{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "
''')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Storytelling\n", "This notebook dives deeper into data and tries to tell a story by means of visualizations. \n", "Data was cleaned in the previous data-wrangling exercise. Therefore, there are no outliers or missing values in the current data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Import useful libraries\n", "import pandas as pd\n", "import numpy as np\n", "import pickle\n", "import matplotlib.pyplot as plt\n", "\n", "from collections import defaultdict\n", "\n", "import matplotlib as mpl\n", "import seaborn as sns\n", "sns.set(style ='white',font_scale=1.25)\n", "%matplotlib inline\n", "\n", "# Import all functions\n", "from functions import *\n", "\n", "# Set waring to 'ignore' to prevent them from prining on screen\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "with open('data/wrangled_data.pkl','rb') as file:\n", " housing_orig, FEATURES, transformers = pickle.load(file)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilitiesLotConfig...SaleTypeSaleConditionSalePricelog1p(SalePrice)log1p(GrLivArea)LatLngzipcodemedian_household_incomemedian_home_value
Id
160RL65.08450PaveMissingRegLvlAllPubInside...WDNormal20850012.2476997.44483342.022197-93.65151050010.048189.0165300.0
220RL80.09600PaveMissingRegLvlAllPubFR2...WDNormal18150012.1090167.14124542.041304-93.65030250011.048189.0165300.0
360RL68.011250PaveMissingIR1LvlAllPubInside...WDNormal22350012.3171717.48829442.022197-93.65151050010.048189.0165300.0
470RL60.09550PaveMissingIR1LvlAllPubCorner...WDAbnorml14000011.8494057.44891642.018614-93.64889850014.037661.0212500.0
560RL84.014260PaveMissingIR1LvlAllPubFR2...WDNormal25000012.4292207.69575842.047831-93.64674550010.048189.0165300.0
\n", "

5 rows × 87 columns

\n", "
" ], "text/plain": [ " MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", "Id \n", "1 60 RL 65.0 8450 Pave Missing Reg \n", "2 20 RL 80.0 9600 Pave Missing Reg \n", "3 60 RL 68.0 11250 Pave Missing IR1 \n", "4 70 RL 60.0 9550 Pave Missing IR1 \n", "5 60 RL 84.0 14260 Pave Missing IR1 \n", "\n", " LandContour Utilities LotConfig ... SaleType SaleCondition SalePrice \\\n", "Id ... \n", "1 Lvl AllPub Inside ... WD Normal 208500 \n", "2 Lvl AllPub FR2 ... WD Normal 181500 \n", "3 Lvl AllPub Inside ... WD Normal 223500 \n", "4 Lvl AllPub Corner ... WD Abnorml 140000 \n", "5 Lvl AllPub FR2 ... WD Normal 250000 \n", "\n", " log1p(SalePrice) log1p(GrLivArea) Lat Lng zipcode \\\n", "Id \n", "1 12.247699 7.444833 42.022197 -93.651510 50010.0 \n", "2 12.109016 7.141245 42.041304 -93.650302 50011.0 \n", "3 12.317171 7.488294 42.022197 -93.651510 50010.0 \n", "4 11.849405 7.448916 42.018614 -93.648898 50014.0 \n", "5 12.429220 7.695758 42.047831 -93.646745 50010.0 \n", "\n", " median_household_income median_home_value \n", "Id \n", "1 48189.0 165300.0 \n", "2 48189.0 165300.0 \n", "3 48189.0 165300.0 \n", "4 37661.0 212500.0 \n", "5 48189.0 165300.0 \n", "\n", "[5 rows x 87 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing = housing_orig.copy()\n", "housing.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bivariate Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Numerical Data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "y = housing.SalePrice\n", "housing_num = housing[FEATURES['num']+FEATURES['aug_num']]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "mpl.rcParams['xtick.labelsize'] = 10\n", "mpl.rcParams['ytick.labelsize'] = 10" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k_cols = 3\n", "fig, axes = plt.subplots(ncols=k_cols,nrows=14,figsize=(15,50))\n", "fig.subplots_adjust(hspace=0.35)\n", "axes = axes.flatten()\n", "yticks = np.arange(0,housing['SalePrice'].max()+1,100000)\n", "yticklabs = [int(num) for num in np.arange(0,housing['SalePrice'].max()+1,100000)/1000]\n", "for ii, feat in enumerate(housing_num.corrwith(y,method='spearman').sort_values(ascending=False).index):\n", " if feat in 'OverallQual MSSubClass OverallCond BsmtFullBath \\\n", " BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n", " Fireplaces GarageCars MoSold YrSold TotRmsAbvGrd'.split():\n", " \n", " if feat not in FEATURES['discrete']:\n", " FEATURES['discrete'].append(feat)\n", " sns.boxplot(x=feat,y='SalePrice',data=housing,ax=axes[ii])\n", " else:\n", " if feat not in FEATURES['cont']:\n", " FEATURES['cont'].append(feat)\n", " axes[ii].scatter(x=housing[feat],y=y,alpha=0.25,marker='s')\n", " \n", " if ii % k_cols != 0:\n", " axes[ii].set_ylabel('')\n", " else:\n", " axes[ii].set_ylabel('Sale Price \\n(Thousand USD)',fontsize=13)\n", "\n", " axes[ii].set_yticks(ticks=yticks)\n", " axes[ii].set_yticklabels(labels=yticklabs)\n", " axes[ii].set_xlabel(feat,fontsize=13)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Overall quality vs. Sale Price" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='OverallQual',y='SalePrice',data=housing)\n", "_=plt.yticks(ticks=yticks,labels=yticklabs)\n", "_=plt.ylabel('Sale Price\\n(Thousand USD)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observation:\n", "- Better quality houses have a higher price" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Housing property size vs. Sale Price" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "size = dict(zip(['GrLivArea',\n", " 'GarageArea',\n", " 'TotalBsmtSF',\n", " '1stFlrSF',\n", " 'LotArea',\n", " 'TotRmsAbvGrd',\n", " 'FullBath'],['Above ground living area (sq. ft.)',\n", " 'Garage area (sq. ft.)',\n", " 'Total basement area (sq. ft.)',\n", " 'Area of the first floor (sq. ft.)',\n", " 'Lot Area (sq. ft.)',\n", " 'Total number of rooms above ground',\n", " 'Total number of full bathrooms']))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k_cols = 3\n", "fig, axes = plt.subplots(ncols=k_cols,nrows=3,figsize=(15,10))\n", "fig.subplots_adjust(hspace=0.35)\n", "axes = axes.flatten()\n", "for ii, feat in enumerate(['log1p(GrLivArea)','GarageArea','TotalBsmtSF','1stFlrSF','LotArea','TotRmsAbvGrd','FullBath']):\n", " if feat in 'OverallQual MSSubClass OverallCond BsmtFullBath \\\n", " BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n", " Fireplaces GarageCars MoSold YrSold TotRmsAbvGrd'.split():\n", " \n", " if feat not in FEATURES['discrete']:\n", " FEATURES['discrete'].append(feat)\n", " sns.boxplot(x=feat,y='SalePrice',data=housing,ax=axes[ii])\n", " else:\n", " if feat not in FEATURES['cont']:\n", " FEATURES['cont'].append(feat)\n", " sns.regplot(x=housing[feat],y=y,ax=axes[ii],\n", " scatter_kws=dict(alpha=0.25),\n", " color=sns.color_palette(n_colors=1)[0])\n", " #axes[ii].scatter(x=housing[feat],y=y,alpha=0.25,marker='s')\n", " \n", " if ii % k_cols != 0:\n", " axes[ii].set_ylabel('')\n", " else:\n", " axes[ii].set_ylabel('Sale Price \\n(Thousand USD)',fontsize=13)\n", "\n", " axes[ii].set_yticks(ticks=yticks)\n", " axes[ii].set_yticklabels(labels=yticklabs)\n", " axes[ii].set_xlabel(feat,fontsize=13)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observation:\n", "- Generally, the sale price increases as the size of the housing property increase. Size of the housing property is reflected by variables shown in the plot above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Categorical Data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "housing_cat = housing[FEATURES['cat']]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k_cols = 3\n", "fig, axes = plt.subplots(ncols=k_cols,nrows=15,figsize=(20,80))\n", "fig.subplots_adjust(hspace=0.4)\n", "axes = axes.flatten()\n", "yticks = np.arange(0,housing['SalePrice'].max()+1,100000)\n", "yticklabs = [int(num) for num in np.arange(0,housing['SalePrice'].max()+1,100000)/1000]\n", "for ii, feat in enumerate(FEATURES['cat']):\n", " order = y.groupby(housing_cat[feat]).median().sort_values().index.to_list()\n", " sns.boxplot(x=feat,y='SalePrice',data=housing_cat.join(y),ax=axes[ii],order=order)\n", " \n", " if ii % k_cols != 0:\n", " axes[ii].set_ylabel('')\n", " else:\n", " axes[ii].set_ylabel('Sale Price \\n(Thousand USD)',fontsize=13)\n", "\n", " axes[ii].set_yticks(ticks=yticks)\n", " axes[ii].set_yticklabels(labels=yticklabs)\n", " axes[ii].set_xlabel(feat,fontsize=13)\n", " \n", " for tick in axes[ii].get_xticklabels():\n", " tick.set_rotation(45)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following are the top 10 categorical features that influence house price the most (listed in descending order of thier influence):\n", "\n", "1. Neighborhood: Neighborhood has highest influence on house price\n", " - Houses located in **North Ridge** and **North Ridge Heights** have the highest median price\n", "2. Quality of the exterior material (ExterQual)\n", " - Houses with **excellent** quality of external material tend to have higher price\n", "3. Height of the basement (BsmtQual)\n", " - Houses with basement **heights > 100 inches** tend to have higher price\n", "4. Kitchen Quality (KitchenQual)\n", " - **Better quality**, higher price\n", "5. GarageFinish\n", " - Houses with garage that have **finished interior** have higher price\n", "6. GarageType \n", " - Houses with **built-in garage** have higher price\n", "7. Foundation \n", " - Houses with foundation made out of **poured concrete**\n", "8. Type of dwelling involved in the sale (MSSubClass)\n", " - **2-STORY dwelling built in and after 1946** have higher price\n", "9. Fireplace Quality (FireplaceQu)\n", " - Houses with **excellent** quality fireplace have higher price\n", "10. Heating quality and condition (HeatingQC)\n", " - Houses with **excellent** quality heating and condition higher price" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multivariate Analysis" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def cpal(n_colors):\n", " colors = [hex for name,hex in mpl.colors.cnames.items()]\n", " return colors[:n_colors]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# First create new dataframe that is sorted by GrLivArea in descending order, \n", "# so that larger data points fall behind the smaller data points in the plot\n", "data = housing.sort_values(by='log1p(GrLivArea)',ascending=False)\n", "\n", "# To define sizes of the data points create an area area array by scaling down\n", "# the GrLivArea (otherwise it will occupy the entire figure)\n", "area = 20*data['log1p(GrLivArea)']\n", "# Define color using the overall quality\n", "color = data.OverallQual\n", "\n", "# Sale condition as edgecolor\n", "edgecolors = data.SaleCondition.map({'Normal':'green',\n", " 'Abnorml':'orange',\n", " 'Alloca':'purple',\n", " 'Partial':'cyan',\n", " 'Family':'palegreen',\n", " 'AdjLand':'red'})\n", "\n", "\n", "ax = data.plot.scatter('YearBuilt','SalePrice',\n", " s=area,\n", " color=color,\n", " colormap=plt.get_cmap('Blues'),\n", " linewidths=2,\n", " edgecolors=edgecolors,\n", " figsize=(10,6),\n", " sharex=False) # to keep x axis from being hidden" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are visualizing SalePrice against four variables: YearBuilt (x-axis), OverallQual (colomap), GrLivArea (size of the points), and Sale condition (edgecolors of the points)\n", "\n", "Egdecolors distinguishing Sale Condition: \n", " * Normal = green \n", " * Abnorml = orange \n", " * Alloca = purple \n", " * Partial = cyan \n", " * Family = palegreen \n", " * AdjLand = red\n", "- Houses with partial SaleCondition (cyan edgecolors) are all built after 2000. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def ecdf(df,feature,grouping_feature=None):\n", " if grouping_feature:\n", " levels = df[grouping_feature].unique()\n", " for ii, level in enumerate(levels):\n", " x = df[df[grouping_feature] == level][feature].sort_values()\n", " #y = y = np.arange(1,len(x)+1)/len(x)\n", " y = np.arange(1,len(x)+1)/len(x)\n", " _=plt.plot(x,y,marker='.',linestyle='none',c='C{}'.format(ii),label=level)\n", " _=plt.legend(loc='center right',bbox_to_anchor=(1.35,0.5))\n", " else:\n", " x = df[feature].sort_values()\n", " #y = y = np.arange(1,len(x)+1)/len(x)\n", " y = np.arange(1,len(x)+1)/len(x)\n", " _=plt.plot(x,y,marker='.',linestyle='none',c='C0')\n", " \n", " _=plt.ylabel('ECDF')\n", " _=plt.xlabel(feature)\n", " plt.margins(0.02)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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biEgOTf7NstBy7RkinUUmSaQHkHbJkyQfxOuKSA5MmrmUDz9ufmf90Mo+eYhGJFwmSWQ98JkM6h0MhHfeikibTJuzPHTnQoBpV42MNhiRFmSSROYDE80s7QpvZrY78H3gsVwFJlLK0t3Sq1aIdDaZJJGbgd2B58zsdDPbtcaCmXU1s9OAJfE6P++YMEVKx+z51aHlfXt1VStEOp1Wk4i7bwK+COwgaJVsNbMNZraeYNHFx4F64IvxuiLSDg8/tTq0/J7Jp0UciUjrMlrvyt0dOMLMvgB8ARgUP7QBWOzuz3ZQfCIlZdqc5aGrnY48fFBIqUj+tZpEzOx8YKG717n7M8AzZrYv8La770iqtw8w3t1v7rhwRYpburGQiRccEXEkIpnJZEzkXpI2mzKzcuANIHWZk0rgZ7kLTaS0TJq5NLRcEwulM8t0P5FMykSkHcJu6S2LaWKhdG4ZLcAoIh0r3SKL3znnsIgjEWmbyDeSMrNRwO1AOTDL3W9JU28s8CBwpLuH/x8mUiSeSbPI4qhjq6INRKSNMm2JhN0wkumWubvEx1OmA6cRzHAfZ2YHh9TrBXwPeKGt7yFSiBq0yKIUqPZsj/vnlLJMXusoYLW7rwUws/uAMcBrKfV+BtwK/CDD+EQKVroBdY2FSCGIenvcQcC6pMfrgaOTK5jZCKDS3eebmZKIFL2wAfVuXTRcKYUh6u1xw+7q2tWQN7My4L+A8Tl8T5FO69wfzw8tv2SMNgqVwhD11531BPNJEgYDG5Me9wIOARabWS3BXibzzEwzraToTJuznI+27WxW3rdXVw2oS8GI+u6sl4ADzWw/giVTzgPOTxx09y1A/8RjM1sM/EB3Z0kxSjc7XWtkSSGJtCXi7vXAlcAi4HXgAXevNrMpZnZWlLGI5JNmp0uxiHyeiLsvABaklE1KU3dkFDGJRE2z06VY6BYQkYilG0zX7HQpREoiIhE6//rHQwfTu3Ut02C6FCQlEZGIXDj5CbZ+lDpnN3DjZcdFHI1IbiiJiERg2pzlvL91e+ixc046gIOq+kUckUhuKImIRCDd7bwjDx+kwXQpaEoiIh1swtQnQ8tHDO2vHQul4CmJiHSwdZs+bFbWq0cFUzQOIkVASUSkA11846LQ8t/97IyIIxHpGEoiIh1k2pzlbHr/42blZfq/ToqI/jmLdJB0g+lnn6ilTaR4KImIdIB0g+lDK/vobiwpKkoiIh0g3WD6tKtGRh+MSAdSEhGJiAbTpRgpiYjkWLquLJFipCQikkM1tXWhXVm9e3bJQzQiHU9JRCSHbrz7+dDy6791TMSRiERDSUQkh7Z8uKNZWeWAnlpgUYqWkohIjoy99rHQ8hnXnBxxJCLRiXx7XJFis3BZLTPmvkJjyDGNhUixUxIRaYfZ86t56KnVaY9rLESKnbqzRLJUU1vXYgK5YuxhGguRoqeWiEiWrrljSWh5l/IYN084XglESoKSiEgWLr5xEQ0hgyA9upVz/82jow9IJE/UnSXSRguX1YYu8R6LoQQiJUdJRKSNZsx9JbT81itPiDgSkfxTEhFpg4m3LQ69lXdoZR+NgUhJUhIRaYNV67Y0KysrQ0u8S8lSEhHJ0KSZS0PLp16hbiwpXUoiIhmoqa1jxarNzcq7lMfUjSUlTUlEpBU1tXX88Ffhc0K+ffahEUcj0rkoiYi04trpz4aWd+taxqhjq6INRqSTURIRacGkmUvZGTarELjxsuMijkak81ESEWlB2DhILAa/+O4JGgsRIQ/LnpjZKOB2oByY5e63pBy/GrgEqAfeBb7l7m9GHadIuv1Bbr1SCUQkIdKWiJmVA9OB04CDgXFmdnBKtRXAEe5+KDAXuDXKGEUAJkx9km07GpqVD+jbXQlEJEnULZGjgNXuvhbAzO4DxgCvJSq4+1NJ9Z8HvhFphFLyJt62mHWbPgw9dtd1p0YcjUjnFvWYyCBgXdLj9fGydC4GnujQiESSTJuzPHRWOgT7g4hIU1G3RGIhZaG3vpjZN4AjgBM7NCKRJE+/vCG0vHJAT93OKxIi6iSyHqhMejwY2JhaycxOBn4CnOju2yKKTUrcpJlLQ7/RDOjbnRnXnBx5PCKFIOok8hJwoJntB2wAzgPOT65gZiOAmcAod98UcXxSombPrw69nRc0DiLSkkjHRNy9HrgSWAS8Djzg7tVmNsXMzopX+wWwO/Cgmf3NzOZFGaOUpkeeXhNaPmJo/4gjESkskc8TcfcFwIKUsklJv6vfQCK1cFlt6Kz0vr26MkWz0kVapD3WpWTNnl/NI8+sYefO8GVN7pl8WsQRiRQeJREpSdPmLGdxmjuxAHr37BJhNCKFS0lESs6EqU+mnUyYcP23jokoGpHCpiQiJaWl2egxoGqf3kw45zAtbSKSISURKSnpZqP36lHB7352RsTRiBQ+LQUvJSPdHumVA3oqgYhkSS0RKQktjYNoNrpI9tQSkaLX0jjI0Mo+EUcjUlyURKSozZ5fnXYcpG+vrky7amS0AYkUGXVnSVF76KnVoeWVA3qqG0skB5REpCjNnl+dNoFoVV6R3FESkaLT0iB6l4qYVuUVySElESkaC5fVMuvRlaF7oyfc/J3jowtIpAQoiUhRWLislulzX0l7vGuXMm66/DjNRBfJMSURKQozHkqfQDSILtJxlESk4E2Y+iSN4au5M2Jof+0JItKBlESkoC1cVpt2EP2KsYcx6tiqSOMRKTWabCgFbeYfXg0tVwIRiYZaIlKQWtqVsHJATyUQkYgoiUjBuXDyE7y/dXva4xpEF4mOurOkoEy8bXGLCWTE0P4RRiMiaolIQUm3mGIM+KzuxBKJnJKIFDzdxiuSP+rOkoJx4eQnQsuVQETyR0lECkK6sZAy/QsWySt1Z0mntnBZLb9b9HrawfSzTzwg2oBEpAklEemUps1ZztJXNrIjZB5Iwoih/Rk/eliEUYlIKiUR6VQWLqvlngXVbP2ovsV6A/p211iISCegJCKdwuz51cxbspYd9en3AkkY0Le7NpYS6SSURCRvamrreOipf/DqP97lo207W63fq0cXLjz9YC1pItKJKIlIpGpq61i5ZjNPLX8r7eq7qZQ8RDovJRHpMLPnV7P45fUM3LMH488YxvN/f5uHF69Ou/dHsm5dyyiPlXHUsL2YeMERHR+siGRFSUSysnBZLc+9upHPH7oPo46tapIwRh5eyeKX11G9tg6A97Z8zI9+tYQMcgegGegihSTyJGJmo4DbgXJglrvfknK8G3AP8DngPeBcd6+NOs5SldzdtHHzRwwZ1JtpV41sUid5P/MVq97luVc3sGLVZiBIGInkkay1BNKrRwV79OrOWScMUbeVSAGJNImYWTkwHTgFWA+8ZGbz3P21pGoXA++7+wFmdh4wFTi3Pe+buDAOH9Kfg6r6teelIokh07q5Oq/E6/Tq0ZXfPLqS7Ts+uUNq1botTLxtcZNE8tyrG5s8v/qN5kkjVYzmiaS8LMaAfrtx9bjP5e1zEZH2ibolchSw2t3XApjZfcAYIDmJjAEmx3+fC9xhZjF3z7Q3pIma2jp+cudS6usbqKgo46bLj4v8gtWWGDKtm6vzSn6dWCxGQ8iAxZoNHzR5/PlD92HFqnd3PR62X79dLZGEWCxIHL16dGXwXrsz/oxh1L79AX964U369enOOScdqMQhUgSiTiKDgHVJj9cDR6er4+71ZrYF2BPYTBZWrtlMfX0DDY1QX9/AyjWbI794tSWGTOvm6rySXyfW2EhZWYydKYlkyKDeTR4nuptaGhPZ+tH2Zi2kg6r6qatKpMhEnURiIWWpX30zqZOx4UP6U1FRtusb+/Ah0W9a1JYYMq2bq/NKfZ1Lxwxn60fbWxwTgSCRJCeE8aOHaQkSkRIUdRJZD1QmPR4MbExTZ72ZVQB9gNY73dM4qKofN11+XF7HRNoSQ6Z1c3Ve6V7na18amtXriUhpiTqJvAQcaGb7ARuA84DzU+rMA/4XsAwYC/ylDeMh5QDvvPNOk8LdK+BY6wF8xPr1H2UffTu0JYZM6+bqvDrD30dE8iPpelmezfMjTSLxMY4rgUUEAd/t7tVmNgVY7u7zgLuAe81sNUEL5Lw2vMXeABdccEGOIxcRKXp7A2va+qRYYybThwtEfI7JkcDbQOuLMYmISDlBAnnJ3be19clFlURERCRa2lxURESypiQiIiJZUxIREZGsKYmIiEjWlERERCRrSiIiIpI1JREREcmadjZsAzPbA5gFHEKwKOS33H1Z0vEYwYZbpwMfAePd/eV8xJorGZzzSOBR4I140cPuPiXqOHPFzAy4P6lof2CSu9+WVKeoPucMz3kkRfQ5A5jZ94FLCP5drwQucvePk44X3QZ5GZzzeOAXBMtSAdzh7rNaek0lkba5HVjo7mPNrCvQI+X4acCB8Z+jgV/TfKn7QtPaOQMscffREcfVIdzdgc/Crk3UNgB/SKlWVJ9zhucMRfQ5m9kg4HvAwe7+bzN7gGCJpdlJ1XK+QV4+ZXjOAPe7+5WZvq66szJkZr2BLxCs7YW7b3f3f6VUGwPc4+6N7v48sIeZ7R1xqDmT4TkXsy8Ba9z9zZTyovqcU6Q752JUAewWXy28B81XFB8D/E/897nAl+Kt0ELW2jm3mZJI5vYH3gV+a2YrzGyWmfVMqRO26dagqALsAJmcM8CxZvaKmT1hZsW0qch5wO9Dyovtc06W7pyhiD5nd98A/BJ4i2CtvS3u/seUak02yAMSG+QVpAzPGeAcM3vVzOaaWWXI8SaURDJXARwO/NrdRwAfAtem1MnphlqdQCbn/DLwaXc/DPgV8Ei0IXaMeNfdWcCDIYeL7XMGWj3novqczawvQUtjP2AfoKeZfSOlWlF9zhme82NAlbsfCjzJJy2xtJREMrceWO/uL8QfzyW4wKbWaW3TrULS6jm7+wfu/v/ivy8AuphZ9NtH5t5pwMvu/s+QY8X2OSekPeci/JxPBt5w93fdfQfwMPD5lDq7PudcbJDXCbR6zu7+XtJKvr8huKmgRUoiGXL3d4B18TtZIOg7fi2l2jzgQjOLmdkxBM3Ft6OMM5cyOWczG5joJzazowj+Tb0XaaAdYxzpu3WK6nNOkvaci/Bzfgs4xsx6xM/rS8DrKXUSG+RB2zfI64xaPeeUsb2zUo+H0d1ZbfNdYE682b8WuMjMLgdw9zuBBQS3fa4muPXzonwFmkOtnfNY4DtmVg/8GzivwP9Hw8x6AKcAlyWVFfXnnME5F9Xn7O4vmNlcgm66emAF8N853CCv08nwnL9nZmfFj9cB41t7Xe0nIiIiWVN3loiIZE1JREREsqYkIiIiWVMSERGRrCmJiIhI1nSLr0TKzGYDh7j7ETl+3U8B1wPHECwmuNHdq9r5mr8Cdnf3i1LKvwJMIJiI1YtgaZglwK/cfWkGrzubFv4G8ZVUfwv0Skzwa2PcNwCTgBvd/fq2Pr+9zOwIYBGwv7tvifr9JVpqiUixGESwwuo7wN/a+2LxNYMuIVi5Nbn8v4CHCFa6vYRgFvC1BMnkWTMb0t73Bh4HjiWYg5KNxHyGcTmIpc3cfTnBZ/D9fLy/REstESkWr7r7XgBm9kuCyXHtcTnBEiA1iQIzGwNcRbAHw+yU+vea2ZkEE/FCmdlu7p72eIK7v0vQumkzM/scMBT4M8Gqs0e6+0utPCejuNrot8AvzezG+OKFUqSURCSvzOyzwDSCb97bCGaDX528fpOZ7QvMBEYStDRuAEYD/d19JIC7N2T4fo3ARODTwDcJWuP3AhPdfXtS1QuB/0x5+lXASyEJhHgMj6V5r32BCwhWgT0ggxjHk9SdZWZvAA+6+49S6s0F9nL3E5KKxxH8HS8CVsUfv5TyvLRxxRPl9QSbkP2LYFOmn8TXWsLMDgImA8cRrGj7BsEaS/8n5TOYB9wNnErQspIipe4syZv4OMZign0NzidYYuVE4E/xZVYSuwjOAz4DfAu4mmBjnfZsAjWRYNHEC4AbgW8DNyXFZfHjzyWVVRAkurCls1vyQ2BvgoT1vSzjfQD4evJeFma2O8HSK/cnlcUIuvQWuPs6goR8rpmF/X/eLC4z+zrBonwvEqybdAPB3+bnSc8bBDjBmNDpBAnkBuCa5Bd39+pqBVkAAATHSURBVA+AaoLuPiliaolIPk2M//fU+EUHM1sFvACcQ7AY4OnAYcDR7v5ivM6LQC2wJsv33Qp8Lf7N+Yn4Nqg/MbOfu3sdn6xc+vek5+wJdKPpPiKJC3d5UtHOlDWl3nH39u6Gdx/wI4LE+Xy87Mx4PMnLtp9AkPwmJj3vqwQbiy1Oec0mccXP4xcEm21NSCrfBkyP/23ec/c/E3SVJZ7zLMGXgEtpmmwAXgGOyuJ8pYCoJSL5dBTwx0QCAYgnilrg+HjRkQQXvBeT6mwA/tqO9300pevlYWA3gi4cgIHAx+7+YVKdRCsgdbG5icCOpJ8rUo63uyvH3VcQdE0lJ6NzgcUpy7aPI9jzZX788XyChBk2wJ4a11CC7q0HzKwi8QP8BehO/G9jZt3N7Ib4ooTbCM75JmC/eP1kmwn+llLElEQkn/YGwvbr+CfQL/77QMIHmbMaeI7blOZxYhns7gQXyGSb42WDU8rvJUh0R6Z5r7Dzy8b9wNfiy8/3BkYRtDSAXd1tYwm627qa2R4ELZVFwFgz69JKXIm9QRbQNCm+ES9P7J8yFfgB8N8ErcQjCboEIfi7JdsWUiZFRt1Zkk9vAwNCyvfik5bGO8CnQup8Cvg4y/dNfc/E48SeIHVAbzMrS7RY3L3ezJYBXyaYg0G8/J/EL8ifbLvSRK6Wyb6PYMD7eIKd6coJWlAJpxAkgrPjP6m+TNPWR2pcic2Wvk2wRHiqRDL5GsF8mFsTB8zsjDQx70Fhb+IkGVBLRPLpBeBUM+uVKDCzI4Eqgr52CO4sGhjfCClRZxAZ7LjWgjEpg81fJbg1NzEG4gTdV59Oed5twNFm9s12vHdW3P01gvjOjf/8yd2TN4UaB7wPnBTys4nW54w4wdyXKndfHvKTeK/dSGqlmVk56ffZqCLohpMippaI5NN/At8BFpnZVGB34BZgJcGEPgi6V14h6Kv/D4KL/U8Jvv03ua3XzBJzQ4YCPZIePx2fe5HQC3jQzH4DDCNoWdwRH1SH4O6keoJElfgGjrs/ama3AbPN7CSC/ag3Ewy6nxKvlukM875J8SVb0MJz7gf+N8E2rZcmCs2sO/AVYI67L059kpndT7CZWA93D53A6O4NZjaRYL5Lb+AJYDuwf/y1x8af+yfgiqSNmq4g6DYLcwQpkzWl+KglInkTv7CfRNAt9XtgOsHyIack5mzE73QaA9QQzJ24Hfg1wTa9H6S85IPxnzMJursSj4el1JtG0HX1e4IEMgv4cVJcHxKMJZwWEvP3CcYeKgl2vvsLMINg7Ob0dHNIQuyfFF/yT1j3XsJ9BF1WDcAjSeWjCRLjvWme938JEvSZLQXk7vcT/K0/G4/lYYJbeV8mSCgQ3Ia9hOCzupugdZR6VxZmNoLgM3g49ZgUF+1sKAXHzPoQbNV7h7v/tI3PbQS+6+53tFLvbILkso+7pw6ySyvM7OfAke6ueSJFTt1Z0unF9/puAP5B8O32aoIulLs78G0fIZhE902CZCIZMrOeBN1t7V16RgqAurOkEGwjSByPE3Rp/Rs42d3f7Kg3jHejfZvgNldpm32BKWHjM1J81J0lIiJZU0tERESypiQiIiJZUxIREZGsKYmIiEjWlERERCRrSiIiIpK1/w9QbMei3wNPtwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ecdf(housing,'log1p(GrLivArea)')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "mpl.rcParams['xtick.labelsize'] = 12\n", "mpl.rcParams['ytick.labelsize'] = 12" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def cmap(n_cols):\n", " cmap = sns.color_palette(\"RdBu\", n_colors=n_cols)[::-1]\n", " return cmap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **Is there a relationship between Neighhood and Overall Quality?** \n", "Neighborhood and Overall quality had the highest influence of the sale price. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "order = housing.groupby('Neighborhood')['SalePrice'].mean().sort_values().index\n", "plt.figure(figsize=(15,6))\n", "sns.barplot(x='Neighborhood',\n", " y='SalePrice',\n", " data=housing,\n", " order=order,\n", " color='white',\n", " edgecolor='k')\n", "plt.yticks(ticks=yticks,labels=yticklabs)\n", "sns.stripplot(x='Neighborhood',\n", " y='SalePrice',\n", " data=housing,\n", " order=order,\n", " alpha=1,\n", " size=6,\n", " hue='OverallQual',\n", " palette=cmap(10),\n", " linewidth=1)\n", "_=plt.xticks(rotation=45)\n", "_=plt.legend(loc='upper right',bbox_to_anchor=(1.1,.85),title='OverallQual')\n", "_=plt.xlabel(\"cheap <\"+\"-\"*50+\" Neighborhood \"+\"-\"*50+\"> expensive\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observation:\n", "- The barplot shows average house price per neighborhood. Bars are ordered in ascending order of the average house prices.\n", "- We can broadly term neighborhoods to the right as \"expensive\" and those to left as \"cheap.\"" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "housing.groupby(['Neighborhood','OverallQual']).size().unstack('OverallQual').reindex(index=order).fillna(0).plot.bar(stacked=True,\n", " color=cmap(10),\n", " figsize=(16,6))\n", "_=plt.ylabel('Number of Houses')\n", "_=plt.legend(loc='upper right',bbox_to_anchor=(1.1,.85),title='OverallQual')\n", "_=plt.xlabel(\"cheap <\"+\"-\"*50+\" Neighborhood \"+\"-\"*50+\"> expensive\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observation: \n", " - Highest concentration of better overall quality houses is found in **Northridge heights** (one of the expensive neighborhoods)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **Does garage finish vary by neigborhood?**" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "housing.groupby(['Neighborhood','GarageFinish'])['GarageFinish'].size().unstack('GarageFinish').fillna(0).reindex(index=order).fillna(0).plot.bar(stacked=True,\n", " color=sns.color_palette(n_colors=4),\n", " figsize=(16,6))\n", "_=plt.ylabel('Number of houses')\n", "_=plt.xlabel(\"cheap <\"+\"-\"*50+\" Neighborhood \"+\"-\"*50+\"> expensive\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observation:\n", "- Almost all houses in expensive neighborhoods like **Northridge** and **Northridge Heights** either have a **finished** or a **roughly finished** garage. \n", "- Houses with no or **un-finished** garage are very common in neighborhoods like **North Ames**, **Old Town**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **What types of garage are most prevalent in different neighborhoods?**" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "housing.groupby(['Neighborhood','GarageType'])['GarageType'].size().unstack('GarageType').fillna(0).reindex(index=order).fillna(0).plot.bar(stacked=True,\n", " color=sns.color_palette(n_colors=7),\n", " figsize=(16,6))\n", "_=plt.ylabel('Number of houses')\n", "_=plt.xlabel(\"cheap <\"+\"-\"*50+\" Neighborhood \"+\"-\"*50+\"> expensive\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obsevation:\n", "- Generally houses with **attached** garage are most prevalent across neighborhoods.