW9rLSlTZSfP3cMHMpds36iqqEBo4dHy7rvtiTi7uzCVX36dTj+E6PH8eC83yisqeabqyazOjPNJj7An6n7eHPNCptlo6Jj6dGlCzfP/B4XJyc+ufwa1mVlUNNo38PaIMIDQ0by1LIFFNfW8P6Fk1ifk0VWZblNu1WZaXyUtK7d9gebm3lgwSy7YraN/49ho3l88TyKamv4+NKrWJuVSWZFmU27Femp7d40kwvyuGfOLwD4uLrx3dWTScrNsb8PCHf3H8qLa5ZSUlvLa+MvIjE/h5yqCpt2a3My+SLZNvlsaG7ig6S15FdXYXT34I3xF5N8II/axsbjjy/CIyPG8OiiuRTVVPPp5dfwV1YGmeW2x2BZegrvrV9ts6xPcCh9Q0K5c/bPAEy75Er6h4aTXJCHPZTJxO4ff2PwI3/H3ejHulfeIbhfH7zDQ23aNdXXk7V0NX5x0TbLPbsEMfLZx+yKac0gwqOjx/KP+bMorKnmqyuvZ3VmOhnlts+FpWn7eOuvlTbLRkbF0iMomNt+/QEXJyc+vPRq1mVnUtuB50JH74ctBXn87fcZgPmx+MO1N5GYm82p1knDIrlAlNX1SMuyw7kBeMB6gVIq1/I3TURWYJ6PcULJxUk/CiIiwG/AbKVUd+AswBt4+QT3a3diJCKhwA/A35VSPYFRwF0icuWJ9MURhsZ1JaWwkPTiIhqbm/k5cT2Tzh5o00ah8HU3v7H6eXiSV1F+0vu1eutmSisrjt2wg/oEh5JdUU5uZQVNJhOLU/ZwblxXmzZX9k5gxo5kqhoaACirq2tZl5ibbfcLWNv4OZUV5FVVmuOn7mNMbNdjbwjEGQPZkpdLs1LUNzWRUlLMiOgYu/vQI7AL+VWVFFRX0WQysTIzjRFR9u+no3oGBZNbVUm+Jf6y9FRGRsfavZ8xsfFszMmmobnJ7m27BQRSUFPFgZpqmpSJNTkZDAmPPK5t86uryK+uAqCsvo6Khnr83Nztit8rKJjcygryLY+DZWkpjLZ8Cj8mpXB1csLZYMDF4ISTwWDzGD1eFelZeAYH4dklEIOzM2GDB1C4dUe7dvt/X0DcheMxuLjYHeNoencJIaeivOW5sCR1P2Ni449r2zhjAMn5rc+F1NLiDj2GT+h+sDI2risbcrI69Fg8QyUC3UUkTkRcMScQc9o2EpGegBFYZ7XMKCJulv+DML8vHmmuxnE7FZWL8UC9UuprAKVUs4j8E0gXkXOBO5RSOwEsGdNjwG7gA6Av4AJMVUr9LiK3A1dhTk6cROQS4HfMB8sFeEYp9ftR+vIAMF0ptdnSl2IReQJ4CZglItMxVzl+sfTnUPXD2844dovwN5JTWtJyPae8lGFt3mSnzp3Fokee4MHxE/BydWPCO685sgudItjLmwOWNwaAwupq+oaE2bSJ9jMC8OWV12MQA58lrmNddoZD4nfx8moTv4o+IaHt2o2P686AsAiyyst5Z+1KCmuq2V9SxN8GD+f7bZtxd3ZmUEQUaW0qHscj0MOzpcQLUFxbQ4/ALu3ajY6OIyE4jJyqCj7dtL5liMLVyYn3L5xEs1LM2LmVdXYOCQR5elFoKXMDFNdU06tLSLt258TEkRASRk5lOR9tXGvTZ4Dxcd2YuXOrXbEPCfDwpNgy5ANQWldL94Cgdu2Gh0fTOyiYvKpKvt62iZK6Wpv13YyBOBsMFFjdp8cjyMv2GBQd4RicGxvP2aHhZFeUM23jXxTVVLOz6ABb8vP47YbbEYFZu3e0q/ocj/ryCtyN/i3X3Y3+lKfb3peVWTnUl5XTJaE36YuX26yrKy5l7X/ewtndje6TLsbY/fgSg0O6eHnbHIPCmmr6BLc/BmPjutE/NIKsinLeW7fK8lwo5q5BQ/lh2xbcnZ0ZGB7Zrvp3PE7kfrA2Pq4bMzr4WDxRnVG5UEo1iciDwCLMp6J+pZTaKSIvAklKqUOJxg3AT0opZbV5L+BTETFhLji8an2WSUediuSiD2AzcKeUqhSRLGA+cB3wvIiEAWFKqSQR+S+wTCl1p4j4AxtFZIll84FAP6VUqaV6caVlf0HAesvpN9YHrm1fvmmzLAnzcM3R1NsZB8uEG/Okm9HDkF5nHSPEsU0eMoJv1q7m7T8XMjy+G9/eeS8JLzzFUbrxf4KTwUCUn5F7fp9JiJc3n115PTf89C3VBxtOSfw1GWks3r+XRlMzV/ZKYOr4C7h/7q9syMmid3AIX15xPWX1tWw/kI/pJN0X63OyWJGRSqPJxMXdevLYiHN5cql53smts3+ipK6WUG8fXjvvYjLKS1s+yTvKuuwMlqXtp9Fk4tKzevHkOeN5dNHclvUBHp7EGQNI7MCQyPFKzM9hdXYGTSYTE+K689DgkUxdvaRlvb+7Bw8PGcUHSWs5GffC2uwMllqOwWU9evPUOeP558I5RPj4EuNv5NqfzS8tb114Of1Cwth2IN+h8ZXJxJ6Zv5Nw2+R269z8fBnzyrO4entRkZlN8sdfM+r5J3D2sK+CcyxrMtP5M2UfjaZmrujVl2fHTuCh+bPYmJtFr+BgPpt0LeX1dew4ic+FI90PhwR4eBJvDGRjzqkfEoHO+54LpdQfwB9tlj3X5vrUw2y3FkhwdH86+2yRFcA1lv+vA36x/D8ReFJEki1t3IFDA4x/KqUOpcQC/FdEtgFLMM+ObZ/mnji74yilPlNKDVZKDT6exCK3vIzIgMCW65H+AeSW2X76uXP0GGYkbQRgfVoK7i4uBHmf8HSPTlVYU02It0/L9WBvbwprqtq0qWJVRirNJhN5VZVklZcR7e/vkPhFNTVt4vu0TNw8pKKhnkaTee7T73t20DMouGXd15sTufmX73lo3iwEyOrAJ9aSulq6eHq1XA/y9Gr3ibzqYAONJhMAC1P32nyqP9S2oLqKbQfy6WoMxB7FtTUEe7U+joK8vNtVJSobWuP/sX8P3QNtqwpjY7uyJjOdZmWyK/YhpXW1BHl6tlwP8PBsdwyqDx6kydKHpekpxBsDWtZ5OLvw9Mhx/LAzmf2lxXbHL66xPQZdvLxbKkOHWB+D+ft2c1aQubp0Tkw8uwoLqGtqoq6piQ05WYf9xH8s7v5+1JeVt1yvLyvH3d+v5XpTQwPVuQVsfPtDVj71EhVpmWz56EsqMrIxuDjj6m1+DPnFROHRJZCaA0V2xS+qqbY5BsFe3u2eC5VWz4U5e3bSs0vrc+GbLUnc9tuP/OOP2YhIh54LJ3I/HDIurhurs9I6/FjUHONUJBe7gEHWC0TEF3OykAiUiEg/4Hrg50NNgKuVUv0tl2il1G7LOutH2k1AF2CQ5QtADmBORI67L5brh04PaMJyTETEALh2MI7dEjPS6B4cQmxgEC5OTlw/ZDhzttrOks4qLeG8nuYiS8/QcNxdXCiqcuwn1FNtV2EBUX7+hPv44mwwMLFbT1alp9m0WZGWyiDL+LufuzvR/kZyKxwzD6Rd/K5nsTrDdh5ToNWb3piYeNItE9wMIi1j+90CgugWGMSGbPvPUthbUkS4jy8hXt44GwycGxPP+jZDGwHurZNYh0dEt0z29HZ1xcXyScnXzY3eXULIsnMuzp7iQiJ8/Qj19sHZYGB8XNd2w04BHq3HYGRUTLsY4+O7sSw9xa641lLKSgjz9iHY0wtnMTA6MpakPNsqiL/VMRgcHkmuZS6Qsxh4YsQYVmSlsT43q0Px9xQXEulndQziu/FXm7MMrI/BqOjYlkmGB2qqOTssHCcRnMTA2aHh7SYgHg/f2ChqC4uoLS7B1NREftIWgs/u27LexcOD8W+/xLn/fZZz//ssfvExDLj/LvxiozhYVY2yvOHWFpVQW1iER5eAI4U6rN1FB4jy8yfM8lw4v2t3VmfaPhcDrY7BOTFxZFg+ABlE8LU8F7oGBNI1IIiNOfbfFydyPxxyXnw3lqZ27EwVRzAYDA6/nIlOxbDIUuBVEblVKfWt5ZvE3sI896FWRH4GngD8lFKHzr9bBDwkIg8ppZSIDFBKbTnMvv2AQqVUo4iMA441g+hDYIOI/KaUShaRQMwTS5+0rM/AnGzMAC7HPL+iI3Hs1mwy8dCP37LwkSdwMghf/7WKXfm5vHD5VSRlpjN36xYem/kjn91yJ4+cfyEKxR3TP3d0N9r54flXGDtgEEF+/mT/upDnv/qEr+bPdtj+m5XijdXL+eCyqy2nv+0grayEe4eMZHdRAasy0liXncHwqBhm3HAbJqV4f+0qKhrqAfj8iuuINQbg4eLK/Fvv5qXli1lvxxt8s1K8sWY5719yJQYR5u7dSVpZKfcMHs7uokJWZ6Zxfd8BjImNp9lkoqKhnheXLwbA2WDg00nm0/1qGg/y3NJFNHegFGxSio+S1vLy+IswiLA4dR+ZFeXc0m8g+0uKWZ+bxaSefRgeEUOzMlHV0MBb68yz9aN8/Xl42GiUUogIM3ZtbXeWyfHE/2D9Gl6bcAlOIixI2UtGeRm39x/MvpIi1mZnclWvvoyMiqVZmahsaOC1Na3j/SHePgR7erPVzrMj2vbhi+REnh19HgYRlmWkkl1VwQ29+5FSVkpSfg6XdO3BkPBImk2K6oMNTNtknpM2MjKG3kEh+Li6MS7GPM9gWtI6Muz45NysFO+uW82bF1xmOR13DxnlZdw5YAh7iotYm53B1b37MSo6tuU+eHW1+WsCVmakMjAsgq+vvAGlFBtzs1jbgSTT4ORErxuuYtN7n6FMJiJGDcU7PJT9cxbgFxNlk2i0Vbo/lZQ5CzE4OYEIvW+8FlcvryO2P9IxeOuvFbx70SQMBgPz9u4kvayUuwcNY3dxIWsy07mub39Gx8S1PA7+s8J82rOzwcAnl5uL0DUHD/LC8o49F07kfgAI9fYh2Mvb7jN1NMeTUzFeLyJRwEdAT8yVgT+Ax5RSDSISgvmUmZeUUi9Y2nsA7wIjLe3TlVKXWiZ0DlZKPWhpFwTMxTzBMwkYDlyklMo4yqmoY4A3MScMscDtSqkfLetCME/c9AAWAg9Y9nHMOEe7/YZ7bu30SRFq9/ZjNzqJBk2+pVPjQ+f/WmGAT+cPYR1s7NzZ88ZOPgbFFZWdGh/g7PhTdybQ4STuO6EzDB3C1blzv2Jp5Z33y8nad9izjzv89T7/pTdOWn9PllNyDyulsoHLjrDuQNt+KKXqgHsP03Y6MN3qejEw4gj79bb8zcB81smh5aswf1UqInI/8JSILFRKlVn6MtxqN/8+3jiapmma1tkfYk4X/18fBaXUR0qpBKWU/QOkmqZpmqYdlv76b03TNE1zECdduQD+P69caJqmaZrmeLpyoWmapmkOoudcmOmjoGmapmmaQ+nKhaZpmqY5iK5cmOnkQtM0TdMcRCcXZvooaJqmaZrmULpyoWmapmkOoisXZvooaJqmaZrmULpyoWmapmkOoisXZjq50DRN0zQHMcgZ9xtjJ4VOsTRN0zRNcyhdudA0TdM0B9HDImY6uTgFQkJCOrsLRPTv36nxN/34XafGB7jp3092avzT4QeNPFxdOzV+av6BTo1fVVvbqfEBpn3zv06Nv/q1Nzs1PkBWVXlnd0E7yXRyoWmapmkOoisXZjq50DRN0zQH0cmFmT4KmqZpmqY5lK5caJqmaZqD6MqFmT4KmqZpmqY5lK5caJqmaZqD6MqFmT4KmqZpmqY5lK5caJqmaZqD6MqFmU4uNE3TNM1BTocvyzsd6KOgaZqmaZpD6cqFpmmapjmIrlyY6aOgaZqmaZpD6cqFpmmapjmIrlyY6eRC0zRN0xxEJxdmOrk4jYzr1oMXL7kcJzHww6aNTFu93Gb9Cxddxsi4bgB4uLgQ5OVNz/8+d0IxR0TF8tjosRgMBmbv2s43WxLbtTm/61ncM2QECsX+4mKeWfIHAO9fehUJIaEk5+fxzz9mn1A/juTLJ5/n0pFjKCwrJeG2a09KjH5dQrmlzwAMIqzISmNu6p7DthsSGsk/Bo/i2dWLSa8ow0kM3NVvMHF+RkzA/3ZuZndJUYf6kBAUwk29zX1YmZ3G/LS9h203ODSChwaO5Pm/lpBRUYaTCHckDCLWLwClFN/vSmZPqf19KNm5l/2//A4mRdioocRMHHfYdoVbtrPzi+8Y9MRD+MZEAVCdm8/eH3+lqa4BMQiDnngIJxcXu/swODyS+wePxCDCgpQ9/Lxzq836ifFncfegYZTU1gDw+96dLEgxH6cunl48OuJcunh5oRQ8vWwBB2qq7Yo/MjqWx84Zj5MIs3ZtZ/rmje3aTOjWg3uHjkQpxb6SIp5ePB+AaZddTUJoGMn5ufxj3iy7b/shF/Q9m3dvvBUng4EvVy3ntT/m2KyPCghk+t/uw9/TCyeDgSm//MiCbcmc3zuBV669AVdnZw42NfHEjB9Yvntnh/sBsH3DRn54bxrKZOKcSy/mkptvtFm/6KeZrJr3B05OTvj4+3HHlMcJCg09oZgA+5M2s/DTrzCZTAy84HzOue4qm/Vrf5vD5kVLMDg54eXny6RHHsA/JBiAP7/6ln2JmwA494Zr6Xvu6BPuj9Yxp1VyISIhwDvAcKAMOAi8rpSa1aZdLDBPKdW3zfIXgVVKqSXHiNMf2AJcpJRa6LAbcAIMIvz3siu5fvpn5FdWsODvD7N4z072FRW2tHl+wdyW/+8cNoq+YeEnHPPfY8bzwNxfOVBdxbfX3MSqjFTSy0pb2kT5+XPHwKHcNesnqhoaMHp4tKz7bksi7s4uXNWn3wn142imL5jLtN9+5tunXzop+xeE2/oO4tUNKyitq+PFcyaw6UAeedWVNu3cnZy5IK47KWUlLcvGRccDMGXVInxd3Xh86BieW/Mnyu4+wK19BvL6xlWU1tcyddT5bCnMI6+6ql0fJsba9mGspQ/PrF6Mj6sbjw05h6l/LbGrD8pkYt+MWfR/6G7c/P1Iev0DghJ64xUWYtOuqb6enOVr8I2Nbllmam5m1/Qf6X3bDXhHhtNYXYPBycnOI2B+LD40dDT/XjKf4toapl10JetyMsmqKLdptzIjjWmJf7Xb/t+jxvHDji1szs/F3dkZpey7Fwwi/Pvc87n/95kcqK7if9fdzMr0VNKtjnWUnz93DBrKHb/+YHkueLas+3ZLIu7Ozlzd92z7bnibPky75Q4mvvlfckpL2Pjcy8xJ3sTuvNyWNs9cdiUzE9fzyfIl9AqPYP4//0384w9TXF3F5e+9SX55GX0iIln46BSi/vVAh/tiam7mf2+/x6PvvEFAly68ePd99B81koi42JY20Wd147kvPsbN3Z3ls35n5sefcd8LJ/Zhx9TczB8ffc4tLz+Pb1Agnz/yBD2GDyE4OqqlTVjXOO557w1c3d1InL+QP7/6lmunPMa+jUnkp6Tx92lv09zYyPR/P0u3IQNx9/Q8SkTHc3LSlQs4jSZ0iogAszEnB/FKqUHADUBkm3ZHTIiUUs8dK7GwmAyssfw9bF9E5JQemwGR0WSUFJNVVkpjczO/b0/mgl59jtj+in79mb09+YRi9gkOJbuinNzKCppMJhan7OHcuK42ba7sncCMHclUNTQAUFZX17IuMTeb2saDJ9SHY1m9dTOllRUnbf9d/QM4UFNFUW0NzcrE+twsBoVEtGt3TY8E5qXuodHU3LIswseXncUHAKg82EBtUyNx/gF29yHeP4ADtdUU1dXQrBQb8rMZeJg+XHVWH+a36UO4ty+7is0JaNXBBmoaDxLnZ7QrfmVGNh5dgvAICsTg7EzIoLMp3tb+U2/6vMVETxyLwaX1KVi2ex/eEWF4R5oTXRdvL6QDZeEegV3Iq6qgoLqKJpOJFZmpjIyKPa5to/38cTIY2JxvfhOub2qiobn5GFvZ6hsSSk5FWctzYdH+PYyNt30uXNWnHzO2Wz8XalvWbczJoqax0a6YbQ2N70ZKYQHpRYU0Njfz88Z1TBow2KaNQuFrSfD9PDzJKy8DIDkrg3zL/ztzc/BwccXVueOfHdN27yE4IoLg8HCcXVwYdt54ktestWnTa+AA3NzdAYjv05uywo5V7azl7kshIDyMgLBQnF1c6DtmNHvX2VaQ4s5OwNXdDYDInmdRWWxOAIuycojp2xsnJydc3d0JiYslJWnLCfdJ65jTJrkAxgMHlVKfHFqglMpUSn0gIreLyBwRWQYsPdIORGS6iFwjIheKyEyr5WNFZJ7lfwGuBW4HJoiIu2V5rIjsFZFvgR1AlIg8LiKJIrJNRF6w2t9sEdkkIjtF5B5H3PhQX19yrT6l5VdUEOrjd9i2kX7+RBsDWJOWckIxg728OWD16biwuppgLx+bNtF+RmL8jXx55fV8fdVkRhznC/6ZwujhQWl9a8JUWl9rU50BiPU1EuDhQXJhvs3yrMpyBoZEYBChi4cXsX5GAt3t/5RkdPegtL71jaq0rhajm20fYnz9CfDwZGtRgc3y7MpyBoSEYxAhyMOTWD8jAR729aGhvAJ3Y+tjzc3fj4Zy28pNVVYODWXlBPXtZbO8trAYEJKnfUHiq++S+ecKu2IfEuTpRVFNTcv14poagjy82rUbHR3Hp5dezbNjzqeLp3l9pK8f1QcbeP7cCXx8yVXcPXAYBhG74nfx8qGg6hjPBX/zc+GrqyfzzTU3MjI61q4YxxJhNJJT2lopySktIcJomyhOnf0rN40YTdZb05j/zyd4+H/T2+3n6sFD2ZyZzsGmpg73pbyomIDg4Jbrxi5BlBUfOXlYPf8PEoYP7XC8QypLSvANCmy57hsUSGVJ6RHbb160lG6DBwIQEh9LyqYtHKxvoKaikvRtO6gsLj7hPtnLyWBw+OVMdDr1ug+w+SjrBwLXKKXOPY59LQGGicihV6frgZ8s/48E0pVSqcAK4BKr7boDHyml+gA9LNeHAv2BQSIyxtLuTktlZTDwsIgEcgpN6tefeTu3YbKz9NsRTgYDUX5G7vl9Jk//OZ+nx03A29XtpMc9XQhwU5/+/LArud26ldnplNbX8tLoCdzcZwD7y4pPyn0iwOReZ/PT7q3t1q3KyaCsvo6po87npt79SSkrcXgflMlEym/z6HrVpYddV5GWTu/bJzPwX/dTvHUHpXv2OzT+IetyMrll1g/cO+9XNufn8viosQA4iYGE4DA+3bSeB/6YRZi3LxO7nuXw+M6HnguzfmbKovk8M27iKX8uTB42km/WrCL60Qe55J3X+fbu+xGrRKp3eCSvXnsjf//mi1PWp3WL/iRjzz4unHz9KYsJsHXZSvL2pzDqmisA6DawP92HDOLLx6bw62tvE9XzrA5V0U6UTi7MTttei8iHIrJVRA7NMPxTKXXkFNaKUqoJWAhcZhlGuQT43bJ6Mq2Jxk/YDo1kKqXWW/6faLlswZz09MScbIA5odgKrAeirJZb9/8eEUkSkaTaze3fFNoqqKwkws+/5XqYnx8FVYcfDpiU0J/Z25KPuc9jKaypJsS79dNZsLc3hTVVbdpUsSojlWaTibyqSrLKy4j29+f/irK6OgLcW6sEAe6eNkM/7s4uRPr48fSI8bwz/lK6+gfyryHnmCdxWiZQPr16Me8krcHT2ZX8NsfvuPpQX0eAVcUjwMOTsgbrPjgT6ePHk8PG8ubYi+nqH8gjg0YRa+nDD7u38tyaP3lv01o8XVwosLMPbv5+1Je1PtYayitw8/dtud7c0EBNXgHJ737KumdfoTI9i+2fTqcyMxs3fz/8u8Xj6u2Fk6srgX16Up2de7gwR1VcW0MXr9ZKRZCXF8V1NTZtqg420GgyAbAgZQ9nBXRp2Ta1rJiC6ipMSrE2O4PuAUF2xS+qqSLU5+jPhQPV5udCk8lEXlWF5blg3xDU0eSWlREZ0Po5JTIgkNyyMps2d44Zx4zEdQCsT92Pu4sLQZbncIQxgN8e+he3ff4RaVZztTrCv0sQpYWt+ygrKsYY1KVdu51Jm5j33fc8/Op/cHF1PaGYAL6BgS3DHACVxSX4BrYfakzdspXVP//C5Oen4Gw1eXjMDddw37S3ufW/U1EKAiNObF6a1nGnU3KxE3N1AgCl1APAecChR3TN4TY6ip+A6zAPtyQppapExAm4GnhORDKAD4ALReTQq4p1DAFeUUr1t1y6KaW+FJGxwPnACKXU2ZiTD/e2wZVSnymlBiulBnsOPPYkr+TcbOICg4jyN+Li5MSkhP4s2rOrXbtuQV3wd/cgKTvzuA/EkewqLCDKz59wH1+cDQYmduvJqvQ0mzYr0lIZFG6e9uLn7k60v5HcipM3B+JUS6soJdTLhy4eXjiJgeER0Ww+0PrmWNfUyH2LZ/PPZfP457J5pJaX8HbiatIrynA1OOFmmbzYNygEkzK1mwh6PNIrygjx8ibIwxMnEYaFRbHlQJ5VH5p4cMkcHlvxB4+t+IPU8hLe3fQXGZY+uFr60CcoGJNS7SaCHotPTCR1hcXUFZdiamriwKatBCX0blnv7OHB6NenMuKlKYx4aQq+cdEk3Hs7vjFRBPQ+i+q8fJoPHsTU3Ez5/jQ820wEPR57S4qI8PEj1NsHZ4OBsTFdWdfmMR5gNVw1IjKGrIqylm29XNzwczM/DfuHhpNZbvumfCw7DxQQ5Wck3McPZ4OBC7r3ZGV6qk2bFWkpDIowTyz0d/cwPxcqy+29qUeUmJ5K9+BQYoO64OLkxPVDRzBnyyabNlklxZzXyzyPvWdYOO4urhRVVeLn4cm8R55gyi8/sjZl3wn3Ja5nTw7k5FKUl09TYyMbli6j/+gRNm0y9+3n2zfe5uFX/oOv0TFJVvhZ3SjJy6es4ABNjY3sWLWGHsOH2LTJT01j3gefMPm5KXhbfdAxNTdTW2l+7BekZ3AgI4OuA/s7pF/20JULs9PpbJFlwH9F5D6l1MeWZScyzXcl8BVwN62VivOAbUqpCw41EpFvgCuBVW22XwS8JCLfK6WqRSQCaAT8gDKlVK2I9MR8ZssJazaZeGrebH687W6cDAZ+2ryRfYUHeHz8RLbm5bDYkmhMSjjxiZwtMZXijdXL+eCyq3ESYc6eHaSVlXDvkJHsLipgVUYa67IzGB4Vw4wbbsOkFO+vXUVFQz0An19xHbHGADxcXJl/6928tHwx6x2Q9Fj74flXGDtgEEF+/mT/upDnv/qEr+bPdtj+TUrxzc7NPDHs3JbTQHOrK7n6rL6kV5Sy2epNvi1fNzf+PexcTArK6mv5OHlDh/vw3c4tPD50DAaEVTnp5FZXcmX3PmRUlLKlzVyPtn14bMgYFIqy+jo+TW5/+uSxGJycOOu6SWz98AuUyUTYiCF4hYeSNm8RvtGRBPU78sRiF09PosaPIem1DxCBgD49283LOB4mpZi28S9eOe8iDGJgUcpeMivKuO3sQewrKWZdTiZX9OzLiMgYmk2KqoMNvLF2Rcu2n21ez+sTLkEQ9pcW8UfK4U8nPpJmpXht1VI+nHQ1BjEwZ9d20kpL+PvQUewqLGBVRiprszIYHh3LLzfeQbMy8e7alVTUm58LX151g+W54MKC2+/lxWWLWJeVYV8fTCYe+n46Cx+dgpPBwNerV7ArL4cXrriGpIx05iZv4rGf/8dnt9/NIxMvRqG440vzS+WD519At5AQnr38Kp693Hzq5gVvvkJRlf3JLoCTsxM3//Mh3n7035hMzYy+5CIi4uKY9cXXxPY8iwGjRzHjo09pqKvno+fM09ECQ4J5+NWXOxSvJa6TExff9ze+e+ZFlMnEgInnERwTzbLvfiS8e1d6Dh/K4i+/5WB9PTNeeRMAvy5B3Pj8UzQ3N/PV408D4ObpwVWPPYJTB85c0hxD7D1l62QSkTDMp6IOA4owVxI+ATyAwUqpBy3tYoH9wAGrzf+JefhjnlLqF0u7aZgnbgZbkoGvgQ3Wk0ZF5HLgPsvF5vRWEfkH8DfL1WrgZiAH81ktscBewB+YqpRacaTbFfbs451+kCPCwjo1/qYfv+vU+AA3/fvJTo1/OnwC8XBA6fpEpOYfOHajk6ikomNvto6UvGnTsRudRKtfe7NT4wNkVZV3avzJXfvYN+PXDlfM/Nbhr/ezr731pPX3ZDmdKhcopfIxn356ONOt2mUAh/uWnpnWVyzJyINW1+84TMw5wKFvqunbZt17wHuHiXPREfqoaZqmaf/fO62SC03TNE07k50OFcrTgT4KmqZpmuYgnTWh0/L9TntFJEVE2o0BW74vqkhEki2Xv1mtu01E9lsutzniOOjKhaZpmqadwSxnQn4ITMA8LzBRROYopdqecvjzobmLVtsGAM9j/t4mBWyybGvfKVdt6ORC0zRN0xykk4ZFhgIpSqk0ABH5CZgEtP8+g/YuwOp7pETkT+BC4McT6ZAeFtE0TdO0M1sEkG11PceyrK2rLT9n8YuIHPo1uOPd1i46udA0TdM0B3FyEodfrL/x2XLpyG9azQVilVL9gD+Bbxx7y23pYRFN0zRNc5CTMSyilPoM+OwoTXIx/xTFIZGWZdb7KLG6+gXwutW2Y9tsu6KDXW2hKxeapmmadmZLBLqLSJyIuGL+vqg51g0sX1J5yOXAbsv/i4CJImIUESPm39RadKId0pULTdM0TXOQzpjQqZRqEpEHMScFTsBXSqmdIvIi5t/WmoP5BzcvB5qAUszfXo1SqlREXsKcoAC8eLw/Eno0OrnQNE3TtDOcUuoP4I82y56z+n8KMOUI236F+be4HEYnF5qmaZrmIPobOs10cqFpmqZpDqKTCzN9FDRN0zRNcyhdudA0TdM0B9GVCzN9FDRN0zRNcyhduTgFjH5+nd0FDJ2cTd/073Y/0nfKff/aq50aX+K6dWp8gHtuvblT48eGdOnU+L6enp0aH2DCPXd2avzXlv/ZqfEBwgONnRp/ctc+J23funJhpo+CpmmapmkOpSsXmqZpmuYgunJhppMLTdM0TXMQnVyY6aOgaZqmaZpD6cqFpmmapjmIk5P+zA66cqFpmqZpmoPpyoWmaZqmOYiec2GmkwtN0zRNcxCdXJjpo6BpmqZpmkPpyoWmaZqmOYiuXJjpo6BpmqZpmkPpyoWmaZqmOUhn/47T6UInF5qmaZrmIE4ind2F04JOsTRN0zRNcyhduehko2PjmTL+ApxE+GV7Ml9sXNuuzYU9evHAyDEoBXuKDvDE/NkAbP/XU+wvLgQgr7KSB2fPsDv+8KgYHh11LgYx8PvuHXybnGSz/pIevXl4+GiKamoAmLkjmd/37ATgwWGjGRUTC8CXmzayJHWf3fEB+nUJ5ZY+AzCIsCIrjbmpew7bbkhoJP8YPIpnVy8mvaIMJzFwV7/BxPkZMQH/27mZ3SVFHerD0Xz55PNcOnIMhWWlJNx2rcP3D3BBQn/evfkOnAwGvly5lNfmzbZZHxUYxPS7H8DfywsnMTBlxvcs2LbFZv3OV97hhVkzeGvBXLvjl+zcy/5ffgeTImzUUGImjjtsu8It29n5xXcMeuIhfGOiAKjOzWfvj7/SVNeAGIRBTzyEk4uL3X3oExjMDT37YRBhdU4mCzMO/3gaGBzOff2H8Z/1y8msLGdYaCQXxHZvWR/h48d/1i8nu6rCrvj9Q8K48+whGERYmp7CrH07bdaPi4nnloSBlNbVArAgdR9LM1KI9TNyz4CheLq4YFKKX/bsYG1Opp233uzAtl1s/+EXlMlEzJiRnHXpxMO2y03cQuKHX3Lu849jjIuhcMduds6cg2puQpyc6Xv9FXTp3cPu+ANDI/jbgKE4ibA4bT+/7tlus358bDfuOHswJZZjMD9lN3+m7aeLpxdPjR6PIDgbhHn797Awda/9B4DT47F4IpxEf2aHU5RciEgI8A4wHCgDDgKvK6VmnYr4h+nPRcBLgCfQACxTSj16qvthEOGZ8y/ibzO/50BVJT/ffBfLU/eRWlLc0ibG38jdQ0dx0w/fUNlQT4CnZ8u6hqYmrvr2ixOK/8TocTw47zcKa6r55qrJrM5MI72s1Kbdn6n7eHPNCptlo6Jj6dGlCzfP/B4XJyc+ufwa1mVlUNN40K4+CMJtfQfx6oYVlNbV8eI5E9h0II+86kqbdu5OzlwQ152UspKWZeOi4wGYsmoRvq5uPD50DM+t+RNlVw+ObfqCuUz77We+ffolB+/ZzCAGpt16FxNff4mc0lI2vvAKczYnsTsvp6XNM5dfzcyN6/hk2WJ6hUcy/9EpxD/6QMv6tybfZpNs2EOZTOybMYv+D92Nm78fSa9/QFBCb7zCQmzaNdXXk7N8Db6x0S3LTM3N7Jr+I71vuwHvyHAaq2swODnZ3QcBbux1Nu9s+ouy+jqeHj6OrUX55NdU2bRzc3LmvJiupJW3PkY3FOSwocB8rCK8fbm//zC7EwsDwt39h/LimqWU1Nby2viLSMzPIafNftbmZPJFcqLNsobmJj5IWkt+dRVGdw/eGH8xyQfyqG1stKsPymRi63czGPX4g3gE+LPihTcIHZCAb0SYTbvGunrS/lyBMT62ZZmrjzfDH7kXD6M/lTl5rH3zQy5892X7joEI9w4axnMrFlNSV8tbEy5lY14W2ZW2x2BNdjqfbt5gs6ysvo7Hl8ynyWTC3dmZDy68go25WZTW19l9DDr7sag5xklPsUREgNnAKqVUvFJqEHADEHmc2zs0ARKRvsA04GalVG9gMJBix/YO609CaDhZZaXkVJTTaDKxYM9Oxnc9y6bNNf0G8ENyEpUN9QCU1tY6Kjx9gkPJqawgr6qSJpOJxan7GBPb9bi2jTMGsiUvl2alqG9qIqWkmBHRMXb3oat/AAdqqiiqraFZmVifm8WgkIh27a7pkcC81D00mppblkX4+LKz+AAAlQcbqG1qJM4/wO4+HMvqrZsprbTvzcoeQ7t2I6WwgPSiQhqbm/h5/V9MGjjYpo1SCl8PDwD8PD3JKy9rWTdp4BAyigvZlZvdofiVGdl4dAnCIygQg7MzIYPOpnjbznbt0uctJnriWAwurU+Bst378I4IwzsyHAAXby+kAxPa4vwCKKqtobiulmalSCzIoX9wWLt2V3TrxcL0fTaPA2tDQyNJLMi1O363gEAKaqo4UFNNkzKxJieDIeHH9RJFfnUV+dXmJKisvo6Khnr83Nzt7kNZWgbeIUF4BQdhcHYmcthACrZsa9du92/z6H7xBJv7wT8mCg+jPwA+EWE0NzbSbGdy0z0giPwqyzEwmVidlc6wiOhjbwg0mUw0mUwAuBicOvzGcjo8Fk+Uk4jDL2eiU3HkxwMHlVKfHFqglMpUSn0gIrEislpENlsuIwFEZKxl+Rxgl2XZbBHZJCI7ReSeQ/sSkbtEZJ+IbBSRz0VkmmV5FxH5VUQSLZdRlk2eAF5WSu2x9KVZKfWxZZvLRGSDiGwRkSWWigsiMlVEvhORv4DvRKSPJV6yiGwTkdaarB1CfHwoqGr9hF5QXUWwj49Nm1hjILHGAP43+TZ+vPF2RsfGt6xzdXZmxs138uONt3NeN9uk5Hh08fLiQHXrJ8PC6iq6eHm1azc+rjvfX3sTr0y4hGAvbwD2lxQxIjoWN2dn/NzdGRQRRbCXT7ttj8Xo4WHz6aa0vhaj5U30kFhfIwEeHiQX5tssz6osZ2BIBAYRunh4EetnJNDdkzNNhDGAnJLWikxOaSkRxkCbNlNnzeCmkWPIevcT5j86hYe/+woALzd3nrj0Cl6YNbPD8RvKK3A3+rVcd/P3o6HctnJUlZVDQ1k5QX172SyvLSwGhORpX5D46rtk/rmiQ33wd3e3eRyU1dfh3+YNOtrHD6O7B9stCeXhDA6NYGOB/UlWgIcnxVaJe2ldLYEe7R9Lw8Ojefv8S3hs2DmHXd/NGIizwUBBdVW7dcdSV1aBR4Cx5bq70UhdmW1SW56RTV1pGaH9+x5xP3lJyfjHRNk9HBDo4UlxXU3L9eLamsPexhGRMbx/weX8e+RYgqzWB3l48v4Fl/PVZdfy654ddlct4PR4LGqOcSqGRfoAm4+wrhCYoJSqt7xB/4i5kgAwEOirlEq3XL9TKVUqIh5Aooj8CrgBz1raVgHLgK2W9u8B7yil1ohINLAI6AX0Bd46Qn/WAMOVUkpE/oY5ETk0XNIbGK2UqhORD4D3lFLfi4gr0K72ZkmA7gEIvfpyjMOHHO0YHZGTwUCMMYDbf/6OEB9fvr3+Vq745lOqGho4/7MPKKyuItLPn6+vu5l9RUVkV5Qde6d2WJORxuL9e2k0NXNlrwSmjr+A++f+yoacLHoHh/DlFddTVl/L9gP5mJSjByTM5fKb+vTn0+QN7datzE4n3NuXl0ZPoLiulv1lxSelD6eDySNG883q5by9cB7Du53Ft/c+RMJT/2Lqldfy7sJ51FgqWyeDMplI+W0ePW+57rDrKtLSGfTEwzi5upD8/mf4REUQ0LND+fYRCXBdjwS+3nGklxKI8zNysLmZvA68sR+PxPwcVmdn0GQyMSGuOw8NHsnU1Uta1vu7e/DwkFF8kLTW4UNzYD7W23/8lYF/u+WIbSpz89k543dGPf7AEduciMS8bFZlpdFkMnFB17N4ZNg5PLNiEQDFdbU8vGgOAe4ePDV6PGuzMyh38OPydHgsHsuZWmlwtFM+oVNEPgRGY553cT4wTUT6A82A9cfvjVaJBcDDInKl5f8ooDsQCqxUSpVa9j3Tah/nA72l9Y72FRHvY3QvEvhZRMIAV8A6/hyl1KFUfB3wtIhEAr8ppfa33ZFS6jPgM4Deb/7nsK81B6qqCPXxbbke6u1DYVVVmzaVbCvIo8lkIreinMyyEmKMAewoyKfQ8iKaU1HOxuxMeoWE2JVcFNXUEOLdWm0I9vZpmbh5SIXVi8Pve3bw0PDRLde/3pzI15vN488vnXchWR1IbMrq6ghwb61UBLh7UlbX+onH3dmFSB8/nh4xHgA/N3f+NeQc3k5cTXpFGd/vSm5p+9zI89qN0Z8JcstKiQxsrVREBgSQazW3BODOMeO56E3zGPr6lH24u7gQ5O3D0K7duXrIcF67/mb8Pb0wKUV9YyMfLll43PHd/P2ot/qE3FBegZt/6+OyuaGBmrwCkt/9FICDlVVs/3Q6Cffejpu/H/7d4nH1Nle8Avv0pDo71+4X9PL6epvHgdHdw+aNyd3ZmXBvXx4bYn78+bm682D/4UxLXk9mZTlgnvCbWJBDR5TW1RJkNZ8pwMOzZdLiIdUHW+cTLU1P4ZaEAS3XPZxdeHrkOH7Ymcz+0mI6wsPoR11p63OovqwMD6tP8U31DVTl5rPm1fcAaKioZMN7nzLsH/dijIuhrrSMDe9/xqB7bsEruIvd8UvqagnyaK1cBnl6tTsGVQcbWv7/M20/t/ezHb4DKK2vI6uinN5dQuye2Ho6PBZPlEFP6AROzbDITsyVBQCUUg8A5wFdgH8CB4CzMVcsXK22a3mXE5GxmJOFEUqps4EtwLEGNQ2YqxD9LZcIpVS1pT+DjrDNB8A0pVQCcG+bGC39UUr9AFwO1AF/iMj4Y/TlsHYU5BFjDCDCzx8Xg4GLevZheZszLpam7GVIlHkug7+HBzHGQLLLy/F1c8fFMlnJ38ODgRFRNhNBj8euwgKi/PwJ9/HF2WBgYtezWJ2RatMm0OoFd0xMPOmWiXQGkZZx5W4BQXQLDGJDtv0z5NMqSgn18qGLh/ksiOER0Ww+0DpmXtfUyH2LZ/PPZfP457J5pJaXtCQWrgYn3CzHoG9QCCZlajcR9EyQmJZC95AwYoOCcXFy5vrho5izxfasnaySYs7rnQBAz/AI3F1cKKqq5NyXnyP+0QeIf/QB3ls8n1fm/mZXYgHgExNJXWExdcWlmJqaOLBpK0EJvVvWO3t4MPr1qYx4aQojXpqCb1w0Cffejm9MFAG9z6I6L5/mgwcxNTdTvj8NzzaT745HRmUZwZ7eBHl44iTCkNBItloNg9U1NfGvFX8wZfVipqxeTFpFqU1iIcDgkAg2djC5SCkrIczbh2BPL5zFwOjIWJLybPflb5X8DA6PJNcyD8dZDDwxYgwrstJYn5vVofgA/nExVB8ooqaoGFNTEzkbNhM6oF/LehdPDy6e9hoXvPUiF7z1IsausS2JxcGaWta98wl9rp1EYPfjmzfV1v7SYsJ9fAnx8sbZYOCc6Dg2tJnHY7Q6BkPDo1omvAZ6eOJqeS56ubjSq0swuXZOqoXT47GoOcapqFwsA/4rIvcdmtuA+SwNAD8gRyllEpHbOMzwglW7MqVUrYj0xHzWCUAi8K6IGDEPi1wNHDp3ajHwEPAGgIj0V0olW67/JiJrlFL7RMQA3GOZE+IHHHpnu+1IN0hE4oE0pdT7liGXfpbbaZdmpXh56UI+v3oyBoOBWduTSSkp5sFR57KzII/lqftZk5HGyNh45t5xL80mxZsrl1BRX0f/8EimTrgYk1IYRPh8w1q7k4tmpXhjzXLev+RKDCLM3buTtLJS7hk8nN1FhazOTOP6vgMYExtPs8lERUM9Ly5fDICzwcCnk8ynZdY0HuS5pYto7sCQhEkpvtm5mSeGnYtBhJXZaeRWV3L1WX1Jryhl84G8I27r6+bGv4edi0lBWX0tHx9m6MQRfnj+FcYOGESQnz/Zvy7k+a8+4SvL6cCO0Gwy8dC3X7LwiadxEgNfr1rOrtwcXrjqepLSU5m7JYnHfvyWz+68l0cuvASl4I7PP3RYfIOTE2ddN4mtH36BMpkIGzEEr/BQ0uYtwjc6kqB+fY64rYunJ1Hjx5D02geIQECfnu3Gwo+HSSl+2LOVRwaOQgT+ys0kr6aKy7v2IrOyjK1FBUfdvrsxiLL6OorrOjbh2aQUXyQn8uzo8zCIsCwjleyqCm7o3Y+UslKS8nO4pGsPhoRH0mxSVB9sYNqmdQCMjIyhd1AIPq5ujIsxz4malrSODDsreQYnJ/rdfB1r3/wQZVLEnDMc34gwdv82D/+4aMKsEo220peuouZAEXt+X8Ce3xcAMOrxB3HzPf55UCal+HTzeqaeOwGDCEvSUsiuLOfGvv1JKS1hY142l3XvxdCIKJqVoqqhgXc3rAEgytePO/sPQWFO9Gbv2UlmRbldt//QMejsx+KJ0sMiZqJOwRi1ZZjhHWAYUIS5CvAJ5rkYvwIKWAg8oJTytlQqHlNKXWrZ3g3zGSexwF7AH5iqlFphmdvwOFAK7MGcrDwtIkHAh5jnWThjPlvl75b9XQq8gDnJUcA8pdQTIjLJ0s8yzMnCEKXUWBGZClQrpd60bP8kcAvQCBQANx4amjmcIw2LnEre3scaETq5zopsP/P/VPv+tVc7Nb7EdevU+AD33Hpzp8ZvtpxR0FlKq2qO3egk6xbeuZ+md2fZfzaNo4UHGo/d6CT65PxJJy0D+GBnosNf7x/qM+SMy1hOyZwLpVQ+5tNPD8c6Hf+3pf0KYIXV9g3ARUfY/gel1GeWU0RnYU5CUEoVA9cfoT/zgHmHWf478Pthlk9tc/1VoHPfqTRN07TTjv5VVLP/C9/QOVVEzsc8P2IxluRC0zRN0041PSxidsYnF0qpxzq7D5qmaZqmtTrjkwtN0zRNO10YdOUC0L+Kqmmapmmag+nKhaZpmqY5iP5VVDOdXGiapmmag+gJnWY6xdI0TdM0zaF05ULTNE3THEQPi5jpo6BpmqZpmkPpyoWmaZqmOYiec2GmKxeapmmapjmUrlxomqZpmoPoL9Ey08mFpmmapjmI/uEyM30UNE3TNE1zKF25OAVcXV07uwsE+Hh3avzTIZuXuG6dGl+lp3RqfICiiqrO7kKniu4S2NldwOjp1anxQ4x+nRofoIufb2d34aTREzrNOv8VX9M0TdO0EyIiF4rIXhFJEZEnD7P+XyKyS0S2ichSEYmxWtcsIsmWyxxH9EdXLjRN0zTNQTrjS7RExAn4EJgA5ACJIjJHKbXLqtkWYLBSqlZE7gNeB663rKtTSvV3ZJ90cqFpmqZpDtJJwyJDgRSlVBqAiPwETAJakgul1HKr9uuBm09mh/SwiKZpmqad2SKAbKvrOZZlR3IXsMDquruIJInIehG5whEd0pULTdM0TXMQw0kYFhGRe4B7rBZ9ppT6rIP7uhkYDJxrtThGKZUrIvHAMhHZrpRK7XiPdXKhaZqmaac1SyJxtGQiF4iyuh5pWWZDRM4HngbOVUo1WO0/1/I3TURWAAOAE0ou9LCIpmmapjmIk4jDL8chEeguInEi4grcANic9SEiA4BPgcuVUoVWy40i4mb5PwgYhdVcjY7SlQtN0zRNc5DOmNCplGoSkQeBRYAT8JVSaqeIvAgkKaXmAG8A3sBMMfcxSyl1OdAL+FRETJgLDq+2OcukQ3RyoWmapmlnOKXUH8AfbZY9Z/X/+UfYbi2Q4Oj+6ORC0zRN0xzkdPg24tOBPgqapmmapjmUrlxomqZpmoPon1w308mFpmmapjlIZ3z99+lIHwVN0zRN0xxKVy462ciYOJ4Ycx4GEWbt3MbXmza0azOxew/uHTYKFOwrLmTKonn0CArmqXET8HZ1o1mZ+CJxPYv377E7/qCwSO4bPByDCAtT9jJj1zab9RPiu3PXgKGU1NYCMHffLham7gVg/uQ7ySgvA6CotpqpK/+0Oz5AQlAIN/UegEGEldlpzE/be9h2g0MjeGjgSJ7/awkZFWU4iXBHwiBi/QJQSvH9rmT2lBbZHf+ChP68e/MdOBkMfLlyKa/Nm22zPiowiOl3P4C/lxdOYmDKjO9ZsG2Lzfqdr7zDC7Nm8NaCuXbHP5Yvn3yeS0eOobCslITbrnX4/gH6h4Rx59lDMIiwND2FWft22qwfFxPPLQkDKa0zPw4WpO5jaUYKsX5G7hkwFE8XF0xK8cueHazNyTwj+1C0Yze7fvoNZVJEnTOcrhcddnI9+Zu2suWTrxn59L/wj42mtriEVc+9ildIFwD842NJuOU6u+MD5CRvZ8PXP6BMJs46bwz9rrjEZv2excvZvWgpBoMBZ3d3Rt17G/6REZiamljzydeUpGeiTCa6jRlJvysvtTt+n8BgbujZD4MIq3MyWZix77DtBgaHc1//Yfxn/XIyK8sZFhrJBbHdW9ZH+Pjxn/XLya6qsLsP+Vt3kvzdDJTJRNzYUfS6/MLDtsvZuJm173/G+S9OISA+hoaqata+/xllaZnEjhnOwNsm2x3bEfRPrpud9ORCREKAd4DhQBlwEHhdKTXrZMc+Sp9mA6FKqeGd1Qcwj81NGXs+f581gwPVVXx//a2sTE8hrbSkpU20n5E7Bw/n9pnfU9XQgNHDE4C6pkaeXfwHWRVldPHy5ocbbmVdZjpVBxuOFO6w8R8YMpKnli2guLaG9y+cxPqcLLIqy23arcpM46Okde22P9jczAMLTuxuFODWPgN5feMqSutrmTrqfLYU5pFXXWXTzt3JmYmx3Ukpaz02Y6PjAXhm9WJ8XN14bMg5TP1rCcqO+AYxMO3Wu5j4+kvklJay8YVXmLM5id15OS1tnrn8amZuXMcnyxbTKzyS+Y9OIf7RB1rWvzX5Nptkw9GmL5jLtN9+5tunXzop+zcg3N1/KC+uWUpJbS2vjb+IxPwcctq8MazNyeSL5ESbZQ3NTXyQtJb86iqM7h68Mf5ikg/kUdvYeEb1QZlM7PzhF4b+8z7cjf789fLbBJ/dF5/wUJt2TfX1ZCxdiX9cjM1yzy6BnPP8E3bd5rZMJhPrv/yOC555DM/AAOZOeZHowf3xj2z9iYj40cPpOXEcAFlJW9j4zU9MfPpR0tcnYmpq4sq3/kNTQwOz/vU0caOG4xMcdNzxBbix19m8s+kvyurreHr4OLYW5ZNfY/tcdHNy5ryYrqSVl7Ys21CQw4YC83MmwtuX+/sP61BiYTKZ2PzNj5z75D/wCDCy5LlXCB/UD7+IcJt2jXX17Fu0jICucS3LnFxc6HvN5VTk5FGZ0+7LKbVT7KQOi4j5mzpmA6uUUvFKqUGYvzks8ji3d3jyIyL+wCDAz/I96qck7uH0DQkju7yc3MoKmkwmFu3fzdj4bjZtrurbj5+3baGqwZw0lFk+tWWVl5FVYaka1FRTWlvbkngcrx6BXcivqqSguoomk4mVmWmMiIo59oYOFO8fwIHaaorqamhWig352QwMaf97O1ed1Yf5qXtoNDW3LAv39mVXsfmL5qoONlDTeJA4P6Nd8Yd27UZKYQHpRYU0Njfx8/q/mDRwsE0bpRS+Hh4A+Hl6kmep1gBMGjiEjOJCduVmc7Ks3rqZ0kr7X6iPV7eAQApqqjhQU02TMrEmJ4Mh4cf1FCW/uop8SyJYVl9HRUM9fm7uZ1wfytMz8ewShGeXIAzOzoQNGcCB5O3t2u2b/QddLzwPg4vjXyKKU9LwCQ3GJyQYJ2dn4kcOJSvRNml19fRo+b+pvgEsn5IFoam+AVNzM00HGzE4O+Pqad8xiPMLoKi2huK6WpqVIrEgh/7BYe3aXdGtFwvT99k8F60NDY0ksaBjb+6lqRl4hwTjHdwFJ2dnoocPIW/Ttnbtdvwyh56XXoCT1f3g7O5Glx7dbJZ1BgPi8MuZ6GTPuRgPHFRKfXJogVIqUyn1gYjEishqEdlsuYwEEJGxluVzsHwFqYjMFpFNIrLT8gMuWJbfJSL7RGSjiHwuItMsy7uIyK8ikmi5jLLq01XAXOAnzInOoX1NF5FPRGQD8LqIdBWRhZa4q0Wkp6XdZSKyQUS2iMgSS2WmQ4K9vSmw+oR+oLqKYC8fmzYx/gHE+BuZfs2NfHvdzYyMiWu7G/qGhOLi5ER2RVm7dUcT6OFJUW1Ny/Xi2hoCD5OgjI6O4+OLr+Lpc84jyNOrZbmrkxPvXziJdy64nBGRHUtKjO4elNbXtlwvravF6OZh0ybG158AD0+2FhXYLM+uLGdASDgGEYI8PIn1MxJgZ4IVYQwgp6S1GpJTWkqEMdCmzdRZM7hp5Biy3v2E+Y9O4eHvvgLAy82dJy69ghdmzbQr5ukmwMOT4lrb++Bwj4Ph4dG8ff4lPDbsnMOu72YMxNlgsHlMnyl9qC+vwD2gNTH1MPrTUG6b0FVkZlNXVk5wvz7ttq8rLmXNi2+w/o0PKN3XsZ9kqC0twyswoOW6Z2AANaXtn9O7Fy7ll4eeIPH7GQy740YAYocPxtndjZ/ueYSZ9z9K38suxM3b2674/u7ulNbXtVwvq6/Dv02SFu3jh9Hdg+3FB464n8GhEWws6FiyXVdWhqf1/RDgT12Z7TEoS8+itrSM8AEO/94nzYFOdorXB9h8hHWFwASlVL2IdAd+xPxLbQADgb5KqXTL9TuVUqUi4gEkisivgBvwrKVtFbAM2Gpp/x7wjlJqjYhEY/5K1F6WdZOBF4EDwK/Af636FAmMVEo1i8hS4O9Kqf0iMgz4CHOytAYYrpRSIvI34Ang0Q4dnePgZDAQ7W/kb7/9RLC3D19dPZlrv/+6ZfgjyNOL/0y8lGf/nG/XcMDxWp+TxYqMVBpNJi7u1pPHRpzLk0vNXwJ36+yfKKmrJdTbh9fOu5iM8tKWT5COIsDkXmfzxbbEdutW5WQQ7u3L1FHnU1JXQ0pZCSbl+KMwecRovlm9nLcXzmN4t7P49t6HSHjqX0y98lreXTiPmoZ6h8c83STm57A6O4Mmk4kJcd15aPBIpq5e0rLe392Dh4eM4oOktSflcdjZfVAmE7tnzKaf5c3cmpufH+Neex5Xby8qMrPZ9OGXnPPCk7h42F/BOR69LjyPXheeR+qadWz9dS5jHrybopR0xGDghk/foaGmlj+ee4XwhN74hAQ7LK4A1/VI4OsdR3pJhzg/Iwebm9sNazqKMplI/n4mQ++97aTs3xEMZ2ahweFOaf1IRD4ERmOed3E+ME1E+gPNwFlWTTdaJRYAD4vIlZb/o4DuQCiwUilVatn3TKt9nA/0ltaJNb4i4g14WbZdY0kOGkWkr1Jqh6XdTEti4Q2MpPU72MGczIA5AflZRMIAV8C6n9a3teUnciOvv4rAkcPatSmsribUu7VSEeLtQ2Gb8c0D1VXsKMijyWQir7KCzPIyov2N7CwswMvVlQ8uv4Zp61axvSD/cN04qpK6WrpYVSKCPL0oqau1aWM9h2Nh6l7uGjDUZnuAguoqth3Ip6sx0O7koqy+jgD31k+gAR6elDW0fnpyd3Ym0sePJ4eNBcDPzZ1HBo3i3U1/kVFRxg+7t7a0fWbEOApq7IufW1ZKZGBrpSIyIIBcq3kdAHeOGc9Fb74MwPqUfbi7uBDk7cPQrt25eshwXrv+Zvw9vTApRX1jIx8uWWhXHzpbaV0tQZ6290Hbx0H1wYMt/y9NT+GWhAEt1z2cXXh65Dh+2JnM/tLiM7IP7v5+1FtVCerKynHz92u53lTfQFVeARvenAZAQ0UVm6Z9waAH/4Z/bHRLKd4vJgrPLoHUHCjEPzbarj54BhipKWmdx1BbUopXwJGH+eJHDmPd598BkLZmPRH9EzA4O+Ph50tIj24Up2bYlVyU19cT4N5aNTS6e1BulTi7OzsT7u3LY0NGA+Dn6s6D/YczLXk9mZZ5WkNCI0ksyKGjPIxGaq3vh9JyPIytx6CxvoGKnDyWv/w2APUVlax5+yNG/+t+AuJP7ZDukcgZOozhaCd7WGQn5soCAEqpB4DzgC7APzFXD87GXLFwtdqupVYvImMxJwsjlFJnA1uAY30kMGCuLvS3XCKUUtXAdYARSBeRDCAWcyWjbVwDUG61fX+l1KHKxwfANKVUAnDvkfqilPpMKTVYKTX4cIkFwM4D+UT7Gwn39cPZYOCC7r1YmZZi02Z52n4GR5pfpPzdPYjxN5JTWY6zwcDbl1zJvD07WJJy+Bndx7K3pIhwH19CvLxxNhg4Nyae9W1m2Vu/2AyPiG6Z7Ont6oqL5Wtufd3c6N0lhKyKcrv7kF5RRoiXN0EenjiJMCwsii0H8lrW1zU18eCSOTy24g8eW/EHqeUlLYmFq8EJVycnAPoEBWNSyu5PTIlpKXQPCSM2KBgXJ2euHz6KOVuSbNpklRRzXm9zCbZneATuLi4UVVVy7svPEf/oA8Q/+gDvLZ7PK3N/O+MSC4CUshLCvH0I9vTCWQyMjowlKc/2DcLf6nEwODySXMscEGcx8MSIMazISmN9btYZ2we/2GhqCoupLSrB1NREfuIWQs7u27LexdODCe+8zLhXn2fcq8/jHx/Tklg0VFWjTCYAaouKqSksxrNL4JFCHVFQ1zgq8wupKiyiuamJtLUbiRo8wKZNRX7r0GD25m34hplHZb2CAsjfsRswvwEX7k/DL6L9fImjyagsI9iz9bk4JDSSrYWtH1rqmpr414o/mLJ6MVNWLyatotQmsRBgcEgEG08guQiIj6G6oJDqwmKam5rIWp9I+MB+LetdPT244pO3uPTd/3Lpu/8lsGvcaZVYaK1OduViGfBfEblPKfWxZdmhjyd+QI5SyiQit2H+JbfD8QPKlFK1lnkPh87wSATeFREj5mGRq4FDM7AWAw9h/hU4RKS/UioZcyJxoVJqnWV5HLAE8+/bt1BKVYpIuohcq5SaaZmY2k8ptdXSn0OzlU6oNtesFK+uWMLHk67FYBB+37md1NIS7hs2ml2FBaxMT2FtZjojomP59eY7MZkU76xZQUV9PRf36M3A8Ej83d25vJf5RfC5Pxewt7jwGFFbmZTio6S1vDz+IgwiLE7dR2ZFObf0G8j+kmLW52YxqWcfhkfE0KxMVDU08Na6lQBE+frz8LDRKKUQEWbs2truLJPj7cN3O7fw+NAxGBBW5aSTW13Jld37kFFRypbCI1dkfN3ceGzIGBSKsvo6Pk3eaHf8ZpOJh779koVPPI2TGPh61XJ25ebwwlXXk5SeytwtSTz247d8due9PHLhJSgFd3z+od1xTsQPz7/C2AGDCPLzJ/vXhTz/1Sd8NX+2w/ZvUoovkhN5drT5lOhlGalkV1VwQ+9+pJSVkpSfwyVdezAkPJJmk6L6YAPTNpnPHhoZGUPvoBB8XN0YF2OeHz0taR0Zds7/6ew+GJyc6HPj1Wx89xNQJiJHDcMnIox9v/+BX0w0If37HnHb0n2p7P99AeJkQAwG+t58La5eXkdsf7Q+DL/zJha//BbKZKL7uHMwRkWw+edZBHWNJXrwAHYvXEr+9l0YnJxw9fbinAf+BpiHStZ89CWz/vU0SkH3caMJiImyK75JKX7Ys5VHBo5CBP7KzSSvporLu