\n", "- Besides attached garage, houses with **built-in** garage are most prevalent in moderately expensive (**Gilbert**, **College Creek**) and expensive neighborhoods (**Northridge Heights**, **Northrigde** and **Stone Brook**)\n", "- Houses in cheaper neighborhoods mostly have detached garage, followed by detached garage or no garage at all." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "palette = sns.color_palette()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **In what year highest number of houses were built?**" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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52b///W/Wrl3Ls88+S0BAAOnp6aSnp5OfX1aOFhQUxE033cRTTz3Fjz/+yM8//8z06dMZMmQI/fr1A8oaV4eHh/P3v/+d5ORkNmzYwMKFC4mLi8PLywuAq666ipUrV/LRRx9x8OBBvvnmG55//nmuvvrqKmObPHkySUlJPP744yQnJ7N//34+/fRTa8VLx44dufHGG3nkkUf48ssvSUtL44cffrA2mp4wYQIbN25k+fLlHDhwgFWrVvHOO+8wadKkWn8/zlijJj4+Ptx1113MnTuXdevWkZaWxubNm1mzZk2d1hk5ciRBQUFMmTKFTZs2Wb+PWbNmkZOTA8ADDzzAiy++yBtvvMGvv/7Kjh07rFsNa3o+LS2NBQsWsG3bNg4fPszXX3/NkSNH6NatG/n5+Tz22GMkJSVx6NAhEhMTMU2zysTPnXfeyTvvvMOqVas4cOAAy5cvZ+PGjdx55531+zJFRERERETEqrCohPnxmyksPluk4efjwbT/G4ynR1mKpU0L290qx86hosiVmt3Ws6auPElQ3jC63FNPPcWYMWMAePTRR3F3d2fq1KkUFhYydOhQZs2aZZ3r4eHBsmXLmD17NmPHjsXPz48bb7yRBx54wDrnvvvuA2DBggUcPXqUli1bcu2119ocEW+vd+/evPbaayxcuJBx48bh7u5Oly5dbE7amjVrFgsWLGDmzJnk5OTQsWNH63v79+/PggULWLx4MYsXL6Zt27ZMnz7dpgl1TZyxRm3cf//9uLm5sWDBAtLT02nbtq1No+ra8Pf3Jz4+nmeeeYY///nP5OXl0a5dOy677DLrSXA33ngj+fn5vPrqqzz11FOEhYVx44031up5Pz8/9u7dy+rVq8nKyuKiiy7ivvvu4/rrr6ewsJDMzEwefvhha3PzG264ocrEz7XXXkt6ejrLly/nscceo3PnzixcuJC+ffvW63sUERERERGRsz7+4QAHjuTYjN07pj/tW53dNWKfKEpvZhVFbjX1eWlIhmF0BfZ/8cUXdOzY0eH+rl276N27d6PHJSL6+Wtujq1djGdoG5fGUJx1jDajHqh5opyzpQkraB1Qc4+0hpKee4I/x0xw2fudYffCxfi2de3PSn3kHz1Gz4fO/efs/f9tJTTMv+aJIiLSoLIy8hh9a2TNE6XJ+dfy79m6O916fXlkB6bFDbbpD5t29CT3P/2l9bpNCz9e+ufv6/Se+vYoOnjwYPmOo4tN0zxQl2dVUSQiIiIiIiIiUoPSUgu707JsxsZdYzgcItQ61LZH0fHsfEpKSvHwqH33nx79os890HpSokhEREREREREpAaH0k+Re7rIeh3g60mH1oEO83x9PAkO8CYntxAoSzBl5BQ4NLmuTr9Lh9U/4HOkZtYiIiIiIiIiIjXYnZppc92jcwvc3d0qnet48lndGloXFRZQVFhQtwCdRIkiEREREREREZEamHaJIqNziyrnOja0rluiaN2r/2Hdq/+p0zPOokSRiIiIiIiIiEgNzF/tEkVdqk4UOVYUNZ+Tz5QoEhERERERERGpRn5hMQeO5NiM9axLRVGWEkUiIiIiIiIiIueFlIPZlJZarNcXtfQnJNCnyvn2J5/VtUeRKylRJCIiIiIiIiJSDYdtZ53Dqp1f3x5FruTp6gBERERERERERJoy+xPPenYJrXa+fY+i9MzTWCwW3NwqPyXNXu/BsXUL0ImUKBIRERERERERqUZdTjwDCA7wxsfbg4LCEgDyC0s4mVdEcIB3rd6nRFEdZHzzP4qzjzfa+zxDWhF2xa21mhsfH8/ChQtJTEzE3b1sV196ejqxsbEMHz6cpUuXWueuWbOGGTNm0LNnTyIjI5k5c6b13gsvvMCzzz7L0qVLGT58uHX8jjvuoHXr1syfP5/Vq1czb948EhISnPRJRURERERERMTeiezTHK/QjNrTw51uHUKqfcbNzY3WoX4cPHbKOnYsM6/WiaLTuScB8AsIOoeI66fWiSLDMMYBs4DOwG/AHaZpbjAM42pg6ZnxhDPjvzZEsADF2cfxDG3TUMs7vi/rWK3nRkdHc/LkSX755RciIiIASEpKol27dmzatMmmzCwpKYn+/fszYMAANm7caLNOYmIi7dq1IzEx0ZooKioqYtu2bcyYMcNJn0xEREREREREamK/7Sy8Qwhenh41Ptemhb9Noig9M4/uHavfslbuozfKCk3G3P1IHSJ1jlo1szYM4xpgHnAnEARcDuwzDKMVsBqYCYQBm4BVDRNq09ejRw/CwsJITEy0jiUkJPDHP/4RLy8vTNO0jicmJhITE0NMTAx79uwhIyMDgJKSErZs2cJdd91ls8727ds5ffo0l1xySeN9IBEREREREZELnH0j655dqt92Vq6yPkXNQW1PPfs3MMc0zR9N0yw1TfOQaZqHgDHATtM03zZNMx+YDQwwDKNXA8XbpLm5uREVFWWT4ElKSiI6OpqoqCjrNrGjR4/y66+/Eh0dzZAhQ3B3dycpKQmAnTt3EhAQwOjRo9m7dy/Z2dnWddq1a0enTp0a/4OJiIiIiIiIXKB2p2bZXPesoT9ROftE0bHzJVFkGIYHMARobRjGXsMwDhqGscQwDD+gL/BT+VzTNHOBlDPjF6SYmBg2bdpEaWkpJ06cIDU1lcjISIYMGWJNICUmJuLt7U1kZCSBgYH07t3bei8hIYHo6GgCAgLo1auXNYFUXoEkIiIiIiIiIo2jpNTCnjTbiqJetawoatPC3+b6WGae0+JqSLWpKGoLeAE3A0OBgUAk8E8gEMi2m59N2fa0C1JMTIy1T1FiYiJ9+/bF39+fqKgoa5+ipKQkBgwYgK+vr/WZ8kRRUlISUVFRANbqpOLiYrZu3Up0dLTLPpeIiIiIiIjIhSb1txzyz5xcBmWnmbUN86/mibPsE0XpWedJRRFQ/kkWm6Z5xDTN48AC4HrgFBBsNz8YOOm8EJuX7t2707JlSxITE22SPj169ADANE0SExNtkj7lfYqOHz/O5s2brc+UVyH9/PPP5OXlKVEkIiIiIiIi0ojsG1n37NzCekhVTRx7FNW+oqjfJVfR75Kraj3fmWpMFJmmmQkcBCyV3N4JDCi/MAwjAAg/M37Bio6OJjExkcTERGvSx83NjcGDB/Phhx+yf/9+m21kgwcPxsPDgxUrVuDj40N4eDhQlijas2cPn332GR06dFB/IhEREREREZFGZN/IurbbzgBaBvvi7n42qZR9qpD8wuJaPdujfww9+rum/Uxtm1m/AjxgGEYbwzBaAA8BHwDvARGGYdxkGIYv8C9gu2mayQ0TbvMQHR1NQkIC+/fvZ/DgwdbxqKgo4uPj8fb2ZuDAgdbxwMBA+vTpQ3x8vDWxBBASEkK3bt1YuXKlqolEREREREREGplZSUVRbXl4uNMyxNdmrLYnn53MOsHJrBO1fpcz1TZR9BiQBOwGdgFbgSdM00wHbgKeADKBGGBcA8TZrMTExJCXl0evXr0IDAy0jkdFRZGXl8fAgQPx8fGp9Bn7hFB0dLS2nYmIiIiIiIg0srz8ItKO2nbW6VGHRBGce5+iz976L5+99d86vctZPGszyTTNIuD+M7/s730O9HJyXFXyDGlFcdaxxnodniGt6vxMeHg4pmk6jEdERFQ6DjBt2jSmTZvmMD5z5kxmzpzpMD5mzBjGjBlT59hEREREREREpGZ70rKwVGjC07FNIIF+XnVaoz59ilylVomipiTsiltdHYKIiIiIiIiInOfs+xMZdehPVK51qG2i6Fgtt565Um23nomIiIiIiIiIXDDsTzwz6rjtDCrZetYMKoqUKBIRERERERERqcBisdSrkXU5+0RRc6goanZbz0REREREREREGtKxzNNknSywXnt7edC1XXCd1znXHkWRQ6+r87ucRYkiEREREREREZEKdtv1J+rRKRQPj7pvyrLvUXQ8O5+SktIa17q498A6v8tZtPVMRERERERERKQCZ2w7A/D18SQ4wNt6XVpqISOnoJonymSmHyEz/cg5vbO+lCgSEREREREREanA/DXD5vpcTjwr16aF/clnNW8/++q9FXz13opzfmd9KFEkIiIiIiIiInJGUXEpKYeybcbO5cSzcq2b2clnShSJiIiIiIiIiJxx4Eg2RcWl1uuwYF9a2fUaqguHhtZZTfvkMyWK5Lx18OBBDMNg9+7drg5FREREREREmgn7Rtb12XYG0MauouhYZtNOFDW7U89W7VjH8byMmic6SSv/MMb2G1mnZ9LT01m2bBnffPMNv/32G6GhoXTt2pXRo0czatQovL29a16kHlavXs28efNISEiocd706dMBcHd3JygoiG7dunHNNdcQFxeHr69vg8bZ0Nq1a8fGjRtp0aJ+P9QiIiIiIiJy4Ui2a2Rdn21ncG49ilyp2SWKjudl0DqgZaO9Lz33RJ3mp6Wlceutt9K+fXumT59Ot27dyM/PJyUlhbfeeovOnTsTHR1d6bNFRUV4eXk5I+xaCw0N5YMPPsBisZCTk8PWrVtZtmwZ69atIz4+nsDAwAZ7d2FhYYMmzTw8PGjdunWDrS8iIiIiIiLnH/uKop71rChqHVr3HkVRw+pWsOJM2nrmZLNnz6ZNmza8+eabXH311Vx88cX07t2bG264gddee42oqCjg7Lao9evXM378eCIiIvj8888B2LRpE+PGjaN///5cddVVPP300xQWFlrf8d577zFmzBgiIyOJjY3lkUceITu7rNFWQkIC06dPJysrC8MwMAyDxYsXVxtz69atadOmDd27d+eWW25h1apVHDlyhP/+97/WOQUFBcydO5fY2FgiIyMZN24c27Zts95fvXo1MTExfPLJJ1xzzTX079+fe+65hxMnzibaHnnkEaZOncqSJUuIjY1lzJgxtVr70KFD3HvvvURFRTFw4EBGjhxJYmIiANnZ2fztb38jJiaGAQMGcN111/HRRx/ZfMcVt579+OOPjBkzhoiICIYOHcrixYspLT2793TYsGG88MIL/P3vfycyMpLhw4fz6aef1ua3XkRERERERJq5nNxCDh/PtV67u0H3jqH1WtOhR1HmaSwWS7XPdOrel07d+9brvedKiSInyszM5LvvvmPSpEm4u1f+1bq5udlcL1iwgIkTJ/LRRx8RFRVFamoqd911F3/4wx9Yt24d8+fP59tvv+WZZ56xPlNcXMxDDz3E2rVrWbRoEbt372bOnDkAREZG8uijjxIaGsrGjRvZuHEjEydOrNPnaNWqFSNHjuSzzz6zjj322GNs376dRYsWsWbNGi6//HLuvPNOjh49ap2Tm5vLyy+/zLPPPkt8fDy//fabdWtbuQ0bNnDo0CFeffVVFi5cWKu158yZQ2FhIfHx8axdu5YHH3wQHx8fABYtWkRKSgovvvgiH3zwAY8++ihBQUGVfq7ffvuNu+++m0GDBrFmzRoeffRRVqxYwWuvvWYz7+WXXyYqKor333+f4cOH849//IPMzMxK1xQREREREZHzx267bWdd2gXj51O/zVjBAd74eHtYr/MLSziZV1TtM+mHU0k/nFqv954rJYqcKDU1FYvFwsUXX2wdy8vLIzIy0vpr2bJlNs/ceeedDB8+nE6dOtGqVSuWL1/O6NGjue222+jSpQtDhgzh73//O2+99ZY143jLLbdw+eWX06lTJwYPHsw//vEPPvnkE0pLS/H29rYmSlq3bk3r1q0JCAio82cJDw/n0KFDABw+fJj33nuP5557jsGDB9O5c2fuv/9+evTowdq1a63PFBUVMWvWLPr370///v15/PHH+eabb9i/f791TmBgIHPmzKF79+507969VmsfPnyYQYMGYRgGnTt3Zvjw4QwYMMB6r3fv3vTr149OnTpx+eWXExsbW+lnWrlyJZ06dWLGjBmEh4czYsQI7rnnHl566SWbeVdddRW33HILXbp04S9/+Qv5+fns2LGjzt+hiIiIiIiINC/2iaKe9exPBGUFI3XtU7Thg5Vs+GBlvd99Lppdj6Lmxs/Pj/fffx+AKVOmUFRkmzWMiIiwuU5OTsY0TeszAKWlpeTn55Oenk6bNm3YsWMHS5YswTRNsrOzKS0tpaioiPT0dNq2beuUuCuWwe3evZvi4mKuueYamyiW00cAACAASURBVDkFBQX06tXLeu3l5UXv3r1tPpuXlxcpKSnW5JlhGDZ9mGqz9v/93/8xZ84cvvvuOy677DJGjBhBeHg4AGPHjuXBBx9k165dxMbG8vvf/57+/ftX+plSUlKIjIy0qeoaNGgQzzzzDKdOnbL2YzIMw3rfx8eH4OBgMjIar4G6iIiIiIiIuEbyAds/+9W3kXW51qH+pB09Zb1Ozzxd7y1tDUWJIifq3Lkzbm5u7Nu3jz59+gBlmcMuXboAVNqo2s/PNquYl5dHXFwc48ePd5gbFhZGXl4ekydP5oorruCZZ54hLCyMlJSUSpNQ9bFv3z46duxojcnLy4v33nvPYetcxWbX9vcqG/f3t23iVZu1x44dS2xsLF9//TUbNmxg2bJlPP7444wePZqrrrqKL7/8kq+//prvvvuO8ePH8+c//5n77ruvxliASveFeno6/lhU7GMkIiIiIiIi55+SklKSf7VNFPXqGuaUtR37FDXdk8+UKHKiFi1acNlll/Hiiy8yYsQIPDw8an7ITp8+fdi7d681uWQvOTmZrKwspk2bRps2bYCyBtYVeXl51Suxcfz4cdatW8e4ceMA6NWrF0VFRWRmZhIZGVnlc4WFhezatcuaJNu5cydFRUV069atymdqu3aHDh2Ii4sjLi6OWbNmsXr1akaPHg2U9VS6+eabufnmm3nhhRdYtWpVpYmi8PBwvvjiCywWizVhtHXrVtq2bdugp7uJiIiIiIhI07fvcDanC0qs1yGB3nRs45w/K7ZpYVs0cSzztFPWbQjqUeRks2bN4tixY4wdO5bPP/+c/fv3k5KSwjvvvMOhQ4eqbHJdbvLkySQlJfH444+TnJzM/v37+fTTT5k3bx4A7du3x8vLi/j4eNLS0vjkk08ceux06NCBkydPkpCQQEZGBqdPV/83YHp6OseOHSMlJYW3336bsWPH0q5dO+666y4AunXrxvXXX8/DDz/M559/TlpaGj/99BNLliyxnj4GZQmqOXPmsH37drZv387MmTMZOnSoTc8me7VZ+4knnmDjxo2kpaWxfft2tmzZYk0+Pffcc3zxxRekpqaSnJzMxo0bq0xMjR8/nrS0NJ544gn27dvHxx9/zPLly+vc7FtERERERETOPzv32VYT9bm4ZZU7Z+rKvqKoph5FrqSKIifr3Lkz7733HsuWLePJJ5/k2LFjeHt707NnT6ZMmcLYsWOrfb5379689tprLFy4kHHjxuHu7k6XLl2s1TNhYWHMnTuXBQsW8Morr9C/f38efvhhpk6dal1j0KBBjB07lqlTp5KVlcWUKVN44IEHKn1fVlYWsbGxuLu7ExgYSHh4OOPHjycuLg5fX1/rvHnz5rF06VLrZwoLCyMyMpIbbrjBOicgIIAJEybw0EMPkZ6ezqWXXsoTTzxR43dW09olJSXMnj2bo0ePEhwczJVXXsm0adOAsm1izzzzDIcOHcLPz4+YmBhmzJhR6XsuuugiXnjhBZ5++mnefPNNWrRowYQJE7j99ttrjFFERERERETObzv3Hbe5jujW0mlr21cUpWdVX9Bx6bU3Oe3ddeVWWY+WxmIYRldg/xdffGHth1PRrl27bJojA6zasY7jeY3XWLiVfxhj+41stPc1V6tXr2bevHkO2+Ck+ars50+armNrF+MZ2salMRRnHaPNqMqT0uIcSxNW0DrAef/BUlfpuSf4c8wEl73fGXYvXIxvW9f+rNRH/tFj9Hzo3H/O3v/fVkLD/GueKCIiDSorI4/Rt1bdekMan8ViIe5fH3Myr9A69p+/XOG0htPHMvOY9Phn1uuQQG/i/z3CKWtX5uDBg1x99dUAF5umeaAuzza7iiIlbURERERERETEmdKOnrRJEvn5eHJx+xCnrd8y2Bd3dzdKS8uKdbJPFZJfWIyvd+VpmSO/7gGgXZceTouhttSjSEREREREREQuaDv32+5c6n1xGB7uzulPBODh4U7LEF+bsePVbD/74ZN3+eGTd532/rpQokicYsyYMdp2JiIiIiIiIs3SL/tO2Fz3vdj52/2by8lnShSJiIiIiIiIyAXtZ/tEkRMbWZezP/ksvYmefKZEkYiIiIiIiIhcsI5l5NlsA/PydKdnZ+c0sa5IFUUiIiIiIiIiIk2cfTVRz84t8PL0cPp7Woc2j4qiWp16ZhjG18AlQPGZoUOmaRpn7o0HngJaAZ8BE03TbLzz60VEREREREREztEv+xt+2xnUraJo6A3jGySG2qhVouiMKaZpvlhxwDCMvsBy4A/AFuAF4HlgnNMiFBERERERERFpIDsboT8R1K1HUev2nRskhtqo79azOGCdaZrfmqZ5CpgJjDEMI6j+oYmIiIiIiIiINJyskwUcPHbKeu3uBr26tGiQd9lvPTuenU9JqaXSuWl7d5K2d2eDxFGTuiSKnjIM47hhGN8ZhnHlmbG+wE/lE0zTTAEKgZ7OC1FERERERERExPnst5116xiKv69Xg7zL18eT4ABv63VpqYWM7PxK5yZ9uY6kL9c1SBw1qe3Ws38Av1CWBBoHrDMMYyAQCGTbzc0GGqyi6Nc3/kdB+vGGWt6BT+tWdIm7tVZz4+PjWbhwIYmJibi7l+Xg0tPTiY2NZfjw4SxdutQ6d82aNcyYMYOePXsSGRnJzJkzrfdeeOEFnn32WZYuXcrw4cOt43fccQetW7dm/vz5rF69mnnz5pGQkADgcC0iIiIiIiIi1XPYdnZxw2w7K9emhR85uYXW62OZeQ5b0lytVoki0zQrZh9WGIZxK3A9cAoItpseDJx0TniOCtKP49u2TUMt7yD/6LFaz42OjubkyZP88ssvREREAJCUlES7du3YtGkTFosFNzc363j//v0ZMGAAGzdutFknMTGRdu3akZiYaE0UFRUVsW3bNmbMmOGkTyYiIiIiIiJyYdvZSI2sy7Vu4c/eg2frbcr6FDXsO+vqXHsUWQA3YCcwoHzQMIxugA+wu/6hNT89evQgLCyMxMRE61hCQgJ//OMf8fLywjRN63hiYiIxMTHExMSwZ88eMjLKDoorKSlhy5Yt3HXXXTbrbN++ndOnT3PJJZc03gcSEREREREROU/l5Rex/5DtJqk+F4c16DsdGlpnVX3ymavUmCgyDCPUMIxrDcPwNQzD0zCMOOBy4BPgDWCkYRhDDcMIAOYAq03TbLCKoqbMzc2NqKgomwRPUlIS0dHRREVFWbeFHT16lF9//ZXo6GiGDBmCu7s7SUlJAOzcuZOAgABGjx7N3r17yc7Otq7Trl07OnXq1PgfTEREREREROQ8s+tABhV7SXdqG0RIoE+DvrN1qL/N9fHmmCgCvIDHgXTgOPAAMNossxO4l7KE0THKehPd30CxNgsxMTFs2rSJ0tJSTpw4QWpqKpGRkQwZMsSaQEpMTMTb25vIyEgCAwPp3bu39V5CQgLR0dEEBATQq1cvawKpvAJJREREREREROrPoT9RA287AwgN9La5rtivqKKrbpzAVTdOaPB4KlNjjyLTNNOBqGrurwRWOjOo5iwmJsbapygtLY2+ffvi7+9PVFQUzz33HBaLhaSkJAYMGICvr6/1mQ0bNgBllUPDhg0DsFYnXXnllWzdupV//vOfLvtcIiIiIiIiIucTx0bWDbvtDCDYrmKpqkRRi9btGjyWqpxrjyKpQvfu3WnZsiWJiYkkJSURFVWWY+vRowcApmmSmJhIdHS09ZnyPkXHjx9n8+bN1mfKq5B+/vln8vLybJ4RERERERERkXNTWFTC7tQsm7G+3Vo1+HuDA2pXUbR/1zb279rW4PFURomiBhAdHU1iYiKJiYnWpI+bmxuDBw/mww8/ZP/+/TbbyAYPHoyHhwcrVqzAx8eH8PBwoCxRtGfPHj777DM6dOig/kQiIiIiIiIiTrA7NZPiklLrdZsWfo1yTH1IgH1FUUGl87Zu+JitGz5u8Hgqo0RRA4iOjiYhIYH9+/czePBg63hUVBTx8fF4e3szcOBA63hgYCB9+vQhPj7emlgCCAkJoVu3bqxcuVLVRCIiIiIiIiJOsnN/4/cnAgiupEeRxWKpYrZrKFHUAGJiYsjLy6NXr14EBgZax6OiosjLy2PgwIH4+PhU+ox9Qig6OlrbzkRERERERESc6Jd9GTbXjZUo8vHywNfbw3pdXGIhL7+4Ud5dWzU2s25qfFq3Iv/osUZ9X12Fh4djmqbDeERERKXjANOmTWPatGkO4zNnzmTmzJkO42PGjGHMmDFVXouIiIiIiIiIo5KSUnYdcE1FEZT1KcovPG29zs4tIMDPq9HeX5NmlyjqEnerq0MQERERERERkWZq/+EcTheUWK9DA33o0DqwmiecKzjQh2OZZxNFObmFtG/4Ptq11uwSRSIiIiIiIiIi5+rnfbbVRH26heHm5tZo73c4+eyU48ln1/zprsYKx4ESRSIiIiIiIiJywfjFvpH1xY237QwgxD5RVMnJZ0GhjRtTRWpmLSIiIiIiIiIXBIvFws59rutPBBAcYHu4VXYlFUV7tiewZ3tCY4VkQxVFIiIiIiIiInJBOHjsFDm5ZxMz/r6edG0f0qgxhATaVxQ5Jop2/PgVAD36xzRKTBWpokhERERERERELgj21US9u4bh4d54/YnAsUdRdiVbz1xJiSIRERERERERuSC4etsZOG49q6yiyJWUKBIRERERERGRC0Lqbydtrnt3DWv0GGpz6pkrKVEkIiIiIiIiIheEjJx8m+uLWgY0egy16VHkSkoUNVHDhg0jPj6+yvu5ubkYhkFCgmu6oIuIiIiIiIg0JyUlpTb9gNzcIDTIp5onGobDqWeV9CgaEfdnRsT9ubFCstHsTj376mOT7My8RntfSAt/rrrOqNMzR48eZenSpWzYsIH09HTatGlDv379mDx5Mv369WugSG3NmzePjRs3sm7dOuvYtm3bGDt2LBMmTODRRx+1jj///POsWrWKb775plFiExEREREREWlsWacKsFjOXgcHeOPp0fj1M4F+Xri7QemZWPLyiykqLsXL82wsfgFBjR5XuWaXKMrOzCM0zL/R3peVUbekVGpqKuPGjaNTp07MmjWLbt26kZubyxdffMG8efOqrRJypujoaF555RUyMjIICyvbc5mYmEi7du1ITEy0mZuUlER0dPQ5v6uwsBBvb++aJ4qIiIiIiIi4iP22sxZBvi6Jw93djaAAb7Ir9CbKyS2gZYif9XrX5o0A9B4c2/jxNfobz3P//ve/adOmDStXruTKK6+kc+fO9O7dmylTpvD8889b5/3444+MGTOGiIgIhg4dyuLFiyktLa1y3X379jF+/Hj69evHyJEj2bRpU7VxREVF4e7uTlJSknUsMTGRO++8k71795KdnQ1AUVERW7duJSYmxno9ffp0hg0bRv/+/RkxYgRvvfWWzdq33XYbjz/+OI8//jgxMTFMmTKlzt+TiIiIiIiISGPKzLHd4hUW7JpEEVTS0NquT9GuzRutyaLGpkSRE2VmZvLdd98xadIkPDw8HO4HBwcD8Ntvv3H33XczaNAg1qxZw6OPPsqKFSt47bXXKl23tLSUKVOm4Ofnx9tvv82jjz7K/Pnzq40lMDCQ3r17W6uHSkpK2LJlC1dccQV9+vSxJpB27NjB6dOnrYmi0tJS2rdvz6JFi/jwww+ZPHkyjz32GBs32v4N+u677+Lv78+bb77J9OnT6/ZFiYiIiIiIiDSyE/YVRcGN35+onH2foqZ08lmz23rWlKWmpmKxWAgPD6923sqVK+nUqRMzZszAzc2N8PBwDh48yEsvvcQdd9zhMP+7774jNTWV1157jVatWgEwZcoUHnzwwWrfEx0dbU3w7Ny5E39/f7p27cqQIUNITExk+PDhJCYm0r59ezp16gSAj48PDzzwgHWNTp06kZSUxEcffURs7NmSt27duvHXv/61Vt+LiIiIiIiIiKtl2iWKmnJFkSuposgFUlJSiIyMxM3NzTo2aNAgjh07xqlTpxzm79u3jw4dOliTRACRkZE1vueSSy5hz549ZGRkkJiYaO1DFBUVZa00qqw/0RtvvMGYMWOIiYkhMjKSDz74gCNHjtjMiYiIqP0HFhEREREREXEx+x5FrkwUhQTaVRRVcvKZqyhR5ESdO3fGzc2NlJSUGudWTBIBWCq2XrdT3b3qDB482NqnKCkpiaioKOt4eQJpy5YtNomiDz/8kKeffpo//elPvPLKK7z//vuMGDGCoqIim7X9/RuvobiIiIiIiIhIfdn3KGrRhCqKslVRdH5q0aIFv/vd73jppZcoKSlxuJ+TkwNAeHg4W7ZssUkAbd26lbZt2xIYGOjwXHh4OIcOHeLEiRPWsW3bttUYT2BgIH379uWHH35g8+bN1oRQcHAw3bt355VXXiEvL8/anwhgy5YtDBkyhHHjxtGnTx+6dOnCr7/+WvsvQURERERERKQJyjhpV1HkolPPAEJq2Ho28o6/MPKOvzRmSFZKFDnZv/71L44ePUpcXBxff/01aWlpJCcn8//+3//j/vvvB2D8+PGkpaXxxBNPsG/fPj7++GOWL1/OxIkTK13zsssuo2PHjvzjH/8gOTmZH3/8kSVLltQqnujoaNasWYO3t7dN76SoqCji4+Pp0KEDHTt2tI536dKFn376ie+++479+/czb9489u7dW49vRERERERERMT17HsUubaZtV1F0Snbaicvbx+8vF0TnxJFTta1a1dWr15Njx49mDVrFiNGjOC+++7DNE3r6WAXXXQRL7zwAlu2bGHUqFE88cQTTJgwgdtvv73SNd3d3Vm6dCmnTp3i5ptv5rHHHuNvf/tbreKJiYkhLy+PIUOG2IxHRUWRl5fn0J9o3LhxDB8+nAcffJBx48ZRVFTETTfddA7fhIiIiIiIiEjTUFpqIfOkbTLGpc2sHXoU2VYU7fjhS3b88GVjhmTV7E49C2nhT1ZGXqO+r67atWvHY489Vu2cSy65hNWrV1d5/8svbf+GCA8P580337QZM02zxlguv/zySudde+21lY57e3szd+7catd8/fXXa3yviIiIiIiISFORnVtAaenZ9i8Bfl54e3m4LJ6aTj3bs6PsAKp+lw5rtJjKNbtE0VXXGa4OQURERERERESaEftG1mEu3HYGEBKgU89ERERERERERFwiw64/kSu3nQEEBzpWFJ3riefOVqeKIsMwegA7gHdM0/y/M2PjgaeAVsBnwETTNDOcHaiIiIiIiIiIyLlwbGTt2kSRj5cHvt4e5BeWnZheXGIhL7+YAD8vl8YFda8oWgoklV8YhtEXWA7cBrQF8oDnnRadiIiIiIiIiEg9ZZy0qygKcm2iCCo5+ayJbD+rdUWRYRjjgCzge6D7meE4YJ1pmt+emTMT2GUYRpBpmiedEaDFYsHNzc0ZS4lILTWVkkcRERERERFnsO9R5OqKIig7+exY5mnrdU5uIe1blf31mLsfcVFUtawoMgwjGJgD2J/J3hf4qfzCNM0UoBDo6YzgPDw8KCoqcsZSIlIHRUVFeHo2u173IiIiIiIilXLsUeTaZtZQyclnpwqrmNm4arv17DHgJdM00+zGA4Fsu7FsIKi+gQGEhoZy9OhRSktLnbGciNRCaWkpR48eJSQkxNWhiIiIiIiIOIV9oqgpVBSF2CeKKmw92/LtR2z59qPGDgmoxdYzwzAGAsOByEpunwKC7caCAadsO2vVqhUHDx7ENE1nLCcitRQQEECrVq1cHYaIiIiIiIhT2DezdvWpZwDBAbZVTdkVKooOJJdt3hp0+YhGjQlq16PoSqArkGoYBpRVEXkYhtEH+BgYUD7RMIxugA+w2xnBubu707lzZ2csJSIiIiIiIiIXIIvFQoZ9j6Ig1289Cwm0ryhqGlvPapMoegF4s8L1NMoSR/cBbYAfDMMYCmyhrI/Ramc1shYRERERERERqY9Tp4soLjnb0sbPxwN/X9cfQ99sTz0zTTOPsmPvATAM4xSQb5pmOpBuGMa9wBtAS+Bz4M4GilVEREREREREpE4c+hMFuX7bGVTSzLoZVRTZME1ztt31SmClswISEREREREREXEW+/5ETaGRNTj2KKp46pmnl7f99Eaj869FRERERERE5Lxl35+oKTSyhuorikbd+dfGDsfK3WVvFhERERERERFpYI4VRa5vZA0QEmh36lkT6VGkRJGIiIiIiIiInLfsexSFNZEeRYF+Xri7nb3Oyy+mqLis6XbSF2tJ+mKtS+JSokhEREREREREzlsOzaybyNYzd3c3guy2n53MK9t+lpbyC2kpv7giLCWKREREREREROT8lXnSvkdR09h6Bo59irJPuX77mRJFIiIiIiIiInLecth61kQqiqCSk88qNLR2FSWKREREREREROS8Zd/MumkliuxOPjvl+kSRp6sDEBERERERERFpCHn5ReQXllivvTzdCfDzcmFEtuxPPss5c/KZr3+gK8IBlCgSERERERERkfOUfX+iFsG+uLm5VTG78Tn0KDqz9ez6/5viinAAbT0TERERERERkfNURrbdtrOgptPIGiDEfuuZehSJiIiIiIiIiDQM+0bWLZpQfyKo+tSz7z9+m+8/ftsVIWnrmYiIiIiIiIicnzJPNt1G1gDBDj2KyiqKfktNcUU4gCqKREREREREROQ8lZFj36OoaW09czj1TFvPREREREREREQaRqbd1rOWTayiKCSg8lPPXEmJIhERERERERE5LzX5HkWBjhVFFovFRdGUUY8iERERERERETkvNfUeRT5eHvh6e5BfWAJAcYmFvPxiAkNauCwmJYpERERERERE5LyUkW1XURTUtBJFUNanKL/wtPU6O7eA34+9x2XxaOuZiIiIiIhIE5CRW8AnO4/wVfJRjtlVQYhI3RUUlZCbX2y99nB3c2ge3RRUdfKZq6iiSERERERExMVKLRZWbzlI9ukiALakZtK1ZQBRXcPoFOaPm5ubiyMUaX7sG1mHBvng7t70fpYcTj47VciGdSsBGDpyfKPHo0SRiIiIiIiIi2XmFlqTROUOnMjlwIlc2gb7EtU1jB5tg3BXwkik1pp6I+tyDomi3AJyjqS6KBolikRERERERFwu70wj28oczcnng+2HCfX3YkiXMPq2D8HTQ11ERGqSmWN71HxYE+xPBBASYLv1LPtUIa5MCeufLiIiIiIiIi52urC4xjlZeUV8vusoL25I4WBmXiNEJdK82VcUhYU0zUSRY0WRa3sUKVEkIiIiIiLiYnlFthVFnVr4E946sNK5uYUlfP7Lb40RlkizlmnXFD4syKeKma4VEmibKMrOLahiZuPQ1jMREREREREXO2239axdqB9De7TmxKkCkg5ksOtINqWWs/dP5BZSVFyKl6f+379IVU5kN9ceRYWEtrrIRdEoUSQiIiIiIuJyeXZbz/y9PQBoGejDdRHtuKx7K1Ym/MqpgrPzsk8X0aqJVkiINAX2p56FNdlEke3PcU5uIcMm3eGSWEBbz0RERERERFzOvpl1eaKoXJCvF2F2VQdZp13bx0Skqcs8abuFq0Vw00ysOlQUnVKPIhERERERkQua/dYzPy/HzR+h/naJoryiBo1JpLlzaGbdRCuKQgLtK4oK+HL1q3y5+lWXxFOrrWeGYcQDVwMBwG/A06Zpvnjm3tXAUqAzkADcYZrmrw0TroiIiIiIyPnntF0zaz+7iiKAED8vm+tsVRSJVKmouNTm9DA3NwgNbJoVRYF+Xri7Ye1DlptfTGb6b7i5uSae2lYUPQV0NU0zGBgFPG4YxmDDMFoBq4GZQBiwCVjVIJGKiMh5qaSklK82p/H15jRKSkpdHY6IiIhLVNWjqKJQf9tEkSqKRKqWZbftLCTABw+Pprmpyt3djSC77Wclpa777+JaVRSZprmzwqXlzK9wYDCw0zTNtwEMw5gNHDcMo5dpmslOjlVERM5Di1Zt5avNBwHYujudv9w6yMURiYiINC6LxVKriqJQP7sjtE8rUSRSlcyTzWPbWbngAG+yK/QmKi4pxdNFia1av9UwjOcNw8gDkoEjwHqgL/BT+RzTNHOBlDPjIiIi1SopKWXDtkPW62+3HlRVkYiIXHDyi0qxWM5ee3u64+nu+Ee1EH/HrWelFR8UESv7/kRNtZF1OfuTz0pKXPezXetEkWma9wNBwFDKtpsVAIFAtt3U7DPzREREqpWTV0hxhX8JFpdYyM5VvwUREbmwOGw783KsJgLw8fTAr8K9Ugucyi+udK7Iha65NLIuZ3/ymVdQW1q36+ySWOpUx2SaZolpmhuBjsB9wCkg2G5aMHDSOeGJiMj5rLKjP+33k4uIiJzvHE48q2TbWTn7htZZamgtUinHiqKmnSiyP/ksqOdwho4c75JYznXDmydlPYp2AgPKBw3DCKgwLiIiUq2cSqqHlCgSEZELTV6RfSPrqlvJhvrbVh2oobVI5TJzbP+bMiyoqW89s+tB5sIq+xqbWRuG0QYYBnwAnAaGA7cC44HvgfmGYdwEfAj8C9iuRtYiIlIb2bmOSaGsU/mVzBQRETl/1aeiSA2tRSrX7CqK7BJFmdvX8GnWN/x+7D2NHkttTj2zULbNbBllFUi/Ag+ZprkG4EySaAkQDyQA4xomVBEROd+ookhERATy7BJF/tUkikLtGlpn5WnrmUhlmuOpZxUV5+dwKts1Da1rTBSZppkOXFHN/c+BXs4MSkRELgzZlfQoylSiSERELjAOzayr2XoW4me3PUUVRSKVymxmFUXBdj2Kil14EvC59igSERGpt5xKt54pUSQiIheW00V2W8+qOPUMHCuKslVRJOKgpNTiUKUeFty8ehSVlLimmgiUKBIRERfSqWciIiKOPYqq23oW6OOJh7ub9Tq/uJR8u0STyIUu+1QBpRXyLEH+Xnh5Vv1z1RSEBKiiSERERD2KREREcOxR5FfN1jM3Nzc1tBapQXNrZA0QFGD7eOroUQAAIABJREFUc51R0oKLOoe7JBYlikRExGUqPfVMiSIREbnAOPYoqr7yIdRPDa1FqmPfnygsqOkniny9PfGp8LNvFvdhwBWjXRKLEkUiIuIylVUU5eQWUFLquj3ZIiIijclisTj2KKohURTib9vLJEsVRSI2MnJs/8djiyben6hciF2fosr+p2pjUKJIRERcwmKxVHrqWaml8ibXIiIi56P84lIsFf7/iLeHO57u1f8xzb6iSA2tRWxlnrSrKGoGW8/AtqH1QM8ENqx+wSVxKFEkIiIucbqguMomfdp+JiLno4OZeWw6cELbhMSG/bazmqqJAPUoEqlBc+xRBBAceLbyyYtC8nNPuSSOqrukiYiINKDKtp2VU6JIRM43vxzO5qOfjwDwfcoJJsZ2I9BH/ykudTvxrFyo/dYzJR9FbDTHHkVgW1EEUFzqmpPPVFEkIiIuUW2i6P+z9+bhjZ3l+f99tG+25H3fxp7R7PuSzExIQshGCCWkkEBTSKFAW2hLt19LSVugpBQuKF9oKRQIEEIISUjYMmSfSWYya2bfbHm877Zsy7Zk7Trn94dHY73vkWTtsj3P57rmukZHR9KxdHT0vs973/fjokIRQRDLB8esH6+1jly7HQiJaB2ezuMREYsJvlAUr+NZmEJOUeT0BinfjyAi4BVFxealUSgyG9kspVAoP99rKhQRBEEQeWE6TjGIFEUEQSwXQqKEfReGEOAG+4MOT56OiFhsJNvxDADUSgWjSJMAzJD9jCCusVTDrGWKohgxDdmG9K4EQRBEXiDrGUEQ1wOHO+wY5Va2AWDQ4YYkSRAEIQ9HRSwm3ClYz4C5nCKXb77INOXxo4ibZBJEPrjUNYHfHurExJT82hdJVZkRd93QiHUrSjL6+pIkYYoPs14i1jOzaf47PCGWwWKw5OU4qFBEEARB5IVoHc/CkPWMIIjlQO/ELN7umYx6nzcoYsLlR2nB0ljlJrKHJ8BZz9SJTdEsBjUGp+aVadNuUhQR+cflCeA/fnIi7oJgGFufA2+cGsCaxmK8/9YW7FxbCYUi/eL5zKwfwQgVp16rgm6JZMJFKoq6xNUoMVXk5TiWxrtFEARBLDtmZsl6RhDE8sXtD14Lr47FgMNNhSIiJesZAJj1XKC1hwKtifxzoWM8oSJRJK09k3j0xydQW27C+29pwS3baqFWJfY9iIaDG0cWLxHbGQAUchlFyb6XmYIyigiCIIi8QNYzgiAyjSQtjjBfSZLw8qURzPrYAkBzmYm5PTDlzuVhEYsUeZh1YhNki4ENtJ6mjCJiEdA5MJXyYwfGXPj2M2fxp4++hucPdMDtTe2c5oOsiwqXhu0MYBVFW1VHUDz2Ul6OgxRFBEEQRF6I3/UsvqedIAiCp2PMif1to1ApFLhjXSVqiwx5O5Zz/VPosruYbbuaSrCizITOiO2DDg/lFGWQWV8Qvzs3iDGnF+trLLjFWg7FEnhv5RlFiU3RZIoisp4Ri4DOQbaj44fvXI0t1jLZfjOzfuw73I3TbWOy+yZnvPjxC5fw7OvteORju5LOMHLwHc+WSD4RAJhN84oiJUKQKMyaIAiCuJ6I2/XM5YcoShnxqRMEsfwJiRJevTxybcL98sVhfGzvirwUYMadPrzZzk58qsw63NhcCgBQKQQEr7Yxd/mCmPYEYDFQAHEmeLtn4lpmz5k+B4waJXatKM3zUS2Mh7OeJawo0vOKIj8VHom8wyuKdm+oQkNVYdR9d66tRPfQNJ4/0IGDZwchiqwq1OUJ4NEfn8AP/vldMHLnezyWsqLIpFdDIQDhtyIkSggERahVuTWDkfWMIAiCyAvxFEWiKMHppqwFgiASY3LWx6gypjwBTMQJzM8WgZCIfReGrhWCAECjVODdG6qhVAhQKgRUmfXMYwYcZD/LFL0T7Ht5uHMcwxFhz4sRSZJkYdYGdWKFIr1GCbVyfjoXCEkydRJB5JLJGS+TD6RRKVBbborzCKCp2oy/+6Nt+P7n3oV7b1oBLVcodbr9eP6NjqSPI5LiJVQoUigEFHDdC/MxJqZCEUEQBJEXprlCEb9SRJ3PCIJIlPEo14veydmcH8fB9jHZsbxrbQWjGKopYgtFg4u8kLFU8AdDmODee0kC9l0Ygi+YePEkEBIxOOWGL5Cbgos3KCJSRKFWKqBSJjZFEwRBpiqiQGsin3RwaqKmajOUCZ7PFcUGfPJ9G/DY52/Hu3bUM/f9+s1OTEwnfq10zCzdMGuAzSkC4qvwswUVigiCIIicEwyJmI0I3RQEoI5bcaJAa4IgEsUe5XrRO5HbQlHnmBNn+9lJ0pqqQqypMjPb+OwkUhRlhpEZL6JFmU97Ani9dTSx55j24LG3uvCLE3348ZFuOFMM0k0G3naWaMezMGY+0Jpyiog80jnA5hM115pj7Bkbs0mLT963AZaIjpD+QAhPvWJL+DmWsvUMmO98ZhcrYRcr89L5jApFBEEQRM7hJbQmvRrFZvZHnApFBEEkSrRCUf+kG0ExNyGgLm8AL10aYbaZ9WrctqZCtm+1WY/I+LUpd0DWHY1InuHp2E0QWodncHloOub9ANA3MYtnTvZf+yxmfUFcGIz/mEwgD7JOslDEB1pT5zMij/D5RM21lpSeR69V4UN3WJltr57oQ/+oc8HHtvc50N7nYLYtJesZMK8o6hFXokdciZk8WKmpUEQQBEHkHP4Hr9CohcXEyoLJekYQRKJEs54FRQlDObB1SZKEFy8OwxthVRIE4J4N1dCq5JN+tUqBCm7SQqqi9BnhbCl8L4TXW0cxFSPn48qoE8+fHkCA6y40NpP9DpwerlCkTzCfKIxFpigi6xmRP/iOZ801ySuKwtyxqwFVpcZrt0VRwhMvtsZ9jNsbwNd/dgqhCD9nqUWP6rL4OUmLDTM3Jp6ZJesZQRAEcR3AS2gLjRpYCkhRRBBE8rj9QbhiKHL4cONscLJ3En2T7OvsaS5FlUUf4xFAjWVp2s+8gRBO907i4uCUrDtRJpAkCbaRGZzqnYQ7CZWVJEmy0Oo711VBFVEt8odE/P7CEDOBBIALg1P43blBhCT532N3Zr9Q5OatZ9rkmlJbSFFELBKmXT6MR3wPVUoF6iujdztLBJVSgY+8ew2z7eiFYbT1TMZ8zP/96gKGOdvxn923Acol1kU3rCjaoTqEHapDslzPXECFIoIgCCLnTHMrI2aThvGiA1QoIggiMaKpicJkO6dodMaLt67YmW11RQbsaCqJ+7ilGGgtSRJ+c3YAB2xjePnSCF5tHVn4QUlyrGsCL5wfwhu2MfzydL+sqBMLpzeI2QhljkohwFpZiJtXlTP7DU97cbRz/Nrtkz0TeOXSSNRsIwCY8QazHmrNdzxLVlEkyyiiQhGRJ/h8osaqgrRbuu/ZWI1V9ax97Sf7LkOKUth94/QA9p/sZ7a9e3cjdq2vSusY8oGZC7POh8qeCkUEQRBEzpErish6RhBEaozHKSqPznhl1p5M4Q+K2Hd+kOlYpVMpcPeGKiiE+KvXNVygtd3pY6xri5HRGS8GHPMFrYuD0xm19gVCIk72zisF7E4fBhNUWg1ztrPyQh2UCgGb6ixo5iwnx7sn0D85i0NX7HiznS3yCZhr5x2JPcu/RelmFBXq1Ig822Z9QZmFjiByQedgZvKJIhEEAQ/fs47ZdqlrAm9zAfUjE7P47nPnmG31lQX42HvXp30M+aCIU9kfvTAMT46z7KhQRBAEQeScaS6jyGzSoEimKMq+5J8giKXPQhP5vsnsqIoO2Ebh4DpM3bGuCgU6dYxHzKNXK1HKFcdzkaeUDp12l2zboStjUVf2U6HL7oI/yBY4ehP87Pgg6yrznGJLEATcsa4SRs7O9dzpAZzonmC2KQUB926qQVNEJgoQvxCZCWQZRZrkrGdKhSA750hVROSDDj7IOo18okg2tJRi22pWHfj4vsvXFIehkIhvPHkKbu98IUWtUuAfHtoObZIKvcXCxpWl0EQc+5TTh98c7MzpMVChiCAIgsg5fCjfXEYRWc8IgkgevuNZGXctyYb9zDYyg4tcaOvGWgtWVhQk/By8/Wyx5xR1jskLRQMOD7rHM/P+tg7PyLb1JPjcvKKoKqKLpkGjwt2c9YS3tKmVCrx/ay1WVhSgzMSu5GdfUcRlFCWpKALkgdaxQrsJIpvw1rNMKIrCfPSetYgUavaNOHHgqs3sqVdtaOtlu5x97N51aKxKPR8p35hNWvzBO1Yw254/cAXTOVTbU6GIIAiCyDmJdj3L1Eo1QRDLE1GSMMENnLc3FDO3eydmM3otmfEE8OplNp+n2KjBLdbyGI+ITq0s0HrxKoqm3f6YBZNDV+wQ03x/3f4gusflhagxp09WSOEJiZKsO1lYURSmocSIHY3seRFGp1big9vrUF8ypyTiC418ITLT8IoiQ5KKIgAw60lRROQXl9uP0YhQf4VCyGihpqnajFu31THbnnypFadtY3j2tXZm+461FbhnT1PGXjtf3H/rSkypGjAi1gAAPL4Qnub+1myyYKHIarVqrVbrY1artddqtTqtVusZq9V6d8T9t1mt1jar1eq2Wq0HrFZrQ3YPmSAIgljqROt6ptOqoItYSQ2GJLhosEsQRBwcbj+CEeoQg0aJlRUFTIebGW8QU+7MXEtEUcK+C0PwRViklIKAezZWQ61Mbv2VVxSNzngWbbZMNNtZmHGXD61DcjVQMrSPOhErt5rvKBft9SPPAaNWhQKdvNiyp6UMFYWsWsikVeHBHfWojCgs8YWi8SwvWrjTDLMGAIuBC74lRRGRYzo5hWV9RQFjncoEf3TnaqgirrPj01586YfHmGtHUYEWf/3AFggL5MQtBYx6NW6+893oF+eVRS8e6cZIlps0hEnkF00FoB/AzQDMAP4FwDNWq7XRarWWAnj+6rZiACcBPJ2lYyUIgiCWCXzXs3AbULKfEcTSJl1lSbLw+TGlJi3USgVquNb0mbKfHeuekGUJvWNVGcq54NFEKNCpGSWIKMktVIuFDs52puMCnw932hFMo8h1OU6haaHPLprtLNokUakQ8J6N1Si6WlSpKNThQzsbUMKpWU1aFfP3BUJi1hQ6kiTBwymm9ClYz0hRROSbTj6fqDYz+USRlBcb8J69rFKIt5H+zYe2wsx9p5cyt2+vQoVl/vsdDEl44sXWnLz2goUim802a7PZvmCz2XpsNptos9leANANYBuA9wO4ZLPZnrXZbF4AXwCwyWq1rs7qURMEQRBLGl5RFP5Rl9nPqFBEEEsCSZLw6uUR/Pfr7Xj2ZB98wdx08IqVT9RQwgYSJxqKHI/BKTeORbRWB4CmUiO21Bel/Jy1nKpocBHazzyBEAamWFXPvZtqoIwoxji9QZztd/APTYgptz9ugWwh6+AwV7ir5GxnkVgMGnx0dxM+cVMz/mhXAwr18uBxQRBQytvPspQL4guKjBpCrVQkrUwDoimKqFBE5BY+n6glg/lEkXzgtlUwRlEMAsD7b2nBliQtwIudl372bew2vM1sO3hmUBYcng2SvhJZrdYKAKsAXAKwDsC1PnQ2m20WQOfV7QRBEAQhQ5IkWdczUhQRxNKmw+7C+YEpBEUJfZNunO5NrWiQLPwEPhxEzBeK+ibdEGN5mxLk8JVxRD6DQaPEneuq0rI41BTxOUWLL9C62+5CZJ2mxKhBfYkRm+vZieDxrgl4A8kXCPkQ68qrre3DOL1BWXe5SPiOZ9Xm+OoupUJAoV4d93Mr4xRi2ep85pblE6Vm1eEVRTOeQM7VfcT1Tecg3/EsO4WiQqMG979zpWx7S60ZD929JiuvmW8sBVo0VbN5T4/vu5z1102qUGS1WtUAngTwuM1mawNgAjDN7TYNIPGWDwRBEMR1hccXZCwKGpXiWjaRhRucO1zsBIAgiMUJ3xErV63ex53sNSKsBCkv0DJZL/6giJGZ1K8nM54A+rkizl3rq2Rt15OFD7QemvLIrBT5hs8naimfG+bvbCqBJsKi5Q2KspbzCyFJElqH2anEhlpLwtZBbyAER0QejwCgojC2oihRSk25CbSW2c5SzHTRqZXQqec/i5AkweWLHwJOEJnC7Q1g0D7/HRUEyAobmeTem1agJKIgrNMo8fcPbYdatXz7dD18D6vDOdtuxxnbWFZfM+F302q1KgA8AcAP4DNXN7sA8GdBIQBnRo6OIAiCWHZEC7IOr+yS9Ywglh6SJMkm8pOz2Q/T9QVCmPHOT4YFYU7tMvd/AfUlbBEmnZwiXvVSZdahqdSU8vOFsRjUMEaG+Efp4JUMQVFE/6Q7Y0WCoCiim2tR31w+93cbNCrs5DqJnelzwOlN3PY0MuNl1EJKQcCqigK5dTDGZzfCWdZKTFqmeJUq8kDr7CxaZEpRBAAWPWs/m6ZA6+uaWU8