/Yis7Ks3Zyntrobgyirr6O4TcXJ3mMw8LbrWfX6++ZTUc8diV9kODt+mYMxLoaIQWcfdft5jzxFU109pqZmcpO2MubJh9udaXKy6W/oNBN1EsaobQKYhw/eAYYBRZirA59gnovxK6CAhcADSilvS6XiMaXUpZbt3TCfcRIL7AX8galKqRWWoYfHgVJgD+Zk5WnLb9J/iHmehTOwCngV+AuIVFY3WkQ2A/dZLvOUUr9YlscBHwNhgAvwk1LqRRGZZLk9ZZiTpyFKqbFHOwb933/95B7k4xBqNVGsM4QY/Y7d6CT77qcZnRpfpaccu9FJdtUjJ2160BkhugMVBUcL8evc50LqgSNPxjxVQo3+nRr/pSHjTloGsKXkgMNf7wcEhpxxGctJn3OhlMrH6qyMNvpZ/f9vS/sVwAqr7RuAi46w/Q9Kqc8sp47OwpyEoJQqBq4/TPt25zgqpQ4N22xoszwdaPftLUqp34Hfj9AfTdM07f9j+muvzc70b+icKiLnY573sBhLcqFpmqZpnUEPi5id0cmFUuqxzu6Dpmmapmm2zujkQtM0TdNOJ3pYxEwfB03TNE3THEpXLjRN0zTNQfSXaJnp5ELTNE3THERP6DTTwyKapmmapjmUrlxomqZpmoPoT+xm+jhomqZpmuZQunKhaZqmaQ6i51yY6cqFpmmapmkOpSsXmqZpmuYgBn0qKqCTC03TNE1zGD0qYqaHRTRN0zRNcyhdudA0TdM0B9HDImY6ufj/xMHGpk6N7+Hq2qnxAe659eZOjV9UUdWp8QF+e/etTo0vcd06Nf7HT03p1PgA/q7unRq/5mBDp8YH6OYf2Nld0E4ynVxomqZpmoPouQZmOrnQNE3TNAfR33NhppMsTdM0TdMcSlcuNE3TNM1B9IROM1250DRN0zTNoXTlQtM0TdMcRE+5MNPJhaZpmqY5iB4WMdPDIpqmaZqmOZSuXGiapmmag+hTUc105ULTNE3TNIfSlQtN0zRNcxD9id1MHwdN0zRN0xxKVy40TdM0zUH02SJmOrnQNE3TNAfR8znNdHLRyUbGxPHEmPMwiDBr5za+3rShXZuJ3Xtw77BRoGBfcSFTFs2jR1AwT42bgLerG83KxBeJ61m8f4/d8YdERPHg0FEYRPhj/25+3J5ss/6Cbj24d/BwimtrAJi9ewd/7N9D/9Bw7h86sqVdtJ8/L61cwl9ZGXb3oWTnXvb/8juYFGGjhhIzcdxh2xVu2c7OL75j0BMP4RsTBUB1bj57f/yVproGxCAMeuIhnFxczqj4AP1Dwrjz7CEYRFiansKsfTtt1o+LieeWhIGU1tUCsCB1H0szUoj1M3LPgKF4urhgUopf9uxgbU6m3fGP5csnn+fSkWMoLCsl4bZrHb5/gAsS+vPuzXfgZDDw5cqlvDZvts36qMAgpt/9AP5eXjiJgSkzvmfBti0263e+8g4vzJrBWwvm2h0/fXMyKz7/FpPJRMKEcQy9ZpLN+q0L/iR5wZ8YDAZc3N2ZcP/fCIyOJH9fCks++gIApRQjbriG7iOG2H8AgP1Jm/njky9RJhMDLzyfMdddbbP+r99+Z/PCJRicnPD08+XKfz6If0gwAIu+/IZ9GzehlImuA/pz8d/vQux8p8vfupPk72agTCbixo6i1+UXHrZdzsbNrH3/M85/cQoB8TE0VFWz9v3PKEvLJHbMcAbeNrlDtx8gddMW/vzsa5TJxNkTz2PktVfarN/8x2I2zV+IGAy4erhz0YP30iU6itrKKn575S3y96fQ77yxXHDf3zrcB+3EnZTkQkQCgaWWq6FAM1BkuT5UKXXQqu0jwGdKqdpj7HMF8JhSKklEMoAqy36dgGeUUr+fYJ9jgZFKqR8s1z2Bz4F+gADlwIVKqWoRaQa2W21+hVIqw96YBhGmjD2fv8+awYHqKr6//lZWpqeQVlrS0ibaz8idg4dz+8zvqWpowOjhCUBdUyPPLv6DrIoyunh588MNt7IuM52qgw12xf/HsNE8vngeRbU1fHzpVazNyiSzosym3Yr0VN7fsMZmWXJBHvfM+QUAH1c3vrt6Mkm5OfYeApTJxL4Zs+j/0N24+fuR9PoHBCX0xissxKZdU309OcvX4Bsb3bLM1NzMruk/0vu2G/CODKexugaDk9MZFR/MZdS7+w/lxTVLKamt5bXxF5GYn0NOVYVNu7U5mXyRnGizrKG5iQ+S1pJfXYXR3YM3xl9M8oE8ahsb7e7H0UxfMJdpv/3Mt0+/5ND9HmIQA9NuvYuJr79ETmkpG194hTmbk9id1/qYeubyq5m5cR2fLFtMr/BI5j86hfhHH2hZ/9bk22ySDXuYmk0s+/Rrrn7hKXwCA/n+safpOnQQgdGRLW16njuKsy+aAEDqhiRWfPUdV0+dQlBMFDe99TIGJyeqS8v47pEn6Tp0oN2PBVNzM/M+/Izb/jsV36BAPv3HE/QcNpRgSyILENY1nnvffxNXdzc2zlvI4q++5bopj5G1aw9Zu/bwwEfvAPDFY0+RsX0ncf36Hn98k4nN3/zIuU/+A48AI0uee4XwQf3wiwi3addYV8++RcsI6BrXsszJxYW+11xORU4elTm5dt3utsdg0cdfMvk/z+IbGMDX/5xC92GD6RLdegz6jB3NwIsnArBvQyJLv/iGG158BmdXF869+XqKMrMpyszqcB9OVGcNi4jIhcB7mN8Tv1BKvdpmvRvwLTAIKAGuP/S+JSJTgLswv6c+rJRadKL9OSkTOpVSJUqp/kqp/sAnwDuHrlsnFhaPAJ4dCDPOsv9rgPdPpL8WscCNVtf/ARxQSiUopfpiPvCHXrHrrG5P/44kFgB9Q8LILi8nt7KCJpOJRft3Mza+m02bq/r24+dtW6hqMCcNZZZPrlnlZWRZkoCimmpKa2tbEo/j1TMomNyqSvKrq2gymViWnsrI6Fi7b8eY2Hg25mTT0Nxk97aVGdl4dAnCIygQg7MzIYPOpnjbznbt0uctJnriWAwurflw2e59eEeE4R1pfvFz8fZCDPY9pDs7PkC3gEAKaqo4UFNNkzKxJieDIeGRx94QyK+uIr+6ytyf+joqGurxc3O3uw/HsnrrZkorK47dsIOGdu1GSmEB6UWFNDY38fP6v5g0cLBNG6UUvh4eAPh5epJX3poETxo4hIziQnblZncofsH+FPxDQ/EPDcHJxZme54wgdWOSTRs3z9bnV2NDQ0tVwMXNrSWRaG5s7PBbS86+/QSEhxEQFoqziwsJ545mz/qNNm3iz07A1d0NgKieZ1FRbPkgItB08CDNTU00NTZham7G29/PrvilqRl4hwTjHdwFJ2dnoocPIW/Ttnbtdvwyh56XXoCT1XPB2d2NLj262SzriLx9KRjDQjGGhuDk4kLvMaPYv/4o90N9Q8s4hKu7O1F9euHsan/l8EwnIk7Ah8BFQG9gsoj0btPsLqBMKdUNeAd4zbJtb+AGoA9wIfCRZX8n5JQNi4jIecCblpiJwH3AvUA4sFxEipVS40TkY2AI4AH8opR6/hi79gXKLDG8gBlAJObs7SWl1M+WSsePmA98E3AP8ArQDXhDKfUJ8CrQS0SSgW+AMKClvqyU2nuix6CtYG9vCixvDAAHqqtICLH9lBDjHwDA9GtuxGAw8MmGv1ibmW7Tpm9IKC5OTmS3qTgcS5CnF4U11S3Xi2uq6dUlpF27c2LiSAgJI6eynI82rqXIMkRyyPi4bszcudWu2Ic0lFfgbmx9EXTz96Myw/YNoiorh4aycoL69iJ7ycqW5bWFxYCQPO0LGqurCR7Un5gJY8+o+AABHp4U17YW7krraukeENSu3fDwaHoHBZNXVcnX2zZRUmdb7OtmDMTZYLB5TJ0pIowB5JS0VuxySksZ1rW7TZups2aw6IlneXDCRXi5uTHhNXMVxcvNnScuvYKJr73EYxdf1qH41SVl+AQFtlz3Dgwkf19Ku3bJ8xezac58mhubuPY/z7Qsz9+bwuIPPqGyqJgLH3mgQxWsquJS/Lq03u++QYHk7N13xPabFi+h++CBAET36klcvwTeuOlOlIJhl11k82n/eNSVleEZYGy57hHgT2mq7WtNWXoWtaVlhA9IYO/8xXbt/3hUlZTi26X1fvAJCiBv7/527ZLmLWTj7Hk0NzVx08vHeos4tTrpS7SGAilKqTQAEfkJmATssmozCZhq+f8XYJqYM+RJwE9KqQYgXURSLPtbdyIdOlWnoroD0zGXYRIwJxj3KaXeB/IwVyEODXQ/rZQajHk44lwR6XeEfS4XkR3ASuDQs/xCIE8pdbal2rDQqn2WpdKx2tKXa4DhwAuW9U8Cqy2ViHeAr4B/i8g6EfmPiFi/0nmISLLlMutwnRORe0QkSUSSSta2n0dxvJwMBqL9jfztt594cuFcnht/AT6ubi3rgzy9+M/ES3l+yR+oDkc5snXZGdz4y/fcPWcmm/JyePKc8TbrAzw8iTMGkNiBIZHjoUwmUn6bR9erLj3suoq0dHrfPpmB/7qf4q07KN3T/oXoTI5/SGJ+Dn9fOIt/LZnP1sICHho80ma9v7sHDw8ZxbRN607K4+B0MHnEaL5ZvZzoR/7OJW+9wrf3PoSIMPXKa3l34TxqGupPeh/6XzKRuz59j3Nuu5ENM1qf+mE9unHbtDe58c2X2fjr7zQdbFugdayty1aQty+V0VdfAUBJXj5F2Tk8+t0XPPa/L0jbup2MHbuOvhM7KZOJ5O9n0v/Gq4/d+CQbfOmF3P/FNMbffhN//fxrZ3fHhqAcf7F6P7Fc7mkTNgKw/lSUY1l22DZKqSagAgg8zm3tdqqSCycgXSl1KA3/BhhzhLbXichmYAvmMk3b0s4h4ywJRALmDMwb8zyICSLymoico5SyruPOsfzdDmxQSlUppYqABhHxb7tzpVQyEA+8AQQAiSLSy7LaeljkyrbbWrb/TCk1WCk1OHDksMPegMLqakK9fVquh3j7UFhj+6nzQHUVK9NSaDKZyKusILO8jGh/86cLL1dXPrj8GqatW8X2gvwjHKYjK66tIdjLu+V6kJd3u6pEZUMDjSYTAH/s30P3QNtP1GNju7ImM51mZbI7PpgrBfVlrXdTQ3kFbv6+LdebGxqoySsg+d1PWffsK1SmZ7H90+lUZmbj5u+Hf7d4XL29cHJ1JbBPT6qz7Rvv7ez4YK5UBFmVegM8PNtVJaoPHqTJcj8sTU8h3hjQss7D2YWnR47jh53J7C8ttjv+6SC3rJTIwNZPrJEBAeSWldi0uXPMeGZsNH+YWp+yD3cXF4K8fRjatTuvXX8zaW99yD8mXsKUy67igfMPPxHxSLwDjVQVt8arLinBJ9B4xPY9zxlByoakdssDoyJwdXejONP+4RmfoAAqilrvv8riEnytjskhqVu2svKnX7hx6pSWIYDda9cT1fMs3Dw8cPPwoPvggWTvtq/Y6mE0UlvaWv2sKy3Hw9h6DBrrG6jIyWP5y28z75GnKElNZ83bH1Ga5rgJxD6BAVQWtd4PVcWl+BzmGBzSe8wo9rUZOvq/yPr9xHL5rLP7dCyn1ZdoiUgc8BhwnlKqHzAfc9XjiJRSqcABoLcleRmIOYH4j4g8Z9X00ExHk9X/h64fdnhIKVWtlPpNKXU/8D/gYvtv1ZHtPJBPtL+RcF8/nA0GLujei5VptqXY5Wn7GRxpnkTo7+5BjL+RnMpynA0G3r7kSubt2cGSlCOXTo9mT3EhEb5+hHr74GwwMD6uK+uyM2zaBFjN4xgZFUNWRbnN+vHx3ViW3r58fLx8YiKpKyymrrgUU1MTBzZtJSihNZ909vBg9OtTGfHSFEa8NAXfuGgS7r0d35goAnqfRXVePs0HD2JqbqZ8fxqeYe2HdU7n+AApZSWEefsQ7OmFsxgYHRlLUp5tJcjf3aPl/8HhkeRa5j84i4EnRoxhRVYa63M7bxLbiUpMS6F7SBixQcG4ODlz/fBRzNli++adVVLMeb0TAOgZHoG7iwtFVZWc+/JzxD/6APGPPsB7i+fzytzf+HDJwsOFOaLQ7l0pzy+g4kAhzY1N7Fm9jvihg2zalOW1JvBpSVswhoUCUHGgEFNzMwCVhUWU5uThF9LF7mMQcVZ3SvPyKSs4QFNjI9tXrqHncNuzTvJT0pjz/sfc9PxTePv7tyz369KFjO07aW5uprmpiYztO+kSdXzzdg4JiI+huqCQ6sJimpuayFqfSPjA1sKxq6cHV3zyFpe++18uffe/BHaNY/S/7icgPsbu23ok4Wd1oywvn/KCAzQ3NrJr1V90H2Y796Y0t/V+SEncjDE8zGHxHUKZHH85tlzAehws0rLssG1ExBnwwzyx83i2tdupmnPRDMSKSDelVApwC+bhDDCf9eEDFGOeP1EDVIhICOY5EiuOtmMRCQbigEwRCQdKlVL/E5FywJ5zkQ7149B+RwG7lFJlIuKKuYJy1L7Yq1kpXl2xhI8nXYvBIPy+czuppSXcN2w0uwoLWJmewtrMdEZEx/LrzXdiMineWbOCivp6Lu7Rm4Hhkfi7u3N5L/OM8Of+XMDe4sLjjm9Sig/Wr+G1CZfgJMKClL1klJdxe//B7CspYm12Jlf16svIqFialYnKhgZeW7O8ZfsQbx+CPf8fe+cZFtW1NeB3DaBU6V1AFI0au9hLLInp1fRy03vP9SYxvZebehPTTEyP6c1oLIklsXeMNYiASFGqdBCY/f04A8wAKoPDDObb7/PMw5y91zlrMXPmnHXWWntvX7bsz27zZ2Byc6PXxeey5a0PUGYzkaOG4RMVQerchXSJ7UrIgBMPu6+Htzcxk8az4cU3EYGgE3sT0q/PYeU7on4wvocPktbz6FhjSPKS9D3sKy3m0r4DSCkqZENOJmf2OIFhUV2pMyvKDlUzY6PxBD+6axx9Q8Lx69SZiXHdAZixYTXpdtbfHI3Zjz/PhMFDCfEPYN/3C3j8w3f5cN5PDjt+ndnMnZ/OYsH9D+MmJj76cyk7sjJ58oJL2JC2h182b2Dal58y87qbuee0M1EKrn3/LYfpN7m5MfGma/j+iedRZjP9Jk8gJDaGlV98S0RCPD1GJJI0bxEZW7Zicnens48Pp95zKwBZO/5m/fc/Y3J3R0SYfMt1eHXpchSNzXFzc+PMW2/k00eexFxnZsiUyYTFxbL409lE90qg98jhLJz1CYeqqvj6uZcAw6m44omHOHHsKNK2bOWtW+9GEBISBzdzTFrzGQy5+hL+/O8bxlDUk0bj3zWKbd/NITA+juihA4+4/9x7HqK2sgpzbR1ZG7Yw/sG7mo00aY0NU265nq8eexaz2czAUyYSGhfDH59/RWTPHvQaMYwNc+eTvmUrJjc3PH19OfveOxr2f+u626iuqKCutpbkNeu59OlH7K49OU5ZD/S0PKBnYRRoXt5EZg5wNUYtxYXAEqWUEpE5wGwReRWjBrIncMzhIFGqfTO0IvIEUIaR5rAp6FRKVYvIncAdGLUSE0XkY2A0Rg6oGJijlPr4CENRPYBXlFIfisipGGkMM8bIjlut5BOVUvkico3l/R0W+9KBRIuuhRg5qI8xPLppGMNQTRhRlAcsX0aZUqoxn3AUBr3xX5enwYPacLFzJL26drCnCxeQV+z6QssfXn/FpfolPuHoQu3IOw9Nd6l+gIBOjh/NYw/bCg64VD9AQsDhUx3O4OqeA9qt6rKivNjh13tvH/+j2isiZwCvY5QhfKiUelZEngI2KKXmiIgn8BkwGCgELrUqAH0YuA5jwMM9Sqn5x2pzuzsXGu1cgHYuQDsXoJ0L0M4F/MOdi7IixzsXvoHH3byfHarmQqPRaDQazfGPnv5bo9FoNBqH0baRc/80dORCo9FoNBqNQ9GRC41Go9FoHEUb5/z5p6EjFxqNRqPRaByKjlxoNBqNRuMwdOQCtHOh0Wg0Go3j0GkRQKdFNBqNRqPROBgdudBoNBqNxmHoyAXoyIVGo9FoNBoHoyMXGo1Go9E4Cl1zAWjnQqPRaDQaB6KdC9BpEY1Go9FoNA5GRy40Go1Go3EUOi0CaOfCKZhMrg8QBfr5ulT/nhzXL/PcLTzU1Sa4HFcvea7SUlyqv+RQtUv1A+SUl7pUv6uXOwfwdNO3nn86+hvWaDQajcZh6MgFaOdCo9FoNBqHIUq52oQOgevj9RqNRqPRaP5R6MiFRqPRaDQOQ6dFQEcuNBqNRqPROBgdudBoNBqNxlHooaiAjlxoNBqNRqNxMDpyodFoNBqNw9CRC9DOhUaj0Wg0jkOnRQCdFtFoNBqNRuNgdORCo9FoNBqHoSMXoCMXGo1Go9FoHIyOXGg0Go1G4yh0zQWgnQuNRqPRaByIdi5AOxcuZ3RsN6aNm4SbCD/u2MrHm9Y1kzkl4QRuHj4apRTJBXk8vGgeADPOnkr/iEiScrK4e+6PbdI/KDyS6wYOwyTC4rQUfkzebtM/Ma47V/UfQmFlBQDz9ySzOD2Fbv6B3DR4ON4eHpiV4rtd21iVubdNNiRGdeW2xNGYRJifsouvt2+x6Z/SvRc3Dh1BQUU5AD//vZ35KX8DEOrtw79HnUSojw9KwcNL5nOgvMwu/ScGh3Fp7wGYRFieuZcF6cktyg0Ji+LWQSN4Zs1S9pYcZEREV07t1rOhP9rPn2fWLGVfabFd+sH138Op/Qfx+pXX4mYyMeuPxbw49yeb/pjgED6+8XYCfHxwExPTv/mC+X9ttunf/vxrPPnjN7wy/xe79R+NWQ8+zlmjx5NbVEj/qy9y+PEB9m3+izUfzUaZzZwweTwDzz/Lpn/noiXsWLAEMQkenp6MvfkaAmOiSVm+ir9+nt8gV5iRyfkvPkFwfNwx2ZO9ZRubPv0aZTbTY+JY+p5zest2r9vIitffY8ozDxHcvdsx6dyzcTO/zfwIZTYzcMpkRl90vk3/pl8XsXHeAsRkopOXJ6ffcTOhsTFUlJTyw/OvkLM7hQGTJ3DqrTe02YbdGzbx67uzUGYzQ047mfEXT7XpX/nDz2xa8DsmNze8/btw/r13EBAeBsDCWZ+QvG4jSpnpMXgQZ9xyPSLSZls0bee4ci5E5EPgLCBXKdXvCHITgENKqVWW7SeAG4E8i8gCpdSDIrIMmKaU2tDCMc4CnsaoS/EA/qeUeu9wx2rL/2MS4YGTTua2n7/lQFkpn198JX+k7SGtqKBBJsY/gGuHDufa72dTWl1NoJd3Q9+nm9fj6e7O1H4D26IeE8KNg4bz1IrFFFRU8OKk01mfk0lmk5vjqsy9fJC03qatuq6WNzesIqeslEBPL16adAZJB7KpqKmxzwYR7hw+lgd+n0d+RTkzTj+f1Zl7ySg+aCP3R3oqM9avbLb/A2MmMnvbZjblZOHp7o6yc0VCAS7vM5DXNq6kqKqSh0dOZEteDjnlpTZynd3cmRzXg9SDhQ1ta/dnsnZ/JgDRvl24bdCINjkWrv4eTGJixr+uZ8p/nyazsJB1Tz7PnE0b2Jmd2SDzyDlT+Xbdat5dsog+UV2Z9+/pdP/37Q39r1x2tY2z4Wg+nv8LM374mk8ffrpdjm+uM7Nq1mec/uh/8AkK4ufpTxKbOJjAmOgGmR5jR9FnyiQA9q7fzNpPvuS0R6aRMG40CeNGA1C4dx+/vfTGMTsWZrOZjR/NZuL0e/EKDmTRI88RPWQg/l2jbORqKqv4e8ESghPij0kfgLmujoXvzOKyZx6lS3AQH907nZ4jEgmNjWmQOXHCWIacMQWA5LXrWfzBJ1z61CO4d/LgpCsvIW/vPvL2ZhyTDXPfmsnVzz1Bl5Bg3rv7fnqPGE5YXKMNkT26c/MbL9PJszPr5i5g0YefcvH0aWTs2EXGjl3c/vZrAHww7SHSt24nfsBhbxXtg06LAMdfQefHwGmtkJsAjG7S9ppSapDldURnQEQ6AzOBs5VSA4HBwLK2HOtI9AuPILO4iKySYmrNZhbu3sWE7j1sZC44cQDfbE2itLoagCLLkyvAuswMyu28mVuTEBTM/vJSDpSXUavMrMhMZ1hU11btm1NWSk6ZcQMuqqqkuLoK/86edttwQnAo2aXF7C8rpdZsZtnePYyO6daqfWP9A3AzmdiUkwVAVW0t1XV1dumP9w8ir6Kc/MoK6pRi/f5MBoVFNpM7L6EPC9KSqTG3fPzhEV1Zvz/LLt31uPp7GN4jgZTc/aTl5VJTV8vXa1Zy7pBEGxmlFF28vADw9/Ym+2BRQ9+5Q4aRnp/Ljqx9dum1h+VbNlFYYr/j1lryUlLpEhFOl/Aw3Dzc6T5mBHs32DpLnby9Gt7XVldDC0/Ee1aupfvoEcdsT2FKGr7hYfiGh+Lm7k7sqGFkbtzSTO6vb3+mz9mn4ubhccw6s5NTCIyMIDAiHDcPD/qOH8PuNbbPXZ29Gx9uaqoaP4NOnp7EnNgH907HZkdm8m6CoiIJiozA3cOD/ieNZdca22hu94H96eTZGYCY3r0ozrc8jAnUHjpEXW0ttTW1mOvq8A3wPyZ7NG3nuIpcKKX+FJFu1m0ichdwC1AL7AAetGzXiciVwJ2tObaIlAHvASdb9nEHCix6q4G/HfNfNBLq48f+0sYn5NyyMvqF297YYgMCAfhw6mW4ifDeulWsykh3iP4gL2/yKxqdlcLKCnoGhTSTGxkVS9+QMLJLS/jor40UWDk4AAmBwbibTOwvK22279EI8fYhr7y8YTu/vJzeIWHN5MbGxtM/PILMkmLe3bCavIpyunbxp+xQNY+fdAoRvn5sysli1uZ1mO2IXgR4elJYVdmwXVRVSbx/oI1MrJ8/gZ5ebM0/YJMGsSYxIpq3kta0Wq81rv4eogODyCxojJZlFhYyooft//nEj9+w8P5HueOU0/Hp3JlTXjQiCD6dPbn/rPOY8uLTTDvjbLv0diQqCovwCQ5q2PYJCiRvd2ozuR0Lfmfr3IWYa+s44/H7m/WnrlrLKffffez2FB3E28oe76AAClLSbGQK0/ZSUVBI9OAB7Jq76Jh1lhYU0iU0uGHbLySI7L93N5PbMHcB636aS11tLVc8+/gx67WxIb8Q/9DGc79LSDCZf7ecpgTYuOh3eiYOASC2T2/iB/TnpSuuQykYcfbpNlEX56EjF3D8RS5a4kFgsFJqAHCLUiodeJfG6MJyi9y9IpJkeZ3awnF8gLVKqYFKqT+BOcBeEflSRK4QEevP6mjHchjuJhMx/oHc9OPXTF84j0cmTsG3U+f2VGnD+pxMblnwI/f9Po8tufu5M9E2IBTg6cVdw8YwY+Nq7EtItJ7VmXu56sfZ3Dz3ezblZPGfMRMAcBMT/cMieW/jGm7/9UcifbswpUcvh+oW4OIT+vPt39sOKxPvH8ihujqy2+BctRZXfw+XjRrLJ8uXEnvPLZz5yvN8evOdiAhPnH8Rry+YS3l1VTto7Xj0Pe1kLpnxEsOuuIik721rS3J378G9U2eCYlsXdToWlNnM5s+/ZfCV7VN/ciQSzzqN2z6YwaRrrmDl1987XX89W5YsIzt5D2OnngdAQXYOefsy+fdnHzDt8w9I3bKV9G07nG+YMjv+dRzyT3Au/gK+sEQpao8gZ53KWNhCfx3Q8EtRSt0ATAbWAdOAD+04FiJyk4hsEJEN+StbfqLNKy8lws+vYTvM15fcJrn+A2Wl/Jm+h1qzmezSYjIOFjVEM46VwsoKQqzCnEFe3s2ehssOHaLWbJzci9NS6B7Y+DTl5e7Bw6MnMnt7ErsL89tkQ35FOaE+Pg3bIT4+5FeW28iUHqqmxmLD/JRd9AoKbdh3T1E++8tKMSvFqn3pLT7xH4mDVVUEeTaGuwM9vThodaP0dHcnyrcL04aN5flxU+juH8Qdg0YS1yWgQWZYRFfW78+krbj6e8gqKqRrcOMTa9egILKs6n4Arhs/iW/WrQZgTUoynh4ehPj6MbxHT1685EpSX3mLu6ecyfSzL+D2k1uTuexYeAcFUl7QWE9TXliEd/Dhf2c9xowgfd0mm7bUlWvpMfbYUyIA3oEBVFjZU1F4EK+gRntqqqo4uC+LJU+/wpy7ppOfksryl9+iIDW9zTr9goMoyWv83kvzC/GzOi+a0nf8GJLXNC9APxb8QoIozms8h0vyC+jSgg17Nm/hj6++4/InpjekYnauWkNM71509vKis5cXPROHsG+nwwPOmlbyT3AuzgTeAoYA60WkrameKqWUTUJdKbVVKfUacAowteXdWkYpNVMplaiUSgwZM7JFme0H9hPjH0iUnz/uJhOn9uzNH2l7bGSWpaYwNNoI7QV4ehEbEEhWyUF7TDksKUUFRPr6Eebtg7uYGNu1GxuybW+SAVY33sSormRZ8t7uYuL+UeNZlpHKmqy2F3D9XZBHtJ8/Eb5+uJtMTIjrwep9tqMdgrwabRjVNY6M4qKGfX08OjfUGAyKiGKvVS1Aa0gvKSLM25cQL2/cRBgW0ZUtuTkN/ZW1tdy37FemL1/E9OWLSC0uZEbSGvZavgMBEsOjWXcMzoWrv4f1qSn0DI+kW0gYHm7uXDJyDHM22+baMwrymdy3PwC9o6Lx9PAgr7SEk559jO7/vp3u/76d/y2ax/O//MBbvy9okx2uJDQhnpKcA5QeyKOuppbUlWuJSxxsI1Ocs7/hfcamLfhHhjdsK7OZ1FXr6D7GMc5FUI9ulO7PpSw3n7raWjJWr6fr0MbC7U7e3kyd+RrnvPE857zxPCEJ3Rk37fZjGi0S1SuBouwcDu4/QF1NDTv+XEnPEba1N4VZjb+NlPWbCIxqXp90LET36klhdg5F+w9QW1PD1j9W0HvkMBuZnJRU5rzxDlc8/hC+AQEN7f6hoaRv3U5dXR11tbWkb91OaEz7R5GaY26H1/HHcVVz0RRLqiJGKbVURFYAlwK+QCnQ5RiO6wskKqWWWZoGAW0bZ3kE6pTixT8X89a5UzGJiTk7tpJaWMAtw8ewI3c/f6bvYVVGOiNju/Hd5ddSp8y8vuoPiquMJ+tZF1xKt8AgvDw8mH/NzTy1ZCGr7ajHMCvFB0nreXTsZEwiLEnfw77SYi7tO4CUokI25GRyZo8TGBbVlTqzouxQNTM2Gk+vo7vG0TckHL9OnZkY1x2AGRtWk15s383drBQz1q3k+cmnYxITC1P+Zm9xEVcPHEpyQT6rM/dyXu9+jOoaR51ZUXqompdWLWvYd+amNfz3lDMRhN2Fefyasstu/bN3beGeIWMQgZVZe8kuL+WcHn3YW1LElrz9R9y/Z2AIRVWV5DeJNNhrgyu/hzqzmTs/ncWC+x/GTUx89OdSdmRl8uQFl7AhbQ+/bN7AtC8/ZeZ1N3PPaWeiFFz7/ltt/n/bwuzHn2fC4KGE+Aew7/sFPP7hu3w47yeHHd/k5sbo669k/rMvo8xmek0cR2BMNBu/+oGQHvHEDRvMjvmLydq6HZObG519fTjpjhsb9s/Z+Tc+IUF0CW9eL9RWexKvuYxlL7yOMpvpPmEM/l2j+OvbnwnqHkfXoYMcoqepzim3XM9Xjz2L2Wxm4CkTCY2L4Y/PvyKyZw96jRjGhrnzSd+yFZObG56+vpx97x0N+7913W1UV1RQV1tL8pr1XPr0I3bXPLi5uXHmrTfy6SNPYq4zM2TKZMLiYln86WyieyXQe+RwFs76hENVVXz93EuA4VRc8cRDnDh2FGlbtvLWrXcjCAmJg5s5JhrnIfYO3XMlIvIlxkiQEOAAxlDRqwB/jIfIz5VSL4hIL+A7DJfvToz0RplS6uUmx1uGZSiqiJQppXwt7X7A10APoBIoB+62yD3R0rGOxJAZL7v8Q46PjHCp/pKKtt98HUW38FCX6i8sLT+6UDvz488/u1S/Sktxqf7/vvW2S/UDlNcccqn++C6OSaseC55urn2uvaR733ab/KLywAqHX++9wsced5N1HFeRC6XUZS00v9eCXDIwwKppeVMZi9wEq/e+Vu9LgTMOs88TrbNWo9FoNJr/nxxXzoVGo9FoNB2ZJqV7/2/RzoVGo9FoNA5CmY/PAkxH808YLaLRaDQajaYDoSMXGo1Go9E4CJ0WMdCRC41Go9FoNA5FRy40Go1Go3EQ6jCLG/5/Q0cuNBqNRqNxEErVOfx1LIhIkIj8JiK7LX+bTXQiIoNEZLWIbBeRv0TkEqu+j0UkzWo9rUGt0audC41Go9Fo/rk8CCxWSvUEFlu2m1IB/EspdSJwGvC6iARY9f/Haj2tpNYo1WkRjUaj0WgcRccbinouxszWAJ8Ay4AHrAUsE0/Wv88WkVwgFDjYVqU6cqHRaDQazT+XcKVU/Ypz+4HwIwmLyHCgE2C9iuazlnTJayLSuTVKdeRCo9FoNBoH0R5DUUXkJuAmq6aZSqmZVv2/Ay0tIPWwrW1Kichh1z4RkUjgM+BqpVR9CGY6hlPSCZiJEfV46mg2a+dCo9FoNBoH0R6jRSyOxMwj9J98uD4ROSAikUqpHIvzkHsYuS7APOBhpdQaq2PXRz2qReQjYFprbNZpEY1Go9Fo/rnMAa62vL8aaLY0soh0An4EPlVKfdekL9LyV4DzgG2tUaojFxqNRqPROIgOOEPnC8A3InI9sBe4GEBEEoFblFI3WNrGA8Eico1lv2ssI0O+EJFQQIAk4JbWKNXOhUaj0Wg0/1CUUgXA5BbaNwA3WN5/Dnx+mP0ntUWvdi6cQICvr6tNIL+4xKX6SysqXKofoIu3t0v1x4YGu1Q/wDsPTXep/pJD1S7Vf//tt7lUP8AZt93pUv1/u/h3AODv4+VS/Zd079tux9arohromguNRqPRaDQORUcuNBqNRqNxEB2w5sIlaOdCo9FoNBoHoRcuM9BpEY1Go9FoNA5FRy40Go1Go3EQOi1ioCMXGo1Go9FoHIqOXGg0Go1G4yD0UFQD7VxoNBqNRuMgdFrEQKdFNBqNRqPROBQdudBoNBqNxlHooaiAjlxoNBqNRqNxMDpyodFoNBqNg9A1FwbaudBoNBqNxkHo0SIGOi2i0Wg0Go3GoejIhYsZFh3DHcPHYBLh1907+XJrkk3/qQkncHPiSPIrygH4aec2ft29i0ERUdw2fHSDXKx/AE//8TsrM9Lt0j88OoY7R47FJCbmJe9g9l+bbfpPSziBW4eNJs+i/8edW5mXvBOAWxJHMTImDpMIG7L28cbaFXb+9wajY7sxbdwk3ET4ccdWPt60rpnMKQkncPPw0SilSC7I4+FF8wCYcfZU+kdEkpSTxd1zf2yT/kHhkVw3cBgmERanpfBj8nab/olx3bmq/xAKK41l4+fvSWZxegrd/AO5afBwvD08MCvFd7u2sSpzb5tsyNu2kx1f/YAyK2LGjaTH6Se3KJezcQub3/2I0Q/fR0C3WCryC/jzsRfwCQ8FIKB7N/pfdbHd+tM2JbHs/U8xm830P2Uiwy8816Z/y/zfSJr/GyaTCQ9PT0657QaCY7uSk5zC729/AIBSilGXXkjPUcPs1g+wb/NfrPloNsps5oTJ4xl4/lk2/TsXLWHHgiWISfDw9GTszdcQGBNNyvJV/PXz/Aa5woxMzn/xCYLj49pkx+GY9eDjnDV6PLlFhfS/+iKHHrueoZHR3DRkJCYRFu1J5tudf9n0nxyfwHWDhlFgORd/Sd7JotTkhn4vdw/ePfMCVmfu5d2Na47JloFhEfyr/xBMCEszUpmze6dN//iYeK44cSCFVZUALErdzdKM1GPSCVCw/W92f/czmBWRY4YTN2Vii3K5m7ey/YPPGHr/nXSJi2H/uk3s+/2Phv6y7P0kPnA3fjFRx2yTPei0iMFx5VyISB2w1arpPKVU+mFkrwESlVJ3iMgTQJlS6mUR+Rg4CSgGPIEvlVJPHkXvNcAipVS2ZTvdcuz8Y/l/TCLcPWIs/1k0l7yKct456wJWZexlb3GRjdyytD3NbtxJ+7O5ac53APh16sxnUy9jQ1am3frvGTWefy/8hbzyMt4750JWZqSz96Ct/iVpKfxvzXKbthPDIugXHsF1P30NwIwzz2dQRBRJ+7PttuGBk07mtp+/5UBZKZ9ffCV/pO0hraigQSbGP4Brhw7n2u9nU1pdTaCXd0Pfp5vX4+nuztR+A+3S26Af4cZBw3lqxWIKKip4cdLprM/JJLO02EZuVeZePkhab9NWXVfLmxtWkVNWSqCnFy9NOoOkA9lU1NTYZYMym9k++zuG33srnoEBrHz2VcIG9sMvKsJGrraqivTFfxDQ5KbpHRrMuMfvt0unNeY6M0ve+4ipTz6EX3AwX0x7mB7DhxIc27VBpvdJYxh4+ikA7Fm7gWUffsbUJ6YTEhfDFa88i8nNjbLCIj6750F6DB+Cyc3NbhtWzfqM0x/9Dz5BQfw8/UliEwcTGBPdINNj7Cj6TJkEwN71m1n7yZec9sg0EsaNJmGc4WgX7t3Hby+94XDHAuDj+b8w44ev+fThpx1+bDB+C7cOHcUjSxeSX1nOa1POYU1WBvtKDtrI/ZmRdljH4aoBQ9iWu/+YbRGEawck8tyqpRRUVvLsSaewcX8WWaUlNnKrszL4eOumY9ZXjzKbSf7mRwbdeSOdA/zZ8N83CenfF5/IcBu52qoqMpeuoEu32Ia2iOFDiBg+BICyrBy2zvzE6Y6FppHjLS1SqZQaZPVKb+Nx/qOUGgQMAq4WkfijyF8DOPws7R0SRlZpCTllpdSazSxJ28Po2G52H2d8t+6sy9xHdV2tXfv1CQkjq6SYnNISQ39qCmNjj/ZRWFCKTm5uuJtMeJjccDOZKKqstNv2fuERZBYXkVVSTK3ZzMLdu5jQvYeNzAUnDuCbrUmUVlcDUGR5agNYl5lBuZ03c2sSgoLZX17KgfIyapWZFZnpDIvqevQdgZyyUnLKSg2bqioprq7Cv7On3TYcTNuLd2gI3qEhmNzdiRw2mANJW5vJJf/0Kz1Om4zJw7HPBPt3pxAQEUFARDhuHu70HjeKPes22Mh09m506GqqqxERADw6d25wJOpqapA22pCXkkqXiHC6hIfh5uFO9zEj2LvBNorWydur4X1tdTVIc217Vq6l++gRbbTiyCzfsonCkuKjC7aRXkEhZJeVsL/cuB78mZHKyK6xR9/RQkJgMAGeXmzen3XMtiQEBrG/vJTcinLqlJnVWRkkRkQffcdjpCR9H16hIXiFBGNydyd86EDy/9reTC5t7iJip0w47G/hwIYkwocOamdrW0aZ6xz+Oh45riIXLWEdRRCRROBlpdSEVu5efycotxzrMeBswAtYBdwMTAUSgS9EpBIYZdnnThE5G/AALlJK7bLX9hBvH3LLyxq288vL6BMa3kxuXFw8/cMjySw5yNvrVjWkKOqZFJ/At9u32KueEB9b/XmH0X9St+4MjIhiX/FBZqxbSV55GdvzDrA5J5sfLr0GEfhx57ZmEZfWEOrjx/7S0obt3LIy+oVH2sjEBgQC8OHUy3AT4b11q1hlZ/rncAR5eZNf0eisFFZW0DMopJncyKhY+oaEkV1awkd/bWwIS9eTEBiMu8nE/rLSZvsejaqDxXgGBTZsewUGcDDNNr1SvHcflUUHCRtwIqkLl9j0VeYXsuKpl3D38qTXuWcQ1MvWOTsaZQVF+IUEN2z7BgeTk5zSTC5p3iI2zplHXU0tFz3zSEN7zt8pLHrzXUry8jntntvtjloAVBQW4RMc1LDtExRI3u7mIfYdC35n69yFmGvrOKOFaE3qqrWccv/dduvvCAR7+zSkPwHyK8o5ITi0mdyYmG70C4sgq6SY9zevI7+iHAGuHzycl1f/weCIY38OCvT0sjnHCyorSQgMaiY3PCqGPsFh5JSX8unWzRRWVTSTsYfqg8V4Bvo3bHcO8KckfZ+NTGlGJtVFBwnp18cmDWJN7qYt9L/5mmOyRXNsHG+RCy8RSbK82pZgN3hJRJKATOArpVSupX2GUmqYUqofhoNxllLqO2ADcIUlWlL/eJ6vlBoCvANMa6pARG4SkQ0isiF72fKm3a1m9b50Lv/uC26c8y0bszN5cNwkm/4gL2/iA4NYb2dKpLWs2pfOJd98xnU/fc2G7H08ZNEf7deFuIBALvr6Ey786hOGREYzoIlT4CjcTSZi/AO56cevmb5wHo9MnIJvp87toqsl1udkcsuCH7nv93lsyd3PnYmjbfoDPL24a9gYZmxcjWoH/cpsZuc3P9HnonOb9XX292fii48z9rH/0Ofi80j64DNqKqvawQoYdOYUrn/vf4y7+nLWftP484s8IYGrZ7zM5S8/y7rvf6b20KF20Q/Q97STuWTGSwy74iKSvv/Fpi939x7cO3UmKLZ1kafjkbVZ+7h2zjfcMf8nNu/P5r6R4wA4s2cfNuRkNnN625NN+7O467dfeGDZArbm7ue2Ie0TMbJGmc2k/DCXHhecdViZ4rQM3Dp1wrdJWtFZKFXn8NfxyPHmXFinRc4/huPUp0UigMkiUn+3mCgia0VkKzAJOPEIx/jB8ncj0K1pp1JqplIqUSmVGDVhXIsHyK8oJ8zHt2E7xMe3WVSipLqaGsvQpl9376JnsO1T9YRuPVixN406Zf/wp/xyW/2hPr42T05N9c9L3kmvEONJalxcd3bk7qeytpbK2lrWZmZwYljzqMfRyCsvJcLPr2E7zNeX3HLbp/8DZaX8mb6HWrOZ7NJiMg4WNUQzjpXCygpCrEL+QV7ezS7QZYcOUWv5DBanpdDd6gnOy92Dh0dPZPb2JHYXtq0ExzPAn6rCxqhPZdFBOgc0Pr3VVlVTmr2ftS/PYOmDT3IwdS8bZ3zAwfQM3Dzc6eTrA4B/XAzeocGUH8htpuNI+AYHUprfWONSVlCAX/DhP9/e40aRsnZDs/bgmGg6eXYmf+++FvY6Mt5BgZQXFDZslxcW4X0EG3qMGUH6Ottcf+rKtfQY2/43uPaioKKcEG+fhu0Qb59m52LpoeqGc3FRajIJgcb1oHdIGGf17MOHZ1/EdYOHMzk+gWsGJrbZlqKqSoKtapuCvbwoqrJNe5bVNP4uluxNJd4Bv8nOAf5UFTWmnqoPFtM5oEvDdl11NeXZ+0l6/T1WP/o8JWkZbH3vY0qszrncjUmEuSglAoYD5OjX8cjx5ly0RC2N/4ddCW+lVBmwDBgrIp7A28CFSqn+wPtHOV615W8dbUwv7crPJbqLPxG+fribTEyK78Hqfek2MkFWP/DRMXFkFB+06Z/UPYElac1D2K3V39XfSn/3BFZmpB1W/5jYbg3FngfKyxgYGYWbCG5iYmBEVLNC0Naw/cB+YvwDifLzx91k4tSevfkjbY+NzLLUFIZGxwBGlCA2IJCsJkVubSWlqIBIXz/CvH1wFxNju3ZjQ7ZtFCjAszHXnxjVlSxL3t1dTNw/ajzLMlJZk5XRZhv8u8VSnptPRV4B5tpactZvJnxgv4Z+D28vTnntWSa+8DgTX3icgO5xDL3jBgK6xVJdWtZw8anIy6c8Nx/v0ODDqWqRiJ49OJizn+IDudTV1LJr+Wq6Dx9qI1OUndPwPnXDZgIjjafC4gO5mOuMJ6uS3DwKM7PxD28eyj8aoQnxlOQcoPRAHnU1taSuXEtc4mAbmeKcxkLFjE1b8Lcq8lNmM6mr1tF9zPHrXCQX5hPt50+4jy/uJhPjY7uzNtP2vAq0OhdHRMc2FHu+vPoPrp3zDdf98i0fbl7H4rQUPt7S3AFsLXsOFhLh40eotw9uYmJUdCwbm9RyBFjVFw2NjGpW7NkW/OK6UpmbT2V+IebaWg5s3EJI/74N/e5eXoz97xOMeno6o56eTpf4WPrffA1d4ozrgzKbyd30F+GJbSvw1jiO477mAkgHhgLzMeojWo2IuAMjgDdpdCTyRcQXuBD4ztJWCvg1P8KxYVaKN9es4MVTzsRNhPkpf5N+sIhrBiWSXJDHqn17uaBPP0bHdKNOmSmprubFFUsb9g/39SPM25ctdo7QqKdOKV5fvZyXTz3bMhR2F+kHi7hu8DB25eexal86U/sOYEysob+0upoXlhv5/j/S9zAkMpqPzr8UpRTrsjJYtc/+YZh1SvHin4t569ypmMTEnB1bSS0s4JbhY9iRu58/0/ewKiOdkbHd+O7ya6lTZl5f9QfFVUbof9YFl9ItMAgvDw/mX3MzTy1ZyGo76jHMSvFB0noeHTsZkwhL0vewr7SYS/sOIKWokA05mZzZ4wSGRXWlzqwoO1TNjI2rARjdNY6+IeH4derMxLjuAMzYsJp0O2tPTG5unHj5VNa9/i4oM13HjMAvOpLkn3/FPy6W8EH9DrtvYfIedv88H3EzISYT/a68iE4+PoeVP5z+iTddw/dPPI8ym+k3eQIhsTGs/OJbIhLi6TEikaR5i8jYshWTuzudfXw49Z5bAcja8Tfrv/8Zk7s7IsLkW67Dq0uXo2hs2YbR11/J/GdfRpnN9Jo4jsCYaDZ+9QMhPeKJGzaYHfMXk7V1OyY3Nzr7+nDSHTc27J+z8298QoLoEh5mt+7WMvvx55kweCgh/gHs+34Bj3/4Lh/O+8lhxzcrxTsbVvP0hFMxifBb6m4ySg5yZf/B7C7MZ23WPs45oS8jomMbzsXX1rQ95Xo0Wz7+ayPTR52ESUwsy0gls7SEC3v3I+1gIRv3Z3Na914MjYimTpkpO3SIdzevPWa9Jjc3el18Llve+gBlNhM5ahg+URGkzl1Il9iuhAw4UjAZDqak4RkYgFeIfQ62Izle0xiORpRqjyxx+yAiZUop3yZt44BZQAlGFCJRKTWhlUNROwGLgbuUUkpEngEuA/YDycBepdQTIjIVeA6oL+jciR1FpJM+ftflH3Kdi0NrpRXOywUfjvhI1+Rg64m1M6LQHvRuQ+rKkZQcqj66UDty/+23uVQ/wBm33elS/V2s0oCuwt/H6+hC7ci7J5/b1oFNRyVj9bMOv97Hjnq43extL46ryEVTx8LSthzo1UL7x8DHlvdPWLVfc4TjPwI80kL798D3Vk3drPo2ABOOZrtGo9Fo/vkcr0NHHc1x5VxoNBqNRtOR0WkRg39CQadGo9FoNJoOhI5caDQajUbjIHRaxEBHLjQajUaj0TgUHbnQaDQajcZBqDoduQDtXGg0Go1G4zB0WsRAp0U0Go1Go9E4FB250Gg0Go3GQei0iIGOXGg0Go1Go3EoOnKh0Wg0Go2DMOuaC0A7FxqNRqPROAydFjHQaRGNRqPRaDQORUcuNBqNRqNxEDpyYaAjFxqNRqPRaByKjlw4Aa/OnVxtAj0iw12qf8Ynn7tUP8ApN13nUv2B3j4u1Q8Q0MnTpfpzyktdqv+M2+50qX6AX99+06X6/57zm0v1A5TW1brahHZDmf+5/5s96MiFRqPRaDQah6IjFxqNRqPROAizrrkAtHOh0Wg0Go3D0GuLGOi0iEaj0Wg0GoeiIxcajUaj0TgIPRTVQEcuNBqNRqP5hyIiQSLym4jstvwNPIxcnYgkWV5zrNrjRWStiKSIyNci0qrhj9q50Gg0Go3GQShzncNfx8iDwGKlVE9gsWW7JSqVUoMsr3Os2l8EXlNKJQBFwPWtUaqdC41Go9FoHIS5rs7hr2PkXOATy/tPgPNau6OICDAJ+M7e/bVzodFoNBrNP5dwpVSO5f1+4HAzKnqKyAYRWSMi51nagoGDSqn6mcEygejWKNUFnRqNRqPROIj2GIoqIjcBN1k1zVRKzbTq/x2IaGHXh21sU0qJiDqMmjilVJaIdAeWiMhWoLitNmvnQqPRaDSaDozFkZh5hP6TD9cnIgdEJFIplSMikUDuYY6RZfmbKiLLgMHA90CAiLhbohddgazW2KzTIhqNRqPROAhVV+fw1zEyB7ja8v5q4OemAiISKCKdLe9DgDHADqWUApYCFx5p/5bQkQuNRqPRaByE6niLsr0AfCMi1wN7gYsBRCQRuEUpdQPQB3hPRMwYQYcXlFI7LPs/AHwlIs8Am4FZrVGqnQuNRqPRaP6hKKUKgMkttG8AbrC8XwX0P8z+qcBwe/Vq58LFDI2M5qYhIzGJsGhPMt/u/Mum/+T4BK4bNIyCygoAfkneyaLU5IZ+L3cP3j3zAlZn7uXdjWvs1p+3bSe7vvkJZTbTdexIup/W7BwEYP+mLWx57xNGTr8X/24xVOYXsuKJF/AJDwPAv3scJ15xkd36AU7tN5DXL/8XbiYTs/5cyou/zrHpjwkK5uMbbiXA2wc3k4np333J/L+SOLlvf56/6FI6ubtzqLaW+7+ZzdKd2+3Wf+CvHWyd/R3KbCZu/Gh6nTWlRbms9ZtZ/9YsTnr8PwTGx5G7bSfbv52DqqtF3Nzpd8l5hPY9oU2fQWbSVtZ+NBtlNtNr8ngGnHemTf+uRUvZuXAxJpMJd09Pxtx8NQFdozHX1rLi3Y8oSNuLMptJGD+aAeefZbf+3Rs28eu7s1BmM0NOO5nxF0+16V/5w89sWvA7Jjc3vP27cP69dxBg+e4XzvqE5HUbUcpMj8GDOOOW6zFGsLWd7C3b2PTp1yizmR4Tx9L3nNNblNu3biMrXn+PKc88RHD3bsek09W/xaMx68HHOWv0eHKLCul/ddt+a0dj4+o1vP/a65jNZk4552wu+tdVNv3bNifx/mv/I33PHu5/+knGTJoIQGpyMm//92UqystxM7lx8TX/Ytwphy0DOCJb1qzl09ffxGw2M/HsMznnqits+ncmbeGz/71Jxp5U7nzyMUZMnNDQN/utd9i8ag1Kmek/LJF/3XPXMZ+L9mLWa4sArXQuRCQYY/INMCpS64A8y/ZwpdQhK9l7MCpZKyzb6UApoDAm4PiXUmqvI4y36HoBY6hNsaXtGiBRKXWHHcfpCbyGERo6CJQAjyul/mzFvukWffl2mo9JhFuHjuKRpQvJryzntSnnsCYrg30lB23k/sxIO+zF6qoBQ9iWu99e1QAos5mdX/5A4j234Bnoz+rnXyNswIn4RtkWHddWVZGxeDn+8bE27d6hIYx+dFqbdNdjEmHGVdcy5eXnyCwsYN1jzzInaSM7sxtrhh45+3y+Xb+Gd5f+Tp+oaObd+wDd/3MX+WWlnPO/l8k5WMSJ0V1Z8O/pxNx3u136ldnMls++Ycx/7sArKIBlT75ExOD+dImOtJGrqawi9bdlBFrdwDr5+TLynpvxCgygJDObVS+/xWmvP2v3Z2A2m1kz6zNOfWQa3sFB/DL9KWITBxHQtXHEV/exI+k9xbiQZ2zYzLpPvmLKw/8mbc16zLW1nP/KM9RWV/PjfQ8TP2YkfmEhrddfV8fct2Zy9XNP0CUkmPfuvp/eI4YTFhfTIBPZozs3v/EynTw7s27uAhZ9+CkXT59Gxo5dZOzYxe1vvwbAB9MeIn3rduIH9LP7c7D+PDZ+NJuJ0+/FKziQRY88R/SQgfh3jbKRq6ms4u8FSwhOiG+zrnpc/VtsDR/P/4UZP3zNpw8/3S7Hr6ur492XX+HpN14nOCyM+669gRHjxhIb3/j5hoaHc8+jD/Pj7C9t9u3s6cl9jz1KVGwMBXl53HvN9QweOQJfPz+7bDDX1fHRK68z/fVXCA4L5ZEbbmbI2DF0je/WIBMSHsYtD09n7pdf2eybvHUbyVu38eKnHwLwxK13sHNzEn2HDLbzk9A4glYVdCqlCupn7gLexZitq34mr0NNxO8BvJu0TVRKDQCWAY8cm8k2XAasBy5o6wFExBOYh+EQ9VBKDQXuBLq3IOvQSE+voBCyy0rYX15KrdnMnxmpjOwae/QdLSQEBhPg6cXm/a0q3m1GcVoG3mEheIcGY3J3JzJxMLlbtjWT2/3zfOJPm4TJw6NNeo7E8O4JpOTuJy0vl5q6Or5et5pzByfayCgUXby8APD38ib7YBEASRnp5Fjeb8/KxMujE53c7fuKilLT8Q0PwScsBJO7O11HDGH/5r+aye38YS49zzgFk0fj8QPiYvAKDADALzqSupoa6mpq7NIPkJ+Sil9EGH7hYbi5u9N99HAy1m+2kenk7dXwvraqGixPY4JQW1WNua6O2kM1mNzd6eTtaZf+zOTdBEVFEhQZgbuHB/1PGsuuNetsZLoP7E8nz84AxPTuRXF+ARYDqD10iLraWmprajHX1eEb4G/vR2BDYUoavuFh+IaH4ubuTuyoYWRu3NJM7q9vf6bP2afi5oDz0tW/xdawfMsmCkvaPDLwqOzesZPIrl2JiI7Gw8OD8adMZu2fy21kwqMiie+Z0CwaEB0bS1Ss4YwGh4biHxhISdFBu21I2bmT8K7RhEdH4e7hwajJk9i4fIWNTGhkJLEJPTBJk9uXwKFDh6itraWmpoa62jr8g1qc6bpd6YAFnS6hzaNFRGSyiGwWka0i8qGIdBaRu4AoYKmILG1ht9VYJuAQkW4isktEPhaRZBH5QkROFpGVljnQh1vkTrKa73yziPhZ2nsAvhjOymVN9MSIyDLLcR63yL8gIg2PtSLyhIhMA64AViulGmLxSqltSqmPreQ+E5GVwGciEiwii0Rku4h8ALQ55hbs7UN+RXnDdn5FOcFeTf0yGBPTjRmnn8f0MRMJ8fYx7AeuHzycWZvXNZNvLVUHi/G03BwBPAMDqDpoe/Eqycikquggof37Ntu/Mr+QVc+8wrqXZ1C0O7VNNkQHBpJZWNCwnVlYQHSg7QXhiZ++54pRY8l4ZQbz7r2fuz7/uNlxpiYOZ9PeNA7V2ldMVVlUjJfVBcgzMJDKItvP4GD6PioLi4gYdPin8ewNSQTExbTpRldRWIRPcFDDtndwEOWFRc3kdi5YzHd33s/6L75hxLWXA9BtZCLunp356qZ7+Pa2f9Pv7NPo7Otrl/7S/EL8QxsjHV1CgikpKDis/MZFv9MzcQgAsX16Ez+gPy9dcR0vXXEdCUMGERobc9h9W0NF0UG8rT+PoAAqm3wehWl7qSgoJHrwgGPSVY+rf4sdgYK8PELCwhq2g8PCKMjLO8IeLZO8fQe1NTVEdG3VXEs2FOXlE2xlQ1BYKIV5rQsK9+rXjxOHDOa2cy7gtnMuYMCIYUR362a3DRrH0FbnwhP4GLhEKdUfI71yq1LqDSAbI1IxsYX9TgN+stpOAF4BeltelwNjgWnAQxaZacDtlqjJOKDS0n4p8BWwHDhBRKxnHRsOTAUGABdZqmK/xlIla+FiS9uJwKaj/L99gZOVUpcBjwMrlFInAj8CrX+8aQNrs/Zx7ZxvuGP+T2zen819I8cBcGbPPmzIyWzI/7YHymxm17c/0/vCc5v1dfbvwvjnH2X0I//mhIvO5a9Zn1NbWdUudlw2YjSfrPiT2H/fwZmv/ZdPb7zN5smpb1RXXrjocm755AOH61ZmM1u//J5+lx4+OFaSlcP2b35m0DWXOly/NX1Om8yFb/6XxCsuYsv3vwCQl5KGmExc+t5rXDjjJbb9spDSAy0OY3cIW5YsIzt5D2OnngdAQXYOefsy+fdnHzDt8w9I3bKV9G07jnyQY0SZzWz+/FsGX9k+dQeHw5W/xeOFwvx8Xn3yKe5+9CFMJufOdLA/M5Os9L3M+PFb3vrpO7Zv3MSupOYRr/amA64t4hLa+u27AWlKqfpqpk+A8UeQXyoiWcDpgHWyLk0ptVUpZQa2YyyuooCtQDeLzErgVUtUJMBqGtLLgK8s+34PWF9pfrOkciqBH4CxSqnNQJiIRInIQKBIKbWvqaEi8qOIbBORH6ya51iOheX//BxAKTUPo46kGSJyk2Uq1Q0Zi/9o8UMpqChvePoBCPH2aXaBKj1UTa3ZDMCi1GQSAo0nzN4hYZzVsw8fnn0R1w0ezuT4BK4ZaJtOOBqeAf5UWYUuq4oO4mkV0q6trqYsaz/rXn2LPx56muLUvWx+exbF6fswebjTydew3T8uBq/QYMoP2P+Uk1VURNeg4IbtrkHBZBXZfqTXjZ/IN+tXA7Bmz248PTwI8TVyudGBQfxw531c/f7bpObZf1P1CvS3eSquKirCK9DqM6iqpjQrhxUv/I+F/36Moj3prP3fexSlGWVDlYVFrH1jJkNvugqfsFC79QN4BwVSXlDYsF1RUIjPEcK53UePaEibpK5YQ/Sg/pjc3fHy70L4CQnk70m3S79fSBDFVk+HJfkFdAkObia3Z/MW/vjqOy5/YjrunYwIzc5Va4jp3YvOXl509vKiZ+IQ9u382y79TfEODKDC+vMoPGgTXaqpquLgviyWPP0Kc+6aTn5KKstffouC