Al7omctIUpIsLsq4tN0GXZhE9HjqNCl/65I1Y01iMljoLvvjJG1FTlv71eDGzxVqGjS2lzLaf7LuctlI2HgldSa1WqwDgMQAVAO632WzhM+4SgE0R+xkBNF/dThAEQRAyZIWiiOJQUSEVighiqTE565cVJma8gax38OJtZ8UGDdMRJ9Fiw0JIkoTLnOplTVVmgloFQZDbz6ZSs5/5gyKePNaLZ0724UdvdaE/A7lM/RNu5nM0alWojOgctrW+mFFVBUUJR7gcp3hcHmLf16YyI3Rqpeyz63dEtw7ytrOqBWxniVJqZH+LHO4AAsHMn88evuOZJvXJtdnA2s8op+j65VTbKD7+5VfwT995Cw9/6WV8/9cXMLZA98B04DueNWcpnyiS+spCfO0vb8I3P3sz1jaVZP318o0gCHj4PWuZbV2D0zh0djBrr5loyf27ANYAuNdms0WW7n8FYL3Var3farXqAPwrgPNXbWkEQRAEIWPaFb3jGRBFUZSlAFGCIDJHrAJMtlt087kxfK4MX2wYnvakFLI95vQxCimFAFgrM5eyUMMFWg+kGGh9fsCB8avXzEBIxL7zQ3D701MWdXC2s+YyE5Pto1YpsLuZXeW+NDiNiQSu3SFRgm2ENSGsvVqAi2YdHJ6Rvy/yjmfp286Aub+riCu8jGfh94j/fDKqKKLOZ9clB88M4N8fO47Zq2pLnz+E3x3qwie+8hq+8eQpdA/xqTHpI+t4lqV8ouuRNdv2Ys22vQCAlXVFuGlzDXP/Ey+2ZqWIDSRQKLJarQ0APgVgM4ARq9Xquvrvj2w2mx3A/QAeBeAAsAvAg1k5UoIgCGJZIOt4FrFyS2HWBLH0iFUoyrb9jFcU8Z2qCnXqa63Qgbn28/0prKrzGTqNJUYY0lB+8NRyiqIhhztul69oiJKEM33sZG3WH8LLF4eTfq4wkiTJ84mi2DvWV5uZ91kCcOiKfcHn752YZRQ1WpUCTWVzxb3o1kH2s5MkKYqiKDOFIgAoNbGFx2x0PvP4eUVR6oUiPtB6ykPWs+uNF4904+tPnoqacyaKEt44PYC/+sYb+LcfHMX5DnvK1waejgFeUZQZxSXBFooA4KG7VzNh/6OTbrx0tCcrr73gr5zNZuvFXDZcrPtfA7A6kwdFEARBLF9kHc9MEYoivlBEiiIiR0z4gBMTSpTrJGwtEpFGI6vripAooT+GAibrhSJeUcQpEgGgocTAhB33TsxeC2NOBFGU0MblE62pzuwkqNSkhValgO/qqrA3KGLc5ZMppOLROebCTJRsoK7xWZztn8KW+qKkj2tkxovZCEuhWqlAHVe8AQCFQsBNK8vw23PzFohOuwsDDresCBYJb+ezVhZCpZhfw24sMTKKo96JWUa9NOUJMF3W1EoFik2sqiYdygq0uDI2//p2Z+ZziuQZRakXIC2cAmqarGfXDZIk4ZnX2/GzFxMz9ZxuG8PptjGsrLPgI+9eg82rUm8p7/UFMTjGKgNXZPgaeT3jmZ17b/XGud+t6lIT7rqxEfsOd1/b5xev2nDbjjoYdOqoz5EqyzcanCAIgliUzMyykztzPOuZ05exFS+CiIU3BHy9TYsXhtT4UZcGLwxlL4RzuTE87YmZRZTNQpEkSTIrEB9ADETLKUpOUdQ36cZsxGReo1SgOcOhqQpBkHX5GkzSfnamzxHzvjfbx1IqcvCd7JpKjUwhJ5KWcpMsH+iVSyMxg619wZDs+ddUsf1xoloHIwpDfJB1lVkHRQYrvPJA6xxYz1LsegYAZs56Roqi6wNRlPDYby/JikRKhYDPPrgFf/3AZtSWR79mXemfwr9+/yiOXhhK+fV7hmcQKWCqLjXCqM9sweJ65sUnv4MXn/wOs+2B21dBr52/VszM+vG7t7oy/tpUKCIIgiBySrSuZ2H0WhU0EQPlQFCE20stfonscnlagZnA/ATz5WEl2mZoiJQI8QKiHVnMKJr2sGHZOpUCpihdduqKDYhQ6cPh9kdV3sSCt52trCiAWpn5cyOdQGu704t+B7u/KuKPDokS9p0fSjpcvINTCcQrkAmCgHdwqgSH24+nTvRGLRheGXUiGDG7LNSpZMWyAp0axRG/D5IE5u/kbWeVGbSdAXKFmj0LCxfyMOvUC0UmnQrKiEKZNyAyiiti+REKifjW02fwm4OdzHaNSoFHPrYLt+2ox7t2NuA7//BOPPInO7GG61IIzH2vvv30WdhTzEaT5RPlIMj6eqeoQIf7bm5htp1uG8v469AoiCAIgsgp8bqeCYJA9jMi5/TMssMhCQJ+2q2Gi5wbCxKvUDQ568+aIpC3nZUWaJmQ5TBalVKWW5No97NAUGSsRwCwllO9ZAreojXo8CT83p3m1ES1RXrcua6K2TYx68eb7YlPJKbcfkxEXKsFAWhaQElVW2TA6kr2/XF6g/jFiV6MzrBFnVbezldljvr5xetcNzwlVxRlkkK9GpqIoqAvKMLpy+zCBZ9RlI71TCEIKOSUHBRovXzxB0L4yuNvY//Jfma7UafClz61G9vXVFzbplAI2LW+Cl/7y5vw1c/sxc61lcxjXJ4A/uup6NlGCyHLJ6oh21kuuHlrLXN7NAtd7ahQRBAEkQYOpxff+sUZfPGHx9DWM5nvw1kSxOt6BgBFUexnBJFN+EIRAEwHBPysRw1yPsbGGwhhhFN1RIZsBkIiXBmeWIfhg4Xj5fnEKzbEo8PuRCA0fwKYtCrUFsfO3EmHikIdowJy+YIJTfLd/qCs6LK1vhirqwqxrpot2pzrn5KphGLRwdnCai0GpgtZLO5cV4kWzubiCYTwzMk+DFydyDi9AfRxkxredhamoTh6oHUwJGLMmb0ga2Bu4YIPSOc77aWDJEky61k6iiJAnlOU7c6DRH7w+oP44g+P4filEWa7pUCLr3x6L9atiN0ufm1TCf7l47vwJ+9Zx2y/2DmB5/ZfSfpYOgdZRVELKYpyQlmRnslSnJzxIpBCV894UKGIIAgiDb773Hm89nYfTraO4qtPnMz4RXo5Iu96xhaKqPMZkUtCItDnjp5rcmFaiUP29CZuy5n+STci62glRo3MrpOtnKJxrkhQGiXIOgxfKOqbSKyr2OUhtgCzuqowoxk4kSgVgqzQwReAonFhYIpRARTqVGi+Wqh55+oKWDiFycuXhmPmBkXSaWcLSnzxJxYqpQL3bqzBek5V4A+KeO50PzrtLrSNsH9XRaEOJTE+v6jWQU8AY04fk4tSqFPBGMV6mC7R7GeZwhcUmb9BrRTStjXync9IUbQ8eeL3rTjfMc5sKy824Kuf2YumBIOk33dzMzavKmO2PflyG9p6E1/09AdC6Bvhgqyp41lOUKuUKC6cXyCRJKRsH4wFFYoIgiBSxOX24/jF4Wu3x6c8sh9MQo48o4gdiMsLRZnvNEMQYYa8AgJi7Mn/8/0qDHmoBVo0eGVOQ4mRyZQBAEeWCkVyRVHsQlFloQ5a1fyQ1xMIYWyBCf+sLyj7+7JlOwtTx6lnjnWNywKbIwmJEs72s6v5m+uLrhWzNCol7tlYzRRavAERL10cjlsoc/uDsjDt5gQLRcCczeWOtZXY3sDmoQRFCb85O4CTnPo2lpoo/DdEsw4Oc+9LpvOJwvCKIrsrc79HvO1Mr06/0GUxcIHWpChadoxMzOL3R7qZbfWVBfjaZ/aiujS57+nffGgro+oWRQlf/9kpuBPMcesZnmEK1eXFBhQYMtd5kAA23HArNtxwa9T7KrjfjJEM28+oUEQQBJEiZ9rt4O3cI0l21LneCIZEuCJWOAUBKOCk8nznM8ciySgKBJMLgiWWBt0udihUbxChU8x/sQOSgB93qeGnj19GtEJREVcomszCRNUfFDHFtf6OpyhSKARZEWYh+5ltZIZRS5WatEm1q0+FjbUW6NTz56MoAfsuDMEf49pzZczJWPtUCgEbaljbR6VZjz0trGqgb9KNt+NYpbvts8zfXmbSyjpqLcRcuHUZ9q5kX1uS2JbwAiDLNeKRWQcn5YWiTNvOwvCKokxaz9wBruNZmrYzgBRF1wNPvNiKYIQltrxIj//89F6UpPAdKC7U4a8f3MJsG51047vPnU/o8Z2DlE+UbVZu3IWVG3dFva+c+10bo0IRQRDE4uBk66hs23CC2RfXK05u0mjSq6HkpPaLzXrm9QXxz/97GB/43Av42hMnUwp7JBYvfD7R5qIQHmhgJ1dDHgV+PZB5W8tSZtrtx1TEJFQhAHVFBpmiKBvWswmueFxk0Cxo2WkoZosNPePxr9WXOdtXttVEAGDUqnAHF0I95Q5gf5v8twYATveyIdbrqs3QRckR2tFYjHpuQnG4w47jXeNRu2J1cLazZNREkQiCgF1NJbidC86NpKHEuKBlTJ4x5cbwFJdPZMlOEY8vQE66/Qgm2T0uFm5ZkHX6hSKLnlcUUaFoOdExMIWDZwaZbQ/dvSYtFc/OtZV4z54mZtsbpwdw4FR/jEfMw3c8o3yizOOcmoBzaiLqfbyiKNOB1lQoIgiCSAFRlKK2ohyhQlFcZlzxbWfA4isU/fpgJy50jiMkSjh0dhASVnZPAAAgAElEQVQHTvbl9XiIzNIzy9rKmowSdpaI2FHMTuLeHFPhwhQNm8L0cgPSaoseapUCxQY+oyjz399kbGdhGkrZYkO/w40328eiWrAmXD5Zl67VOSgUAcDK8gJs4iZbl4amZbk+I9MemapmS31R1OcUBAF3ra+SqZXe6hjH9w924g3b6LXcokBIlBXRWsoLUv57gDml1Hs4C1yYeLazMLx10BsIYcbLFinLs6T20qqVKNTNq3QkCUw3uHSQWc/S6HgWxswpdJ3eQExFGrH0eHzfZeZ2U3Uhbt5SG2PvxPmTe9ehoZL9nn/3ufMYXqCgLlMUUT5Rxnn1mR/g1Wd+EPW+iiJSFBEEQSw6OgenorZtp0JRfOT5RPJVMN56Fu19ziV8QfDw+eEYexJLDXcQGPXOD4UESKg3zk2qHmgIoFTLTrCe6FFjiiI/AMitW41XVR8WgxqR9QCnN4hAhhQYYexJBFmHsejVMhvRyZ5JvHJ5BCKnEuRDpOuLDSjQsRPwbHKztVymzHrt8gimPfMn3+k+Vk3UUGKMGQgNAAU6tUytBMwVhk71OvDDQ5146eIQzg9MISiynd7KEyjELYS1shD3ballOrvp1cqEilDRrIORlBXo0g6BjgdfiOTPv1TxZLjjGQColQomwFxC4l3+iMXNGdsYzrbbmW0P37MOimgV2CTRqJX4h4e2QxOZ5eYL4utPnoypoAsERfRwgf8ryHqWUypKSFFEEASx6DgVRU0EUEbRQkxz6gKzKUqhaBEpinyBEK70sxOyc1fs8GSp5TeRW3o521mVXoLu6lxNrwQebgpAEZHWMhsU8ES3WpZNdr0hShL6ouQTAXNdrwq5nJRMB1qPp6AoEgQBt6+thIYrKFwcnMYL5wcRFOcmQ5IkyQpFiaheMolaqcA9G6uhjOiw5guK+P2FYYiiBJcvCBunMNoaQ00UycrygqjvATCnMLo0NIM3bOxvW3O5CUKGOr01lprwwI56NJQYUGPR472bapiJaTx4+1kklebsZkfx5xd//qVKNqxnALCijLUKdoxRk42ljihK+AmnJtrYUoot1rIYj0iehqpCfOy965lt7X1T+PnLbVH37x91MkWkErMORVnOcSNYyjlF0aiDCkUEQRB5J1o+EQDYpzwZyy9YjizU8QwALNxAI5+KovY+BxMaCcytop22RS8UEksL3nbWaGS/u00mCffUsEXBNqcSh+yZmdAtVUZnvPBG2Fl0KgXKI9r0ynKKMhhoLUmSrEU5rxSKRZVFjw/uqIeey/G5MubCr04PwB8MYXDKw9iaVAoBK9O0XqVCeYEO7+BaVw9NeXCsewLn+x1MsbLIoEZTaexCSiQbay34xDuasXdlWUKFiZayzP7tlWY9/nBbPR7c2YDaOCohnniFouosBVmH4c8v/vxLFVmhKANdzwB5plTXuEummiOWFofODqKLs3l99J61GSvihnn37kbsWsdmij37+hX8x09OoJ1TMVI+Uf4ps+gZRdmU0wevP3MLmVQoIgiCSJJpl0/2gxlGFCXYHbHbGV/vTHMZRdEURUadCqqIFW+fP5Q3Bc+lrugBgscvkv1sOcAHWTca5ZOpOypDWFnATugOX+eFIt7KUl9ivNaSHYhSKMqgosjpDcIXUaTSRFEwxaOiUIcHd9ajQMdOyvsm3Xj2ZD/OcNf2FWUmaKMEROeCLfVFsgLQsc5xme1sc31RUhNGnVqJXU0l+MRNzbh9bSWKDNHfP41KEdfylUssejWTFRRJZZYLRaXc4oXd6YuabZUsnkDmrWcAUGsxQMdkOokYnKJxyVIlEBTxxIutzLa9m6qxKgEVYbIIgoC//OBmFBey5/zRC8P4u28dxD//72GcbB2FJEno4ApF1PEs9yiVCpRyispMzkGoUEQQBJEkZ2xjiDdGpM5nsZnhrGfRMooEQVg09rNYhaKTraMIkXJsSSNJQLesUCT/TBUC8MeNbOegEa+A6/nj5wtFvNqjmFMKZtJ6xgdZlxZok15VLzZq8eDOBllBa2TGi/ZR1qaztjp/kx9BEHDXuipG+SMBskLZuhSPUaVUYGOtBQ/vWYH3bqpBJTc5XF9thjID+SeZQBAENJTIi1Y6lSJmoStTWAxqJlvJEwjJ1ECpkC3rmUIhoImzn3XayX62VHnpaA+TPaNUCPjjd6/J2uuZTVr87Ye3Rs0+utA5ji/+8Bj+6htvyJT1zaQoygpbbroLW266K+b9FVxHz0zmFFGhiCAIIkli5ROFGaVCUUwS6XoGyHOKHBkKD02GUEhEW89k1Puc7gAud0e/j1gajPsEzAbnB8JahYQqffQKcIkWMKvn7wtJAuy+xTGBziRddhcOto9hKI76wB8UZfc3cKqTIgOvKMpcoXecuxYkajvjKdSp8cCOelQUxs7U0KmV10K684VBq8Ld6+Uh1GHW15ihVaVXYFAIAlZWFODDuxrwwe112NZQhHesLMPelZnLP8kE0T6LSrM+4/YbHoUgyALTM2E/47ueGTLQ9SxMC18oGnNlRAVF5Ba3N4BfvGpjtt11YyOqS00xHpEZNq0sw5c+cSOaqqPns/UMz2CMU65Qx7Ps0LRmM5rWbI55f3kxq6ikQhFBEESeCImSrFC0mRtMD1OgdUwS6XoGROl8lgdFUefgNLxxVo2PXSL72VKGzydqMIpR23eHqdKxEqJh7/IqFPWMu/CrMwN4u2cST53oxdkY9toBh5vJx7Ho1TBzhaFo1rNMTVKjKYpSxaBR4YPb61Afw161urJgUShqGktN2NYQ3WayOYP2E0EQUFdsxC3WCuxoKslqJ7FUqItSKKrKcpB1GP48s7vSW7yQJAnuLHQ9C9NYamTC0Kc8AUxkOFSeyD7Pv9HBjJt0GiUeuH1VTl5706oyfOtvb8EXP3kjNraUxt3XUqCV2dWIzOCwD8Nhjz3eJEURQRDEIuFKvwPOiGBWo16Nm7fWMPuMkKIoJol0PQOAIt56lodAa952VsDZG45fHKEV2iVMIvlEkVRyaqMRT/4LCJnk4hAblPp62yiOdo7LzvGFbGfAnIVGG5GREhQlODOUMyYLsk6zdbtGpcR9W2rRUi5foV9TtXhWyPeuLJP9rStKjTL11nJGr1bK7HFVluzmE4XhlWvjaS5e+IMiU3BVKYSMFuY0KiXqOateJ3U/W1I4Zrz49ZudzLb7bmnJaWcxQRCw1VqOR/98D/7rs+/Ank3VURdUWmotWVf2Xa8c+NXjOPCrx2PeX8EpisaoUEQQBJEfTrWyaqKt1nJUcxJvKhTFJpGuZ4DcepYPRRFfKLrvlhaoIya/o5Nu9I7QwHupkkg+USS8LW3Ys3yGUJIkYTBKAOaRznG8YRtjikWJFIoEQZCpijKRUxQMibLn4S1BqaBSKnDvxhpsiAhjXVVRkDO1SiKoFArcs7H6Wsc2lULAnpbFZQ3LBbub55UNFYW6uN3QMglfpOOVbcniDmTPdhammRubdIy5Mv4aRPZ46lUbfBGqZotJi/fd3Jy341lZV4R/+sgOfPefbsPduxuhuToeUgjAH7xjRd6O63pHrijK3Bwk81clgiCIZczJNja8b/uaclRxA9WRiVlIkkSrKxySJMm6ni1W65koSrIMom2rK3C5e5IJcDx+cRiNVdE9/MTiJSACg272+7lQoahyGVvPZjwBuGIofk73OeANhHDHuip4/EHGviIAMbtiFRk0GJ6et+dMzvrTntRPzPoRWa4z69Vp5/OEUSgE3LGuCpvqiuALhFBdlP3sm2QpMWrx0d1NGHC4UWXWJ9XtbbnQVGbCx/aswKTbj4YSA9NtL5uUmtii4YTLh5AopWxN5G1nmQqyjqS5zITXIn6vRma8cHkDMMXoHkcsHgbtLrx8rJfZ9uDtq2BYBJ9ddakJf3H/Jnz4jtVo73egpsyEmrLsZiYRsSkvYn+DRyep6xlBEETOcTi96Ohn24FusZbDUqCFNmKQ5/GFZMoZAvD4gghGtIrSqBTQxRgcyxRFObae9Y85GYuhQadCQ1Uhblhfyex37NJITo+LyAwDbgFBaX6CV6SRYF7AwcMrisa8AkLLxHk4sEA73cvDM/jtuUF02llFQqVZB12M1vF857NMBFrbuSDrTKiJeCoKdagvMUKlWJxDZKNWBWtl4XVZJApTZNSgucyU089Ir1HCpJ1fXxel9FRyfJB1JvOJwph0aplVj/8OE4uT5/ZfgRjhTawqMeKOGxrzd0BRsBRosXNtJRWJ8kyxWQeVcn4843T74fYG4jwicRbnryBBEMQi5DQXYt1SZ0FRgQ6CIKCSW1UfJvuZjGhB1rFW7PNtPbvM2c7WNBZDqRCwc20lIg+5o38KE9OZW70hcoM8n2jhXvdGFVAY0fksKAmwLxNV0cAUm2mwqqJApnDosruwn1NUxlMIRQu0TpdxV2bziQgiGeT2s9QDrd2yjmeZLxQBkGVvUaFo8SOKEt7mWs8/dPdqxvpOEGGUCgFlFnYOwnekSxU64wiCIBKE73a2fXXFtf9Xyuxn1PmMR1YoiqMGyLf17CJXKFq3ogQAUFSowyquy9BxUhUtOfhCUVMChSJA3vlsZJkUigYd7PVqY60FH9rZADOnWhE5BVUyhSKHO/1CkSzIOguKIoKIBa9g48/HZJArirKTBtJcXsDc7ptwwx+M3c2TyByiKCHEXzQToHdkhhnz6LUq7N5YnclDI5YQO955L3a88964+1Rwi9WjGVqspkIRQRBEAoRCIk7buELRmvJr/5cXikhRxDPNqQFi5RMBgIXr6jGVZiviZJAkSRZkHS4UAcCudaz97PhFKhQtNXpmk8snCsN3PhteBp3PZn1BONzzMnVBAKrMelgMGjy4oz6mvUutVKDKHLvjlNmgRuS74/QGEQgm9j5HQ5Ik2cS8NIfdfwhCpihKo1AkyyiKYeFMlxKjBpaIgm9IktAzTuOTbNM7MYvvH+zA/x64gvMDUws/IIIzNjtze0NzKVQZ7IhHLC3qWtahrmVd3H3K+UKRIzOL1XTWEQRBJEBbrwOznvnJVIFBg5a6eWVJFdeGlgpFcnhFkTlGxzMAMOnVTEioxxeC15+Z9toLMTrpxkRECK9GpcDKOsu12zesr2L2P99hz5gfnMg+rpAC47754Y9CkFBnTGzVV9b5zLv0h1ED3ICyokB3rZuNSafGB3fUR+3+VVekjxvkq1IoYDawiqTJNFRFTm8QnohOUSqFAIvh+s3pIXJPGVeY5K2QyeAJZD+jCJjrQNjM2c86yH6WdV5vHcWsPwR/SMT+tlGZgiweZ9vZRcnNq66/7obEPPahPtiH+uLuI1MUTVKhiCAIImec4rI5tq0uZyZJFWQ9WxBZxzNTbEWRQiHkLafocjerJlrVUAR1RGel2nITqkvnP+9gSJLZEonFS5+fPe9q9RI0CY6GeOvZclAUDU6xWQY1XAcVvVqJD2yrl9nMVifQ7a/YkLmcIj5bpbxQl7OOVwQBzHXyU0accy5fUKYMShR5RlH2GlE3l7H2s267KyVLFJEYM54AY7UNiRK6xhMrzvkDIZmimQpF1zeHXvg5Dr3w87j78IqiMSoUEQRB5I5TrWwhYNuaCuZ2VSk7iRomabeMGa7rkTmO9QzIX+ezi52xbWfA3ArtLk5VRPazpUOvnz2vErWdAXLr2XLofMYrimqL5HYytUqB922pwY3Npago1OGGFSVYXblwoaiIUw060uh81ml3MrebqdMOkWOUCgHF3AJHqqoiD289y5KiCABqLHro1PNTPm9QxOAULWbFQ5IkDDrcGE9hgYq/pgJA55gzyp5yWrsn4Y+w6JZa9Kgtp2sdER++oQ4pigiCIHLExLQHXUPT124LArCFW+EpLzIw3bAmZ7zwBSgwMpJoXc/ika9Aa15RtK6pRLYPn1N0sm0UwVDq+StE7ujzseddMoUikwooULGdz8Z9S1fV4g2EZDkrNVz3lDAqhQK7m0vx0A2N2NNSFrNjYSSyzmcpWs98gRD6uYEvb6chiFzAB6gf7RyPWhhYCF5RlC3rGTCn0F1RynU/GyP7WTxeuTyCX7zdh8ePduN072RSj412PvRMzCY0RjjD2c62rErsWktc30SznklS+qtYVCgiCIJYAN5WtKq+CGZusKhWKVBqYVfiM9V1YLmQTNczIIqiKAeFIofTi0H7/OemUAhY3Vgs2291YzHMESvLs54ALnFKJGLxIYoS+nhFkSm5wVSVfvnYz4Y421mJUZPRCausUJSi9ax7fJbpuFZk0KAkTsYZQWQLPtB6wOHB02/34akTvegYcyY0OZMkSZZZY1Bnz3oGAC1c97OOMVdGJpLLkWm3HxcH5xcHj3SOQ0zCqsfbeQEgEJLQl4DK4+wVNsiabGdEIlgKtNeyBQHA7Q0yuaqpklChyGq1fsZqtZ60Wq0+q9X6E+6+26xWa5vVanVbrdYDVqu1Ie2jIgiCWETw+UTbOdtZmCo+pyhD0s/lQjJdz4AoiqIcWM8ud7Erh801Zui18gG8UiFgxxpWVXTs0nBWj41In0G7C15pfuhjUEoo0yZbKFo+nc/ktrPoaqJU4TOKHLP+lCanHbztjNRERJ5oLitANIHH0JQHvzk7iJ8c6caFwSkExdjqEX9IRCjie6BSCFCrsrt231BiZHIVZ7yBtMK4lzO93NjNFxQxMpNY51W3LxizIN6xgP1s2uVD58A0s23TSioUEQsjCIIspygTc5BEr0pDAL4M4EeRG61WaymA5wH8C4BiACcBPJ32UREEkRMkScJrJ3rx+L7LlKkTg2BIlLUq3b46eqGIl36OLJL31DYh4KmLKpweViCfC4jyrmcLZRSxHWZyoSi6xNvOVshtZ2F2rWcLRccvjdAK7SLH1utgbjcYRcRp3BWVKt3y6Xy2UJB1uug1SugiJsBBUYLTm1z4b0iU0M1dS1son4jIE0VGDT6wrR6VhfJOgMCcau6VSyN47FAXzvQ5ov4myIOss2c7C6NRKdDAjVE6YtjP3P4gTvVO4mD7WFoB9EuV3ihq8GjbohFNTRSmyx5fxXWOUxOtqDHL1OvE9ceNd96PG++8f8H9shFondDoxmazPW+z2X4NgNfVvx/AJZvN9qzNZvMC+AKATVardXXaR0YQRNZ59vUr+NbTZ/HL/Vfwl984IOu0QMwFC3p88xMbi0mLFTXmqPvygdaLQVF0YUyB/zyswUudKnzrhAZPXVIhX81O5BlFi896xtvH4hWKNq8qg0Y9P8C3OzzoHprJ2rER6dPexxaKGo3JfxkqOevZyBJVFAVCIkam2UlNtCDrdBAEAUVp2s/6HW4m3FWvVqLKktnjJIhkqCs24MO7GvCB7XVo5JTEYVy+IPa3jeJwx7jsPt52ps9ix7NImjn7Gd9JcNrjx+utI/jBwU68YRvD2z2TePZkH7zXUd6iKEnoS6NQFC+vatYfwvB0bGXS