1PQ263T1b7EjEBwaSn5u42+oIDeX4NDWn9MV5eU8ed9/uOqWm+ndr201N4GhIRRY2VCYm0dQaOvqh9b/sZyEE/vi6e2Np7c3g0aOYPd2+wu8jxWdFjFwlms5EYgDkoAnrdqrrd6brbbNWIpNlVIvYAyX8QJWikhvEekP9AR+sxRUXoptaqTp9Kb1299iTAZyCUbUAgynZkiDoFLnA9cAQVb7l2MnSqmZSqlEpVRi7OSTWpRJLswn2s+fcB9f3E0mxsd2Z21mho1MoGdjrn1EdGxDgdnLq//g2jnfcN0v3/Lh5nUsTkvh4y0b7LKxS7cYKnLzqMgvwFxbS86GzYQNbLwoeHh5MenVpznpuUc56blH8e8ex+Dbrse/WwyHSstQlgttRV4BFbl5eIUGHU7VYVmftoeeYRF0CwnFw82NS4aPYs7mjTYyGQX5TO5j2NU7MgpPj07klZbg7+XN3HvuZ/p3X7IqJbmlwx+VgPg4yg7kUZ6Xj7m2lsy1m4iwCrV7eHtxxowXOfWVpzj1lacI7NGNEXffTGB8HIfKK1j92ruceNG5BPfs0Sb9ACE94inJyaU0N4+62lpSV60jJtG2CK04p7FQcN+mv+gSaQTqfEKCyNm2E4Caqmpyd6fi36QY9WhE9+pJYXYORfsPUFtTw9Y/VtB75DAbmZyUVOa88Q5XPP4QvgEBDe3+oaGkb91OXV0ddbW1pG/dTmhMV7v0NyWoRzdK9+dSlptPXW0tGavX03XowIb+Tt7eTJ35Gue88TznvPE8IQndGTft9mMaLeLq32JHoGef3mTvy2R/djY1NTX8+dtiho8b26p9a2pqePaB6Uw647SGESRtoUfv3uzPzCQ3O4famhpWL17C0LFjWrVvSHg4O5O2GPU/tbXsTNpCVFxcm23RHBttLVCsA7qJSIJSKgW4Cqh/PC8F/ACbRJlSqtYyumOrZTKOViEiPZRSWy37DcNInwwHnlBKPW8llyYi9WfSKSIShJFCOQ+4ztL+NfA+EALU3/FnA9NF5ByruovmydZG/sRI3zwjIqcDba4YMivFOxtW8/SEUzGJ8FvqbjJKDnJl/8HsLsxnbdY+zjmhLyOiY6kzK8oOVfPamuVHP3ArMbm50efSC9j4v5kos5noMcPxjYpg95z5+MfF2DgaTSncvYeUOQswubmBCH0vv4hOPj6HlT8cdWYzd37xMQv+PR03k4mPli9jR3YmT553IRvS0/glaSPTvv6cmdfcyD1TzkChuHbWOwDccfKpJISH8+g5F/DoOUba4tSXnyevtMSuz2DAlRez6uW3UGZF3LiRdImOZOcPcwmIjyXyCDn9tMV/Un4gj10/z2fXz/MBGPOfO+jcxb4KeZObGyOvu4JFz76CMpvpOXEcgTHRbPr6R0J6dCM2cTA7FywmZ+sOTG5udPL1YdztNwBGqmTF27P48b6HUQp6ThxLUJx9NQ9ubm6ceeuNfPrIk5jrzAyZMpmwuFgWfzqb6F4J9B45nIWzPuFQVRVfP/cSYDgVVzzxECeOHUXalq28devdCEJC4uBmjom9mNzcSLzmMpa98DrKbKb7hDH4d43ir29/Jqh7HF2HDjqm47eEq3+LrWH2488zYfBQQvwD2Pf9Ah7/8F0+nPeTw47v5u7OLdPu5fG778NsruPks84irnt3Pp/5Pj1792bE+HEk79jJcw9Mp6y0lPUrVvLF+x/w9pdfsOL3JWzfnERpcTGL5/0KwD2PPkz3Xr3stuGae+/hhfumYa4zM+GsM+jaPZ5v359F9969GTpuDHt27uS16Y9SXlrKppWr+O6Dj3jpi08YMfEktm/axAP/uhYRYcCI4a12TByJHopqIEYWwo4dRJ4AyjBm6noZw0FZj1FzUS0idwJ3ANlKqYlNh2qKyJsYc5t/BsxVSvWztH9s2f5ORLrV91nkJ2JEM7ZjRBV2AmcopXZZ2fUqcMDyOg/wx5gH/XOl1JNWcluBfOuaEBHpDbyK4bgcwHCQ/quU+r3+/1VKvWyRDcZI7UQDq4ApwNAjDUU988sP7fuQ24EekYdbCM85zPjkc5fqB/jPTdcdXagdCfS23/lyNPF+AS7Vv7PI/tSZI1mfvMel+gF+fftNl+r/e85vLtUPUOriWSyHhkS02+QXq14b7/Dr/eh7/3TuZB0OwO7IhVLqCavNZgOIlVJvAm9abXdr0n+n1WY/q/ZrrN6n1/c1ka+n2TBRpdR9Vpsft2i8IddsFjKLk3LGYeSfaLJdgOFQaDQajUZjw/FaI+Fo9AydGo1Go9E4CGXucGuLuAS9KqpGo9FoNBqHoiMXGo1Go9E4CJ0WMdCRC41Go9FoNA5FRy40Go1Go3EQeiiqgXYuNBqNRqNxEDotYqDTIhqNRqPRaByKjlxoNBqNRuMgzGaXz5nYIdCRC41Go9FoNA5FRy40Go1Go3EQZsuCjv/f0ZELjUaj0Wg0DkVHLjQajUajcRC65sJAOxcajUaj0TgI7VwY6LSIRqPRaDQah6IjFxqNRqPROAiz0gWdoJ0Lp+Dh7vqPeX3yHpfqX/7iyy7VD/Di0t9cqj880N+l+gHKD1W7VH9CQLBL9f/t7e1S/QB/z3HteXjCOae4VD9A/6mXuFT/X/c86FL9/x9w/V1Po9FoNJp/CLrmwkA7FxqNRqPROAg9z4WBLujUaDQajUbjUHTkQqPRaDQaB6HTIgY6cqHRaDQajcah6MiFRqPRaDQOQkcuDLRzodFoNBqNg9AFnQY6LaLRaDQajcah6MiFRqPRaDQOQqdFDHTkQqPRaDQajUPRkQuNRqPRaByEjlwY6MiFRqPRaDQah6IjFxqNRqPROAi9KqqBdi40Go1Go3EQOi1ioJ0LFzM4PIobBg/DJMJvqSn88Pc2m/5JcT24euBQCisrAJiXsovf01II9fbhwdETMIngJibmpexiYWqy3fpHdo3jntHjcRNhzq7tfLZlo03/Gb36cMeIseSVlwHw3fa/+OXv7QDcNnw0o2PjAfho0zoWp+62W39Ttq5dx+z/zUCZzYw76wzOvPJym/6FX33Ln3N/xc3NDb8Af66d/h9CIiKOSeeQiGhuGDwcNxEWpe7m+11bbfondUvg2oGJFDR8Bzv5LXU3od4+PDR2EoLgbhLm7t7Fgj1/t8mGE4PDuLT3AEwiLM/cy4L0lr/LIWFR3DpoBM+sWcrekoOMiOjKqd16NvRH+/nzzJql7Csttkt/zpbtJH32DcpsJn7CGPqcc1qLcpnrNrHqjZmc/NR0grrHUV1axqo3ZlKUupdu40cy5OrL7NJrzZ6Nm/lt5kcos5mBUyYz+qLzbfo3/bqIjfMWICYTnbw8Of2OmwmNjaGipJQfnn+FnN0pDJg8gVNvvaHNNtQzMCyCf/UfgglhaUYqc3bvtOkfHxPPFScOpLCqEoBFqbtZmpF6zHo3rl7D+6+9jtls5pRzzuaif11l079tcxLvv/Y/0vfs4f6nn2TMpIkApCYn8/Z/X6aivBw3kxsXX/Mvxp1y8jHb05RZDz7OWaPHk1tUSP+rL3L48QHGxMXzwEknYzKZ+GHbFj7csKaZzJSevbl15FgUiuS8XB5c8AuRfl14/ewLEBHcTSa+TNrIt1uT2sVGzdHpsM6FiAiwHHhWKTXf0nYRcL1SquUrX+uOWwdsBQSoA+5QSq06yj4fAK8qpXaISDqQCNQClyul3m6rLSaEm4eM4PE/f6OgooKXTj6Dddn7yGxyY1ixL533N6+zaSuqrOSBJfOpNZvxdHPnjVPPYV32PoosF7tW6Rfh32MncPe8H8ktL+PD8y9h+d400g8W2sgtTk3mlZV/2LSNjunGCSFhXP39bDzc3HjrrKms3reXippDdn4KjZjr6vj81f/x79deIig0lKduvJVBY0YTHd+tQSa2VwKPffAOnT09Wfrjz3z7zkxuffKxNus0iXDz0BE8tmwRBZUVvHLKWazLzmBfSdPvII33Nq21aSuqquQ/v88zvgN3d9487TzWZWU03HBaiwCX9xnIaxtXUlRVycMjJ7IlL4ec8lIbuc5u7kyO60Gq1fezdn8ma/dnAhDt24XbBo2w27Ewm81s+uRLTnrwbryCAvn9seeJGjoA/+goG7mayiqSFy4hqEd8Q5ubhwf9LjyH4sxsSjKz7NJrY0NdHQvfmcVlzzxKl+AgPrp3Oj1HJBIaG9Mgc+KEsQw5YwoAyWvXs/iDT7j0qUdw7+TBSVdeQt7efeTtzWizDfUIwrUDEnlu1VIKKit59qRT2Lg/i6zSEhu51VkZfLx10zHrq6euro53X36Fp994neCwMO679gZGjBtLbHzj5x0aHs49jz7Mj7O/tNm3s6cn9z32KFGxMRTk5XHvNdczeOQIfP38HGYfwMfzf2HGD1/z6cNPO/S49ZhEeGjiFG764SsOlJXy5WXXsCx1N6mFBQ0ysQGBXD9sFP/65jNKq6sJ8vIGIK+8jCu//oyaujq8PDz44aobWJaa0vBg5Cz0JFoGHbagUymlgFuAV0XEU0R8geeA29tyPBGpd6QqlVKDlFIDgenA862w5Qal1I4mzQHAbW2xpZ6eQcHklJVyoLyMWmVmxb50RkTHHH1HoFaZqbWcxB5ubhi+mH30DQ0ns/gg2aUl1JrN/L5nN+O7dW/VvvGBQSTlZFGnFFW1tewpzGdUTJzdNliTunMXYdHRhEVF4e7hwYjJk0haYev39RkymM6engB0P7EvRbl5x6SzZ1AIOaWW78BsZnlGGiOiY1u1b63Z6jswubX5xxTvH0ReRTn5lRXUKcX6/ZkMCotsJndeQh8WpCVTY65r8TjDI7qyfr/9N/jCPen4hofhGxaKm7s7sSOHkb3xr2Zy276bQ++zTsXNo/GZxN2zM6EnJNi0tYXs5BQCIyMIjAjHzcODvuPHsHvNBhuZzt7eDe9rqqrBcs538vQk5sQ+uHfyOCYb6kkIDGJ/eSm5FeXUKTOrszJIjIh2yLGPxO4dO4ns2pWI6Gg8PDwYf8pk1v653EYmPCqS+J4JzX7v0bGxRFkcseDQUPwDAykpOuhwG5dv2URhiX3Oqz30i4gko7iIrJJias1mFiTvYGKPnjYyU/sN5OstGymtrgZoiOrWms3U1Bm/jU5ubf89ahxDh41cACiltonIL8ADgA/wOfCwiPQDPIAnlFI/i0g34DOLDFiiESIyAXgaKAJ6A72aqOhi6cMiO00pdZZlewawQSn1sYgss/RZX+1eAHqISBLwm1LqP/b+f0Fe3uRXlDdsF1RU0DM4pJncqOhYTgwJJ7ushA+T1pNv+TGFeHnzyNjJRPr68fFfG+2KWgCE+viSa+XV55aXcWJYeDO5CfEJDIqIJqP4IP9b/Se55WXsLsjn+qHDmf3XZjzd3RkS1ZW0osJm+9rDwbx8gsLCGrYDQ0NI3bnzsPLL5/1K/5HDj0lnsJc3+ZWN30F+RTknBIc2kxvVNY4TQ8PJKi1h1uZ1Nt/BY+NPJtK3Cx9t2WB31AIgwNPTZr+iqkri/QNtZGL9/An09GJr/gGbNIg1iRHRvJXUPIR8NCqLivAOatTnFRRA4Z40G5mitAwqCouIGtyfv+ctslvH0SgtKKRLaHDDtl9IENl/N0+zbZi7gHU/zaWutpYrnn3c4XYABHp6NaTAAAoqK0kIDGomNzwqhj7BYeSUl/Lp1s0UVlU0k7GHgrw8QqzO/+CwMJK3b7f7OMnbd1BbU0NE1/Z3iBxNuI8fB0obI3YHSkvpH2EbQYuzfBefXHwlbiK8s2YFK/ca52u4rx9vnXsRMQGBvLp8qdOjFqBrLurp0M6FhSeBTcAhYC6wRCl1nYgEAOtE5HcgFzhFKVUlIj2BLzFSFwBDgH5KqfqrpZfFIfAEIoFJbbTrQctxB7XUKSI3ATcBDLzpGrqdPLFNStbnZPLnvjRqzWamdO/JXcPH8NgfvwGQX1nBPb/9QqCnF9PHTGRV5l6Kq6vapOdwrNibxm8pxtPyeX368eiEU7hz3o+sy8qgT1gYM8+9iINVlWw7kINZOe9HtXrhb6TvSuaBN19rd13rs/fxZ0YqtWYzp/boxT0jxvHIsoWA8R3ctXAOQZ5ePDR2Eqv2pXPQwd+BABef0J+Pth0+BB/vH8ihujqyy0oPK9NWlNlM0hffMvzmqx1+bHtJPOs0Es86je3LlrPy6+85+747XGLHpv1ZrMraS63ZzOS4Htw2ZATPrFrqElusKczP59Unn+Kexx7BZPpnPru7iYnYgCCu/2424b5+fHTRFUz9fBal1dUcKCvlwi8+JNTHl9fPvoDfUnZRWHFsTp+9aOfCoMOffUqpcuBrjMjEKcCDFudgGYaDEIsRxXhfRLYC3wJ9rQ6xzsqxgMa0SG/gNOBTaUtO4eh2z1RKJSqlEg/nWBRWVhDi7dOwHezt3RDiq6f0UHVD6P331BR6BAbTlKKqSjKKD9I3JKxZ35HIKy8jzMe3YTvMx5e88nIbmZLqqoYw/Jxd2+kd2qjjk80buPqHL7n7158QETKKi+zS35SA0BAKc3Mbtovy8gkMaR5F2L5hI3M/+4K7XngGj06djklnQWUFIV6N30GIt4/NUyvYfge/pe5u8TsorP8OQptHfo7Gwaoqgjy9GrYDPb1sHBRPd3eifLswbdhYnh83he7+QdwxaCRxXQIaZIZFdGW9pfbCXrwCA6kobPzuKgsP4hXYGMmoqaqmODObpc++ytx7HqJgTxorXn2bwtS9bdLXEn7BQZTkNebVS/ML8Qtu/jnX03f8GJLXrDts/7FQVFVJsFdjCibYy6tZVLCs5lDDObFkbyrxAbaRprYQHBpKvtX5X5CbS3Bo8/P/cFSUl/Pkff/hqltupne/fsdsjys4UF5KuFWdSLifH7lNao8OlJWyLHU3tWYzWSXF7C0qJLbJ559XXkZKQT5Do1qXZtY4ng7vXFgwW14CTLU4B4OUUrFKqZ3AvcABYCBGxML6jlPe7GgWlFKrgRAgFKNA0/rz8HTsv9Cc3UUFRPr6Eebti7uYGBvTjXXZ+2xkAq1uOsOiupJpyXcGe3nTyeQGgI9HJ/qEhJHdpODsaOzMO0CMfwCRfl1wN5k4uUdPlu+1rXi3vsiOi4snvci4CZlE6NLZ+Ih6BAXTIyiEdZnHVkwX37s3BzKzyMvOobamhrWLlzBo7Cgbmb3Ju/n0pVe56/ln6BJ47Bf03YX5RPl1IdzHF3eTiXGx8azNOvx3MDwqpqHgNtjLm05uVt9BaBhZdhZTAqSXFBHm7UuIlzduIgyL6MqW3JyG/sraWu5b9ivTly9i+vJFpBYXMiNpDXtLDgLGjyIxPJp1bXQugrrHUbY/l7LcfOpqa8lYs56oIQMa+jt5e3Heu69w1uvPcdbrzxHcI56x991GUPdjq7GxJqpXAkXZORzcf4C6mhp2/LmSniMSbWQKsxo/k5T1mwiMal6X4gj2HCwkwsePUG8f3MTEqOhYNjapZQno3Hh5GBoZ1azYsy307NOb7H2Z7M/Opqamhj9/W8zwcWNbtW9NTQ3PPjCdSWec1jCC5Hhk+/4c4gKCiO7ij7vJxGm9+rJsT4qNzNI9yQzratRFBXh6ERcYRGbxQcJ9/ejsZgTj/Tp3ZnBUV9KPMVXbFsxms8Nfx4KIBInIbyKy2/K32YVTRCaKSJLVq0pEzrP0fSwiaVZ9g1qj93hIi1izELhTRO5USikRGayU2gz4A5lKKbOIXA24teZgItLbIlsA7AX6ikhnwAuYDKw4wu6lwDGVYpuV4v3N63h8/Mm4ifB7Wgr7Soq57MSBpBQWsD4nkzMTejM8KoY6Zabs0CHeWL8SgK5+/lw7NhGFQhB+/nt7w82mtdQpxSsrl/H66ediMpmY+/d20ooKuXHoCHbm57JibxoX9xvE2Lh46pSZkupqnllmpGTcTSbePedCAMoPHeLJpQupO8a0iJu7G1feeyev/vsBzOY6xp55OtHx8fz4wUd0692LwWPH8M3b71FdWcXbjz0JQHB4GHe98GybdZqV4r1Na3jipFMwifB7agr7Sg5yeb9BpBQWsC57H2f37MPw6BjqlKK0uprX1xqnRUwXf64bNAyFcYP/add29hYfbJMNs3dt4Z4hYxCBlVl7yS4v5ZwefdhbUsSWvP1H3L9nYAhFVZUNdSD2YnJzY8jVl/Dnf98whqKeNBr/rlFs+24OgfFxRA8deMT9597zELWVVZhr68jasIXxD97VbKRJa2yYcsv1fPXYs5jNZgaeMpHQuBj++PwrInv2oNeIYWyYO5/0LVsxubnh6evL2fc2pkTeuu42qisqqKutJXnNei59+hGbkSb2YFaKj//ayPRRJ2ESE8syUsksLeHC3v1IO1jIxv3ZnNa9F0Mjoht+l+9uXnv0Ax8FN3d3bpl2L4/ffR9mcx0nn3UWcd278/nM9+nZuzcjxo8jecdOnntgOmWlpaxfsZIv3v+At7/8ghW/L2H75iRKi4tZPO9XAO559GG692paZnZszH78eSYMHkqIfwD7vl/A4x++y4fzfnLY8euU4rmli3jn/EtwE+Gn7X+xpzCf20aOY0duDstSU1i5N41RcfH8eNUNmJWZV5cvpbiqij6xEUwbN6nh9/jJxrXsLji2gu9/CA8Ci5VSL4jIg5btB6wFlFJLgUFgOCNACmBdXPUfpdR39igV5cQ8eVsRkSeAMuAt4HVgNEaUIU0pdZalzuJ7QAELgNuVUr5NizQtx6ofigrGOfiQUmqepe+/wPlAmkXfnKYFnfVDUZVS+SIyGxgAzD9SQed5337q8g/5QDtUjtvDy+dNdal+gBeX/uZS/eGB/i7VDxARGOBS/QkBh091OIMFO5oO+nI+T453/PwT9nDCOae4VD9A/6mXuFT/X/c86PBUeD0z/xXi8Ov9TZ/mt9leEfkbmKCUyhGRSGCZUuqEI8jfBJyklLrCsv0xMNde5+K4iFwopZ6w2ry5hf7dGDf5eh6wtC/DqM2wlj1sVEMpdT9wfwvtE6zed7N6f3lTWY1Go9H8/6U9CjqtBwhYmKmUmtnK3cOVUvU5xf3A0QrDLgVebdL2rIg8BiwGHlRKVR9N6XHhXGg0Go1G8/8ViyNxWGfCMmqypamKH25yHCUih/V+LJGN/hglCPVMx3BKOllseAB46mg2a+dCo9FoNBoH4YoZOpVSh821icgBEYm0SovkHk4WuBj4USlVY3Xs+qhHtYh8BExrjU3Hy2gRjUaj0Wg09jMHqJ+k5mrg5yPIXoYxT1QDFoekfkmO84BtzXdrjo5caDQajUbjIJw5mWAreQH4RkSuxxgVeTGAiCQCtyilbrBsdwNigD+a7P+FiIRiDIBIwliW46ho50Kj0Wg0mn8oSqkCjKkVmrZvAG6w2k4Hms0Zr5Rq0yzW2rnQaDQajcZB6FVRDbRzodFoNBqNg9Brixjogk6NRqPRaDQORUcuNBqNRqNxEDpyYaAjFxqNRqPRaByKjlxoNBqNRuMgdOTCQDsXGo1Go9E4CO1bGOi0iEaj0Wg0GoeiIxcajUaj0TgIHbkw0M6FE3AzuT5A1MndtV91RulBl+oHiAoOdKn+UP8uLtUPkBAQ7FL9nm6uPQ/9fbxcqh+gtK7Wpfr7T73EpfoBtn7/tWsNuOdB1+r/f4B2LjQajUajcRB1OnQBaOdCo9FoNBqHoX0LA9fH6zUajUaj0fyj0JELjUaj0WgchI5cGOjIhUaj0Wg0GoeiIxcajUaj0TgIHbkw0JELjUaj0Wg0DkVHLjQajUajcRBms6st6Bho50Kj0Wg0GgdRp3ReBHRaRKPRaDQajYPRkQuNRqPRaByELug00JELjUaj0Wg0DkVHLjQajUajcRC6oNNAOxcajUaj0TgInRYx0M6FixkUHsl1A4dhEmFxWgo/Jm+36Z8Y152r+g+hsLICgPl7klmcnkI3/0BuGjwcbw8PzErx3a5trMrca7f+4dEx3DlyLCYxMS95B7P/2mzTf1rCCdw6bDR5FeUA/LhzK/OSdzI4IorbR4xtkIv1D+CpZb+xIiPNbht2b9jEgvc+xGw2M+TUkxl38QU2/at+mMOmhb9jcnPDx78L595zOwHhYQD89uGnJK/fCMBJl15Ev5PGNjv+0SjY/je7v/sZzIrIMcOJmzKxRbnczVvZ/sFnDL3/TrrExQBQlpXD319+T21lNWISht5/J24eHnbbkLNlO0mffYMym4mfMIY+55zWolzmuk2semMmJz81naDucVSXlrHqjZkUpe6l2/iRDLn6Mrt1A+zZuJnfZn6EMpsZOGUyoy8636Z/06+L2DhvAWIy0cnLk9PvuJnQ2BgqSkr54flXyNmdwoDJEzj11hvapB+M8+DXd2ehzGaGnHYy4y+eatO/8oef2bTAOA+8/btw/r13NJwHC2d9QvK6jShlpsfgQZxxy/WIiF3623oe7F+3iX2//9HQX5a9n8QH7sYvJsrOTwC2rFnLp6+/idlsZuLZZ3LOVVfY9O9M2sJn/3uTjD2p3PnkY4yYOKGhb/Zb77B51RqUMtN/WCL/uucuuz+DMXHxPHDSyZhMJn7YtoUPN6xpJjOlZ29uHTkWhSI5L5cHF/xCpF8XXj/7AkQEd5OJL5M28u3WJLv//6Mx68HHOWv0eHKLCul/9UUOP77GcRzRuRDjzFwOPKuUmm9puwi4XinV8tWvFYhIHbDVoj8NuEopdbCtx7NT9zVAolLqDqu2JGCXUurSw+wzAZimlDqrhb50y/Hy7bXFhHDjoOE8tWIxBRUVvDjpdNbnZJJZWmwjtypzLx8krbdpq66r5c0Nq8gpKyXQ04uXJp1B0oFsKmpqWq9fhHtGjeffC38hr7yM9865kJUZ6ew9WGQjtyQthf+tWW7Ttnl/Njf8/A0Afp06M/uiK1iftc+efx8Ac10dv779Plc9+zhdQoJ5/577OWHkMMJiYxpkInvEc9P/XqKTZ2fWz1vAbx9+ykXTp5G8bgM5KancMuNV6mpq+PiBR0kYNgRPb+9W61dmM8nf/MigO2+kc4A/G/77JiH9++ITGW4jV1tVRebSFXTpFmtj+46Pv6Tv1Zfi2zWKmrJyTG5u9n8GZjObPvmSkx68G6+gQH5/7Hmihg7AP9r25lRTWUXywiUE9YhvaHPz8KDfhedQnJlNSWaW3brr/4+F78zismcepUtwEB/dO52eIxIJtfoOTpwwliFnTAEgee16Fn/wCZc+9QjunTw46cpLyNu7j7y9GW3SX2/D3LdmcvVzT9AlJJj37r6f3iOGExZnfR505+Y3XqaTZ2fWzV3Aog8/5eLp08jYsYuMHbu4/e3XAPhg2kOkb91O/IB+rdZ/LOdBxPAhRAwfAhjO5taZn7TJsTDX1fHRK68z/fVXCA4L5ZEbbmbI2DF0je/WIBMSHsYtD09n7pdf2eybvHUbyVu38eKnHwLwxK13sHNzEn2HDG61fpMID02cwk0/fMWBslK+vOwalqXuJrWwoEEmNiCQ64eN4l/ffEZpdTVBXsZvLa+8jCu//oyaujq8PDz44aobWJaaQl55md2fw5H4eP4vzPjhaz59+GmHHteR6MiFwRELOpVSCrgFeFVEPEXEF3gOuL0tykSk3pmpVEoNUkr1AwrbejxHICJ9ADdgnIj4OFN3QlAw+8tLOVBeRq0ysyIznWFRXVu1b05ZKTllpQAUVVVSXF2Ff2dPu/T3CQkjq6SYnNISas1mlqSmMDY2/ug7NmFCfA/WZmZQXVdr975ZySkERUUSFBmBu4cH/caP5e/V62xk4gf2p5NnZwC69u5FSb5xscvLyCSuX1/c3Nzo5OlJeHw3UjZsbqbjSJSk78MrNASvkGBM7u6EDx1I/l/bm8mlzV1E7JQJmDwa/fGincn4Rkfi29W4kXj4+iAm+2ukC/ek4xsehm9YKG7u7sSOHEb2xr+ayW37bg69zzoVNysb3D07E3pCgk2bvWQnpxAYGUFgRDhuHh70HT+G3Ws22Mh0tnLYaqqqwfJE3MnTk5gT++Deyf5ojTWZybttzoP+J41l1xrb86C71XkQ07sXxZbzAIHaQ4eoq62ltqYWc10dvgH+duk/lvPAmgMbkggfOsgu3fWk7NxJeNdowqOjcPfwYNTkSWxcvsJGJjQyktiEHpikyXkmcOjQIWpra6mpqaGutg7/oEC79PeLiCSjuIiskmJqzWYWJO9gYo+eNjJT+w3k6y0bKa2uBmiIqNaazdTU1QHQyc2t3UYKLN+yicKS4qMLalzOUc8BpdQ24BfgAeAx4HPgYRFZJyKbReRcABHpJiLLRWST5TXa0j7B0j4H2NGCitVAtEW2h4gsEJGNln16W9o/FpF3RGSNiKRajvmhiOwUkY/rDyQil4nIVhHZJiIvWrVfKyLJIrIOGNNE/2XAZ8Ai4FyrfU4TkV0isgm4wKo9WEQWich2EfkAsC/uaEWQlzf5FRUN24WVFQR7NX/qHhkVy6snn8m0EeNa7E8IDMbdZGK/xdloLSE+PuRaPVnklZcR4t3cvzqpW3c+PO8Snpx4KqE+vs36J8UnsDh1t1266ykpKKBLSHDDdpeQYEoKCg8rv2nhYhISjafE8O7dSNm4mUNV1ZQXl5D21zZK8u0LIFUfLMYzsPFG1DnAn+qDJTYypRmZVBcdJKRfH5v2itx8QEia8QHrX3idvb8ts0t3PZVFRXhb3Qi8ggKoLLKNHhWlZVBRWETU4P5t0nEkSgsK6RLa+B34hQRRWlDQTG7D3AW8fcMdLPnoc6bcdJ1jbcgvxD80pGHbOA+a21DPxkW/09NyHsT26U38gP68dMV1vHTFdSQMGWQTdWkNx3IeWJO7aQthiYPs0l1PUV4+wWFhDdtBYaEU5rXufO7Vrx8nDhnMbedcwG3nXMCAEcOI7tbNLv3hPn4cKG28hhwoLSXMx89GJi4wiLjAID65+Eo+v+QqxsQ1PoyE+/rx3RXXsej62/lww1qHRy2OF+qUcvjreKS1DuaTwOXA6YAnsEQpNRyYCLxkeeLPBU5RSg0BLgHesNp/CHC3UqqX9UFFxA2YDMyxNM0E7lRKDQWmAW9biQcCo4B7LfKvAScC/UVkkIhEAS8Ck4BBwDAROU9EIi32jwHGAn2b/G+XAF8BX2I4GoiIJ/A+cDYwFIiwkn8cWKGUOhH4EYilHVmfk8ktC37kvt/nsSV3P3cmjrbpD/D04q5hY5ixcTXtcQqu2pfOJd98xnU/fc2G7H08NG6STX+QlzfdA4NZl2l/SsRetiz5g+zdKYy58DwAEoYMouewocyaNp3vX3yVmN692hQ5OBLKbCblh7n0uKBZRgxlNlOcmkbfay5jyH23kb9lG4W72uZkHc2GpC++ZdDlU48u3I4knnUat30wg0nXXMHKr793mR1bliwjO3kPY6eeB0BBdg55+zL592cfMO3zD0jdspX0bS09x7SdI50H9RSnZeDWqRO+URGHlWkv9mdmkpW+lxk/fstbP33H9o2b2JW0xeF63MREbEAQ1383mwfmz+Hxk0/Hr7MRTTpQVsqFX3zIWR+/xzl9+xFkR3ryn4TZ7PjX8UirrsRKqXLga4wn/FOABy11CsswnI1YwAN4X0S2At9iexNfp5SyrvTzsuy/HwgHfrOkXEYD31r63gMirfb5xZKm2QocUEptVUqZge1AN2AYsEwplaeUqgW+AMYDI6zaD1n+DwBEJBHIV0plAIuBwSISBPQG0pRSuy06P7eyY3z9tlJqHmD7iNl47JtEZIOIbEj7bUmLn2thZQUhVj/AIC9vCiorbGTKDh2i1nJ2LU5LoXtgUOOH6O7Bw6MnMnt7ErsL7S75IL+8nDCrSESojy/5lsLNekqqq6mx6J+XvJNeIaE2/RPjE1iekUqdatsvoEtwcEOaA6Akv4AuwUHN5PZs3sLyr7/jssen425VMDn+0gu5dcar/Ou5J1AKgqPty3V3DvCnqqgxzFp9sJjOAV0atuuqqynP3k/S6++x+tHnKUnLYOt7H1Oydx+dA/wJSOhOJ18f3Dp1IvjE3pTts7/uwSswkIrCxtOosvAgXoGNkYyaqmqKM7NZ+uyrzL3nIQr2pLHi1bcpTLW/gLcl/IKDKMlr/A5K8wvxCw4+rHzf8WNIbpKyOGYbQoIotnpKN86D5jbs2byFP776jsufmN6Qitm5ag0xvXvR2cuLzl5e9Ewcwr6df9ul/1jOg3pyNyYR1saUCEBgaAgFubkN24W5eQRZRXOOxPo/lpNwYl88vb3x9PZm0MgR7N7ePK1zJA6UlxLu1xipCPfzI7fcNhp6oKyUZam7qTWbySopZm9RIbEBtumXvPIyUgryGRplX/RI88/Cnsc8s+UlwFRLzcQgpVSsUmonRkThADAQSAQ6We1b3uRYlUqpQUCc5Xi3W2w5aHXcQUop6/hjtZUd1VbtZto+6uUyoLelKHMP0AVwyOOhUmqmUipRKZUYf8qkFmVSigqI9PUjzNsHdzExtms3NmRn2sgEeHo1vE+M6kqWJd/oLibuHzWeZRmprMlqWyHdrvxcuvr7E+Hrh7vJxKTuCaxsMtojyCoNMya2W7Niz8ndE1i8p+1P61G9EijIzqFo/wFqa2rY9ucKThg5zEYmZ08qc998l8sem45vQEBDu7mujooS4+K3Py2dA+np9BgyyC79fnFdqczNpzK/EHNtLQc2biGkf6Nf7O7lxdj/PsGop6cz6unpdImPpf/N19AlLoagvr0oy86h7tAhzHV1HNydineTAsDWENQ9jrL9uZTl5lNXW0vGmvVEDRnQ0N/J24vz3n2Fs15/jrNef47gHvGMve82grrH2a2rJaJ6JVCUncPB/Qeoq6lhx58r6Tki0UamMCun4X3K+k0ERkU2PcwxEd2rJ4VW58HWP1bQu+l5kJLKnDfe4YrHH7I5D/xDQ0nfup26ujrqamtJ37qd0JjW1S7VcyznARiRjdxNfxGeOLDNn0GP3r3Zn5lJbnYOtTU1rF68hKFjm2ZxWyYkPJydSVuMupPaWnYmbSEqzr7zY/v+HOICgoju4o+7ycRpvfqybE+KjczSPckM62oEawM8vYgLDCKz+CDhvn50djMuw36dOzM4qivpRYdPb/6TMSvHv45H2nJTXgjcKSJ3KqWUiAxWSm0G/IFMpZRZRK7GKJI8IkqpChG5C/gJIwWSJiIXKaW+tYxUGaCUam1sbx3whoiEYEQTLgPetLT/T0SCgRLgImCLiJiAi4H+SqlsABGZCDyKEaHpJiI9lFJ7LMeq50+MFNEzInI6RrqmTZiV4oOk9Tw6djImEZak72FfaTGX9h1ASlEhG3IyObPHCQyL6kqdWVF2qJoZG1cDMLprHH1DwvHr1JmJcd0BmLFhNenFLQZSWqROKV5fvZyXTz0bkwi/7t5F+sEirhs8jF35eazal87UvgMYE9uNOmWmtLqaF5Y3RmEifP0I8/ElaX92Wz8C3NzcOOPWG/jskadQZjODp0wmLC6WJZ99SVTPHvQeOZxFsz7lUFUV3zz/MgD+oSFc/vhD1NXV8eF/Hgags7cXF0y7Bzc7R2uY3NzodfG5bHnrA5TZTOSoYfhERZA6dyFdYrsSMuDEw+7r4e1NzKTxbHjxTUQg6MTeR8zHH8mGIVdfwp//fcMYinrSaPy7RrHtuzkExscRPfTIN6y59zxEbWUV5to6sjZsYfyDdzUbaXI0/VNuuZ6vHnsWs9nMwFMmEhoXwx+ff0Vkzx70GjGMDXPnk75lKyY3Nzx9fTn73obBVrx13W1UV1RQV1tL8pr1XPr0I3bXPLi5uXHmrTfy6SNPYq4zM8RyHiz+dDbRvRLoPXI4C2d9wqGqKr5+7iXAcCqueOIhThw7irQtW3nr1rsRhITEwc0ck9Z8Bm09DwAOpqThGRiAV8jhIz5H/Qzc3bnm3nt44b5pmOvMTDjrDLp2j+fb92fRvXdvho4bw56dO3lt+qOUl5ayaeUqvvvgI1764hNGTDyJ7Zs28cC/rkVEGDBieKsdk3rqlOK5pYt45/xLcBPhp+1/sacwn9tGjmNHbg7LUlNYuTeNUXHx/HjVDZiVmVeXL6W4qoo+sRFMGzcJhfG0+MnGtewuyGvzZ3E4Zj/+PBMGDyXEP4B93y/g8Q/f5cN5Pzlcj+bYEdXKYhEReQIoA94CXsdIYZgw0gdniUhP4HtAAQuA25VSvi0N4xSRMqWUr9X2L8A3wArgHYx0iAfwlVLqKUvR5lyl1Hci0s3yvp9lX+u+y4CHMM7veUqpBywy1wLTgYNAEnAII3XzolJqpJUdbkAWMBgjAvM6UIExHLeH5f8MxqjPiAZWAVOAoUcaijr1+89d7nvmF5ccXagdueWkk1yqH+CPtJSjC7Ujof5dji7UziQEtP3m5wg83Vw7tc7SNhYeO5IbB41wqf5rP//YpfoBtn7/9dGF2hG1fHObC/GPxq3jPB1+vX9neVW72dtetPqXrpR6wmrz5hb6dwMDrJoesLQvw6jNsJb1bbJ9ttVms/kzlFLXWL1PB/odpu9LjBt/0/0/Aj5q2g6MbCJXR2PxZg5G7UXTYxVgOBQajUaj0WhaQM/QqdFoNBqNgzheR3c4Gu1caDQajUbjII7XeSkcjV5yXaPRaDQajUPRkQuNRqPRaBzE8Tp01NHoyIVGo9FoNBqHoiMXGo1Go9E4CF3QaaCdC41Go9FoHIROixjotIhGo9FoNBqHoiMXGo1Go9E4CB25MNCRC41Go9FoNA5FRy40Go1Go3EQehItAx250Gg0Go3GQZjNjn8dCyJykYhsFxGziCQeQe40EflbRFJE5EGr9ngRWWtp/1pEOrVGr3YuNBqNRqP557INuAD483AClhXB3wJOB/oCl4lIX0v3i8BrSqkEoAi4vjVKtXOh0Wg0Go2DMCvHv44FpdROpdTfRxEbDqQopVKVUoeAr4BzRUSAScB3FrlPgPNao1c7FxqNRqPR/P8mGthntZ1paQsGDiqlapu0Hx2llH518Bdw0/93G1ytvyPY4Gr9HcEGV+vvCDa4Wn9HsMHV+l3x/wIbrF43Nen/HSP90fR1rpXMMiDxMMe/EPjAavsqYAYQghHRqG+PAba1xmYduTg+uMnVBuB6G1ytH1xvg6v1g+ttcLV+cL0NrtYPrrfB1fqdilJqplIq0eo1s0n/yUqpfi28fm6liiwMx6Gerpa2AiBARNybtB8V7VxoNBqNRvP/m/VAT8vIkE7ApcAcZYQrlmJENgCuBlrlsGjnQqPRaDSafygicr6IZAKjgHkistDSHiUivwIoo6biDmAhsBP4Rim13XKIB4D7RCQFowZjVmv06km0jg9mHl2k3XG1Da7WD663wdX6wfU2uFo/uN4GV+sH19vgav3HDUqpH4EfW2jPBs6w2v4V+LUFuVSM0SR2IZYiDY1Go9FoNBqHoNMiGo1Go9FoHIp2LjQajUaj0TgU7VxoNJpmiEisq234/46IBB3p5WRbXmxNWzvo7TCfgcY+dM1FB0ZE4oCeSqnfRcQLcFdKlbraLmciIoFAT8Czvk0pddg58h2suweQqZSqFpEJwADgU6XUQWfodyUiskkpNcTy/nul1FRX2/T/DRFJAxQgQCzGug4CBAAZSql4J9rScD5Ytf2llBrQzno7zGegsQ89WqSDIiI3YkwUEwT0wJi85F1gcjvrLcX4MTfrApRSqkt76m9iyw3A3Rj/exIwEliNMde9M/geSBSRBIzq9J+B2VhVWLc3IhKKMRSsL7YOVnt/BmL1vns762rZAJHnlFIPWd6fopT6zRV2WPT3Av4DxGF13WzP76H+xiki7wM/Wqr5EZHTaeX6DseKiNwK3AZ0F5G/rLr8gJXtrb8jfAaatqEjFx0UEUnCGP6zVik12NK2VSnV36WGORER2QoMA9YopQaJSG/gOaXUBU7Sv0kpNURE/gNUKaXeFJHN9d+Hk2xYBHwNTANuwZjEJk8p9UA767WOXDR7anUGHcEGK1u2YDj3G4G6+nal1EYn6G72u3fWtUBE/IFA4HngQauuUqVUYXvrt7LDZZ+Bpm3oyEXHpVopdchYlA4s06863RMUkTBsn5gznKi+SilVJSKISGel1C4ROcGJ+mtE5DKMG/rZljYPJ+oHCFZKzRKRu5VSfwB/iMh6J+gdKCIlGBEML6v34OQIVgehVin1jot0Z4vII8Dnlu0rgGwn6XYDSoDbm3aISJATHQxXfgaaNqCdi47LHyLyEMaF/RSM0OQvzlIuIucArwBRQC5GOHgncKKzbAAyRSQA+An4TUSKgL1O1H8tRrTgWaVUmojEA585UT9AjeVvjoiciXFBbfdCNqWUW3vraAVhInIfhlNT/74BpdSr7W2AVdHgLyJyG8ZkRNVWNjjj5noZ8LhFtwL+tLQ5g400PtRIkz6F81Jm1p8BOPcz0LQBnRbpoIiICbgemILxo16IsWqdU74wSxh4EvC7UmqwiEwErlRKXe8M/S3YcxLgDyxQSh1ygj43jOLNK9pb11HsOAtYjrGo0JtAF+BJpdScdtbrDdQopWos2ydg1JqkW2b8a3dE5PEj9SulnnSCDdYFhS2YoNr15tpRzkONxl60c9FBEREfjLRAnWXbDeislKpwkv4NSqlEi5MxWCllFpEtSqmBztBvZcdYjBEzH1mKG32VUmlO0r0CmOQMZ6ajISJ/AtcrpXZbClrXAV9gFJauV0o9eMQD/MMQEU+lVNXR2tpJt8vOQxHpbUlHtljvopTa1M76f+EI6WCl1DntqV/TdnRapOOyGDgZKLNsewGLgNFO0n9QRHwxwo9fiEguUO4k3UDDk2sicALwEUa9w+fAGCeZkAqsFJE5WP3vzgjH12MZpfAOEK6U6iciA4BzlFLPtLPqQKXUbsv7q4EvlVJ3irFi4kZsi/vaBcuIqWUWB0cwFkyaipEau1optbm9bbBiFdD0BttSW3vgyvPwPoxRa6+00Kdo/5FbL1v+XgBE0FhzcRlwoJ11a44B7Vx0XDyVUvWOBUqpMkuo2lmcC1QB92IUT/kDTzlRP8D5wGBgExgL7YiInxP177G8TBhD71zB+xhDIN8DUEr9JSKzgfZ2LqyfFicBL1n0HxIRczvrrudu4GPL+8uAgRg5/sHAG8C49jZARCKAaIzap8E0pke6AM76PbrsPFRK3WT5O9GZeq30/wEgIq8opRKtun4RkQ2usEnTOrRz0XEpF5Eh9WFHERkKVDpLuVLKOkrxibP0NuGQUkqJiIKGVJHTcEZOvxV4K6XW1Y8aslDrBL1/icjLGAWkCRhRMywFts6itr7mAzgLo/agAPhdRP7rJBtOBa7BmGvFOlJQCjzkDAM6wnkoIv9qqV0p9amTTPARke6WFTqxFFc79XqgsQ/tXHRc7gG+FZFsjKelCOASZylvMplWJ4yURLmThyB+IyLvAQGWEPl1GE/yTsFS43E/xggZZ05gZU2+GDOF1jtYFwI5TtB7I0bkIBaYYlXr05fGUHV7YxaRSIxZGScDz1r1eTnDAKXUJ8AnIjJVKfW9M3TWY6k36l5/AxeR72gcKfSMUmqJE80ZZvXeE+P72AQ4y7m4F1gmIqkY18M44GYn6da0Ae1cdFCUUustk0bVz+vwt9VTnDP0N4RfLfnuczFmyHQKFp1fA70xxtmfADzm5Fkav7DYcBZWE1g5UT8Y8wvMBHqLSBaQhpGmaleUUpXAC5b5NbZYta8SkWFH2NWRPAZswJhrYY5Sajs0jBxKdZINACilvrcMBW7qaLZnqvBJ4E6r7RMwoig+GFETpzkXSilrO+ojWF85Uf8CEemJcT0A2IUxBbimg6JHi3QwRGSSUmqJiLQ4C6VS6gdn21SPC2andOkMfCKyUSk1VKzWUBCR9Uopp9xcLSOEXlRKTbOkhEzKyWvLtDQzpjPPA0sB6Qil1HKrNh+Ma1fZ4fd0uB3vYtRYTAQ+AC4E1rXn0Oym55qI/KAss9OKyEqllLMKm1uyzQPYppRy5qR29U7NVOByoI9SKsqZ+jWtR0cuOh4nYTyRnN1CnwKc4lw0cW5MGKM22n3YXRM2icgwpZQzZqRsCZdMYFWPUqrOEhpvWgPT7lhmJr0ciLeMUqjHD3DatM+WAtI3MIo469uc+llYGK2UGmBxNJ8UkVeA+e2sM8B6Q9lOex/ezrptaDIk1ISRHvvGSbq9MCKnl2OcB34Y64o4ZQFDTdvQzkUHQyn1uGUCrflKKaf8eA+DtXNTC6Rj/MCdyQjgChHZizEEr37xtHZdidGKZ8RYW+HfNE5gda+TdNez2XJz/xbbYYjt7WSuwqjtCMF2GGIp8FeLe7Qfi0VkKvCDsyaRa4H6YuoKEYkCCoDIdta5S0TOVErNs260TKz2dzvrbop1nU0tsFcpldneSi0jo8ZhFBS/ifHglaKUWtbeujXHhk6LdFDqJ7FytR2uRIwl55uhlHLmFOAuRUQ+aqFZKaWuc7IdXbBdDdSZi1aVYtQZ1GJEz1yxQu+jGDe3ycBbGE/x7yulHmtHnQnAPAxHr36yqqEYc92cpZRKbi/dR7ErBChwhqMnxgKOJozC0a+UUpkiktreM6Nqjh3tXHRQROQFIB+joND6ibXdL+oici7GKIk+lqYNwFNKqRUi4q+UKm5vG1qwyQdj3ovLlFJntrOulzCejt5r0n4zEO/q2SmdmSoSkZsw5jepAsw03tj/317cRaQzxjw07f47sOi6gsY1fbYDs50xM6hF/0jgBYxU2NMYa+uEYNzw/6WUWuAEG3pjzHNyCcY18QSgn1JKT6LVgdHORQdFjDUNmtLuF3URuRVjTZP7MZwKMOotngH+BzyknDQFuKWY70yMXOupwPcYofF2XcBNRDYCiU2fzCzpqr+UUv3aU/9hbOqLcYG9DDjorKiWiOwGRiml8p2hr4nuI85+qdp56mkrO+IwhmHnW262YzGcz5+cpP8+4GulVJYz9DXRvQFjZIo/xqil05VSayw3/C+dWeBtsWcoxvXgIiBTKeWsGYs1dqJrLjooSql4F6m+CxjTJEKyRETOBjJxQs2BiEzBuIlOAZZihESHKaWubW/dFjq3FPJVxvoqLS1g1S6ISDcaHYoajLH9iUqpdGfZgDEzpFPWs2mBlqacrscZU0/Xp0OuAZSIfIUxJf8y4EwRmaCUuqe9bcAoYFwkIoUYkcxvnfjU7q6Uqp9A7Sml1BoAZaw34iQTGlFKbQQ2isg0nDBDq6btaOeigyEiIzCeEHoAW4HrlFI7nWlDS6kXpVSBiOxVSr3rBBMWYKwEOlZZFikTkf85QW89lSLSUzWurYHFhp44aZZUEVmNUUD6FTBVGetrpDnZsQCYDqwSkbXYLjV+V3srVi6acroJl2GkB72BDCBCKVUhIu5AkjMMUMYMnU+Ksa7MJcAfIpKplDrZCeqtp3pveu47o+bizaPo0SNGOigmVxugacZbwDQgGGO64dedrL9ERJqlPSxtzqq1GAKsxpjm+TcRuR5jIiVn8RgwX0SuEZH+lte1GMV17VbA14QDGE+s4UCopc0VOcz3MCr012AsWFb/andE5Dmr96c4Q2cLVCmlDimlDgJ7lGWmUqVULeDsVUpzgf0YI1XCnKRzoIiUWIpqB1je1287Yw6aDRjnmyfGdWG35TUIY+ZgTQdF11x0MJpOWtTSJEbtrH8sxsyUH9F4E0nEmJ3ySqXUCmfZYrFnNMbT41RgC/CjUmqmE/T2w1gwrL6+YhvwslJqa3vrtrLBH2M1yMuAnhjzHpyqlFrnRBucOnFaE90N576zfwdWNqRiOPsC/BfjnKB+WynVwwk23AZcjOFkfgt8o5Ta0d56OxIisgYjkllr2fYAliulnDZrsMY+tHPRwbC6mNXzsvW2E+Y3qF8J8jYaK9R3AG8ppfa3t+4j2GTCyHdf6oJhmD4umrjJ2oYwjBvMZUCsUirGSXqfw5jj5Bds0yLOGLXUEZyLloYCN+CMOiAReR6joDOpvXUdRr8bsF0p1fuowu1nw98YhcWFlu1AYI2zZwjVtB7tXHQwjnIxc/r8Bq7EMivgl8DPrri5i8goYBbgq5SKtaSGblZK3eYCW7zrQ/IiEuesuT5cNWrJojsTIzUoGIXE1quSopR6taX9/olYRs6MxUiNrXTWSBkr/T8DdyqlMpyp10r/tcATGAXeAowHnlDGwnKaDoh2LjQ2iMhWWs7tO3t2zPoFqi7BGI66HqO4ca4Tx/ivxVhDYk59akBEtjlzKKolLfQBHcDBcTYi8vgRupVq30XD6m2470j9znBwLCNWLqZx6v/zMEaMPNPeuq1s+BNj6u112M67c44TbYjAmLVXYazr4rJIqubo6NEiHRQRCQeeA6KUUqdb5jkYpZSa1c6qz2rn47capdQfGJXxbhjDDm8EPsQYReEsG/Y1GXJX5yzdFl7DmONjjsWeLSIy3lnKReQiYIFSqlREHsEoqntaKbW5vXVbRkkgImOUUiub2OWsRbv8ji7S7lwJDKx3qi0T7CVhzD3jLB51oq7DMZzG4acKI1Wn6aBo56Lj8jFGUeXDlu1kjDHu7epcOCvc3lrEWLTobIwIxhDAmWHQfZbIgbIUkN0NOHVYMLjcwXlUKfWtpdD3ZOAl4F2MJ0hn8SbGd3+0NodT7+C4mGyM0RL1EbvOgFMn1LI4+i7D4lANwyg2B7hLREYppR5yoVmaI6Cdi45LiFLqGxGZDsbQNxFp95uKZYjZkdIizlzP4RuMp5UFwAzgD6WU+ch7OZRbMGYljca4mC8CbneifnC9g1N/zp0JzFRKzRMRpzwxW2peRgOhTdITXXDS0GQxVmQ9LO0534fVHA/FwHYR+c2yfQpGesJpWGYmfRNjzo9OGJ9/uROvB2cAg+p//yLyCbAZY/ZQTQdEOxcdl3IRCcZyo7f8uNt9ngmlVEcIA9czC2MtEWenIgCwTHl9hSt0W+FqBydLRN7DuKG9KMZaF86aH6cT4ItxnbI+L0swamGcgVPm9DgM9dPvbwR+tGpfhvPnPJkBXIoxFDYR+BfQy8k2BGCscQLGdOSaDowu6OygWKrD38SYZ2Ebxhj3C5VSTl3u2jIE0rN+2xnV4iIySSm1REQuaKnfGcNxLXa09NRaDGxQSv3sDBtcjYh4A6cBWy2zhEYC/eunhHaSDQ2jYyxDkn2VUiXO0t/REJEYjCHZLzlR5walVKKI/FVf1O3MOVBE5DKMBdSsR4s8qJT62hn6NfajIxcdFKXUJstoiRMwfkx/K6VqnKVfRM7BWNshCmNmwDiMcPyJR9rPQZyEMSvk2S30KRqr5tsbT6A3xtMaGBN5pWHMWjhROWFdCVc7OJbhrz+IiLeIJAJ7nelYWHheRG7BSNGsB7qIyP+cfHNdSgvRAqVUu69vYtEfirFY12UYv8kfj7yHw6kQYyHBJBH5L5CDE2d4Vkp9KSLLMOouAB7Qo0U6Njpy0cE43NN6PU58at+CMULjd6XUYBGZiDFD5/XO0H8Eu6Yqpb53kq41GIu41Vm23bGseYLxJN/XCTbMpGUHJxhIbS8Hx+JcvoERhn4EY1r6A0A3jAu70wprRSRJKTVIRK7AKOJ8ENjo5GHRQ602PTG+h1ql1P3tqNMPY4bWyzFSED8AlyiluraXziPYEofx/XfCmHPEH3hbKZXiRBsGYJx/DQ/FzroeauxHRy46Hi09rdfjzKf2GmUsVmYSEZNSaqmIvO4k3UfiNYyl151BIEbOv77WxQcIUkrViUj14XdzKAOwdXDewcrBaUe9T2OsSuuPEYoeoJRKtaTJFuPcUTselmLW84AZSqkacfKKnMpYjdOalSLS3kWVuRiFm48AK5RSSkTOb2edLaKU2msZuRXpihE0IvIhxm9hO42LqTnzeqixE+1cdDCcMZ1wKzkoIr4Yqw5+ISK5WE2e40KceVf5L0YYeBmNed7nRMQH+N1JNrjKwTErpZLBmKVTKZUKoJTKFZHadtTbEu9hTEG+BfjT8hTtrEX0ABCRIKtNEzCU9i8qnI5RRPk28KWIuKy+QETOxliKoBMQLyKDgKecOInWSGdECjWOQzsXHRgROROjxsG6oLLdZyW0cC7GEsv3YoyY8AecpftIOC2Pp5SaJSK/YgyHBXhIKZVtef+fw+zmaFzl4JjEWL/BBJgt7+sdO6eupqyUegMjRQOAiGQAnzrTBmxHjdRipKbaNUWolHodeF1EumM4GT8BUSLyAMYCfsntqb8JT2D8DpZZbEsSkXgn6l8tIn3V/7MF245ndM1FB0VE3gW8gYkY0z9fiDHlbbvXPFhmxPxdKTWxvXUdRv+RpiDvpZTq7ERbAjFWJLV28P50ln6LDZE0OjjrrRyc9tSZjhF+bilS5JS1RY6EiGQopWKdoCfWVetptIQYq/VehlF7keBEvWuUUiOtR4hYjxxxgv6TMGap3Y+xgJ7TlyPQ2IeOXHRcRiulBlh+wE+KyCvAfGcotoTczSLir5RyavjZQoeYglxEbsCYtKorxnTLI4HVGIWuzqQKozrfE0gQkYT2dnCUUt3a8/itQUQON+xagHAnmfETlplAReR7pdRUJ+ltwBKlqrRMIHUIWAs4pe7BErm7HWMSr8sBNxHpCdwFrHKGDRZmAVdh1Bk5cyI9TRvRzkXHpdLyt0JEojCq9iOdqL8M2GqZFdB6oaJ2m5HQSsdeV0dPLNyNMfRtjVJqooj0xljvxWm4ysGxzLNyWJRzVuUMx1hXpahJu+C8G5t15MZV0Zo/gXGWKNoijOG4F2OsOdLefAQsBD7DmHOnGphtaXvaCfrryVNKzXGiPs0xop2LjstcEQnAyLnX53s/cKL+H3BhJXYHiJ4AVCmlqkQEEemslNolIic42QZXOTivHKFP4ZzozVyMCbOSmnZYalCcgTrMe2ciSqkKEbkeY/jnfy1Dxdsdy7oy8zEWLjsNw8mo/xxuB5y17P1mEZmNsVhZQyGzHoracdHORQdDRIYB+5RST1u2fTFCgbswhmE6BaXUJ5ahZ7FKqb+dpbcJLoueWMi0OHg/Ab+JSBHg7IXdXOLguDhiVG/DYeuLlFKXO8mMgSL/1979h+pZ1nEcf389trWaG0aaaCuXJRoz11oRQjEaxIp+kqFlSkjias1lxSAkWoIRGf4zTeaM0Y85zGE4UDKYuhaJYy5nzhpICRVqqOSqVZvr0x/f69k559lzdnbGea77nvfnBYc9zz0O98X58Zzvc13fH7GP3MGYVR5D3Vk7ETln5TJGk0hrJtUeIH//ZpKVS00EWbPIoOKDY665FLXFHFy0zzpy+iSRo7W/C6wEFgK3UWmmQgtKz2D87knvBa1aKaqkXk+BNaVD41xyiFpNjQc4JYnw7YxPaq1drdEISVUGpE3iK2RZ6s8l7SnVIw/WuHFELCN3J7YAi0rH1upaVKJvx8jVIi0TEbslXVge30KeNa4pzx+TtLDSOh4lt74fGpMd/oSkBRXu/XHgjZJuKc93kLNVRHaHvOtonz9NaxgB9kg6b9j3OlYlY34u8AtJByrd81vAEjK4uA/4ENnQFG02+wAABwxJREFUqdbgMGtQRGwHlkva0/A6zgVuBd4gaUHp1vkxSVUm9NrUVa1Xt2MyEtlmGmApOWOjp+ZO08EBuQ61srRXk++UemaQTYuWkFNCh650xNwbEUMvd5xIRIxExB/GrGmbpC21AoviYvLn8Nny7vFCPJGyqohYHBF3R8SuiHi891Hj3pLe13RgUawnd28OAigHOF7a6IrsqHws0j6bgG0R8TxZMbIdICLeSt2uhE2Wns2Q9Ocxz38t6UXgxVKWV8up5NdhB+NzPqocDZWk1r0N91r4t6T/RcTLETGHbEk9r6G1dNVGsmlbl8swXyNpR4xv+167U6xNgYOLlpF0Q0RsJctOf6nRc6uTyNyLWlYC1zG+9KzWFuSpY59I+vKYp6dVWgNkhnzTGg1wgJ0l52M9WbX0T7IU1upxGSY8HxHnUHKvIuJisveLtZRzLmygiFhUqZfBoHtvJHM91vddvxpYIukzTayrCSXP4giStjWwlrOBOWVL2iqJiKVkV86tdLQMsySx3gZcRPY9+RNwmaTa1Vt2jBxc2EClOuIMYDNwp6QnKt77dLI64r9AL8B5F1kK9wlJz1Vax3uBtcD5ZN7HCPCvSuWHrRARWyUtneyaDU9E/BQ4j76JoJKubG5VzSjHoicB+4FLJW1seEk2AR+L2EClYdMZZCfAdeW8/c4a2dmS/gZcFBEfIAe3Adwr6YGjfNow3Ewmjd0FLAauAM6tuYCmApyIeDU52+b1MX5o2RzgrGHe247wbkm1m7e1QnndWUH+zN1DDutbAXwNeJzMR7EW8s6FTSoiLiArOC6RNKPp9dQSETslLR47oGns4KZaa2BAgCPpG0O+7yqyv8KZwNhBafuA9ZJuHub9bVREbABuVAcngkbEPeQxyMNk1dLpZKC7alDnVmsPBxc2UEScD1wCfAp4AfgZsLnsKnRCRPyKbGj2QzJ57Bng870+JJXW0GiAExErJa2tcS8bLCJ+D5xD5hl0aiJoRPxO0gXl8Qj5O/gmSf9pdmU2GR+L2EQ2APcCXyLHfHfxl/ly8nx3BXAtOTys9lTM/RExA9gdEd8jX1xr9qdZFxHXAO8vzx8C1kk6WHENXbes6QU06PDPWSnN/ktHX4tOON65sHFKA6/vAFcCvd4K88hg47ou/FEZ0CH0EXI7VsBqSZsrruXNwHNkvsW1ZM7DrZKeqnT/24FXAT8qly4HDkn6Qo3725FKafAKSTc0vZZhi4hDZAl2L+dnFpnMWXO2ix0H71xYvxuBU4D5kv4Bh5Oqvl8+VjW4tlpWM77730yyWmU2GWQNPbgYEOBsYzTAeRgYanARESdLeplMJhx7DPRArYmcXRcR88heK2eS1VObgOvJAG9TcyurpyWzXew4uP239fsIcFUvsACQtA/4IvDhxlZV18AOoaVLZq0Oof0t0HsBzhLyezFsO8q/h0rzIuBwv4FDFe5v8GMymXYtWTW1kww03iGpC0E+cGQbfDsxeOfC+kkDzsrKeWdXztDa0CG06RbovW3orwMPRsQfy/OzAU+orON1vaGFwP0R8WmycVSnWoC3pA2+TZGDC+v3ZERc0T9SOyI+B3Tl3cMjEXHVBB1Cd0zwOdOt6QDntIj4anm8juyvAblr8U4qjfzuur4eIy8Ac6MM2CjBZlc03QbfpsgJnTZORJwF3E0OTXu0XF5MJlJ9UtJfm1pbLW3oENp0C/SIeIYccR2D/l/St4d5f4OIeJrsyDnoeyBJb6m7oua0qQ2+HRsHFzZQX3fMJyVtbXI9Tej7Guyp2SG06QAnInZJWjTMe5jZK5eDC7MWayrAqd2J1Cbm+S6e83Mics6FWYuVYKL2TBXIVsvWoDLf5bV4vgu0YM6PTY2DCzM7QseSBdvqakbnu+wac30f+ce2UyQ9FREjkg4BGyLit8BQZ+zY8fOxiJlZi3m+y7g5P7cDz9LAnB+bGgcXZmYtVmbLLKfD810GtMGfC/ygVht8mzoHF2ZmLeb5LikiZpETUfc2vRabnIMLM7MW6s13iYjd/dv/g669kkXER8nZRjMkzY+IhcD1bqLVXp4tYmbWTp7vMmoN8B7g7wCSHgPmN7ccm4yrRczM2snzXUYdlPRS6Xze4233FnNwYWbWTp2f7xIR9wEryLkinwVGIuJtwDXAbxpdnB2Vj0XMzNppBJgNnEK+EYzycXK51gUbgPuBp4EFZDv8O4CXgM6MnT8ROaHTzKyFPN8lRcRs4JvAMuAnjB6HSNJNjS3MjsrHImZm7TRwIm0HHSDHrM8kd3L8jvgE4ODCzKydOj/fJSKWATcBW4BFkvY3vCQ7Rj4WMTOzVoqI7cBySXuaXotNjYMLMzMzm1auFjEzM7Np5eDCzMzMppWDCzMzM5tWDi7MzMxsWjm4MDMzs2nl4MLMzMym1f8BPdiy9vNGBlEAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (8,8))\n", + "heatmap = sns.heatmap(correlaciones, annot = True, vmin=-1, vmax=1, cmap='BrBG')\n", + "heatmap.set_title('Correlation Heatmap', pad=12);\n", + "\n", + "# plt.savefig('Correlation_Heatmap.png', dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "e14a78bc", + "metadata": {}, + "source": [ + "Se puede reducir la matriz a un triangulo debido a que los valores se repiten. Se guarda gráfico para ppt." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "feb01d98", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":1: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " mask = np.triu(np.ones_like(correlaciones, dtype = np.bool))\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "mask = np.triu(np.ones_like(correlaciones, dtype = np.bool))\n", + "heatmap = sns.heatmap(correlaciones, mask=mask, vmin=-1, vmax=1, annot=True, cmap='BrBG')\n", + "heatmap.set_title('Correlation Heatmap', fontdict={'fontsize':12}, pad=12)\n", + "plt.xticks(rotation=45);\n", + "plt.savefig('Correlation_Heatmap.png', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "markdown", + "id": "345c1795", + "metadata": {}, + "source": [ + "Existen diferentes correlaciones positivas respecto al precio, por lo que se exploran algunas" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "51b2135a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "YearBuilt = df_train5[['YearBuilt','SalePrice']].groupby('YearBuilt').mean().plot(kind='line', title ='Year built vs Sale Price', color = 'green', figsize = (10,6))\n", + "plt.savefig('Year built vs Sale Price.png', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "markdown", + "id": "71d916fe", + "metadata": {}, + "source": [ + "Orden por los vecindarios respecto al precio" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "91bcad4c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colonia = df_train5.groupby('Neighborhood').agg({'SalePrice':'mean'}).sort_values('SalePrice', ascending=False).reset_index()\n", + "sns.set(rc={'figure.figsize':(15,5)})\n", + "sns.set_style('white')\n", + "ax = sns.barplot(x=\"Neighborhood\", y=\"SalePrice\", data=colonia, palette = \"summer\")\n", + "plt.xticks(rotation=45);\n", + "plt.title('Neighborhood vs Sale Price')\n", + "plt.savefig('Neighborhood vs Sale Price.png', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "markdown", + "id": "9b27dab0", + "metadata": {}, + "source": [ + "La principal correlación respecto al precio es la calidad de los acabados." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b2c74817", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "calidad_terminados =df_train5[['OverallQual','SalePrice']].groupby('OverallQual').mean().plot(kind='barh', title ='OverallQual vs SalePrice', color = '#5F9EA0' )\n", + "plt.savefig('OverallQual vs Sale Price.png', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "38e1830f", + "metadata": {}, + "outputs": [], + "source": [ + "df_train6 = df_train5.copy()\n", + "df_train6['OverallQual'] = df_train6['OverallQual'].astype(np.int64, errors = 'ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "436e7ac4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_train6[['Neighborhood','OverallQual']].groupby('Neighborhood').mean().sort_values('OverallQual', ascending=False).plot(kind='bar', title ='Neighborhood vs OverallQual', color = '#5F9EA0' )\n", + "plt.savefig('Neighborhood vs OverallQual', dpi=300, bbox_inches='tight');" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "e6d25e19", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['MSZoning', 'LotFrontage', 'LotArea', 'Street', 'LotShape', 'Utilities',\n", + " 'LotConfig', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'MasVnrType', 'MasVnrArea',\n", + " 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond',\n", + " 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n", + " 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC',\n", + " 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n", + " 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n", + " 'BedroomAbvGr', 'KitchenQual', 'TotRmsAbvGrd', 'Functional',\n", + " 'Fireplaces', 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond',\n", + " 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',\n", + " 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train6.columns" + ] + }, + { + "cell_type": "markdown", + "id": "b8d08a97", + "metadata": {}, + "source": [ + "# Parte 4\n", + "\n", + "## 12 ANOVA\n", + "\n", + "Se revisa si existe relación entre el precio y las condiciones de la casa, es decir si afecta los servicios" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "ff77095d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\charl\\appdata\\local\\programs\\python\\python38\\lib\\site-packages\\statsmodels\\base\\model.py:1832: ValueWarning: covariance of constraints does not have full rank. The number of constraints is 24, but rank is 1\n", + " warnings.warn('covariance of constraints does not have full '\n" + ] + }, + { + "data": { + "text/html": [ + "
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sum_sqdfFPR(>F)
C(Neighborhood)1.299921e+0924.00.0170321.000000
C(Utilities == 'AllPub')4.977619e+061.00.0015650.968449
C(Neighborhood):C(Utilities == 'AllPub')2.131186e+0924.00.0279240.867319
Residual3.504462e+121102.0NaNNaN
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" + ], + "text/plain": [ + " sum_sq df F \\\n", + "C(Neighborhood) 1.299921e+09 24.0 0.017032 \n", + "C(Utilities == 'AllPub') 4.977619e+06 1.0 0.001565 \n", + "C(Neighborhood):C(Utilities == 'AllPub') 2.131186e+09 24.0 0.027924 \n", + "Residual 3.504462e+12 1102.0 NaN \n", + "\n", + " PR(>F) \n", + "C(Neighborhood) 1.000000 \n", + "C(Utilities == 'AllPub') 0.968449 \n", + "C(Neighborhood):C(Utilities == 'AllPub') 0.867319 \n", + "Residual NaN " + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_prices = ols(\"SalePrice ~ C(Neighborhood) * C(Utilities == 'AllPub')\", data = df_train6).fit()\n", + "anova_table = sm.stats.anova_lm(model_prices, typ = 2 )\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "1ef2d463", + "metadata": {}, + "source": [ + "## 13. Con el top de correlaciones de precio se hace una Regresión Lineal para predecir los valores " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "5ba839f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.720\n", + "Model: OLS Adj. R-squared: 0.718\n", + "Method: Least Squares F-statistic: 360.1\n", + "Date: Wed, 14 Jul 2021 Prob (F-statistic): 4.62e-303\n", + "Time: 18:05:27 Log-Likelihood: -13648.\n", + "No. Observations: 1127 AIC: 2.731e+04\n", + "Df Residuals: 1118 BIC: 2.736e+04\n", + "Df Model: 8 \n", + "Covariance Type: nonrobust \n", + "================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------\n", + "const -2.088e+06 1.57e+05 -13.272 0.000 -2.4e+06 -1.78e+06\n", + "GrLivArea 71.9624 5.310 13.552 0.000 61.544 82.381\n", + "GarageCars 2.268e+04 2780.860 8.155 0.000 1.72e+04 2.81e+04\n", + "TotalBsmtSF 37.8624 5.744 6.592 0.000 26.592 49.132\n", + "1stFlrSF 4.2180 6.719 0.628 0.530 -8.964 17.400\n", + "FullBath -5870.5596 3575.871 -1.642 0.101 -1.29e+04 1145.615\n", + "TotRmsAbvGrd 256.6990 1518.282 0.169 0.866 -2722.304 3235.702\n", + "YearBuilt 472.1375 64.357 7.336 0.000 345.863 598.412\n", + "YearRemodAdd 579.8498 83.678 6.929 0.000 415.665 744.034\n", + "==============================================================================\n", + "Omnibus: 495.433 Durbin-Watson: 1.996\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 47101.239\n", + "Skew: -1.068 Prob(JB): 0.00\n", + "Kurtosis: 34.599 Cond. No. 4.30e+05\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The condition number is large, 4.3e+05. This might indicate that there are\n", + "strong multicollinearity or other numerical problems.\n" + ] + } + ], + "source": [ + "X = sm.add_constant(df_train6[['GrLivArea','GarageCars','TotalBsmtSF','1stFlrSF','FullBath','TotRmsAbvGrd','YearBuilt','YearRemodAdd']])\n", + "Y = df_train6['SalePrice']\n", + "model_prices2 = sm.OLS(Y,X).fit()\n", + "precition_prices = model_prices2.predict(X)\n", + "print_model_prices = model_prices2.summary()\n", + "print(print_model_prices)" + ] + }, + { + "cell_type": "markdown", + "id": "bd3eae95", + "metadata": {}, + "source": [ + "Para ver que el modelo funciona se debe de comparar vs los precios de las mismas casas.\n", + "Se ordena de mayor a menor ya que hay que saber si los precios que están calculando pudieran estar en rango" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "ec053b6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Precio_RealPrecio_Calculado
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" + ], + "text/plain": [ + " Precio_Real Precio_Calculado\n", + "691 755000 476716.121645\n", + "1182 745000 487797.635740\n", + "1169 625000 406139.095908\n", + "898 611657 353498.866757\n", + "803 582933 354568.428517\n", + "... ... ...\n", + "410 60000 135451.209885\n", + "1380 58500 63052.714688\n", + "812 55993 106019.748865\n", + "30 40000 89693.900070\n", + "916 35311 41398.941918\n", + "\n", + "[1127 rows x 2 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "comparativo_precios = pd.DataFrame({'Precio_Real': Y, 'Precio_Calculado': precition_prices })\n", + "comparativo_precios.sort_values('Precio_Real', ascending = False)" + ] + }, + { + "cell_type": "markdown", + "id": "0d7c8d6d", + "metadata": {}, + "source": [ + "Se debe de revisar adicional para las casas con el menor precio." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c6c6cf60", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Precio_RealPrecio_Calculado
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" + ], + "text/plain": [ + " Precio_Real Precio_Calculado\n", + "916 35311 41398.941918\n", + "30 40000 89693.900070\n", + "812 55993 106019.748865\n", + "1380 58500 63052.714688\n", + "1100 60000 11186.254638\n", + "... ... ...\n", + "803 582933 354568.428517\n", + "898 611657 353498.866757\n", + "1169 625000 406139.095908\n", + "1182 745000 487797.635740\n", + "691 755000 476716.121645\n", + "\n", + "[1127 rows x 2 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "comparativo_precios = pd.DataFrame({'Precio_Real': Y, 'Precio_Calculado': precition_prices })\n", + "comparativo_precios.sort_values('Precio_Real')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "5b81d1ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "27525.01137456072" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metrics.mean_absolute_error(Y,precition_prices)" + ] + }, + { + "cell_type": "markdown", + "id": "54a94118", + "metadata": {}, + "source": [ + "Si se considera el modelo de manera general, es \"bueno\" ya que los precios pueden llegar hasta los $755,000USD por lo que $27,525USD pudieran estar en rango. Sin embargo si revisamos las casas con menor precio se ve que de $35,311USD que pudiera ser la casa se calculo en $41,398USD." + ] + }, + { + "cell_type": "markdown", + "id": "5ff2a9a0", + "metadata": {}, + "source": [ + "## 14. Entrenar el modelo e incluirle los precios calculados para las casas" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "8fc6f1ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectrical1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesFireplaceQuGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleCondition
0146120RH80.011622PaveNaNRegLvlAllPubInsideGtlNAmesFeedrNorm1Fam1Story5619611961GableCompShgVinylSdVinylSdNone0.0TATACBlockTATANoRec468.0LwQ144.0270.0882.0GasATAYSBrkr896008960.00.01021TA5Typ0NaNAttchd1961.0Unf1.0730.0TATAY1400001200NaNMnPrvNaN062010WDNormal
1146220RL81.014267PaveNaNIR1LvlAllPubCornerGtlNAmesNormNorm1Fam1Story6619581958HipCompShgWd SdngWd SdngBrkFace108.0TATACBlockTATANoALQ923.0Unf0.0406.01329.0GasATAYSBrkr13290013290.00.01131Gd6Typ0NaNAttchd1958.0Unf1.0312.0TATAY393360000NaNNaNGar21250062010WDNormal
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" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1461 20 RH 80.0 11622 Pave NaN Reg \n", + "1 1462 20 RL 81.0 14267 Pave NaN IR1 \n", + "\n", + " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n", + "0 Lvl AllPub Inside Gtl NAmes Feedr \n", + "1 Lvl AllPub Corner Gtl NAmes Norm \n", + "\n", + " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n", + "0 Norm 1Fam 1Story 5 6 1961 \n", + "1 Norm 1Fam 1Story 6 6 1958 \n", + "\n", + " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n", + "0 1961 Gable CompShg VinylSd VinylSd None \n", + "1 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace \n", + "\n", + " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure \\\n", + "0 0.0 TA TA CBlock TA TA No \n", + "1 108.0 TA TA CBlock TA TA No \n", + "\n", + " BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF \\\n", + "0 Rec 468.0 LwQ 144.0 270.0 882.0 \n", + "1 ALQ 923.0 Unf 0.0 406.0 1329.0 \n", + "\n", + " Heating HeatingQC CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF \\\n", + "0 GasA TA Y SBrkr 896 0 0 \n", + "1 GasA TA Y SBrkr 1329 0 0 \n", + "\n", + " GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", + "0 896 0.0 0.0 1 0 2 \n", + "1 1329 0.0 0.0 1 1 3 \n", + "\n", + " KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu \\\n", + "0 1 TA 5 Typ 0 NaN \n", + "1 1 Gd 6 Typ 0 NaN \n", + "\n", + " GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual \\\n", + "0 Attchd 1961.0 Unf 1.0 730.0 TA \n", + "1 Attchd 1958.0 Unf 1.0 312.0 TA \n", + "\n", + " GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n", + "0 TA Y 140 0 0 0 \n", + "1 TA Y 393 36 0 0 \n", + "\n", + " ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold \\\n", + "0 120 0 NaN MnPrv NaN 0 6 2010 \n", + "1 0 0 NaN NaN Gar2 12500 6 2010 \n", + "\n", + " SaleType SaleCondition \n", + "0 WD Normal \n", + "1 WD Normal " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_test = pd.read_csv('test.csv')\n", + "df_test2 = df_test.copy()\n", + "df_test2.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3515267e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 94740.822651\n", + "1 141752.178860\n", + "2 204881.200815\n", + "3 203726.816970\n", + "4 188482.162937\n", + " ... \n", + "1454 81437.481327\n", + "1455 104371.951203\n", + "1456 175690.720947\n", + "1457 111704.580956\n", + "1458 253680.632666\n", + "Length: 1459, dtype: float64" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_2 = sm.add_constant(df_test2[['GrLivArea','GarageCars','TotalBsmtSF','1stFlrSF','FullBath','TotRmsAbvGrd','YearBuilt','YearRemodAdd']])\n", + "calculo_precio_test = model_prices2.predict(X_2) \n", + "calculo_precio_test" + ] + }, + { + "cell_type": "markdown", + "id": "f70b6f62", + "metadata": {}, + "source": [ + "## 15. Guardar nuevos precios en test" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "ef8d19aa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectrical1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesFireplaceQuGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionsales_predictions
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1146220RL81.014267PaveNaNIR1LvlAllPubCornerGtlNAmesNormNorm1Fam1Story6619581958HipCompShgWd SdngWd SdngBrkFace108.0TATACBlockTATANoALQ923.0Unf0.0406.01329.0GasATAYSBrkr13290013290.00.01131Gd6Typ0NaNAttchd1958.0Unf1.0312.0TATAY393360000NaNNaNGar21250062010WDNormal141752.178860
2146360RL74.013830PaveNaNIR1LvlAllPubInsideGtlGilbertNormNorm1Fam2Story5519971998GableCompShgVinylSdVinylSdNone0.0TATAPConcGdTANoGLQ791.0Unf0.0137.0928.0GasAGdYSBrkr928701016290.00.02131TA6Typ1TAAttchd1997.0Fin2.0482.0TATAY212340000NaNMnPrvNaN032010WDNormal204881.200815
3146460RL78.09978PaveNaNIR1LvlAllPubInsideGtlGilbertNormNorm1Fam2Story6619981998GableCompShgVinylSdVinylSdBrkFace20.0TATAPConcTATANoGLQ602.0Unf0.0324.0926.0GasAExYSBrkr926678016040.00.02131Gd7Typ1GdAttchd1998.0Fin2.0470.0TATAY360360000NaNNaNNaN062010WDNormal203726.816970
41465120RL43.05005PaveNaNIR1HLSAllPubInsideGtlStoneBrNormNormTwnhsE1Story8519921992GableCompShgHdBoardHdBoardNone0.0GdTAPConcGdTANoALQ263.0Unf0.01017.01280.0GasAExYSBrkr12800012800.00.02021Gd5Typ0NaNAttchd1992.0RFn2.0506.0TATAY082001440NaNNaNNaN012010WDNormal188482.162937
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14552916160RM21.01894PaveNaNRegLvlAllPubInsideGtlMeadowVNormNormTwnhsE2Story4519701970GableCompShgCemntBdCmentBdNone0.0TATACBlockTATANoRec252.0Unf0.0294.0546.0GasATAYSBrkr546546010920.00.01131TA6Typ0NaNCarPort1970.0Unf1.0286.0TATAY0240000NaNNaNNaN042006WDAbnorml104371.951203
1456291720RL160.020000PaveNaNRegLvlAllPubInsideGtlMitchelNormNorm1Fam1Story5719601996GableCompShgVinylSdVinylSdNone0.0TATACBlockTATANoALQ1224.0Unf0.00.01224.0GasAExYSBrkr12240012241.00.01041TA7Typ1TADetchd1960.0Unf2.0576.0TATAY47400000NaNNaNNaN092006WDAbnorml175690.720947
1457291885RL62.010441PaveNaNRegLvlAllPubInsideGtlMitchelNormNorm1FamSFoyer5519921992GableCompShgHdBoardWd ShngNone0.0TATAPConcGdTAAvGLQ337.0Unf0.0575.0912.0GasATAYSBrkr970009700.01.01031TA6Typ0NaNNaNNaNNaN0.00.0NaNNaNY80320000NaNMnPrvShed70072006WDNormal111704.580956
1458291960RL74.09627PaveNaNRegLvlAllPubInsideModMitchelNormNorm1Fam2Story7519931994GableCompShgHdBoardHdBoardBrkFace94.0TATAPConcGdTAAvLwQ758.0Unf0.0238.0996.0GasAExYSBrkr9961004020000.00.02131TA9Typ1TAAttchd1993.0Fin3.0650.0TATAY190480000NaNNaNNaN0112006WDNormal253680.632666
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1459 rows × 81 columns

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" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1461 20 RH 80.0 11622 Pave NaN Reg \n", + "1 1462 20 RL 81.0 14267 Pave NaN IR1 \n", + "2 1463 60 RL 74.0 13830 Pave NaN IR1 \n", + "3 1464 60 RL 78.0 9978 Pave NaN IR1 \n", + "4 1465 120 RL 43.0 5005 Pave NaN IR1 \n", + "... ... ... ... ... ... ... ... ... \n", + "1454 2915 160 RM 21.0 1936 Pave NaN Reg \n", + "1455 2916 160 RM 21.0 1894 Pave NaN Reg \n", + "1456 2917 20 RL 160.0 20000 Pave NaN Reg \n", + "1457 2918 85 RL 62.0 10441 Pave NaN Reg \n", + "1458 2919 60 RL 74.0 9627 Pave NaN Reg \n", + "\n", + " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n", + "0 Lvl AllPub Inside Gtl NAmes Feedr \n", + "1 Lvl AllPub Corner Gtl NAmes Norm \n", + "2 Lvl AllPub Inside Gtl Gilbert Norm \n", + "3 Lvl AllPub Inside Gtl Gilbert Norm \n", + "4 HLS AllPub Inside Gtl StoneBr Norm \n", + "... ... ... ... ... ... ... \n", + "1454 Lvl AllPub Inside Gtl MeadowV Norm \n", + "1455 Lvl AllPub Inside Gtl MeadowV Norm \n", + "1456 Lvl AllPub Inside Gtl Mitchel Norm \n", + "1457 Lvl AllPub Inside Gtl Mitchel Norm \n", + "1458 Lvl AllPub Inside Mod Mitchel Norm \n", + "\n", + " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n", + "0 Norm 1Fam 1Story 5 6 1961 \n", + "1 Norm 1Fam 1Story 6 6 1958 \n", + "2 Norm 1Fam 2Story 5 5 1997 \n", + "3 Norm 1Fam 2Story 6 6 1998 \n", + "4 Norm TwnhsE 1Story 8 5 1992 \n", + "... ... ... ... ... ... ... \n", + "1454 Norm Twnhs 2Story 4 7 1970 \n", + "1455 Norm TwnhsE 2Story 4 5 1970 \n", + "1456 Norm 1Fam 1Story 5 7 1960 \n", + "1457 Norm 1Fam SFoyer 5 5 1992 \n", + "1458 Norm 1Fam 2Story 7 5 1993 \n", + "\n", + " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n", + "0 1961 Gable CompShg VinylSd VinylSd None \n", + "1 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace \n", + "2 1998 Gable CompShg VinylSd VinylSd None \n", + "3 1998 Gable CompShg VinylSd VinylSd BrkFace \n", + "4 1992 Gable CompShg HdBoard HdBoard None \n", + "... ... ... ... ... ... ... \n", + "1454 1970 Gable CompShg CemntBd CmentBd None \n", + "1455 1970 Gable CompShg CemntBd CmentBd None \n", + "1456 1996 Gable CompShg VinylSd VinylSd None \n", + "1457 1992 Gable CompShg HdBoard Wd Shng None \n", + "1458 1994 Gable CompShg HdBoard HdBoard BrkFace \n", + "\n", + " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond \\\n", + "0 0.0 TA TA CBlock TA TA \n", + "1 108.0 TA TA CBlock TA TA \n", + "2 0.0 TA TA PConc Gd TA \n", + "3 20.0 TA TA PConc TA TA \n", + "4 0.0 Gd TA PConc Gd TA \n", + "... ... ... ... ... ... ... \n", + "1454 0.0 TA TA CBlock TA TA \n", + "1455 0.0 TA TA CBlock TA TA \n", + "1456 0.0 TA TA CBlock TA TA \n", + "1457 0.0 TA TA PConc Gd TA \n", + "1458 94.0 TA TA PConc Gd TA \n", + "\n", + " BsmtExposure BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 \\\n", + "0 No Rec 468.0 LwQ 144.0 \n", + "1 No ALQ 923.0 Unf 0.0 \n", + "2 No GLQ 791.0 Unf 0.0 \n", + "3 No GLQ 602.0 Unf 0.0 \n", + "4 No ALQ 263.0 Unf 0.0 \n", + "... ... ... ... ... ... \n", + "1454 No Unf 0.0 Unf 0.0 \n", + "1455 No Rec 252.0 Unf 0.0 \n", + "1456 No ALQ 1224.0 Unf 0.0 \n", + "1457 Av GLQ 337.0 Unf 0.0 \n", + "1458 Av LwQ 758.0 Unf 0.0 \n", + "\n", + " BsmtUnfSF TotalBsmtSF Heating HeatingQC CentralAir Electrical \\\n", + "0 270.0 882.0 GasA TA Y SBrkr \n", + "1 406.0 1329.0 GasA TA Y SBrkr \n", + "2 137.0 928.0 GasA Gd Y SBrkr \n", + "3 324.0 926.0 GasA Ex Y SBrkr \n", + "4 1017.0 1280.0 GasA Ex Y SBrkr \n", + "... ... ... ... ... ... ... \n", + "1454 546.0 546.0 GasA Gd Y SBrkr \n", + "1455 294.0 546.0 GasA TA Y SBrkr \n", + "1456 0.0 1224.0 GasA Ex Y SBrkr \n", + "1457 575.0 912.0 GasA TA Y SBrkr \n", + "1458 238.0 996.0 GasA Ex Y SBrkr \n", + "\n", + " 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath \\\n", + "0 896 0 0 896 0.0 0.0 \n", + "1 1329 0 0 1329 0.0 0.0 \n", + "2 928 701 0 1629 0.0 0.0 \n", + "3 926 678 0 1604 0.0 0.0 \n", + "4 1280 0 0 1280 0.0 0.0 \n", + "... ... ... ... ... ... ... \n", + "1454 546 546 0 1092 0.0 0.0 \n", + "1455 546 546 0 1092 0.0 0.0 \n", + "1456 1224 0 0 1224 1.0 0.0 \n", + "1457 970 0 0 970 0.0 1.0 \n", + "1458 996 1004 0 2000 0.0 0.0 \n", + "\n", + " FullBath HalfBath BedroomAbvGr KitchenAbvGr KitchenQual \\\n", + "0 1 0 2 1 TA \n", + "1 1 1 3 1 Gd \n", + "2 2 1 3 1 TA \n", + "3 2 1 3 1 Gd \n", + "4 2 0 2 1 Gd \n", + "... ... ... ... ... ... \n", + "1454 1 1 3 1 TA \n", + "1455 1 1 3 1 TA \n", + "1456 1 0 4 1 TA \n", + "1457 1 0 3 1 TA \n", + "1458 2 1 3 1 TA \n", + "\n", + " TotRmsAbvGrd Functional Fireplaces FireplaceQu GarageType GarageYrBlt \\\n", + "0 5 Typ 0 NaN Attchd 1961.0 \n", + "1 6 Typ 0 NaN Attchd 1958.0 \n", + "2 6 Typ 1 TA Attchd 1997.0 \n", + "3 7 Typ 1 Gd Attchd 1998.0 \n", + "4 5 Typ 0 NaN Attchd 1992.0 \n", + "... ... ... ... ... ... ... \n", + "1454 5 Typ 0 NaN NaN NaN \n", + "1455 6 Typ 0 NaN CarPort 1970.0 \n", + "1456 7 Typ 1 TA Detchd 1960.0 \n", + "1457 6 Typ 0 NaN NaN NaN \n", + "1458 9 Typ 1 TA Attchd 1993.0 \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "0 Unf 1.0 730.0 TA TA Y \n", + "1 Unf 1.0 312.0 TA TA Y \n", + "2 Fin 2.0 482.0 TA TA Y \n", + "3 Fin 2.0 470.0 TA TA Y \n", + "4 RFn 2.0 506.0 TA TA Y \n", + "... ... ... ... ... ... ... \n", + "1454 NaN 0.0 0.0 NaN NaN Y \n", + "1455 Unf 1.0 286.0 TA TA Y \n", + "1456 Unf 2.0 576.0 TA TA Y \n", + "1457 NaN 0.0 0.0 NaN NaN Y \n", + "1458 Fin 3.0 650.0 TA TA Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch \\\n", + "0 140 0 0 0 120 \n", + "1 393 36 0 0 0 \n", + "2 212 34 0 0 0 \n", + "3 360 36 0 0 0 \n", + "4 0 82 0 0 144 \n", + "... ... ... ... ... ... \n", + "1454 0 0 0 0 0 \n", + "1455 0 24 0 0 0 \n", + "1456 474 0 0 0 0 \n", + "1457 80 32 0 0 0 \n", + "1458 190 48 0 0 0 \n", + "\n", + " PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold SaleType \\\n", + "0 0 NaN MnPrv NaN 0 6 2010 WD \n", + "1 0 NaN NaN Gar2 12500 6 2010 WD \n", + "2 0 NaN MnPrv NaN 0 3 2010 WD \n", + "3 0 NaN NaN NaN 0 6 2010 WD \n", + "4 0 NaN NaN NaN 0 1 2010 WD \n", + "... ... ... ... ... ... ... ... ... \n", + "1454 0 NaN NaN NaN 0 6 2006 WD \n", + "1455 0 NaN NaN NaN 0 4 2006 WD \n", + "1456 0 NaN NaN NaN 0 9 2006 WD \n", + "1457 0 NaN MnPrv Shed 700 7 2006 WD \n", + "1458 0 NaN NaN NaN 0 11 2006 WD \n", + "\n", + " SaleCondition sales_predictions \n", + "0 Normal 94740.822651 \n", + "1 Normal 141752.178860 \n", + "2 Normal 204881.200815 \n", + "3 Normal 203726.816970 \n", + "4 Normal 188482.162937 \n", + "... ... ... \n", + "1454 Normal 81437.481327 \n", + "1455 Abnorml 104371.951203 \n", + "1456 Abnorml 175690.720947 \n", + "1457 Normal 111704.580956 \n", + "1458 Normal 253680.632666 \n", + "\n", + "[1459 rows x 81 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_test2['sales_predictions'] = calculo_precio_test\n", + "df_test2" + ] + } + ], + "metadata": { + 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