2Xa2UMRnYRLXJ1UNK1HVsHLB/aLlFKVLustg6wCcC9+w2WyzADqvbicIYhHjdPvx7Ovt1277/CF88YfHZBOp652TraztbOvqcihiSBAqixdX57NpL/D902qI0vzxvtypwmNn1Mh17nIwJMIV4ZcWBKDAoI77mKIcW89mPQF0D7Oy77VRgqzD6DQq2UDu+EWyny1meEVRkyn5LwJvPRtdop3PRqY9TNHYrFejQBf/O5kKxVxBeNKd3PeY7xbUXG6CgsJdiTwjCALqi424f1sd/vjGRqypKoxqSTvePSErPLhz2PEsEr5T4OiMF05vAGMzXuw7P4TH3urC2f4pBCMuDC5fkMnrWe6MzXjhDcp/F4anPfAHFy6Y8YUivZr9bPnujWEkScKZdsonIuQM917BcO+VBferKMqToigOJgD81WMaQEGUfQmCWET87lAXvNyqlscXxL99/yi6h66fQcFCJJpPBACVpXw1P3+FIkkCfnhGjZkoHZne6lfiv99Ww5/DRUIn1+3IpFdDqYz/EyRXFCWWEZAqrT2TjDWvvrJgwRwlvvvZsUsj2Tg0IgN4/UH0jLCKr4YkOp6FWS6dzwYc2VUThUlHUSRJkkz1wE92CSLflBfo8O4N1fjTvc3YUl8EFbeY9OLFYaY4JAuyzlGhyKhVocrMWuaeebsPTxzrQdvITExr+pk+B8TrxFYdSzkkSpB1XuTxBeVdJG/gVMmx7H6DdhfGI2xrGpUi7kIVcf1w9OXncPTl5xbcr6IkfxlFsXABKOS2FQKIn9ZFEERecXsD+N2hrqj3uTwB/Mv/HUH/KH2Nxxxu9I7Mvw8KIb4UWBZmPeFOqlNGJnm1S4nzY7EHn2dGlPjGUQ0y0BQhIWZcydnOgNxbz3jr5boEBmk71lYyq8hdg9MYS6FVcroMDUp48YUQ9r8agsu59Ab0/kAIP/zNRfx//30I+w53Z+U1Ogemme9jmVaEKUXHx3LofMavfNdYMptPFIbvfOZIolA05vQxmUYqhYCGGFYfgsg3hXo13rm6AvdtrWW2u3xBvBKRYcdnFOmz3PEsEt5+NpXAIGDGG5AVbLOJJEk43jWBnx7txoG20ZyOo3riWMz4kGueoSkPIo+02KjB2mozk4M3OeuPeg3kbWdrV5Qw1naCWIhyXlGUgbFouoWiSwA2hW9YrVYjgOar2wmCWKS8eKSHsQHxVqpplx+PfO9w3q1T+eZU2xhze3VjMUyG2AoTk0EDo37euhEIinBkWQUTjb5pAU9fZgeeTRYRZQZ2cts2ocBXDmswk4PGJ/J8ovhKHQAoMGiYc3PWG4Q/i1kJfKFobZx8ojCWAi1WNxQz247l2H7m9Up4c7+IcTswOAC8/qqIQGBpFYu+88tz+M3BTrT2TOJ7z5/H4fNDGX8N3naWSj5RGN5+ttRyikKihOHp7AZZh+E7nyWjKOK7BDWUGKFeQIlIEPmmvtiIndxCQ6fdhfMDUwAAT4C1nulzpCgCFg6CLzFqcOe6SqytYnUAZ3pzF0twZdSJtzrssDt9ON3nwLEuec5TNvAHRQzFCaNeKKdoUKbSNECnVsq6SfJdHAHKJyLSJ1pGUboNVhL6tbVarSqr1aoDoASgtFqtOqvVqgLwKwDrrVbr/Vfv/1cA5202W1taR0UQRNbwBUL49cFOZtsD71qFP3hHM7NtcsaHR753OC/qiMXCqdbEbWdhqjjpZ66Lbb4g8N2TagTF+YmrQSXhMzv8+PxeP2oL2GJR77QCjx7SYDzLH/P0LFuNMpsWLhQpFIKsM1q2cop8gRCu9LMD4UQURQBww/oq5vbB04MZO65EuGKTEIyYd8xMAydPLJ1C0RunB7D/ZD+z7af7LiOY4SAtW98kc7sxhXyiMJVLvPPZmNOLQESwkkGjRNECmWGpYjFoGNWdyxdMKOsDkIfttpST7YxYGuxuLpV1RnvDNoZxly8vXc/CFBs1MpUfANRY9Hjfllp8dHcT1tdYsK2RXQDpd7hhz9HC18neSdntWV9y3RJTYcDhZnLbTFoVc+2anPXD6Y2twOJVmmE7bzN33erk7GfBkIjzXOj5Fmt5ModOECg0aqCLuJb4/CHZIm2yJDqyeQSAB8A/AXjo6v8fsdlsdgD3A3gUgAPALgAPpnVEBEFklVeP9zIWHp1GiXtvWoGPv3cd7rqxkdl3zOHBI987gsmZ3Kti8k0gGJK1Kk2kUFQhs5/ltlD01CUVhlzspf3hzQGUGoAiPfC5vX40F3Fdm2YVePSQFkPO7Kkiku14FiZR+5k/EEpLbdTe50AwYuJcXmxAWYKZLXs3VzO3bX0ODOVIpi+KEtrb5EWhjnYJvT2Lv1g0MjGL//3lOdn2ofFZvHq8N6Ov1c4HWaeQTxRmqVvPBmUTGgOELAVEKxUCLHq2COVwJ2B38QSYvA8BwArKJyKWCEqFgHs2VjMKuKAoYd/5IVmxwZCjrmfAXAj3u9ZUQK9WQhDmMr8e3FmPB3c2oLnMdO06UF6gk+WWnclBs5PhKY+sM1ggJOFoDlRFvGKoucyEKrM+7j5hgiERI9xxh+28LWWs3W9oysNkVtl6HbLuug2VfLILQcRHEISMdz5L6Mpks9m+AOALMe57DcDqtI6CIIicEAiKeO5AB7Pt7t1NKLhqDfjz92+Ezx/EgVMD1+4fHp/FI987gq/8xR6YTYlN7pcDl7ommLDv4kIdGqsW/uGOllOUK04OKXCgh72s31QfxK6a+UmtSQP8424/vn1CjYv2+ZWHSa+AR9/S4As3+1FmyHyBYZrLKEpEUQTMDZgiiVYoOnx+CN97/jymXT5sWlmGP7x1JTauLE1q4svbztYnYDsLU15kwPrmElzsnH+ON04P4MN3Zv+nsbdHgjvGKXbssIjSUgWMpsVZxAiFRHz9yVPMADmSn79iwy3b6qDXpj+Jmpj2YDxiEK8SJNTo07Ce6eSdz0QJiNEQcdHBB1nXZCnIOkyRUcsUhyZnfajg1BY8vD2j2qLP6YSaINLFYtDgXWsq8GKEHXk8iio2l9YzAKgrNuKTNzdDgABlnIvW1vpiDDjmFbKtwzPYu7Isq9/D0zGKURcGprCtvlgWjp9J+CJQQ4kRBo2SsaP1TrixvsYie+zIjBehCJtPoU6FwqsF8kK9GmUF2muFbwlAl9117Xl429mmlWUxu+sS1x83vefDCe9bXmxgslVHJ91oKk39tZeWVpogiLR441Q/01VBrVLgfTfPW84UCgF//cAW7NnEKiT6R5341/87Cpc7PQnjUuJkK5tPtG11eUKFh0reepYjRdGkT4kfnWVX7SuMIh7aIJ+Ea1XAZ3cFsKOaVeC4/AJ+3ZadAesMZz1LJKMIkCuKHFyh6OVjPfjqT9/GlNMHSZobcD3yf0fwt//vTRw6O4hQgiGYsnyiJLuN3LK1jrn9xqmBtL3hiWC7HPs1/H7grYNi3gLVF+KpV2yy3KDIr9iU04ffcDbZVOEzj+oMElRpjIBM6qXb+UySJAxOcYqiLAVZh0klp4i3Z/D2DTWDXhoAACAASURBVIJYCqypKsTqBdQhhjyEFqsUirhFImDuO1eomy8KBUUJFway1xXX5Q2gfXQm6n2iBLzVYY96X6ZeeyLiuiQAqCs2yMLzeydmo/62y5oDcLlEfDZUZPezs+3seHMz5RMREZRV16Osuj6hfTOtKKJCEUFcJ4RECb/cf4XZdvvOehRzq7pKpQJ/9+Ft2LmWbfvdNTSNL/zgGNxx/NnLiVNtyecTAUAlN6gYzYGiKCRK+GFrCWYD84M+pSDhz7cFoIux8KdWAn+xPYBbGthC0pkRJTIcDQMgta5nAGApYM/PKde8KuSX+6/gf549F7Wlb8fANL72xEn82X++ht8f6YYvji0tFBLR1sNmIqxvTq5QtGdTNdQRlYfhiVlZESTTjNsl2Llx80orO/AfGwUunl98haILneN45vV2ZtuOtRX4w3euZLY9f+AKptPMpXJ7A3j6Vfa1VhWkf5JXLlH7mcMbgDcwf+xalQKlBdlVi/KZKAsViryBkGzixds3CGIpELZ6mfWxM8AWq1JOIQjYXF/EbDvb70h4ASZZzg1MMRlBKq6Q1T7qxMh07LDpdOA7mlWaddCplag066GJsA96AiHGEhsmWpB1JHy3ud6JWQRCIvxBEe39U8x9W6xUKCLm6e+4hP6OxPqE8YWiMSoUEQSRCEfODWEoIlhZqRBw/60ro+6rVinwjx/ZLlvVsPU58KXHjsPrz36oYD4ZmZjFQMRqj1IhJLzCw1vPcqEoev7AFdim2YLKH64Joqko/mBOIQAf2RiEUT2/32xAQPtkcj8NQRE4O6JArzP2QDiVrmdAdOuZJEn48e8u4fF9lxd8/MiEG9997jw+/uVX8LOXWvHysV7Zv2f3X2FshhaTFtWlybXgNunVsuLqgVP9MfaW4/YGcLptDINJZBu1tbKfb1U1sOtGAVWsIBDnz0qwjy2eYpHL7cd/PXmKKfAVF2rx1w9swf23rrxmhQUAjy+Ep19rj/IsifP8Gx3M+acVRNxSkf41jLef5btQJEkSOgemcOLSCAJxwqJHuUlOtUUPRZbyicLwdpFo7aEj6R53MRPGYqMmq5YTgsgmWrUS795QjWhfM5VCYBYZFhsbaixMwcblC8q6EWaCYEjEOa5gctOqMpRzReyD7fasqHWj2c6AufFfHTf57uH2FUUJg1Px7bzlBVoUcOqs3olZDDm9jOq3rsKEEnN2rcDE0uLt/b/D2/t/l9C+pCgiCCJpJEmSrd7fsq0W5cWx7QYatRKff3gn1nFZLZe6JvDoj09ktU15vuG7na1tKoFBl1hHoBKLHirl/KBqZtafVRVW99A0nnyJbTS5tjSEu1oS+3yUCmBTBauMOD2c+E+DKAHfOKrGN49r8KXTVXjxSHfU/VLpegbIrWeTM1789zNn8fwbbNaWWqXAJ963Hjesr4w6GJ92+fH0q+34n2fPyv7x79+6FSUpBfvesq2WuX3o7BACwYWVK7OeAD73ncP4tx8cxV9+/QAOn1u4NbzbLaG3mx0sr1mrgCAI2HOTAtqIuqEkAYfeFOH3579YJEkS/vvZs0xeEAD8zYe2wmzSwqhX44HbVzH3vXikO+VQeMeMF79+k7Wv3Vwwg8IMNPiq4jKO8tX5LCRKOHx+CH//7YP47DffxL//6Dg+/bUDGBqPXnQc4RRavEUiG/CKIofbH3ey1zFG3c6I5UW1RY/dzfKwkFznEyWLTq3Eumozsy1WjlA6tI3MwBMxrtSoFFhfbcY7VrHdv/odblmhJl0kSUJfjEIR/39AXlSyu3wIREix9WqlzG4rCAKaOftZp92FIa5ZzOZV1O2MSJ3yIioUEQSRJG9fHkXP8LzvWxAgs3hEQ6dV4V8/vgur6tngvrPtdnz1pycz3r56sXCyjfWLb1+T+A+3UiHILtTZDLT+3aEuRgZu0kj45NZAUqG6W6vYotKZEUVUO1c0Wu0KXB6fH+j+6HeX4IjSQjdTXc+OXhjGqyf6mG16rQpf/OSNeO9Nzfj8n+zCd/7hnbh9Zz1UytR+4tauKF54pyhsW12BgogW4063H2dsY3EeMcdzB66ga2gu9yEQFPGtp09jeDz+QPiKTYIY8fUrKASqr9ap9AYBe/ayf/usCzh+VMpJblI8XjnehyPnh5lt77+lhRkcv3t3I8ojVmODIQlPvNia0us99aoNPk4tdnNBZlbD8935zB8I4aWjPfiLr76O/3z8bbT3za/GD0/M4h//5y10D7F5IpIkYYRTFPGdjbKBQaOCTs12f3J6o6u6gqKInnG++xDZzoilz86mEtn3zbhIbWeRbOHsZ0NTHoxmsBuuJEmyjmobaszQqJRoKDGigct+PJRhVdG4y4fZiN8JtVLBdDvjX39wysMUhnibbG2RPupiUwtnP+scc2FAVigi2xmROnzn5TGHO63vChWKCGKZI0kSnuGsG3s2VqO2PLGBt0Gnxhc/cSNWcCtKJy6P4BtPnsqaVz1f+AIhnO9g27BuSzCfKAyfU5SqGmIhfIGQLKT3IxsDSHbet6FchFox/zna3QoMOBOb9B4ZYFdDvf6QLA9GkiR517MEbSRFXKGI/70zmzT4j7/Ygw0RK7V1FQX4qwe24Ieffxfuv7UFhlhBTVEw6dW4aXNNwvtHolYpsHcT+9iF7GcT0x785mAXs83jC+HrT8YuxIZCEtrb2Ddi9RqBGZjW1AlYvYb9DHu6JHR15u/72j/qxA9+c4HZ1lJrxkN3r2G2qVVK2baDZwbRMcDaEhZi0O7Cy8d6mW0P3r4KOkVm3oPKGJ3Pso1HFPDs6+34+KOv4ju/PMdYiiOZcvrwue+8hcvd80Hto5NuuCNW7VUKAZWFubE5FHPF4cnZ6NlTA5Nu+CPOfaNGiSpz/A5pBLEUUAgC7t5QDX1EeHVLxeIvgpaYtLJiyeneyRh7J8/glAdjXAF7c918ceqmlexind3lQ+tw9NDrVOAVQnXFBibou8igYWxjIc5qtlCQdZjaIgO0KjbvyBnR9VOpEJLquEoQPCa9GsaIczUQFGULtclAhSKCWOacvzIOG7dS88F3rYqxd3RMBg2+9KkbUVfBymbfOjeEbz99ZtF2VUqFi53jjK2u1KJHfZIDOb7zWbYKRW9fHoE7YlW+UCthe1XyKi+dClhblrz9zBcETg7J93vpaA+GIrJ2PL4gU/TQqBTQJii35zOKIikr0uOrn7kJLbXyVrUAUGLW4+H3rMOPHrkDn7pvA+7Y1YDbd9bH/Pf+W1rwlU/vRVFB6pNS3n524tIIZj2xrYc/f9kW1cbZ3jeFn7/cFuURQE+3BG/EIqRaDTSvlBf2tm4XUMQuBOPEUQkzM7n/vgaCIXz9Z6cYdY9Oo8TfP7Q9aj7HzVtq0VTNdgpKJJMqkid+38pcm6pKjLjjhsbkDjwOBWrAlMPOZ+4g8Kt+Ff59qAY//X0rpqIEqvLMeoP4l/87ipNX7bR8d78qs37BzkeZoijBzme87WxFmSklKyhBLEYKdWo8dGMjblhRgjvWVWJnY2oK1lyztZ49TtuIE7O+6KpAfzCEs/0O7G8blRVRonGaa/zQXGaCJeJ6UVGok3WOe6vDnjFVey+n+uaLYoIgxLSfSZK0YJB1GKVCQFNpbBvt6sbihGMOCCIWFcXsuWp3pK7+W/x6R4Ig0iJaZ6EmTh2UCGaTFv/+qd343HcOMwHN+0/2Q6tW4s/v37gsBvMnW+XdzpL9u3hF0XCWrGcHTg4wt2+oCSFFtxW2VIo4NzpfvDkzosQfWOPnHJ0eUcAbkr83IXHOKvSPH9kBIIrtzKRN+D0tNGogCHIlUW25CV/65G6UJSCfMurVeM/eFQm9XrqsaSxGRbHhmi/cHxRx5PwQbt/VINu3f9SJ1070yraH+eX+K9iyqhwbWubVUpIEtF1m34zmlQLUavn7qVQJ2HuLAr//rYjQ1Y8yGAT2vyLitjsVKCjI3ff1p79vvWavC/Op+zagpiz6oFmhEPDwPevwbz84em3b2XY7ztjGsMW6sBXU1jspU9v98d1rMh4aW6WTcMU1/z4OewSU6zJbiJMk4O1JBZ7vV8MZjP6ZKRUCbtlWi/tubsErJ3rx2wiVmj8Qwpd/dBx/86GtskIRH7iaTficorc67JjxBrC1oRiFVydHkiSh087nEy1+xQVBJEOhTo09LUvLYtRUaoTFoMaUe27hIyRJODcwxeQuzfqCONPnwNl+B3xX8/nO9Dlw6+pyWaEpzIwnIAvH3spZ3QBgT0sp2kdnrqk2nd4gzg1MYVtDeoW2YEiUFbP4olB428XB+d+wcKFoctbPZispFSiL00WyudyEtpHoaiiynRHRuPW+jya1f3mxnhlvjc+k3imQFEUEsYxp65mU2ag+eFtyaqJISsx6fPnP5JPzF4/24LHfXsp7/kkmONXK5ROtTj5YMBfWs2mXD6fa2KLW7rrUA8a3VLKP7Z5SYHKB35ajA7FVQW+dG0L7VSVbqh3PAECpVKDUwp5vLXUW/Oen9yZUJMo1giDIVEVvnB6Iuu9Pf3+ZsSpVlRpRXDivZpIk4Bs/P8W8f1MTSkyyc31Y18Qu+FgsArbvZO93OoGXfy9iypGb7+vptjFZoPTeTdW4bUd93MdtsZZhYwsb/vqTfZcXVDBKkoSfcOqjljoL9myqjvGI1JHlFHkzW3wb9Qr4drsaj3drohaJ9Fol3ndzM374+dvx2Qe3oqGqEH/63vV46K7VzH4hUcI3fn4Kb50bZLbHWvnOBqWcOjAQknCq14HHDnXixQtDGHf6MDrjhStCpaBWCqiP03SBIIjcIAgCttSxBZxz/Q6ERAkOtx+vXh7BDw514nj3xLUiUZgDbWM40jkedYx4tt+ByK2lJq2syxgAWAwabOJe/1jXOHxpNlYZmvIgGJnzqFXJgqgByK5DdqcPbl9Q1u1soS6STaXGmBmSW6hQREShqKwKRWVVCe/PK4rGp1JfrKZCEUEsY/i20htbSrE6TZlzebEBX/6z3SguZAf9vznYKesetdQYsrsYtZRKqcDGlcn/cFeVZr9Q9Na5ISYfqsoQQKM59Ym/RQc0F7GDuzMjsQtBMz7gwhj7E1KkZWXoj++7fDWfiLXIJFMoAoD33jSvBtq8qgyP/tlumONY0vLNLVvZQtGFznHYOWl6a/ckjl0cYbZ99J61+NsPb2W6tk1Me/E/z569NsDuvcL+3TV1QGFh/OLESquAhkZ2H48bePlFEXZ7dotFU04fvvmL08y2siI9Pv2BzQuqygRBwEfvWcts6xqcxqGzgzEeMceptjFc7GSraQ/fsxaKLFisKrnOZyOezAyrAiLwwqAK/3FJg3an/HtoMWnxx3evwY8euQMff+96ppgqCAIeuN16VeU5/xhJmsu/mt8PTGBrtmkoMcqKRcBc58TLwzN4/Gg3fssVshpLjCmH0hMEkVnW1Zihifg+uv0h/OJEL370VhfOD0zFzaw82jmOA7YxplgUCIm4wGXPbakvivnbcMOKEub1vQERJ3rSy0rqnZR3O4v2+gaNCuWcUqh30h01yDoeWpUSdcVyxZJRr0ZLnVxJRRDdrWfR3Xo24f0ruKLmuCN1RRFZzwhimdI1OC2zUaWjJoqkutQ0Z0P738OM2uHp19qh1SjxgQy9Tq7h36/1K0qg1yZ/meQv0mMOD0IhEcoMTnje4EKSbyifhSCkF/i6pTKETsf8MZ4ZUeC2puirdccHlRCliPDkAhEfbJzENy/MK7DOd4zjjM0uUxSZE+x4FuZ9N7dgQ3MpvP4Q1jYVL3qLY215AVbWWXClf24ALEnAwTMDuP9qp0FJkvDjFy4xj7HWF2H3hioIgoD7b12JX+6/cu2+oxeG8fKxXmxbXYHRATa/YM3ahc8pQRCw5x2AoJgLtA7j9wGvvSTi5ncqUF2T+fdUkiT8v1+cZrJ0FALwdx/eBpM+sRyGVfVF2LupGm+dm7eR/fTFVtRXFkS10IZESZZltNVajk0pFHwToYqzmWWi81nrtAJP96lg98k/W5Ug4Z0FM/jkP/8RtOr4OV/v3t0Eo06Nbz51OuoErqJAB02GrXjxUCoEfGhnA872O3C6d5LpMhSG74TWTLYzglg0aFVKrKsxMx3KRmJ0P9OpFQiGJEatc6bPAW8ghDvXVUGpENA6PANvhPpIp1ZgTVVhtKcDMFes2d5YjCOd80r5t3smcHEweqMDAXP5Rretrbxmb+WR5xPJiziR90WGbvdOzCYcZB1JS5lJFqC9saU0Z3lxxNLizKGXAABNazYntD8/B5mYTj2jiJZpCGKZ8iyXTWStL8LG/7+9Mw+Pqjwb9z2TPRACAZIAAUJYHgKiEjZBcKlo3a3WurdqtbXV1n5tbT/r5+fe2v60e2v9tLZatW5VW7XaqnVH3EAFRV9BCTuEfQlLtvn98c4ks4VMMpM57yTPfV1ckDNnMjdn3jnznuc87/OMHdTO3p1nRHk/brxkFn2iLvj+8vRHPPHKp+08y22iA0Wd7XYWoiAvO6Kte0tLgI3buh7Rj2bdpno+jir+OKM0+aylmvLIjKIlG/20V4f59VWRF6mzKpo5oGQvB0ddkN/9zw9jiu7269u5jCKA0RX9mVg10PkgUYj9LT9768P1fBR1F/T8Eye0/t/OPXY8Y4dHFui+8x8fcNeTHxAIC84V94fyBLORs7J8zD7Mx7jxkcevqQlefL6FFbWpzyx68rXPWPBx5FLOM48WJnayq8uXj6+OmEDXbdnN5T9/ievunM/iZZHLGV5euIrasG44Ph8xWUmpJHrpWTKdz7Y3wp8/y+F3S3PjBonGFzVz1cQGPl+8vcMgUYjDayq4+qszyI2zfyIXNKkmN9vP9FEDuXjOaI6eUB5T4Docnw+q9lP4VVGU9DM5Tv2gcIryszlSSvn6nDGcPnV4RJcvgI/W7eCJ91bT2NwS0zlt0rD+5HRwQ23qyBIKw5phBAI2synen/qGZj7bVM8Db65gc5wui3samtkQFegauZ+lrtFBpKV1OyOC21l+H+X9Or5hN7o09rymy86UVBGTUbRdaxQpihLG6rqdMYVcz5g7LuUX2VXDirnh6zNjsm7u/McH/Gt+bUpfq7vZu6+JD6IKvU6t7nx9ohDlJd3X+Sy65s2EUSUMLkhunT7A0KIAZX3aLnybAz4W1cV+Tazf5eOzbZHbZ1bY1z//xMiL8uVrd8S0KC/u5NKzTGTOwcMiljrVrtvB8rXbaW5u4Z6nP4rYd2p1GZPCCoJmZ/m54rwpFOS1TYYbGpuZ937kZ3p8ta9Tn2mfz8f0Q3xMOijyOS0t8OpLLSw1qekgA7B87Xb+/GRkZk91ZQlndrLjItgMxmNnVsZsX/BxHVf9YR5X/OYV5i1ay96GJu6LWv56eE0FVcM6X7w/UaI7nzV2ofNZSwBeqcvihg/yeGdLbECnKDvAhaMa+Na4Rsq6UCh7anUZN14yMyaoH93ZJ51kZ/k5sKI/Fxw6ipMPGsaQ4tiLq+EDCilIsDuioijpYUBhLlWDYrNuBvfN4/hJQ7ho9mhqRpaQk+1nWP9Czpw2gj5Rn+PPNtVz7/xaNodlG/t8cHAHQSiAnGx/RAHtRNi1r4mH3lrJ+qgL5pVRy84GF+VRuJ8s8mH9C8gO+15viKrFVN4vP6GlskX5ORHnPL/fR834rt2YVJRoSjWjqGfQ1NzCxq17elRrccUN/vbC0oguUZVD+jFtQvd8CY0bMYBrLz4k5o71bY++zwvvrGrnWe6x6NNNNIZ96ZeVFLbbkSkRygd1T+ezQCAQs+zsiCnDU/K7fT7b/SyceHWKXo8qYj1+YAuha84xFf05bPKwiMfXRQXJOlujKBMZUJQfc4fwpQWreeGdVaza0Nbhpb2Ml6GD+vKN0w5s9/fn5sKo0Z0P/Pp8Pg6u8ccUuA4E4I3XA3ywKPlg0d6GJm65752I1sV98rO54twpXV5++ZXjqyOCaeF8snIbP73nbS684dmIWlDZWX7OO7a6S6/XGcqTWH62st7HrR/l8tDKnJgOgj4CHDa4iWsO2MfUgS0kE+efMGogN196KCPL7VKuCUP6UbmfJRbpwu/zMbasiLOnj+TMqSNaC70WF+RwRALd7RRFST+fqy5jQGEuPmxA97SaCr48s5LqIcUxy6cGF+Vz1vSRFEcFqrfujlySPra0qN3lYdFMGtafCUP60ZlT4p7GZh5+Z1VEcCh6+df+lp2B/U7ZXyZmZ5oDzK22y+Gy/T4uOGFCTBaIonSVgrzsiHl2MnEGrVGUZjZs2c1CU8e7po73l25k994mhg3uw7fPmNzpdHxFiUfdlt28tCAy4+SMo1KfTRTOxKqBXH3hdG64683Wi8NAAH794ELycrK6pdtQqoledja1uiypY1YeVaxwQ4oyij5ZuZW1myILbs85aCi7n0/Jr6dmSDP/+rTtq+H9DX6aWiCUPR4IwOurIi/2o7utffm4al5ftJam5vhfTv0cLkSdSo6cMjxi6dVLC1fHXOwfOWU4le3UZAg9/5V3Y4s3jxnnIyen6+OzeqKf3LwW5r8WiAgqv7sgwCcfNzO4zEdpKQwu89G/P50qBP2nJz5k1YbIFueXnX5wzF2uzlCYn8NN35jFW0vW8+gLS2OWXgLsilonefyhlWmZfA8paGHZrrbPxPq9Pg7q4Dl7muGfa7J5qS6LQJzLnYqCFs4e2Uhl39TdSBo1tJjffP9IHn/gXQbGyQjwEp/PR0VJIRUlhTS3BPD52G/nIEVRvKO4IJcLDx1Fc0sgoQya/oW5nDV9JI8uWMWmXbFLwKDjJW3h+P0+jps0lKOqy2hsZ54RAF5ftpHFYS3tG5tbeGzBak44aGjcOkGJBM8rBxbGPC9ER4Wswyntl8/Fc6rYsnk3px4xJuHnKUoilJYUxtQH7QoaKOpm9u5rYvGnm1qDQ2s2xp5c1mys50e3vcYXjxzLOZ8fT04ai0sqPY9HX1waUbh02OA+zEpDoGaylPKj86fxk7vfan39lgDcct875OZMZ9qE8m536CqBQIAFcQJFyTBkUOQFanRWTVeJDgJOm1BG38JcUpOvBGNLAhTlBtjZYC/Sdjf6+GSznwmDbQBw2VYfG3e3naNy/AGmDo0MFJUP7MNxs0bx5KufxX2N3pBRBDDjgHIK8rJaO01tiaqFkJPt59yoNubh+Hw+Lv3iQXy8Yit1W3aHbQepTv4ievQYP7m5AV55qYWWsLewvh7qPwtQ+xlAgJwcGFwKg0t95PbLZu++JvLbSc+fv3gdz8yvjdg2d9oI5kRlmXUFv9/HIQcMYcbEcpYs38JjLy7jrSXr4+5bkJedsuL9HRHd+WzdHj8QfyloIADvbvXzt1U5bG+MfQ/z/AFOGtbEYaXNZHVDnMTv9zlfMNV1P0VR7PdTdidOUn3zsjlz2ggef3c1a6NqNpYW5TGsf+c7MOZmZ5G7nyvZoyeUU5CbxVvL22ohNQcCPPneGmZUDWRHWH2hbL8vIQebdbQxZrsPGNrJ/4PP5/75WPGeo8/4WqefU1ZSyLJV8Yu8dwYNFKWYQCBA7bodLPy4joWmjiXLt0Sk37f/PLtcaMHHG/j+OVMYuZ+q/4rSHlt27OW5t1ZGbDv9c2PT9kU0fWI5V5w3hVvufae1oGtzS4Cb73mbay6awcHj3FxKsLpuF3VhS1Zysv0cMDq5DL/yqDtT6zclH8ppam7hlajW4NGt2JPF74ODypp5bVXb18PC9W2Bougi1geXt9AnTrb4mXPH8fxbK9mzrynmsd5QowggPzebmZOGtrsE88TZVZR2kKrepyCHH5w7hf/+/Wut6cMjK3307Zuaz/TwET7mHuPnxedbaGyncHljI6xdA2vXBIC+nPnq01QNK2ZCZQnVo0qorixhYHEBm7bt4bcPvxvx3KGD+vD1UyelxDWEz+djYtVAJlYNZMX6HTz+0jJeWrA6IkD+paPGUpymzLWhUUvP1u+N/95s2ufjoRXZLNkRv+7O5AHNnD68kf694+OhKEovIz8ni9NrhvPE+2uoDbt5Nm1U9zSq8Pl8zBlbSn52Fq8sbQvuBIA3ompSDhtQkFB21KC+eRTmZrE7qmtjab98crO1ppqSeor6d/56pCxFzSo0UJQCtu/ax3ufbGShqeO9T+rYsiN+WmUiLF+7g+/+6mW+cnw1J88Z3al0f0X5+8ufRtTZGdS/gMNrUlO/JlFmHzSMhsYWfvXgwtYlLY1NLdz057e4/msznVxiGb3sbNKYQeTv7zZVAsQEirbUEwgE4k6GPluznVUbdjK1uiym4Gw475q6iFTSPgU5SWc+xaNmSAuvhcU23l2XxbkHNNEcgDfXxHY7i0dx3zxOO3IM90cVFwbo16d3LD0DG8iLFyjqk5/Nl44am9DvGF9ZwtUXTuexl5axpWkd02d23FWlM5SV+/j88X4WvtPC+nW2uPX+aGkJsGzVNpat2sYTwayxspJCsvw+du5uizZlZ/mCRbm7b6oxsrwf/3VWDecdW82Tr37Gh8s3c+CYQZx2ZGLHNhWUR3U+W7/Hdj4LfX03tcDzG7L419psGgOxn/+BuS2cMaKJA/qnrpi4oiiKi+Rk+/nC5Areqd1M7eZ6xpQWMb68e2+OTxs1kPycLJ5bsp72FvOOLElsOa7P52PkwD58FNZdEzq37ExROsPSRW8CMPbAGQk/pyxFzSo0UNQFmppbMCu2stDYrKFPV2+LqPGwP7L8PqpHlVAjpUyWUnbWN/Drh96NqEje2NTCXU98yNtLNvCdsyZ3eMdZUQB21DfwzOvLI7Z98cgxnixl/NzU4exrbOa2v73fum1fQzPX//ENbvrGLMZ1Yi16OoipT5SC7hMDivLIzcmiodEGUnbvbWJHfUNElkMgEOBvLyzlL8EuWCX98rn+6zPbrVkTvexs9kFD47a9TpYDBreQ4w/Q2GIvajft8bFqh49Nu33Uhy2X6ZMT4MCy9i9uTzlsNP+ct5xtO9uCIli1kgAAIABJREFU5z4fFBUmVrCyJ3Dg2MEMKMpj687IGwinHzWOov20Bo9m2oRypk0o5/dv3kNeXuonpANKfBx1TBbNTQE2b4aNdQHqNgTYWAf7Erj3sWFLbMbcl4+rZuzw9HzWB/Uv4MKTJqbltaIpyoY+2QHqm+xnozHgY/M+H4PzAyzd6ePBFTms3xt7Hs7yBZhb1syxQ5rQ5l6KovQWsvw+ZlQNYkZV57qXJcOkiv7k52Txz0VraY5z0dZRIeuIfUtiA0XD+uu1mtI9LH7jRaBzgaJUxQ40UJQg8YpQJ0r5wEImSyk1UsqBYwZRGFXV/3dXHMkfHlsUU7B00bJNfPvWF/nGaQdyRE1FtxYjVjKfp177jL1hqbD9i/I4esZIz3yOm1lJQ2Mzf/zHB63b9uxr4po75nPzpYcyamj3tazuDLv3NrJkeWQK8pTq5JfI+Xw+ygcWsnJ9W4erDVt2twaKAoEAf3ryQ/7+8qetj2/ZsZcrf/8a1150CNWjSmI83/hgXcS2VC87C5GXDRNLW3gvrOPZwvV+Vu+IvNidPqyZ/cUhC/KyOecY4bZHF7Vu69cnt8udrzKRLL+Pw2sqIt7ngcX5nDSnykOr9snK9lFaBqVlPiZOsuN0x3aoqwuwcQOsW9/E7l0dRzUOGjuILxzeOwp0+nwwJD/Asl1t39FLd/p5Zp2fNzfHP1Zj+rZw1shGhhSkrli1oiiK0j5jy4o4taaCf7y3OqIIdkFOFoOLEs90HhEnW2OYZhQpDpGqRh4aKGqHRIpQt0d+bhYHjhlMjQxm8vhShg7af4vtvoW5/OC8qcyYWM5tjy6iPqxzy+69Tfzirwt584P1XHr6Qb2mCKzSOXbvbYwpHPyFw0aT1w3ZJp3hlMNGs6+hmXuf+ah1W/2eRv73/17n5ktnM7ysyEM7y/tLN0V05xo6qE+Hn9lEGTKwT0SgaN2mesaNGEBzcwu/feQ9/vN27JKk+j2N/O8dr3PV+dOpGd8WsJq/eB0NYcsKSwcUMGFU9y3jqymPDBS9sTqLTbsjg9WHDo+/7Cyco2eM5Nm3VrYW1Tv0QPc74KWa42eN4l/za1sDuReddIDnn81E8fl8FPeH4v4+xo6DjfU7OXfCWXxUu4WParewZPlmPl29LeIzNKAoj++eXdOrlk6XR3U+u39F/Ky5vtkBTq1oZEaS7e4VRVGUzjNyYB++NHUEjy1cxd5GO6eqGTmgUzfji/JzGFdWxCcb7PxuXFkRhUmWK1CUVJJMl9lwdFQHCRWhftfUseDjxItQh6gaWkzNeJs1NL6ypEvLfQ6bXMGEUQP59UPv8t4nkRX15y1ay0e1m7n8zMlMScGymPZobGpm3aZ6VtftYs3GXayu28XehsSzpzKRbL+f8ZUlHDVteEy2V6bwzOu1Ea2h+xbkcNysSu+Ewjhj7jj2NTbz8POftG7bvquBq2+fx82XzU5ZUKazBAIBVtft4vmo4t+prPkTvUZ4/ZZ6GhqbueW+d3jjg/jdmsAu07vxT2/wvbOntHaLenFBZFDp8JqKbr0QP7isGR/Zra271+2KPKcNLmxhzICOsyGys/zcdMksnntrBfm52cydPqJbfF1myKA+/Oxbc3h98VqqK0u69RyeDvoX5TFz0hBmThoCwL7GZpat2sbHtVtoamlh7rQRDCzuXXdXE8kMmjWoiVMqmuirMy9FURTPGFJcwAWzqvhw7XaK8nOQLty0PGZCOcNLCiEA1UO1AZHiFnk5WXHLHnSWXj1dSaYIdXHfXCaPs3WGJstgBhSlprjooP4FXP+1mfxz3nLufurDiAyCLTv2cd2db3D8rEouPHFiu+2JOyIQCLB9V0MwELST1XW7WgNDGzbX09ILM+FfeW8N9//7Y46fVclJc6pS9n6mg32Nzfz9lU8jtp00p8qpoNd5x45nb0MTT7zSlvW0Zcc+rr79dX562ey01OFqaGxm6aptrVkQH9duiSi8G2JKCgNFQ6LWvC9fs4Pr//gGi5Ztitjev28esw8aylPz2mpMNTUHuOX+d9i1p4HpE8tjntNdy85CFOfD6JIAy7bED0bNqkg8I6JPQU6vWYbUHlXDiqka5sZyy1STl5PV2oWstzIkv/0vzqEFLZw1opHRRb3wy1VRFMVB+uRlMz2JrOy8nCwOTlMNPkXpCqUlhRoo6gypLEJdNbS42+7m+/0+TppTxcHjBvOLvy5g2ertEY8//Xot732yke+dU4OMLGnnt9ii2Os31wcDQTtbM4TW1O2KyD5RLPV7GnnkP0v5+8ufctS0EZx6+GiGDvYm26UzPPfmiohiwQV5Wc7VP/H5fFx88gE0NLbwr/m1rds3bt3TGiwq6Zfa4Nz2Xfvs8pjlNjC0bPX2DrME83KzOCCFF7vRnc/mLVobs0/pgAJuvGQWQwf3paK0L7c/vrj1sUAAbnt0Ec+/vTLiXDW6opgR3dwlBKCmvJllW+JnR85sp9uZovRGhha04CPQmoEHkOsPcPzQJj5X2kwvKsulKIqiKEqKOO7cy7r0vLKSQsyKrUm9do8PFHVnEeruZnhZEbdcfhgPPmd45PlPIjJ91m6q54e/e40z547juJmVrN1UHxEIWl23k/VbdtPSG9ODkqSxyQYz/v1GLbMmDeW0I8c416UrRGNTC4++uCxi23EzR3Wqm1K68Pl8fPO0A9nX0MSLYd271m2q5+rbX+fmSw+N6AjWGQKBAGs27uKj5W11UzpTVyzEmXPHpbSLWHkH7SmHlxVx4yUzW5fpnDC7ij6FufzqgYU0h312P1m5LeJ5R9QMT5nj/qgpb+HhJbHbR/VvYYhmRyhKK0U5cFhpMy/X2WnVpOJmvjSikYFdO6UpiqIoiqJQ0Kdr9VxTUdDaiUDR5T9/ibw+7WfGdJVAIEB9JwJDnS1CnQ6ys/ycd2w1U8eX8YsHFrJuU9vFb0tLgAeeNTzwrEnpaw7qX0BFMLthWGlf+hfl4aPnVt1cvm47T89bHrMMKRCwGSDzFq2lT0GOk0egJRCICH7mZPv5wuGjPTTaP36/j++cOZmGphbmvd+WXbNqw06+etNz5HahthfYbMHwjm+J0ic/G6ksYUJlCTXjS1PeyruspBCfj7iZi+NG9Ofai2fGFKg/oqaCPvnZ/PSetyOWnobw++CwYN2i7mZIUYAhfVti6hPN0mwiRYnhjBFNHDKwmcJsGJSngVRFURRFUZLjowWvAVA9ZXanntdjAkW79zbS6PdmKVQqilCng/GVJfz6e0fwpyc/jFi601Vyc7KoGGwDQRWlfRk2uO3vrtY+ylQOPWgopx85lufeWsnfX15G3dY9MfvUZ8hSvaOnj2BAipdwpZqsLD/fP2cKDY3NvL1kQ+v2hsZmGhq7NwBRWlLIhMoSqkeVMGHUQIaXFZHVjQWhc7KzGFhcwKZtkWPq4LGDuerC6RS081mbNqGcGy6ZxY13vRET7D54XGnKl+ntj8nlLaxb1nZe9PsCHKKBIkWJy4g+GiBSFEVRFCU1dDVQlIr6rymJCIhICXAXcAywCfiRMeavqfjdqaa7ilCng4K8bC47/SCmTyjjNw+/F1GXpj0GFueHBYKKWgNDg4oLelXr4o7Iz8vmpDlVHDerktfeX8ujLyyldt0Or7U6RZbfxxePHOu1RkLkZPu58ivTuPGuN3lv6caOn9AF/H4fVUP7UT1qINWVJUwYVeJJJ6YxFcURgaJZBw7hinOnkJO9/yVuE6sG8pNLZ3PtnfMjPuufm5qeZWchpg9t5ullbV8VB5a10E+X0yiKoiiKoiiKk1QO7Ud2lo9kUh1SlTrye6ABKAMOBv4pIu8bYz5M0e/vMuksQp0upk0o53dXHMkdjy/m1ffXkJPlZ1icYNCwwX3bzVhQ4pOd5eeImgoOnzyMd81GHn1xKR98usn5TnB98rO5+JQDKE1BmmG6yM3J4n8unM4vHljI/MXrkv59BXnZyMgBTBg1kAmVJYwbOcCJ8X/usdWsWLeTjdv2cNKcKs4/YULCWUxVw4r52bdm89uH3+OTFVs5YsrwtC07CzFqQIBTxjXxzKdZlPYJ8JVJmZFdpyiKoiiKoii9kQFF+Vxw4kTu+tu8Lv+OpK+iRKQP8EXgAGPMLuA1EXkC+DJwZSK/49ffP4KhQ7vn4ic/N6vDO/eZSHHfPH7w5an819mTyfL7Mz745Ro+n88uSRxfyt6GJhrj1IpxicK8bLIysK1Ofl42V10wnb37mmjsoCNZRxTm53TrMrKuUjmkH3dcNZeWlkCXPqdDB/Xl5ktn09zc4tl7fFp1E6dIk3ZuUhRFURRFUZQM4JTDRlMzKpe5//5xl56fitvt44BmY8wnYdveBw5P9Bf0yc9xsktTJtATg2CukZ+bTb4Oz24lPy+bzFkE2jWSDeZ6HQjUIJGiKIqiKIqiZA4+X9evP1IRKOoLbI/ath3oWi83RVEURVEURVEURVGUXsxJF3zXs9dORaBoF9Avals/YGcKfreiKIqiKIqiKIqiKEqvIifXuw4yqVhM8AmQLSLh7ZYOAjwvZK0oiqIoiqIoiqIoipJpLJ7/Aovnv+DJaycdKDLG1AOPATeISB8RORQ4Bbg32d+tKIqiKIqiKIqiKIrS21i6+C2WLn7Lk9dOVXnSS4ECoA54APimMUYzihRFURRFURRFURRFUTKIVNQowhizBfhCKn6XoiiKoiiKoiiKoiiK4g3a8FhRFEVRFEVRFEVRFEUBUpRRlARZAOvXr/dYQ1EUJbPZvGUH2U05njo07dhBw+rVnjr0dHZs3EZ2vc+719+9jdUZ/h5v2LGDvFxvPyvJsG/HDgqTeA+2bK2jKVCQQiNFURSlK+zYtifjv1OV7mXrdttIvqvjJCzOktXZ5/oCgUCXXjQViMhs4FXPBBRFURRFURRFURRFUXouc4wxr3XmCV5nFL0NzAHWAc0euyiKoiiKoiiKoiiKovQEsoAh2LhLp/A0o0hRFEVRFEVRFEVRFEVxBy1mrSiKoiiKoiiKoiiKogAaKFIURVEURVEURVEURVGCaKBIURRFURRFURRFURRFATRQpCiKoiiKoiiKoiiKogTRQJGiKIqiKIqiKIqiKIoCaKBIURRFURRFURRFURRFCaKBIkVRFEVRFEVRFEVRFAXQQJGiKIqiKIqiKIqiKIoSRANFiqIoiqIoiqIoiqIoCqCBIkVRFEVRFEVRFEVRFCWIBooURVEURVEURVEURVEUALK9FuhORGQ0MBUIAG8bY5Z7rISIHAycAkwASoKbtwBLgCeMMe965RYPEfkcMA17DN80xrzssRIiUgocR/xj+Iwxps4rt3g4Og6zgNnEP4bzjDFNXrnFQ0QKgUnYY7jYGLPHY5+MGoPg3jjMtDEI7o1DABEZSZxjaIxZ4Z3V/hGRMiDgwuck08aho2NQj2GS6DFMHj2GSfvovCZ5n4wag+DeOITMm9f05DmNLxAIpNbQA0TkF8AvjTGrgj/7gduBiwBfcLcW4HZjzLc8cswH/gycATQCn2LfOB8wAKgCcoFHgAuMMXvT7PcY8ENjzLIw338Ac2k7hgHgGeBUY0xjOv2CTn7gx8B3scdqN7A16NcfKAQagF8BPzLGpHVwZ8I4DHpdAtwIDAzzCmcz8L/GmNvTKgaIyOXAg+EnWxG5CvgfID+4aQ9wnTHmVg/8nB6DQUfnx6HLYxDcH4dBn2OBn2IneNHHMAB8gB2DT6fbDUBETgZeNsZsD9t2DnAzUBHctBL7vfOIB4pOj8NMGINBJz2GSaLHMHn0GCblp/Oa1Dg6OwbB/XEY9HF2XtNb5zQ9ZenZd4AhYT9fgT15/BqYARwC/B74hoh8M/16gD0Jfx64ACg2xkw0xswxxsw2xkzEnozPB44O7ptuvkBb5BHgOuAI7BdHWfDPFcAxwA/S7BbiR8B/YY9PlTGmrzFmuDGmwhjTFxgF3IQdD1d54Of8OAyeRG4DngSOwr6vOcE/ZcCR2ADh74L7pptfApWhH0Tkq9j39N/AWcDZwH+An4nIGR74uT4GwfFxmAFjEBwfhyJyGvBPYBP2vZ0BjAXGBf99EbAReEJETk23X5DHAQn9ICKnAPcBG4ArsZ+lzcCDIjI33XIZMA6dHoNBJz2GSaLHMHn0GCaNzmuSJAPGIDg+DjNgXtMr5zQ9ZelZdNTsIuCPxpjvhW17S0SKgo/9IW1mbZwDXGGMuTfeg8aYfcB9IpKH/eB+P51ycTgL+JUx5jdh234pIsOx/5efeOD0NWwk+VfxHgymJN4kIvXYL5V0B9wyYRx+F/ixMeaaOI9tBF4GXhaRtcD3gP9Lpxyxx/A7wKPGmC+FbXtYRP4BXA48nDYzi+tjENwfh66PQXB/HF4D3GGMaW9C/DZwt4j8AbgWO8FJN9HH8ErgJWCuMaYFQER+Htz2Q+D5dMrh/jh0fQyCHsNUoMcwefQYJofOa5LH9TEI7o9D1+c1vXJO01MyiqKpIv4AegyoTrNLiGIgkbWzy4P7ek0F8Gyc7c8Co9PsEqIMSKSG08Lgvl7j4jisxN4x6Ij/ACO6VyUhqoG/xNl+N3BgelWAzBuD4N44rCSzxiC4Nw4FeDCB/R4k7A6Yx0wGfheaUAEYY5qxd4GneeBTSWaNQ9fGIOgxTAWV6DFMlkr0GCaDzmuSp5LMGoPg3jjMtHlNr5jT9KRAUfia2W1AvBo/+4i/Zi8dvAt8K1hkKi7BNbeXkdgJuzvwi4g/6FhH/GPlA5rTq9XKR9hMp444G/i4m13aw/VxuBybktgRcwGvisaFH8Pd2OMYzXZsOmW6yYQxCG6Pw0wYg+D2OFwP1CSwX01wXxdoxqZoR7MeWwMj3WTCOHR5DIIew1SgxzB59Bgmh85rkicTxiC4PQ4zbV7TK+Y0PWXpGcCTItIQ/HcRMBGb/hXOGOK/qengv7HZOEtE5CHgQ2yxuAC2NtBEbKHr4dhaRl4wL+rnycSmzgmwLj06MdwA/E1EBLsuNN4xPBc4HDjdI0fXx+EvgNtFpAK4H1sYLt4xPB/wqp7XHSKyM/jvLOz65Fej9qnErmNON5kwBsHtcZgJYxDcHod3AD8Jptnfb4z5NPxBEanCHsMfYZcye8V1IhI6Pg3YWhfR3zPDsY0d0k0mjEOXxyDoMUwFegyTR49hcui8JnkyYQyC2+MwE+Y1vW5O01MCRffE2RYvc+csPMrWMca8JiKHANdji7DlR+2yD/gXcKYx5v10+2G9olkbZ9tXsOtE044x5u8icgK2wvwfiYyMg72L8D5wkjHmmXT7kRnj8E47F+Am7MkiGh/2C+IyY8yd6XQL8gqR7+s72JNuNKcBi9JiFEYGjEFwfBxmwBgEx8chtitIX2xh0WtFZB/2zmAA20UzD9td85fYseoFK4lcArANm459X9R+x2MvTNJKBoxD18egHsMUoMcwefQYJofOa5InA8YgOD4OcX9e0yvnNL5AIO1dDj1DREYAO40xWz32yMbW+SnBvnFbgE+9aDmfqQQjphOJPIYfhlpnuowL4zC4vHAmcY4hMN8Y0+SVWyKIyGxgXfQdhzQ7ZOwYBO/HYaaPQfB+HIrIYOBYYAKxx/BfxpiNXnh1BhE5C1hujHnTo9fP6HHo9RgMOugxTN5Bj2HyDnoMk3fQeU1yr5/RYxC8H4eZPq/paXOaXhUoUhRFURRFURRFURRFUdqnRyw9E5HpwNvGGKejXiJSCByKLSL+H2NMk4gUABdj09lWA38xxqxWv/YRER9wCHAANlragq2bNM8Yk0hnuW7Fdb8QIjKStog92IjzkmArVM9x3W9/iEg+UGqMWem1S3tkgqPSeYJ3k8qAOlfvXrruGPxs/ATb0eQzr32icd0PQETKgIAxps5rl3hkgN/nsXUiW7Dz2xc9VorAJT8RKXX1fQT3/UKIyFjAb4wxYdtOws7/1wCPG2N2e+UX9MkExyHEzv8Xeu0VjuuOIpKDrTcVPv9f5srKG9f9UkmPyCgSkdAgvxcbyFjisVIMwYve57EtHX3YNbTHYOsSTcGudeyPLTx1iDFmqfrF9TwX+BkwJOgZGsChf/8buNQYU+uAXzhO+AGIyLHYtcCTiO0OEcAWQPuRMebpdLuB+36JICJfBB42xrTb5dBrvHQUkcnAd4BhwBLg19EXvCJyMPCYMaYq3X7B13faUUS+A3yV4Jp9Y8z9IvI14FbsOv9dwI3GmFvT7ZZJjvEQkWLsxO8IY0x0oU/PccVPRE4GXjbGbA/bdg62fkRFcNNK4IfGmEfULxYR+THQZIy5NvhzCW3zrtD3XwB4ETg53RdyrvsFnZqBt7B1bB7yurxENBngNwj4B/YGJ8DT2KLVj2LrrYRYAcwyxqS9oU2GOB4G/D/it0bfg21Ff5UxJl6nsbTguqOIHIgtrv55IDfq4QbsNdS1HtXydd4vETo79/d3s0862Qr8AFgsIm+LyGXBLzRXuAGbwXU8MAuoB54E+gHjjDElwHhgM/ELS/d2v9AE715sEOty4OvYL959wH8B52A7IcwTkWEO+F3ikl/Q8TTgn9iCZhcBM4Cx2M4HM4LbNgJPiMip6qekmuAX7evAydjPw0XAIhGJLr6XB4xMsx7gvmMwIP1L7Hl6HfAnEfkG8AfgMez551ngZ8HAa9px3VFEVrb3BxuM9mE7Aa0UkbRnMbruF+RxbCfUkPMp2MKeG4Arsd1pNgMPishc9YvL2cCysJ9/ib1hdzb2bnUJcB62JfRP0m7nvh/Yz8IY4DZgrYg8LCIniIgr1ziu+12L/Zxciu2KVAU8gg0GHoO9SXwstgnPteoYi4gcg73ZXoDtPnUz8DI2W+d/gRuBo4HXRKR/uv0ywVFE5gBvYK81f4YtTH4MNihzVnDbOGB+cF/1SwM9YulZkK8C67Fdub4M/Bb4uYg8hb1Yf9oY0+yh35HA/xhj/g0gIt8EFgPnGWOWARhjPgnevblB/eJyJXC7MebSsG1/FJF52BPccOwFyKvBn7+qfjFcA9xhjGmvNeLbwN0i8gfsl+3jaTOzOO0nItckuOuEbhXZDxngeCM2mHqsMWaHiAwAfocNJAwxxvzUI69wXHf8NnCPMeZCABH5OvAb7PnnW8F9fi8iDwLfw2YAqGMkFdgA1rNxHsvFXggvxM4rvMB1P4jN+LwS2656rjGmBUBEfh7c9kPsRUo6cd0PYChQG/bzSdgMp4fDtj0QPAf9D/amUzpx3S/EidjPxfnYTJMvAhtF5D7sSgNPOrKF4bLfCcDVxpj/AxCRz7AXxJcYY0KfiWdF5AZs12Z1jOUG4O/GmDPCN4rIVcAFxphxIvJ7bKex6/Dmc+K648+AZ4Az2rlef0REbgQewmZFzUynHI77ichXEtw1XjZZu/SkQBHBWhs3ATeJyEzsCflLwKnAZhG5H3tC9qI1+SBsinOI2uDf0fVBVgT3TTeu+4HNLPlenO2PAndiM58+EpHbsB/odOO6H9g7Mt9JYL8HgQu6VyUurvtdh02zj74AiYdX63qvw23HacA3jTE7AIJp+OeKyAfAT0RkgDHmvz3wCsd1R8G+zyH+BtwOPBG130PY4IwXuO54Lvauajm2XWzrssLg3dSzgZuNMa944JYJfvGYDJwTCsIAGGOagxcff/BOqxUX/bZi63WFKCQygyfEUtrqYaQT1/1CBILLMF8VkW9h5/3nY+cT3xWRRcDdwF+NN12TXPYrxy6vDhFq7f1R1H4fEVtWIV247ngg8TOZ/g97TToueLP9VuwNUS8CRa47HoxNWGg3qSN4vr4NeCp9Wq247nc33TD3dyXtMeUYY+YbY76BPWGchV0ffBk2UuoFq7ApkiFCEb2pUftNxRaNTjeu+4FNER8XZ/t47KCvD/68ApuGmm5c9wN797kmgf1q8OZOdSb43Q7kdPDnLA/cQrjuWISteRaBMeZmbFr5FcGMMS+/n1x3zMEuaQ0RqsGyKWq/zXgX2Hfa0RjzAPbcvAq7rPAaEQnVHPC8eKPrfu3QjF3WFc16bIDBa1z0ewa4PGwZ0ivYbJNoTsMGY9KN634xGGP2GmMeMMYci83kvhLIwi6b87zNu4N+67DnmhDjo/4O35722j9BXHfcRWRANcQQ7Pk6FFxYCpSmSyoK1x23AaMS2G8UceZnacB1vy3YGlNjO/hzeWd+aY/KKIqHMaYBu471EREpxdaJ8YIHgRuC6bk7sW/UbcC1IrING8Cajk3d/aP6xeUR4McishO7TKEBW9juN8D7pq1701BgrfrF5Q5sRkQRcL8x5tPwB0WkCnsn+0fY7Dz1i+QdoKajZaxii1d6heuOn2Hv7L8c/YAx5nYRqQf+RCfTY1OM647rgMowp2YR+TY2CB1OBXby4AXOOwaLHH9dRO7B3lU9T0Quw95Y8hzX/YJcJyKh4F8DdpI8L2qf4Xg3Dl33uxr7fr4uIr/Bvs93iUgFdilcAFt75QRsaQX16wTGmPXALcAtIlKDY46O+D0F3BicE+zE1qt5HPvZWUbb/P9qbODQC1x3fAo7d10eajAgIgLcBSwPm8sOArzqgOe64/3ArSLShC22vDf8QbHdPr+EXdb1Z/WLYQFQFX3dFI2IdCqQ2uMDReEY257yVx69/E+xkbzQnYO/YIMxO7EXHKF0sffxpiCg634AV2FbYN5D5B3Vj7HBgxAjgb+m0SuE635g3+e+WNdrRWQfNvIdAAZgi/M2Yu9s3ax+MbwEXJzAfrXYz5AXvITbji9hlw3GPRcbY+4VkV149xkB9x0XAkcRNhkxxvw+zn5zsbWWvCATHAEwxswT28HuSmxnnf/gUNaOw34rsd95IbZhg6f3Re13PG1LRdKJ634YY9aKyKHYAMx9tM21Tgn+AZvxdKEx5n716zrGmIXY85KTeOh3PXa1wJ3Bn1/G1nr9I/ACbeeadUQuJ04nrjv+AOv3kojswc5T+2EzaE8L228K8Fz69QD3Ha/G3ki/G7hDRJZjl74GsMtaR2EBB8eFAAAJCElEQVTrfD2ETVpQv0gWAN/qcC/bECjhJeu+QMCFuUZyiMjhwAJjzC6vXToiGHHMDncVkQnYVuDrgVfD18+rXywiMhvbAasZMMCzHhcqj8B1PwARGYy9CzgBe4LzYe+ofgj8y6M1/K247qd0HREZi+0U8YAxpt27+GLbuB5pjEl7l0XXHUWkL5C7P7fgfl8HFhtj5qfHLOK1nXeMh4iMwWaBVgNnGmNcyt5x3i8eInIW9o71m167xMMVv2DG7KHYixE/dlnmh8AbLswhXPUT243yKWPMZq8c9ofrfiGC33u5xpgPw7adAByAnf8/ZozZ6ZVf0MdZx+DS4DOInP//NZgZ6gQZ4ngQtuNsvPn/E8bj1vOu+6WaHhEoUhRFURRFURRFURRFUZKnRy09C2bD+Iwxe8K2TcLeeVtjjIlel552XHd03S/o47Sj634hgsUpR2Mj4i3AOmOMV4XKY1C/5HHd0XU/cN/RdT9w31H9ksd1R9f9wH1H1/3AfUf1Sx7XHV33g4xxLMSWnADYaozZ7aVPNL3Fr0dkFAUPxl3YTgx+4A/GmG+LbVF3CTYtLIAtdnaMFyl2HTh+I7ibZ46u+yXg6Pn77LpfmKdg13ufCBREPbwKW8T8F8aYpnS7gfqlAtcdXfcD9x1d9wP3HdUveVx3dN0P3Hd03Q/cd1S/5HHd0XU/cN9RRIYCP8TWPxsR9fBKbI2+W4wxa9LtBr3Tr6cEim4Evg/8GtuC93LgSWz75+9jOzYcgu0scLsx5r/VMbP8MsHRdb+g4xTgRWA38Cq2ffUMbHeiX2AL250BLAaOja7qr35u+2WCo+t+meDoul8mOKpfz3d03S8THF33ywRH9ev5jq77ZYKjiBwQ9PNjr50+xNb+8WEzYyYAJwV3P8IY84H6db9fT1l6dgZwjTHmVgAReQtbsf0HxphQK/dFIlIMXASk/QI9Axxd98sER9f9wAap3gFODKUhiogP+C3wOWPMtGDA621sC/pr1S+j/DLB0XW/THB03S8THNWv5zu67pcJjq77ZYKj+vV8R9f9MsHxl9jgxsnGmB3xdhCRfsAT2MDWMWl0g17q50+ZnrdUYAd2iDexEbTobiBvA8PTJRWF646u+4H7jq77AUwHfh6+VtUYEwB+DNSIyChjzFpsm/pz1C/j/DLB0XW/THB03S8THNWv5zu67pcJjq77ZYKj+vV8R9f9MsFxJvCT9oIcAMHHbgZmpc2qjV7p11MCRZuIvPAOrcuLvhgfEdzXC1x3dN0P3Hd03Q+gkdh1yQS3+YDc4M8fYANf6Ub9ksd1R9f9wH1H1/3AfUf1Sx7XHV33A/cdXfcD9x3VL3lcd3TdD9x33AP0T2C//kDal+7RS/16SqDoJeB6ETlKRKZji3G9BlwjIpUAIlIFXAXMV8eM9MsER9f9AP4D3CAio0IbRGQA8BtgPfBJcHM/YFv69dQvBbju6LofuO/ouh+476h+yeO6o+t+4L6j637gvqP6JY/rjq77gfuO/wBuFZHD2ttBROYA/w/4e9qs2uiVfj2lRtHV2A/As8GflwJzgIeBT0VkK7aQ007gOi8Ecd/RdT9w39F1P4ArgHmAEZGlQAMwFsgCzgmmoQIcjl3LrH6Z5QfuO7ruB+47uu4H7juqX/K47ui6H7jv6LofuO+ofsnjuqPrfuC+4xXYIswvishabGbTVmy36BJgIjAMeCO4r/qlwa9HdD2D1tbkh2JT5543xuwTkTzgYuAAbLT0bmPMCnXMTL9McHTdL+hYAlyK7XbQDBhsF7blYftkAwFjTLP6ZZZfJji67pcJjq77ZYKj+vV8R9f9MsHRdb9McFS/nu/oul8GOZ6C7c41ERvg8GG7d32ILcT8RFhQS/262a/HBIoURVEURVEURVEURVGU5OgpNYoSQkQOE5EXvPbYH647uu4H7ju67gfuO6pf8rju6LofuO/ouh+476h+yeO6o+t+4L6j637gvqP6JY/rjq77gfeOInKEiJwrIpPbeXyYiFyTbq+w1+9Vfj2lRlGiDMauvXQZ1x1d9wP3HV33A/cd1S95XHd03Q/cd3TdD9x3VL/kcd3RdT9w39F1P3DfUf2Sx3VH1/3AI0cR6Yut8ToDu1wqICLPAV81xqwN27UCuBa4Qf26369HBIpEZETHewF28HuC646u+4H7jq77gfuO6pc8rju67gfuO7ruB+47ql/yuO7ouh+47+i6H7jvqH7J47qj636QEY5XAdXABcDbwBHA9cCbIvJ5Y8wSj7xC9Eq/HhEoAmqxVb07wpfgft1BbYKv7ZVjbYKvq8ewfWoTfF09hu1Tm+Drql/71Cb42noM26c2wdfWY9g+tQm+th7D+NQm+Lr6HrdPbYKvq8ewfWoTfF09hu1Tm+Drql/71Cb42noM26c2wdf2yvE04FpjzL3Bnz8WkSexbd9fEZHjjDFve+AVolf69ZRA0R7gFeBvHew3Ffh69+vExXVH1/3AfUfX/cB9R/VLHtcdXfcD9x1d9wP3HdUveVx3dN0P3Hd03Q/cd1S/5HHd0XU/cN9xBPBu+AZjzBoRORzb9v0/InIy9v/hBb3Sr6cEit4Hmo0xd+1vJxHZhncfUNcdXfcD9x1d9wP3HdUveVx3dN0P3Hd03Q/cd1S/5HHd0XU/cN/RdT9w31H9ksd1R9f9wH3HOmz9nAiMMfUichzwGPA0cGu6xYL0Sr+e0vVsATAlwX193SmyH1x3dN0P3Hd03Q/cd1S/5HHd0XU/cN/RdT9w31H9ksd1R9f9wH1H1/3AfUf1Sx7XHV33A/cd3wFOifeAMWZf8LGngKvTKRVGr/TzBQJeLZVMHSIyDBhjjHnZa5f2cN3RdT9w39F1P3DfUf2Sx3VH1/3AfUfX/cB9R/VLHtcdXfcD9x1d9wP3HdUveVx3dN0P3HcUkS8CVwAnGmM2t7OPD7gNONYYM0r9ut+vRwSKFEVRFEVRFEVRFEVRlOTpKUvPFEVRFEVRFEVRFEVRlCTRQJGiKIqiKIqiKIqiKIoCaKBIURRFURRFURRFURRFCaKBIkVRFEVRFEVRFEVRFAXQQJGiKIqiKIqiKIqiKIoS5P8DPCpAY0+KVEEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,5))\n", "ax = housing.YearBuilt.value_counts().sort_index().plot(linewidth=4,label = '')\n", "_=plt.axvspan(xmin=1914,xmax=1918,color=palette[1],alpha=0.5,label = 'WWI')\n", "_=plt.axvspan(xmin=1929,xmax=1933,color=palette[2],alpha=0.5,label ='Great Depression')\n", "_=plt.axvspan(xmin=1939,xmax=1945,color=palette[3],alpha=0.5,label ='WWII')\n", "_=plt.axvspan(xmin=1947,xmax=1991,color=palette[4],alpha=0.5,label='Cold War')\n", "_=plt.axvline(x=2008,linestyle='--', label = '2008 economic recession',color=palette[5])\n", "_=plt.xticks(np.arange(1875,2011,5),rotation = 90,fontsize=16)\n", "_=plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comments/Observation:\n", "\n", "Certain years have been shaded to highlight important historic events that took place during those times; it's just meant to give a histrical context.\n", "\n", "- After 1990 (which is also the time when Cold War ended and United States' economy boomed), we observe an increase in the number of houses being built in Ames, IA.\n", "- However in 2006, the number peaked and started falling steeply. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **Generally after how many years is a house remodeled?**" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "remod_after = housing.YearRemodAdd - housing.YearBuilt\n", "remod_after = remod_after[remod_after > 0]\n", "plt.figure(figsize=(10,5))\n", "_=plt.hist(remod_after,bins=35)\n", "_=plt.xlabel('Age of the house when remodeled (in years)')\n", "_=plt.ylabel('Number of houses')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comments/Observation:\n", "- Most houses are remodeled within the first couple of years after they are built." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **In which year most of the houses were sold?**" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = housing.YrSold.value_counts().sort_index().plot.bar()\n", "_=plt.ylabel('Number of houses sold')\n", "_=plt.xlabel('Year')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comments/Observation:\n", "\n", "- All houses were sold between 2006 and 2010 (highest in 2009). \n", "- Recall this is also the time when number of houses built declined. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **Is there a particular time of the year when people choose to buy a house?**" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = housing.MoSold.value_counts().sort_index().plot.bar(title = 'Most houses sold during summer,\\nparticularly in the month of June')\n", "_=plt.xticks(ticks=ax.get_xticks(),labels=['Jan','Feb','Mar','Apr','May','June','July','Aug','Sept','Oct','Nov','Dec'])\n", "_=plt.ylabel('Number of houses sold')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comments/Observation:\n", "- Most houses are bougth during the summer, highest being in the month of June." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **Do house prices fluctuate across the year?**" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = sns.lineplot(x='MoSold',y='SalePrice',data=housing,color=palette[0],)\n", "_=plt.xticks(np.arange(1,13),labels=['Jan','Feb','Mar','Apr','May','June','July','Aug','Sept','Oct','Nov','Dec'])\n", "_=plt.xticks(rotation=90)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comments/Observation:\n", "- House prices fall by a few thousand dollars (~$10,000 dollars) by the end of winter (in Apr) and start rising back up by May. This explains why most houses are bought during summer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **House zoning in different neighborhoods**" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "housing.groupby(['Neighborhood','MSZoning']).size().unstack('MSZoning').fillna(0).reindex(index=order).plot.bar(stacked=True,\n", " color=sns.color_palette(\"Set1\", n_colors=5, desat=.5),\n", " figsize=(15,6))\n", "plt.ylabel('Number of houses')\n", "_=plt.xlabel(\"cheap <\"+\"-\"*50+\" Neighborhood \"+\"-\"*50+\"> expensive\")\n", "plt.axes([.965,0.125,0.25,0.75])\n", "sns.barplot(x='MSZoning',y='SalePrice',\n", " data=housing,\n", " palette=sns.color_palette(\"Set1\", n_colors=5, desat=.5),\n", " order=['C (all)','FV','RH','RL','RM'])\n", "_=plt.yticks(ticks=np.arange(0,250000,50000),\n", " labels=[int(num) for num in np.arange(0,250000,50000)/1000])\n", "_=plt.ylabel('Sale Price (in $1000)')\n", "_=plt.title('Mean Sale Price')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comments/Observation:\n", "- Most houses are located in a **low density residential (RL)** zone across majority neighbohoods.\n", "- In **Somerst**, most houses are located in the **floating village (FV)** residential zone. Note: houses in this zone also have the highest average price.\n", "- Only in **Iowa DOT and Rail Road (IDOTRR)** neighborhood do we find houses located in **commerial (C all)** zones. Note: houses in this zone have the lowest average price.\n", "- Houses located in **floating village residential (FV)** zone are most expensive, whereas those locate in the **commercial** zones are cheapest." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **Is the size of the housing property influenced by zoning?**" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,4))\n", "plt.subplots_adjust(hspace=0.40)\n", "\n", "plt.subplot(1,3,1)\n", "sns.barplot(x='MSZoning',y='LotArea',\n", " data=housing,\n", " palette=sns.color_palette(\"Set1\", n_colors=5, desat=.5),\n", " order=['C (all)','FV','RH','RL','RM'])\n", "_=plt.ylabel('')\n", "_=plt.title('Mean Lot Area')\n", "\n", "plt.subplot(1,3,2)\n", "sns.barplot(x='MSZoning',y='log1p(GrLivArea)',\n", " data=housing,\n", " palette=sns.color_palette(\"Set1\", n_colors=5, desat=.5),\n", " order=['C (all)','FV','RH','RL','RM'])\n", "_=plt.ylabel('')\n", "_=plt.title('Mean Grade Living Area')\n", "\n", "plt.subplot(1,3,3)\n", "sns.barplot(x='MSZoning',y='GarageArea',\n", " data=housing,\n", " palette=sns.color_palette(\"Set1\", n_colors=5, desat=.5),\n", " order=['C (all)','FV','RH','RL','RM'])\n", "_=plt.ylabel('')\n", "_=plt.title('Mean Garage Area')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comments/Observation:\n", "- Houses in **low density residential (RL)** zones have the largest average **Lot Area**. \n", "- Houses in **floating village residential (FV)** zone have the largest average **Garage Area**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **What is the most commom building-type and housing-style for houses in Ames?**" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "housing.groupby(['BldgType','Neighborhood']).size().unstack('BldgType').fillna(0).reindex(index=order).plot.bar(stacked=True,\n", " color=sns.color_palette(\"Set1\", n_colors=5, desat=.5),\n", " figsize=(15,6))\n", "_=plt.xlabel(\"cheap <\"+\"-\"*50+\" Neighborhood \"+\"-\"*50+\"> expensive\")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "housing.groupby(['HouseStyle','Neighborhood']).size().unstack('HouseStyle').fillna(0).reindex(index=order).plot.bar(stacked=True,\n", " color=sns.color_palette(\"Set1\", n_colors=8, desat=.5),\n", " figsize=(15,6))\n", "_=plt.xlabel(\"cheap <\"+\"-\"*50+\" Neighborhood \"+\"-\"*50+\"> expensive\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comments/Observation:\n", "- Single family detached (**1Fam**) buiding type and 1 Story houses (**1Story**) house style are most common." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }