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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While creating a Machine Learning solution, Exploratory Data Analysis is a necessary step that helps us to build a good knowledge and intuition about the data, to generate hypotheses for further analysis, and to understand the quality (completeness and cleanness) of the data.\n",
"\n",
"Like many other activities involved in Machine Learning, there are common steps/patterns that we can follow to conduct the exploratory data analysis. In this notebook, I'll go through the common steps of exploratory data analysis against an sample dataset (https://www.kaggle.com/c/bike-sharing-demand/data) in Python. I will use Jupyter Notebook to author the rest of this blog post.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# import required python packages \n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import missingno as msno\n",
"import matplotlib.pylab as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# load the sample training data\n",
"train = pd.read_csv('train.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Structure of the Dataset\n",
"\n",
"After the data is loaded we first want to have a summary view of the data to understand some high-level questions, for example:\n",
"- what are the columns of the dataset?\n",
"- what is each column's data type?\n",
"- what is the size of the dataset (no. of rows and columns)?\n",
"- what columns are the indepandent variables and what columns are the depandent variables?\n",
"- what columns are the categorical variable and what are the continuous variables? \n",
"\n",
"Python provides a set of functions for this kind of investigation, such as *head/tail*, *info*, *shape*, *type*, and *describe*."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>datetime</th>\n",
" <th>season</th>\n",
" <th>holiday</th>\n",
" <th>workingday</th>\n",
" <th>weather</th>\n",
" <th>temp</th>\n",
" <th>atemp</th>\n",
" <th>humidity</th>\n",
" <th>windspeed</th>\n",
" <th>casual</th>\n",
" <th>registered</th>\n",
" <th>count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1/1/2011 0:00</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>9.84</td>\n",
" <td>14.395</td>\n",
" <td>81</td>\n",
" <td>0.0</td>\n",
" <td>3</td>\n",
" <td>13</td>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1/1/2011 1:00</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>9.02</td>\n",
" <td>13.635</td>\n",
" <td>80</td>\n",
" <td>0.0</td>\n",
" <td>8</td>\n",
" <td>32</td>\n",
" <td>40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1/1/2011 2:00</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>9.02</td>\n",
" <td>13.635</td>\n",
" <td>80</td>\n",
" <td>0.0</td>\n",
" <td>5</td>\n",
" <td>27</td>\n",
" <td>32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1/1/2011 3:00</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>9.84</td>\n",
" <td>14.395</td>\n",
" <td>75</td>\n",
" <td>0.0</td>\n",
" <td>3</td>\n",
" <td>10</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1/1/2011 4:00</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>9.84</td>\n",
" <td>14.395</td>\n",
" <td>75</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" datetime season holiday workingday weather temp atemp \\\n",
"0 1/1/2011 0:00 1 0 0 1 9.84 14.395 \n",
"1 1/1/2011 1:00 1 0 0 1 9.02 13.635 \n",
"2 1/1/2011 2:00 1 0 0 1 9.02 13.635 \n",
"3 1/1/2011 3:00 1 0 0 1 9.84 14.395 \n",
"4 1/1/2011 4:00 1 0 0 1 9.84 14.395 \n",
"\n",
" humidity windspeed casual registered count \n",
"0 81 0.0 3 13 16 \n",
"1 80 0.0 8 32 40 \n",
"2 80 0.0 5 27 32 \n",
"3 75 0.0 3 10 13 \n",
"4 75 0.0 0 1 1 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 10886 entries, 0 to 10885\n",
"Data columns (total 12 columns):\n",
"datetime 10886 non-null object\n",
"season 10886 non-null int64\n",
"holiday 10886 non-null int64\n",
"workingday 10886 non-null int64\n",
"weather 10886 non-null int64\n",
"temp 10886 non-null float64\n",
"atemp 10886 non-null float64\n",
"humidity 10886 non-null int64\n",
"windspeed 10886 non-null float64\n",
"casual 10886 non-null int64\n",
"registered 10886 non-null int64\n",
"count 10886 non-null int64\n",
"dtypes: float64(3), int64(8), object(1)\n",
"memory usage: 1020.6+ KB\n"
]
}
],
"source": [
"train.info()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>season</th>\n",
" <th>holiday</th>\n",
" <th>workingday</th>\n",
" <th>weather</th>\n",
" <th>temp</th>\n",
" <th>atemp</th>\n",
" <th>humidity</th>\n",
" <th>windspeed</th>\n",
" <th>casual</th>\n",
" <th>registered</th>\n",
" <th>count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" <td>10886.00000</td>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>2.506614</td>\n",
" <td>0.028569</td>\n",
" <td>0.680875</td>\n",
" <td>1.418427</td>\n",
" <td>20.23086</td>\n",
" <td>23.655084</td>\n",
" <td>61.886460</td>\n",
" <td>12.799395</td>\n",
" <td>36.021955</td>\n",
" <td>155.552177</td>\n",
" <td>191.574132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>1.116174</td>\n",
" <td>0.166599</td>\n",
" <td>0.466159</td>\n",
" <td>0.633839</td>\n",
" <td>7.79159</td>\n",
" <td>8.474601</td>\n",
" <td>19.245033</td>\n",
" <td>8.164537</td>\n",
" <td>49.960477</td>\n",
" <td>151.039033</td>\n",
" <td>181.144454</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.82000</td>\n",
" <td>0.760000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>2.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>13.94000</td>\n",
" <td>16.665000</td>\n",
" <td>47.000000</td>\n",
" <td>7.001500</td>\n",
" <td>4.000000</td>\n",
" <td>36.000000</td>\n",
" <td>42.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>3.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>20.50000</td>\n",
" <td>24.240000</td>\n",
" <td>62.000000</td>\n",
" <td>12.998000</td>\n",
" <td>17.000000</td>\n",
" <td>118.000000</td>\n",
" <td>145.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>4.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2.000000</td>\n",
" <td>26.24000</td>\n",
" <td>31.060000</td>\n",
" <td>77.000000</td>\n",
" <td>16.997900</td>\n",
" <td>49.000000</td>\n",
" <td>222.000000</td>\n",
" <td>284.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>4.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>4.000000</td>\n",
" <td>41.00000</td>\n",
" <td>45.455000</td>\n",
" <td>100.000000</td>\n",
" <td>56.996900</td>\n",
" <td>367.000000</td>\n",
" <td>886.000000</td>\n",
" <td>977.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" season holiday workingday weather temp \\\n",
"count 10886.000000 10886.000000 10886.000000 10886.000000 10886.00000 \n",
"mean 2.506614 0.028569 0.680875 1.418427 20.23086 \n",
"std 1.116174 0.166599 0.466159 0.633839 7.79159 \n",
"min 1.000000 0.000000 0.000000 1.000000 0.82000 \n",
"25% 2.000000 0.000000 0.000000 1.000000 13.94000 \n",
"50% 3.000000 0.000000 1.000000 1.000000 20.50000 \n",
"75% 4.000000 0.000000 1.000000 2.000000 26.24000 \n",
"max 4.000000 1.000000 1.000000 4.000000 41.00000 \n",
"\n",
" atemp humidity windspeed casual registered \\\n",
"count 10886.000000 10886.000000 10886.000000 10886.000000 10886.000000 \n",
"mean 23.655084 61.886460 12.799395 36.021955 155.552177 \n",
"std 8.474601 19.245033 8.164537 49.960477 151.039033 \n",
"min 0.760000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 16.665000 47.000000 7.001500 4.000000 36.000000 \n",
"50% 24.240000 62.000000 12.998000 17.000000 118.000000 \n",
"75% 31.060000 77.000000 16.997900 49.000000 222.000000 \n",
"max 45.455000 100.000000 56.996900 367.000000 886.000000 \n",
"\n",
" count \n",
"count 10886.000000 \n",
"mean 191.574132 \n",
"std 181.144454 \n",
"min 1.000000 \n",
"25% 42.000000 \n",
"50% 145.000000 \n",
"75% 284.000000 \n",
"max 977.000000 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this example, we glimpse into the dataset using *head*, *info*, and *describe* functions. Based on the results and also the domain knowledge, we understand that the columns of \"season\", \"holiday\", \"workingday\" and \"weather\" are the categorical type of independent variables and the \"temp\", \"atemp\", \"humidity\", \"windspeed\" are the continuous type of independent variables. In addition, the \"datetime\" column is also an independent variable. We will extract some date part of this column later in ordre to investigate the date-related patterns. Based on the domain knowledge, we learnt that the \"casual\", \"registered\", and \"count\" columns are dependent variables. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## NULL Values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We need to investigate the completeness of the dataset, i.e. null values in each column. As the null values might have been converted to 0 during the data collecting process, we need to identify the columns with the support of our domain knowledge and covert the 0 back to null. As we can see in the \"humidity\" and \"windspeed\" columns, there are 0 values that conflict with our common sense. Therefore, we need to convert the 0 in those columns to null. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"train.loc[train[\"humidity\"]==0, \"humidity\"]=None\n",
"train.loc[train[\"windspeed\"]==0, \"windspeed\"]=None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we can use the msno Python package to visualise the completeness of the dataset."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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eINZQvYGriaSjwSX+yLmuQdh+luhHBVEtunp1LuO7ZHQhM9qTpqNo0jgA2Ab4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\nYfy6+zxenp1S+pIFYs3r3j9viXLbvyMR8byU0he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SLi6l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\nAGAWBO0AAAAAADAL/x+5XYCibNz19QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e325e104e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"msno.matrix(df=train, color = (0.2, 0.5, 0.6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also calcuate the count of null value in each column."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"windspeed 1313\n",
"humidity 22\n",
"count 0\n",
"registered 0\n",
"casual 0\n",
"atemp 0\n",
"temp 0\n",
"weather 0\n",
"workingday 0\n",
"holiday 0\n",
"season 0\n",
"datetime 0\n",
"dtype: int64"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train.isnull().sum().sort_values(ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Univariate Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Univariate analysis provides summary statistics for each column in the dataset to help us make a preliminary assessments about the distribution of the variables used in the dataset. We can use on the Five-Number summary (minimum, 1st quartile, median, 3rd quartile and maximum) and histogram for assess the distribution of continuous variables."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Firstly, we need to define three arrays to categorise the variables in the dataset into targets (dependent variables), categorical variables, and continuous Variables. Before that, we want to extract the date parts (year, month, day, hour) from the \"datetime\" column and use them as categorical variables."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"train['datetime']=pd.to_datetime(train['datetime'])\n",
"train['year']=train['datetime'].dt.year\n",
"train['month']=train['datetime'].dt.month\n",
"train['day']=train['datetime'].dt.day\n",
"train['hour']=train['datetime'].dt.hour\n",
"\n",
"targets = [\"casual\", \"registered\", \"count\"]\n",
"categoricalVariables = [\"season\", \"holiday\", \"workingday\", \"weather\", \"year\", \"month\", \"day\", \"hour\" ]\n",
"continuousVariables = [\"temp\", \"atemp\", \"humidity\", \"windspeed\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Targets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use *describe* function to get the Five number and visualise them using boxplot."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>casual</th>\n",
" <th>registered</th>\n",
" <th>count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" <td>10886.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>36.021955</td>\n",
" <td>155.552177</td>\n",
" <td>191.574132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>49.960477</td>\n",
" <td>151.039033</td>\n",
" <td>181.144454</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>4.000000</td>\n",
" <td>36.000000</td>\n",
" <td>42.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>17.000000</td>\n",
" <td>118.000000</td>\n",
" <td>145.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>49.000000</td>\n",
" <td>222.000000</td>\n",
" <td>284.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>367.000000</td>\n",
" <td>886.000000</td>\n",
" <td>977.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" casual registered count\n",
"count 10886.000000 10886.000000 10886.000000\n",
"mean 36.021955 155.552177 191.574132\n",
"std 49.960477 151.039033 181.144454\n",
"min 0.000000 0.000000 1.000000\n",
"25% 4.000000 36.000000 42.000000\n",
"50% 17.000000 118.000000 145.000000\n",
"75% 49.000000 222.000000 284.000000\n",
"max 367.000000 886.000000 977.000000"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train[targets].describe()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1e3210fc4a8>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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DA+ecc86Is5vhbRTi7AZy+8HP3zazOqCM1Bv5D5+lvIiM03nnncfll1+u98fOYP369ZNu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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e325e47a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=train[targets], orient=\"h\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can use histogram to visualise the population distributions "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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89K9X8E+PbeM/1+9hR2UD/3z9ORSexQNIEZlcpmwC41BdK/ExPnJS4s5qv0vn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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e325959ac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(15,3))\n",
"for i, c in enumerate(targets):\n",
" ax = plt.subplot(1,3,i+1)\n",
" sns.distplot(train[c])\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Categorical Variables"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use bar chart or pie chart to visualise the distribution of categorical variables."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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crD1lXu4/CxiD9yHghGF3YoRtA36vqn4SOBI4M8khQ+7TqPkBcExVPR94AXBC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\nJKnz/h897w3n9LWmLQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e3259592e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(15,8))\n",
"for i, c in enumerate(categoricalVariables):\n",
" ax = plt.subplot(3,3,i+1)\n",
" sns.countplot(x=train[c])\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Continuous Variables"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>temp</th>\n",
" <th>atemp</th>\n",
" <th>humidity</th>\n",
" <th>windspeed</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>10886.00000</td>\n",
" <td>10886.000000</td>\n",
" <td>10864.000000</td>\n",
" <td>9573.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>20.23086</td>\n",
" <td>23.655084</td>\n",
" <td>62.011782</td>\n",
" <td>14.554917</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>7.79159</td>\n",
" <td>8.474601</td>\n",
" <td>19.061721</td>\n",
" <td>7.088674</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.82000</td>\n",
" <td>0.760000</td>\n",
" <td>8.000000</td>\n",
" <td>6.003200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>13.94000</td>\n",
" <td>16.665000</td>\n",
" <td>47.000000</td>\n",
" <td>8.998100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>20.50000</td>\n",
" <td>24.240000</td>\n",
" <td>62.000000</td>\n",
" <td>12.998000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>26.24000</td>\n",
" <td>31.060000</td>\n",
" <td>77.000000</td>\n",
" <td>19.001200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>41.00000</td>\n",
" <td>45.455000</td>\n",
" <td>100.000000</td>\n",
" <td>56.996900</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" temp atemp humidity windspeed\n",
"count 10886.00000 10886.000000 10864.000000 9573.000000\n",
"mean 20.23086 23.655084 62.011782 14.554917\n",
"std 7.79159 8.474601 19.061721 7.088674\n",
"min 0.82000 0.760000 8.000000 6.003200\n",
"25% 13.94000 16.665000 47.000000 8.998100\n",
"50% 20.50000 24.240000 62.000000 12.998000\n",
"75% 26.24000 31.060000 77.000000 19.001200\n",
"max 41.00000 45.455000 100.000000 56.996900"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train[continuousVariables].describe()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1e325b89908>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x1e325980a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=train[continuousVariables], orient=\"h\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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rb+WdHYdJjAhifPKxW4BERGRwlNW18uf39/Lc2mIC/bqWJz8hJ27Qh/sF+Tt5\n4OpZXPvwWp5bV4zDGCalRvb5+Trdlh8/v5nSulaev3keEUOocWgg8sHsuDDe/v5J3P7KNn7/1m7e\n2XGYP1w6lZSoIDYV17KxqJZVBVV8vLeS6xdksWRBlsdjGEgnj4mnoqGN93aWEx8W6JECmMjxUAFD\nhpXKxjb+8t5enl1bjKvTzaKJSXzzlJxB+eOqooj4ik/G4lY1uvj7umK+eXIOiRGaNVxExBuqGtu4\n58N9PLGqEGsti/My+O7C0by9/bDXYgoJ8OPh62Zz1p+W8ezaIr7amcb0jOjjfh632/Kzl7bw1vbD\n3H7uBGb04TmGo9iwQO5ePIPXtpRy+yvbOOuuZbhtV7EHIDchjG+dmsMPTx/r5UiPnzGGi6anUt3k\n4oX1JcSEBpAWrUnvZfCogCHDxtKtpfzXP7bR0NrORdNTufGknAEdSyoymI63QNZzLO4Tqwq55ZQc\nn1hXXkRkpKhvbeeBZQU8tHw/re2dXDwjjVsXjvaZFc7CAv34xglZPLG6kOfXl9Ds6uSE3LheH2+t\n5Vev7+S5dSV857TcIdeTYKAZYzhvagp52TH87cN9hAX6MSMjmukZUUSFBHg7vH7xczq4au4o7vkg\nn6dWF2llEhlUymZlyKtpcnHHq9v55+ZDTEmL5I+XzmV0Yri3wxLxushgf76Wl8EDy/fz97XFXDM/\nc1DGWIuIjGQtrk4eW3mAv324j7qWds6Zksz3vzLGJxtVAv2dXDMvk7+vLeb1raW0tHeycFxCr+aw\nuOu9vTy8Yj/Xzs/kB6eP+XS7eqR+VkJ4EP993kRvh+FxYYF+XDV3FPd9tI9n1hSzZEEWTodyDBl4\nKmCIV/X2Ines2a8/2FXOT17cQm2zix+ePoabT8nRsk4iPWTEhnL+lBRe3nSQd3Yc5syJSd4OSURk\nWOp0W9YeqOZP7+6hvKGNU8bG86MzxvZrfonB4O90cOWcDP6x6SDv7yqn2dXBOZNTvvDL6EPL9/On\nd/dyycw07jh3woidtHOkS40K5uIZqTy3roTXt5Zy/tQUb4ckI4AKGDIkWWt5aPl+fr10J2MTw3ns\nujlMSNFEhSJHMzsrhpLaZj7aU0FqVLDPJ9MiIkPN/somXtl0kPKGNmZnRvPXxTOYkxXjlVj60gPC\n6TBcPD2VEH8nH+dXsu1gPTNHRTNrVDSxYYEA1Da7+OfmQ7ywvoTNJXWcNSmJ3148GYda3Ue0aenR\nHKptZXl+JSmRQczK9M7nXkYOFTBkyOnodPOL13bw+MpCzp6cxP9dNo0gf6e3wxLxaedNSaGsrpUX\nNpQQHx7o7XBERIaFxrYO3thJ5hM8AAAgAElEQVRaysbiWqJC/Pla3ih+eeHEIdkjwRjDoklJZMeH\nsWZ/Fcv2VPDRngpyE8JYnl/BuzvKcXW6GZcUzu3nTuBrczM+tzyojExnTkyitK6FVzYf0qThMuBU\nwJAhpamtg+8+s5H3dpVz00nZ/HTROFX+RXrBz+lgcd4o/vpBPk+tLmTJiVlDaqk7ERFfYq1l7YEa\n3txeSnuH5ZQx8ZwyNoEAP8eQLF58whjD2KRwxiaFU9fSzrrCatYdqKG6ycVVczO4ZGYaE1PUi284\n8cScJU6H4crZGdz9YVeOcd2CTBLCVciQgaEChgwZFQ1tXPfoGnYcqueXF07i63NHeTskkSElMtif\nxXMyeGh5Ad97dhMPXD1LE26JiByn1vZOXtpQwrZD9WTHhXL+tJRh+WUtMtifheMSWTgukSvnpA/p\nwowMvJBAP742dxT3frSPbz21gaeun0uAn3roiOfpUyVDwuH6Vi6/fyX7ypt46JrZKl6I9FFWXCjn\nTU3h/V3l/PzV7VhrvR2SiMiQcai2hbs/yGdHaT2LJibxjQVZw7J4cSQVL6Q3kiODuXh6GmsP1PDr\n13d4OxwZptQDQ3xebbOLy+9bSUVDG48vmcPsL5gcSEt3iXy5vKxYkiKCuG9ZAekxwdx4Uo63QxIR\n8WnWWtYdqOGfWw4REuDk+gXZZMaFejssEZ8zNT2K8CA/Hly+n0mpkVw6K93bIckwowKG+LSaZhcP\nflxAR6fl8SV5zBwV7e2QRIaFny4aR0ltC79ZuovUqBDOmZLs7ZBERHxSp9vy6uZDrN5fTW5CGJfN\nSicsUCm0yLHcdtY4dpTW85//2MbYpHCmpEV5OyQZRjSERHxWdZOLBz4uoKW9kyeuV/FCxJMcDsMf\nL53KrFHRfP+5Taw7UO3tkEREfE5bRyfffWYjq/dXc2JuHNfOz1TxQuRL+Dkd/OXK6cSHBXLzE+up\naGjzdkgyjKiAIT6pqrGNBz4uoK3dzZIF2UxLV+VWxNOC/J08cPUs0qKCuf7xdewqq/d2SCIiPqOx\nrYNvPLqW17eWctakJM6anIxDc0GI9EpsWCD3fX0m1c0ubnxiHa3tnd4OSYYJFTDE51Q1tvHg8v24\nOtwsWZBFalSwt0MSGbaiQwN45LrZBPk5ufy+VWwurvV2SDICGWMWGWN2G2PyjTG3HeXxQGPM37sf\nX22MyezefroxZr0xZmv3z9MGO3YZniob27jy/lWsKqjmj5dO5cTR8d4OSWTImZQayZ2XTWNjUS0/\neWGLJg4Xj+hXHzhjzCLgLsAJPGit/e0RjwcCjwMzgSrgcmvtAWPM6cBvgQDABfzYWvt+f2KR4aGy\nsa1rzgu35foTs0iOVPFCZKCNig3l+ZvnsfjBVVz14GoeumYWedmx3g5LRghjjBO4GzgdKAHWGmNe\ntdb2nMJ+CVBjrc01xlwB/A64HKgEzrPWHjLGTALeAlIH9x3IcHO4vpUr71/FoboWHrx6FqeOSxjx\nk4SP9PcvfXfW5GR+fOZYfv/WbrLjQ/neV8Z4OyQZ4vpcwFDCIZ5W2dDGg8u7ihdLFny2eDESL5wj\n8T2L96THhPD8TfO56sFVXPPIGu77+ixOHqMWRxkUc4B8a20BgDHmWeACoGc+cQHw8+7bLwB/NcYY\na+3GHvtsB4KMMYHWWg24li91tOtsfWs7D35cQH1rB9fNz6S0rlXXY5F+uuWUHAoqmvjTu3vJigvl\ngmn62id9158eGEo4xGPK61t5aMV+3G7L9SdmkxQx/NdUF/E1SZFBPHfTPL7+0Bquf2wtf7p8ulYn\nkcGQChT3uF8C5B1rH2tthzGmDoilq0HkE18FNiqXkL7qKl7s/7R4MSpWy6SK9MXRin5T0yJZX1jN\nD5/bzM5D9WR0/34tzssY7PBkiOvPHBhHSziOLKd9JuEAPkk4evrChMMYc6MxZp0xZl1FRUU/whVf\nVVzdzH3LCrAWlqh4IeJVsWGBPHPjXKakRfGtpzfwv2/spKPT7e2wZHg72qyIRw6U/sJ9jDET6erl\nedNRX0C5hHyJhtZ2Hvp4P/Ut7Vw7T8ULEU/zczq4Km8UEcH+PLaykNK6Fm+HJENUfwoYA55wAFhr\n77fWzrLWzoqPV3fm4WZveQMPLd9PkL+Dm05S8ULEF0QG+/P0DXl8bW4G931UwFUPrqa8odXbYcnw\nVQKk97ifBhw61j7GGD8gEqjuvp8GvAxcba3dd7QXUC4hX6ShtZ0Hl++nrqWda+Znkhmn4oXIQAgN\n9OMbJ2Th7zQ8vOKAcgvpk/4MITmehKOkLwmHDG9Lt5by+L8KiQ8P5NoTMokI8vd2SCLSLdDPya8u\nnMyMjGj+4+WtnPvn5dx91QxmZ8Z4OzQZftYCo40xWcBB4Apg8RH7vApcA6wELgHet9ZaY0wU8Drw\nM2vtikGMWYaJhu5hI7UtLq6dn0WWihfiAZo35dhiQgNYsiCb+z8u4OHl+/nqjDTSY0K8HZYMIf0p\nYCjhkD57clUht7+yjYzoEK6el0lwgNPbIYnIUVw8I40JKRF888kNXHH/Kr51ai7fOS0Xf6dW4RbP\n6J7T4tt0TejtBB621m43xvwCWGetfRV4CHjCGJNPV0PIFd2HfxvIBW43xtzeve0Ma2354L4LGYrq\nu4eN1LW0e7R4oS+vIl8sPjyQJSdk8cDHBVz5wCqev3meVh6UXjP9WY/XGHM28Cf+nXD8umfCYYwJ\nAp4AptOdcFhrC4wx/wX8DNjb4+m+NOGYNWuWXbduXZ/jFe9r73Tzq9d28NjKQk4bl8BJo+MJ8NMX\noaHoeCZdUjLne4530qz61nZ+/sp2Xtp4kEmpEfzfZdMYkxj+6ePH83+sCbuGH2PMemvtLG/H0RvK\nJQS6Jg8/+8/Lqe8eNqKeFyKDr6SmmSdWdvXGfuL6PFKjVMQYyXqbS/SnBwbW2qXA0iO23dHjditw\n6VGO+xXwq/68tgw9NU0ubnlqAysLqrjhxCxuO2s8f19b/OUHiojX9CxMzMqMITjAyT82HuSsuz7m\n9PGJLBgdh8McbbojERHfVF7fyhUPrFLxQsTL0qJDeOS62Vz36FouunsFj1w3m4kpkd4OS3ycmr5l\nUOwua+D8u5ezvrCGP146lf88ZwJOh770iAw1E1MiufUrYxibGM6b28u4f1kBlY1atVJEhoaiqmYu\nu28lh+tauVbFCxGvm5UZwws3z8fPYbjs3pV8tEcrRckXUwFDBtw/Nx/i4ntW0Nru5tmb5vLVmWne\nDklE+iEs0I+r8jK4dGYa5Q2t/OX9vfxrXyXufgxJFBEZaFtL6rj4byuobWnn8SV5Wm1ExEeMTQrn\npVtOICM2lG88upa/r9XQYzk2FTBkwLS4OrntxS1855mNjE0K55/fXsCMjGhvhyUiHmCMYXpGNLcu\nHENWXCivbSnl4eX7qWlyeTs0EZHP+XB3OZffv5IgfycvfnM+M0cpHxHxJUmRQTx301zm58Ty0xe3\n8pulO2nvdHs7LPFB/ZoDQ+RY9hxu4NtPb2BveSO3nJLD908fo1ULhhlNzCkAkcH+XDMvk/WFNby+\ntZS73t/LuZOTmTkqGqO5MUTEBzy/rpjbXtrKuKRwHrluNgnhQd4OSUSOIjzIn4evnc3//HM79y8r\nYPX+av5yxXQyYrXMqvybvlGKR1lreXp1Eef/dTnVTS4e/8YcfrJonIoXIsOYMYZZmTF8d+FoUqOC\neWnjQZ5aXURjW4e3QxOREayto5NfvraDH7+whfk5sfz9pnkqXoj4OH+ng19dOJl7rprB/opGzv7z\nx7yy6aC3wxIfom+V4jEVDW3c8Pg6/uPlrczOjGHprSdy4uh4b4clIoMkOiSAJQuyOGtSErsPN/Dn\n9/ayu6ze22GJyAhUUNHIxff8i4eW7+eaeaN46JrZhAWq47HIUHH25GSW3noi45LCufXZTfzo+c3U\nNbd7OyzxAfpLLh7x7o7D/PTFLTS0dXD7uRO4bn4mDq0yIjLiOIzhxNHx5CaE8dy6Yh5bWUheVgxn\nTUomwE81cxEZWNZaXlhfwn+/up1APwcPXD2L0yckejssEemDtOgQnr1xLne9t5e7P8jnw93l3H7u\nBM6fmqJhqiOYChjSL01tHfzq9R08s6aY8ckRPH35NMYmhWt+BJERLjkymFtOyeWdHYdZnl/JvopG\nLpuVTlq0xrGKyMAoqWnmN0t3snRrGXOzY/jT5dNJitSQEZGhzM/p4IdnjOXMiUnc/OR6bn12E395\nL5/zp6UQFxZ4zOMW52UMYpQymFTAkD5bd6CaHzy3meKaZm46OZsfnD6GQD+nt8MSER/h73Rw9uRk\nxiaF88L6Eu79aB+njUvksllp+GleHBHxkIbWdu75cB8PLd+PAX585lhuPjkHp3qCigwbk1Ijufnk\nHNbsr+at7WX8+b29LBgdx0mj4wny1/ePkUQFDDlurg43d767h/s+2kdKVDDP3jCXvOxYb4clIj4q\nJz6M7542mlc2H+TdnYe57L6V/P7SqeTEh3k7NBEZwlwdbp5fX8z/vb2HqiYXF09P5UdnjiUlKtjb\noYnIAHAYw9zsWCakRPDG1lI+3F3B2v3VnDY+kTmZMSpajhAqYMhx2V3WwPf+vomdpfVcPiud/zp3\nPOFB/t4OS0R8XHCAkytmZzA+qZY3t5dx1l0fc+vC0dx4UrZWKRKR41LT5OLpNUU8vvIAh+vbmJMZ\nwyPXjWdKWpS3QxORQRAR5M/lszM4IbeZN7aV8c/Nh/hXfiVnTExiYkoEDs2PMaypgCG90um23L+s\ngDvf2UNEsJ8mxRKRPpmaHsUPzxzDf7+ynd+/tZulW0v53VenMCk10tuhicggO975ssrqW1m5r4qN\nRTV0uC2jE8JYNDGZMYlhbDtYz7aD9Rr3LjKCpEWHcP2CLHYfbuDNbWU8s6aIpIggThuXgNtttaDA\nMKUChnypgopGfvT8ZjYU1TIxJYILpqVS0dCmiTpFpE8SwoP429dm8sbWUm5/ZTsX3L2Cb5yQybdP\nG01ksHp0ici/tbg62VxSy/rCGg7WtuDnMEzPiGZ+TiyJEZqgU2SkM8YwLimC0QnhbCmp5f1d5Ty9\npogNRTV8d+FoFk1MUiFjmFEBQ45ZiHBby6qCKt7aXobTYbhsVjpT0yK1bJHIMOALBcizJiczLyeW\n/126iweX7+eF9SV8//QxXDknQ8NKREYwt7Xsq2hkfWENOw7V0+G2JEUEcc7kZKalRxEaqPRVZLjw\nVD7i7C5uTkmLYkt30fOWpzaQHR/KDSdmc9H0VE32OUwYa623Y+i1WbNm2XXr1nk7jGHnaH84yutb\neXnjQQqrmxmTGMbF09OIUMuoiHjA0bp4bz9Ux69e28nKgiqy40P52Vnj+cr4BBVMhwhjzHpr7Sxv\nx9EbyiV8x5H5R3WTiw1FNWworKG2pZ1gfydT0yOZOSqGlMgg/T0QkV5zW8vWkjo+3lvBobpWQgP9\nmJcdQ15W7GeKoBp25jt6m0uohC2f0eF289GeCj7cXUGA08FXZ6QxIyNKSYOIDKiJKZE8fUMe7+0s\n5zdLd3LD4+sYmxjODSdlc/7UFAL81CNDZDjqdFt2ltazen8V+yqaMEBuQhiLJiUxPjlCvbFEpE8c\nxjA1PYopaZEUVDbx8d4K3t1Zzoe7K5iaFkVedgxp0SHeDlP6QAUM+VRhVRMvbzxIeUMbU9IiOWdy\nslYYEZFBY4zhKxMSOXlsPK9uOsQDHxfwo+c38/u3dnHt/CyumJ1OdGjA547rbfdTtbKI+I6yulbe\n3XmYtQeqaWjtICrYn6+MT2BGRjRRIZ//PRcR6QtjDDnxYeTEh1FW38qqfVVsKq5lfVENqVHB+DkN\n501JIThAw0uGCg0hEe75IJ83t5expaSOyGB/LpiawrjkCG+HJSIj3JVz0vl4byX3LytgeX4l/k7D\nyWPiuXB6Kl8Zn/jpWFYVMLxPQ0ikN6y1rNlfzWMrD/DW9sO43ZbRiWHkZcUyNilcSx+KyKBobe9k\nY3EtqwuqKG9oIzTAydmTk/nqzDTmZMZo0k8v0RAS+VLNrg7u/XAf93y4D4BTxyZw0pg4Av1UgRQR\n7zPGcNKYeE4aE8+usnpe2nCQVzYd5N2d5YQF+nHGhEQWjk+ktb1TE3OJ+LAWVyf/2HSQx/51gF1l\nDUQG+3P9gizCg/yJOUqvKhGRgRTk72Redixzs2LITQjjhfUlLN1ayvPrS0iPCeaiaamcMyWFMYlh\nGkbvg9QDYwRqdnXw7Jpi7lu2j8P1XcNFFk1MUpdNEfEpR+sx0em2rC6o4uWNB3lrexn1rR04DIyK\nDWVsYji5CWEkRQYdtSVXPTAGjnpgyNHsLK3nmTVFvLzxIA2tHYxPjuDa+aM4f2oqwQFOn1gNSURG\ntk9yg2ZXB29tL+PF9QdZsa8SayEnPpRzJidz9pRkxiaGq5gxwNQDQz6nrqWdJ1cV8tDy/VQ3uZiT\nGcPdi2ew53Cjt0MTEekVp8MwPzeO+blx/O/Fk9lYXMtf389nz+EG3txeBtshJMBJdlwoOQlh5MSF\nERsWoKRDZJDUtbTz5rZSnllTzKbiWgL8HJw9KYnFeaOYnRmt30UR8UkhAX5cND2Ni6anUd7Qylvb\nynh9ayl//SCfP7+fT0ZMCKeOjefUcQnMzY5Vz08vUgFjBNhxqJ4XN5Tw3NpiGto6OGVsPN86NZfZ\nmTEAKmCIyJDk53QwOzOGMycmcebEJOpa2imoaGRfRSP7KprYdqgegIggP7LiQjEG5mbHkhkboi9R\nIh5U39rOuzsO8/qWUpbtraC905KbEMbt507g4umpR518V0TEVyWEB/H1eZl8fV4mFQ1tvLW9jPd3\nlfP3dcU8trKQYH8n83JimZ8Tywm5cYxNDNe8GYNIBYxhqrKxjVc2HeKF9SXsLK3H32k4Y2IS3zw5\nh0mpkd4OT0TE4yKD/ZmeEc30jGistVQ1udhX0cj+yib2VTTxs5e2ApAYEcicrFjysmKYmx1DTrzG\nuIocj063ZdvBOlYWVLEiv5LVBdW4Ot2kRAZxzbxMzp6SzPR0LcEuIr6vN0PZHMbwlfGJnDwmnoKK\nRnaVNbC5uJb3d5UD/+75OSo2lIyYEJKjgrh6XuYARz5yqYAxTLS2d7KhsIbl+ZWsyK9ky8E6rIUp\naZH84oKJnDclRS0gIjJiGGOICwskLiyQvKxYrLXkZceysqCKNfurWV1QxT83HwIgJjSA6elRzBgV\nzfSMKKamRREaqMujCHStHFJS08KO0np2HKpn28E61nQvfQowJjGMr88bxTlTkpmWFqVWSBEZtvyd\nDsYmRTA2qWu1xtpmFwWVTRRUNFLQo+enn8PwyqZDTEuPYkJyBOOTI8hNCCPAz+HN8IeNfmVoxphF\nwF2AE3jQWvvbIx4PBB4HZgJVwOXW2gPdj/0MWAJ0At+11r7Vn1hGCmstNc3t7D3cwO7DDewqa2B3\nWQPbD9XR2u7Gz2GYnhHFrQtHc/bkZMYkhns7ZBGRPvHkBH/GGHITwshNCOPrc0dhraWwqpnV+6tY\ne6CGDUU1vNfdkuIwkBUXyvjupGN8cjhjEsNJjgzGqS9nA0L5hHe5OtyUN7RyuL6VoupmDlQ2U1Td\nTGFVE/nljdR3FysMEBcWyLikcLLjw8iOCyU8yB+AXaUN7Cpt8OK7EBEZXFEhAczICGBGRjTQNQdQ\nUXUzxdXNtLR38uSqQto63AD4Ow058WGMTgwnKy6U7LhQsuJCGRUbQmSwv3qsHYc+FzCMMU7gbuB0\noARYa4x51Vq7o8duS4Aaa22uMeYK4HfA5caYCcAVwEQgBXjXGDPGWtvZ13iGErfb0trRSWu7m5b2\nTprbOmhy/ftnfUs7dS3t1Ld2/axuclFW10pZfStlda2f/iJA19jucUkRXDkngwW5ceRlxxKmlkMR\nkS9kjCEzLpTMuFAun901A3lts4uNxbVsLKplx6F6NhXX8tqW0k+P8Xca0qJDyIjp+pcYEUh8eOCn\nPT1iQgOICPInNNCJn1OtLL2lfMJzrLW0trtpcnXQ1NZBfUsH9a3tn+YV1c0uqhtdVDe5qGpyUdnY\nxuH6ViobXZ95HmMgJTKYjJgQzpuaQmNbBymRwSRGBKkFUUTkGCKD/ZmcGsnk1EgW52XQ0enmQFUT\nO0ob2HGonl1l9WwuruX1LYdw91gINCTASXJkEClRwSRHBhEXFkhsWCCxoQHEhgUQHRJAeJAf4UH+\nhAf54T/Cc4z+fNOdA+RbawsAjDHPAhcAPROOC4Cfd99+Afir6SovXQA8a61tA/YbY/K7n29lP+Lp\nk7+8t5ea5nYALF2fpE9WlrW2a4vbWqzt+ul2Q6e1uN2WTmvpcFs6Oy0dbjftnZb2TjftnW5cnRZX\nhxtXd6GircNNW0cnbe1uXJ3uY0TzeYF+DkICnEQE+xMZ7E9GdAinjEsgJz6UcUkRJEYEHrNip+XJ\nRET+rbd/E5MigkiKCOK0cQm0tndSWtdKRUMb1U0uqptd5Jc3smZ/NS3tx/6OHBLgJCzQj+AAJ4F+\nDoL8u34G+Dnwczjwdxr8HA78nAanw+A0BofD4DBdK60YYzB0jbs1pqvlG/jM3/tPbpruR4+8FBzt\nyrDkxCySI4N7dR4G0ZDPJ9YX1rB0a+lntvVcpf5Y+YW1XY+5bfdta+nszi/c7q4cw20t7Z2Wjs7P\n5hltHW5a2zu78ws3La5Omlwdn3ndownydxAb2lVwa+90kxkbypS0KCKD/IkI9iM6tCtZHukJsohI\nfxyZc3zS+AHQ0emmqslFVWNXbpEUGUxpXQuH6lrZXVZBdZOLDvex/5gH+TsICfAj2N9JkL+jO9dw\n4u80BPg5CXAa/J2OrvzC8e8845P8wmE+m198klt03f989nBkfjEuKZxLZ6X37wT1Q38KGKlAcY/7\nJUDesfax1nYYY+qA2O7tq444NvVoL2KMuRG4sftuozFmdz9i9rY4oLK/T/KkBwIZYTxy3uW46Jx7\nh8774BtS5/z2gXvqUf04dsDziWGWS8AQ+9wNETqnnqXz6Vk6n56nc+pZnjifvcol+lPAOFrjzpGl\nomPt05tjuzZaez9w//GF5puMMeustbO8HcdIo/M++HTOvUPnffDpnHvEgOcTwymXAH3uBoLOqWfp\nfHqWzqfn6Zx61mCez/70DywBevYdSQMOHWsfY4wfEAlU9/JYERERGf6UT4iIiEiv9KeAsRYYbYzJ\nMsYE0DWJ1qtH7PMqcE337UuA9621tnv7FcaYQGNMFjAaWNOPWERERGRoUj4hIiIivdLnISTdY1C/\nDbxF17JnD1trtxtjfgGss9a+CjwEPNE9qVY1XUkJ3fs9R9cEXR3At0bIjOHDpvvqEKPzPvh0zr1D\n533w6Zz3k/KJPtHnzvN0Tj1L59OzdD49T+fUswbtfBr7ZdNVi4iIiIiIiIh4mdbIEhERERERERGf\npwKGiIiIiIiIiPg8FTAGiTFmkTFmtzEm3xhzm7fjGa6MMQ8bY8qNMdt6bIsxxrxjjNnb/TPamzEO\nN8aYdGPMB8aYncaY7caYW7u367wPEGNMkDFmjTFmc/c5/5/u7VnGmNXd5/zv3RMiigcZY5zGmI3G\nmNe67+ucy6BSPtE/yhM8SzmA5+kaPzB0/fYcY8wBY8xWY8wmY8y67m2D9juvAsYgMMY4gbuBs4AJ\nwJXGmAnejWrYehRYdMS224D3rLWjgfe674vndAA/tNaOB+YC3+r+fOu8D5w24DRr7VRgGrDIGDMX\n+B1wZ/c5rwGWeDHG4epWYGeP+zrnMmiUT3jEoyhP8CTlAJ6na/zA0PXbs0611k6z1s7qvj9ov/Mq\nYAyOOUC+tbbAWusCngUu8HJMw5K1dhldM9T3dAHwWPftx4ALBzWoYc5aW2qt3dB9u4Gui0MqOu8D\nxnZp7L7r3/3PAqcBL3Rv1zn3MGNMGnAO8GD3fYPOuQwu5RP9pDzBs5QDeJ6u8Z6n6/egGLTfeRUw\nBkcqUNzjfkn3NhkcidbaUui60AIJXo5n2DLGZALTgdXovA+o7q6Qm4By4B1gH1Brre3o3kV/Zzzv\nT8BPAHf3/Vh0zmVwKZ8YGLpeeYByAM/RNd7jdP32LAu8bYxZb4y5sXvboP3Oq4AxOMxRtmn9WhlW\njDFhwIvA96y19d6OZ7iz1nZaa6cBaXS1yo4/2m6DG9XwZYw5Fyi31q7vufkou+qcy0DSZ058knIA\nz9I13nN0/R4QJ1hrZ9A1nPFbxpiTBvPF/QbzxUawEiC9x/004JCXYhmJDhtjkq21pcaYZLqq2eJB\nxhh/uhKXp6y1L3Vv1nkfBNba2v/P3p3HyVXX+f5/fWqv7q7e13Sns5CNLGwJWWRXgeACqCARELyC\nEUd07vWnc3V+juOg3ovXO464jpFFAQERXMKIILITCFkIWxKydpZO0nun962qvvePqg6dJksn6e7q\ndL+fj0c96tQ533PqcwJddepzvt/P18yeIzH2ONvMfMk7CvqcGVznAJeb2YeAEJBJ4o6O/s1lOOl6\nYmjo++oE6Bpg6Og7flDo+3uQOef2Jp9rzOyPJJJsw/Y3rx4Yw2M1MDVZ7TYALAGWpzimsWQ5cGNy\n+UbgzymMZdRJjiO8C9jonPthn036dx8iZlZgZtnJ5TDwQRLjjp8Frko207/5IHLOfcM5V+acm0ji\nM/wZ59x16N9chpeuJ4aGvq+Ok64BBp++4weXvr8Hl5mlm1mkdxm4BHibYfybN+fUW2Y4JLN+PwK8\nwN3Oue+lOKRRycweBC4E8oFq4F+BPwEPA+XALuBq51z/Al5ynMzsXOBF4C3eHVv4zyTGwOrffQiY\n2WkkCiR5SSSiH3bO3WZmk0kU9csF1gHXO+e6Uhfp6GRmFwJfdc59RP/mMtx0PXFidJ0wuHQNMPj0\nHT909P194pL/bn9MvvQBDzjnvmdmeQzT37wSGCIiIiIiIiIy4mkIiYiIiIiIiIiMeEpgiIiIiIiI\niMiIpwSGiIiIiIiIiA+ghIwAACAASURBVIx4SmCIiIiIiIiIyIinBIaIiIiIiIiIjHhKYIjICTOz\nbDP7h1THISIiIqODmf1zqmMQkZFH06iKyAkzs4nAfznnZqc4FBERERkFzKzVOZeR6jhEZGRRDwwR\nGQy3A6eY2etm9gMz+5qZrTazN83s3yCR5DCzd8zsTjN728x+a2YfNLMVZrbFzOYn233bzO4zs2eS\n6z+X0jMTERGRIWVmfzKztWa23syWmtntQDh5XfHbZJvrzWxVct0vzcybXN9qZt9P7v93M5tvZs+Z\n2XYzuzzZ5jNm9mcze8LMNpnZv6bwdEXkBCiBISKD4evANufcGcBTwFRgPnAGMNfMzk+2mwLcAZwG\nzACuBc4Fvgr07Sp6GvBhYBHwLTMbNxwnISIiIinxWefcXGAe8GXgB0CHc+4M59x1ZnYqcA1wTvJa\nIwZcl9w3HXguuX8L8F3gYuBjwG193mN+cp8zgKvNbN4wnJeIDDJfqgMQkVHnkuRjXfJ1BomExi6g\nwjn3FoCZrQeeds45M3sLmNjnGH92znUAHWb2LImLjj8NU/wiIiIyvL5sZh9LLo8ncd3Q1weAucBq\nMwMIAzXJbd3AE8nlt4Au51zPIa4tnnLO1QOY2R9I3EBZM8jnISJDTAkMERlsBvxv59wvD1qZqJPR\n1WdVvM/rOAd/HvUvzqNiPSIiIqOQmV0IfBBY5JxrN7PngFD/ZsBvnHPfOMQhety7Rf0OXFs45+Jm\npmsLkVFGQ0hEZDC0AJHk8pPAZ80sA8DMSs2s8BiPd4WZhcwsD7gQWD1okYqIiMhIkgU0JpMXM4CF\nyfU9ZuZPLj8NXNV7PWFmuWY24Rjf5+LkfmHgSmDFYAQvIsNLPTBE5IQ55+qTxTjfBv4KPAC8kuzm\n2QpcT2K86kCtAv4ClAPfcc7tHeSQRUREZGR4ArjFzN4ENgErk+uXAW+a2WvJOhjfBP5mZh6gB/gi\nsPMY3ucl4D4S9bgecM5p+IjISUjTqIrIiGJm3wZanXP/N9WxiIiIyMnPzD4DzHPO3ZrqWETkxGgI\niYiIiIiIiIiMeOqBISIiIiIiIiIjnnpgiIiIiIiIiMiIpwSGiIiIiIiIiIx4SmCIiIiIiIiIyIin\nBIaIiIiIiIiIjHhKYIiIiIiIiIjIiKcEhoiIiIiIiIiMeEpgiIiIiIiIiMiIpwSGiIiIiIiIiIx4\nSmCIiIiIiIiIyIinBIaIiIiIiIiIjHhKYIiIiIiIiIjIiKcEhoiIiIiIiIiMeEpgiIiISEqZ2WIz\n22RmW83s64fY/hUz22Bmb5rZ02Y2oc+2G81sS/Jx4/BGLiIiIsPJnHOpjmHA8vPz3cSJE1MdhoiI\niPSxdu3aOudcwfHsa2ZeYDNwMVAJrAY+5Zzb0KfNRcCrzrl2M/sCcKFz7hozywXWAPMAB6wF5jrn\nGg/3frqWEBERGXkGei3hG45gBsvEiRNZs2ZNqsMQERGRPsxs5wnsPh/Y6pzbnjzWQ8AVwIEEhnPu\n2T7tVwLXJ5cvBZ5yzjUk930KWAw8eLg307WEiIjIyDPQawkNIREREZFUKgV293ldmVx3ODcBfz3O\nfUVEROQkdlL1wBAREZFRxw6x7pDjW83sehLDRS44ln3NbCmwFKC8vPz4ohQREZGUUw8MERERSaVK\nYHyf12XA3v6NzOyDwP8PXO6c6zqWfZ1zy5xz85xz8woKjqtUh4iIiIwASmCIiIhIKq0GpprZJDML\nAEuA5X0bmNmZwC9JJC9q+mx6ErjEzHLMLAe4JLlORERERiENIRERkZR64NVdA2577QJ1/x9tnHNR\nM7uVROLBC9ztnFtvZrcBa5xzy4EfABnA780MYJdz7nLnXIOZfYdEEgTgtt6CnqPV0f5e9DciIiKj\nmRIYIiIiklLOuceBx/ut+1af5Q8eYd+7gbuHLjoREREZKTSERERERERERERGPCUwRERERERERGTE\nUwJDREREREREREY8JTBEREREREREZMRTAkNERERERERERrwBJTDMbLGZbTKzrWb29UNsD5rZ75Lb\nXzWzicn1F5vZWjN7K/n8/j77PJc85uvJR+FgnZSIiIiIiIiIjC5HnUbVzLzAz4CLgUpgtZktd85t\n6NPsJqDROTfFzJYA3weuAeqAjzrn9prZbBJzvJf22e8659yaQToXERERERERERmlBtIDYz6w1Tm3\n3TnXDTwEXNGvzRXAb5LLjwAfMDNzzq1zzu1Nrl8PhMwsOBiBi4iIiIiIiMjYMZAERimwu8/rSg7u\nRXFQG+dcFGgC8vq1+QSwzjnX1WfdPcnhI/9iZnZMkYuIiIiIiIjImDGQBMahEgvuWNqY2SwSw0o+\n32f7dc65OcB5ycenD/nmZkvNbI2ZramtrR1AuCIiIiIiIiIy2gwkgVEJjO/zugzYe7g2ZuYDsoCG\n5Osy4I/ADc65bb07OOf2JJ9bgAdIDFV5D+fcMufcPOfcvIKCgoGck4iIiIiIiIiMMgNJYKwGpprZ\nJDMLAEuA5f3aLAduTC5fBTzjnHNmlg38BfiGc25Fb2Mz85lZfnLZD3wEePvETkVERERERERERquj\nJjCSNS1uJTGDyEbgYefcejO7zcwuTza7C8gzs63AV4DeqVZvBaYA/9JvutQg8KSZvQm8DuwBfjWY\nJyYiIiIiIiIio8dRp1EFcM49Djzeb923+ix3AlcfYr/vAt89zGHnDjxMERERERERERnLBjKERERE\nREREREQkpZTAEBEREREREZERTwkMERERERERERnxlMAQERERERERkRFPCQwRERERERERGfGUwBAR\nERERERGREU8JDBEREREREREZ8ZTAEBEREREREZERTwkMERERERERERnxlMAQERGRlDKzxWa2ycy2\nmtnXD7H9fDN7zcyiZnZVv20xM3s9+Vg+fFGLiIjIcPOlOgAREREZu8zMC/wMuBioBFab2XLn3IY+\nzXYBnwG+eohDdDjnzhjyQEVERCTllMAQERGRVJoPbHXObQcws4eAK4ADCQzn3I7ktngqAhQREZGR\nQUNIREREJJVKgd19Xlcm1w1UyMzWmNlKM7vyUA3MbGmyzZra2toTiVVERERSSAkMERERSSU7xDp3\nDPuXO+fmAdcCPzKzU95zMOeWOefmOefmFRQUHG+cIiIikmIDGkJiZouBOwAvcKdz7vZ+24PAvcBc\noB64xjm3w8wuBm4HAkA38DXn3DPJfeYCvwbCwOPAPzrnjuWCRURkWDzw6q4Bt712QfkQRiIyKlUC\n4/u8LgP2DnRn59ze5PN2M3sOOBPYNpgBioiIyMhw1B4YfYprXQbMBD5lZjP7NbsJaHTOTQH+A/h+\ncn0d8FHn3BzgRuC+Pvv8AlgKTE0+Fp/AeYiIiMjJaTUw1cwmmVkAWAIMaDYRM8tJ3kTBzPKBc+hT\nO0NERERGl4H0wDhqca3k628nlx8Bfmpm5pxb16fNehLjVINALpDpnHslecx7gSuBv57AuYjISWS0\n9moYreclMlScc1EzuxV4kkRPz7udc+vN7DZgjXNuuZmdDfwRyAE+amb/5pybBZwK/DJZ3NMD3N5v\n9hIREREZRQaSwDhUca0Fh2uTvBBpAvJI9MDo9QlgnXOuy8xKk8fpe8xDFuwys6UkempQXq6LfRER\nkdHGOfc4ieGkfdd9q8/yahJDS/rv9zIwZ8gDFBERkRFhIAmMgRTXOmIbM5tFYljJJcdwzMRK55YB\nywDmzZunGhkiw0w9Ck4++m8mIiIiIqPRQGYhGUhxrQNtzMwHZAENyddlJLp93uCc29anfd87KcdU\nsEtERERERERExpaB9MA4UFwL2EOiuNa1/dosJ1Gk8xXgKuAZ55wzs2zgL8A3nHMrehs75/aZWYuZ\nLQReBW4AfnLCZyMiY95Aex+o54GIiIiIyMnlqD0wnHNRoLe41kbg4d7iWmZ2ebLZXUCemW0FvgJ8\nPbn+VmAK8C9m9nryUZjc9gXgTmArienOVMBTRERERERERA5pID0wBlJcqxO4+hD7fRf47mGOuQaY\nfSzBioiIiIiIiMjYNJAaGCIiIiIiIiIiKaUEhoiIiIiIiIiMeEpgiIiIiIiIiMiIN6AaGCIiIieb\ngc5IA5qVRkRERORkoASGyBh0LD/sRERERERERgIlMETkhMWdo6mjh9d2NVLb0nXg0RmN4THDY+Ax\nw+fxUJQZpCQ7TE1zJ1lpfoI+b6rDlwFSjwYRERERSSUlMERGsJH4gzEaj7N3fyd79ndQ1dRJVVMH\n1c1ddMfiB7Uzg4DXg3OJBEfi8d7jZYZ8lOakUZodTjxywmQE9dEkIiIiIiIH068EETmi7micnfVt\n7KhvY0d9O7sb2okmMxFhv5firBBzJ+ZQFAlxxRnjKIgEKYwEyU0P4PN63nOs6uZO9jV18sjaSpra\nu6lu6aKysYON+5oPtCuIBJmcn86k5EM07EdERERERAkMETlI3Dn27u9ga00rW2ta2dnQTizu8BiU\nZIVZMCmXCXnpjM9NIzPkw8wO7HvRjMIjHjvg8zA+N43xuWlsrWk9aFtnT4y9TR3sbuigoq6Vdbv3\n82pFAwC/W7ObBZPyWDAplwWTcynJCg/+iYuIiIiIyIimBIaI0NoVZUt1C5urW9hS00p7dwyA4swQ\niybnMaUwgwm5aQT9Q1evIuT3Mjk/g8n5GVwwrYBYPJFIqahro6KujT+8VsmDqxK9EHLS/AcPO8kO\nEw4MfS2NaCxOe0+MWCwxJKZ3eIzHjFDAS8jvwefR7NQiIiIiIkNBCQyRMai3l8U7VYmkxZ7GDhyQ\nHvAyvSjC1KIMTinIIBLypyxGr8cO9NY4f1oBcefY19TJjrrEcJY9je28vafpQPvMkI/c9AB56UFy\nMwLkpPlJC/gI+72E/V5CAS/ePr1F9rd30xNLFB9t7uxJPHf0UNfa/W4h0tYu6lu72NPYQXt37D11\nPg7F7zXCfi+ZYT85aQFy0wPkpgXIywhQlBkiXfU9RERERESOi66kRcaI9u4oL2yu4+mN1fz17Spa\nu6IYUJYT5gOnFjKtKMK47DCePj/yRxKP2YHeFudMyQegvSvKnqYO9jZ2UNvaTUNbF5trWmjZFT3q\n8b7zlw2H3RbweiiIBMmPBCnODBH0eQj7vaQFEwkRn8fweBKzq5gZ8bijMxqnsydGZ3eM9p4YTe09\n7Nnfwfq9TQcVL80I+ijODFGUGSTg8zCzJJMphRkEfOq5ISJD72j1dDSDkIiIjGRKYIiMYnWtXTy9\nsZqnNlTz4pY6uqJxMkM+JuWnM6M4wtSiyEk940da0MfUwghTCyMHre+Oxtnf0U1nd4yOnhjtyee4\ng970zNwJOfi9RmbYT2bYT1bykZ8eJDN8cG2PEymgGYs7mjt7qGvporq5k6rmxPOqHQ2s2FYPJHpt\nTCmMcGpxhFMKM5iSfJTnpuH3KrEhIiIiIgIDTGCY2WLgDsAL3Omcu73f9iBwLzAXqAeucc7tMLM8\n4BHgbODXzrlb++zzHFACdCRXXeKcqzmx0xGRxrZunlhfxWNv7GXl9nriDkqzw3xqfjmXzCzi7Em5\n/H5NZarDHFIBn4fCSOiIbYbrLqPXY+SkBchJCzC16N1ES9w5Fk7OY+O+Zjbsa2bD3mZe2V7PH9bt\nOdDG5zGKMkMUZgbpjsbJDPtJD/gI+T0EfR6CPi9Bnwef14Pfa/i9HvxeDwGfR/U4RERERGTUOWoC\nw8y8wM+Ai4FKYLWZLXfO9e1/fRPQ6JybYmZLgO8D1wCdwL8As5OP/q5zzq05wXMQGfOisTh/fn0P\nf1q3hxe31BGNOyblp/PFi6aweHYxM0syD+pRIKnnMTvQ0+Kjp487sL61K8q25Aww22pbqWrqpLql\nk8qGxMwwXdGj1+Ho5fcaIV+i/kdmyEdW2E9myJ+sz+EnPyNINBZ/z3S3IiIiIiIj0UB6YMwHtjrn\ntgOY2UPAFUDfBMYVwLeTy48APzUzc861AS+Z2ZTBC1lEetW0dLJmRyOv7WqkvTtGaXaYm86bxEdP\nG8escUpanIwygj5OH5/N6eOzD1rfO4wlGo/T3ROnK9r7iNETc/TE4vTE4kRjjq5Ysh5H8tHeHaO5\no4dttW20dPYcVJPjjqe3MD43jYl5aUwrSgwrml4UYUphxrDM7CIiIiIiMlADSWCUArv7vK4EFhyu\njXMuamZNQB5Qd5Rj32NmMeBR4LvOOXeU9iJjXtw5NlW18OKWOnbUt+ExmFmSyf+8bAbnnJKPx6Ok\nxWjm83jwBT2kBY9v/7hztHZGaWzvpq61m+KsIDvq2tlW28qKrfUHZloxg0n56ZxWmsVpZdmcPj6L\n7mhcxUZFxrgTKQKqAqIiInKiBpLAONSvof6JhoG06e8659weM4uQSGB8mkQdjYMPbLYUWApQXq4v\nNhm7YnHHm5X7eX5zLTUtXWSn+Vk8q5gzy7OJhPycN7Ug1SHKScBj7xYunZCXftAPhmgszs6GdjZX\ntbCpuoX1ybocf3p9b3LfRD2VyQUZTMpPZ0JeGkGfemmIiIiIyPAYSAKjEhjf53UZsPcwbSrNzAdk\nAQ1HOqhzbk/yucXMHiAxVOU9CQzn3DJgGcC8efPUQ0PGnLhzrN3ZyLObatjf3kNRZpBPzitjTmk2\nXvW2kEHk83o4pSCDUwoyuGxOyYH11c2dvFnZxP0rd1JR18aLW2p5fnPtgYTGpPwMJhcooSHHbwDF\nws8HfgScBixxzj3SZ9uNwDeTL7/rnPvN8EQtIiIiw20gCYzVwFQzmwTsAZYA1/Zrsxy4EXgFuAp4\n5kjDQZJJjmznXJ2Z+YGPAH8/jvhFRrXN1S389e19VDd3MT4nzOWnjWN6cUS1LWRYFWWGuHhmiNqW\nLiAxTe3OhjYqatvYXtfGS1treWFLIqExLjvMuOwwDsepJZnMKI6QFjh5p+qVoTfAYuG7gM8AX+23\nby7wr8A8Ej0/1yb3bRyO2EVERGR4HfWqMlnT4lbgSRJ3Ru52zq03s9uANc655cBdwH1mtpVEz4sl\nvfub2Q4gEwiY2ZXAJcBO4Mlk8sJLInnxq0E9M5ER6mhjgAGqmjr569v72FLTSm56gGvnl6sop4wY\nAZ+HqYURphYmpoXtm9DYUd/Om5X7WVWR6IRnBuOywpTlhCnLSaMsJ8yEvDTmlGYxuSBDvYgEBlAs\n3Dm3I7mt/zQ8lwJPOecaktufAhYDDw592CIiIjLcBnRbzDn3OPB4v3Xf6rPcCVx9mH0nHuawcwcW\nosjY0ROL8/TGal7cUkfI7+VDc0pYODkXn0eFE2Xk6p/QcM5xwfQCNuxtZuO+FnbWt7G7sZ2Xt9VR\n1dxJb/+8jKCP2aWZBLweZpdmUZaTlsKzkBQaSLHwY9m3tH8j1dMSEREZHdSvV2SEqKhr4w+vVVLf\n1s28CTksnl180nW9H0jvEhn9zCzZ2yKNS2YVH7StOxpnZ30bb1Q28Wblft7YvZ/Vexp5YUsdUwsz\nuHB6IZPy01MUuaTI8RQCP6Z9VU9rdNAsJiIicnL9OhIZhbp6YjyxvopXKxrISfPz2XMmMaUwI9Vh\niQyJgM/D1KIIU4siXDW3DIB7Xqrg1YoGXtxax69e3M6k/HTeP6OQUwr0dzBGDKRY+JH2vbDfvs8N\nSlQiIiIy4iiBIZJCexo7eHD1LhrbujnnlDwunllMwKfhIjK2BP1ezp9WwMLJeazZ2cALm2u566UK\nLppewAdOLcKj2i+j3UCKhR/Ok8D/MrOc5OtLgG8MfogiIiIyEiiBIZICzjle3lbPE29XkRHycfN5\nk9VtXlJiJA37Cfg8vO+UfM6emMtjb+zl2U21VDd3cfW8Mk3POooNpFi4mZ0N/BHIAT5qZv/mnJvl\nnGsws++QSIIA3NZb0FNERERGHyUwRIZZe3eUR9dWsrGqhRnFEa46q4y0oP4URXr5vR4+dmYpRZkh\nHn9rH8te2M71CyeQkxZIdWgyRAZQLHw1ieEhh9r3buDuIQ1QRERERgT9ahIZRm/vaeInz2yltTPK\nh+eU8L5T8jQ1qsghmBnnTMmnIBLkodW7+Plz27hh4YRUhyUiIiIiKaTB9iLD5LE39nLVf74MwOcv\nmMw5U/KVvBA5imlFEW654BSCPg93r6jgzcr9qQ5JRERERFJECQyRIRaPO37w5Dt86cF1zCnN4osX\nTaEsJy3VYYmcNAojIW4+dxJpAS/X3/kq6/c2pTokEREREUkBJTBEhlBrV5Sl963hZ89uY8nZ4/nt\nzQvJUL0LkWOWnRbg5nMnkxH0cf2dr7KpqiXVIYmIiIjIMNMvKZEhUtXUyWfuWcWWmlb+7fJZ3LBo\ngoaMiJyAnPQAD3xuIdcse4Xr7lzJQ0sXMaUwI9VhichJ4mizLl27oHyYIhERkeOlHhgiQ2BzdQsf\n//kKdje0c89nzubG901U8kJkEEzMT+e3Ny8EjGt/tZLtta2pDklEREREhokSGCKD7JVt9XziFy/T\nE3c8fMsizp9WkOqQREaVKYUZPPC5BcTijk/9aiUVdW2pDklEREREhoESGCKDaPkbe7nx7lUUZYb4\n4z+8j1njslIdksioNK0owgOfW0hPzPGpZSvZoSSGiIiIyKinBIbIIPn1igq+/OA6zhifzSO3LNJM\nIyJDbHpxhAc+t4CuaIxP/WolO+uVxBAREREZzQaUwDCzxWa2ycy2mtnXD7E9aGa/S25/1cwmJtfn\nmdmzZtZqZj/tt89cM3sruc+PTQUC5CTlnOOHT23m249t4OKZRdx703yy0wKpDktkTJhRnMkDn1tI\nZ0+MJcuUxBAREREZzY46C4mZeYGfARcDlcBqM1vunNvQp9lNQKNzboqZLQG+D1wDdAL/AsxOPvr6\nBbAUWAk8DiwG/npipyMyeI5WrRwg7hz/9eZeVm5v4Oq5Zfzvj8/B51XHJpHhdGpJJr+9eSHX3bmS\nT/ziFX79385mdqmGb4mIiIiMNgP5pTUf2Oqc2+6c6wYeAq7o1+YK4DfJ5UeAD5iZOefanHMvkUhk\nHGBmJUCmc+4V55wD7gWuPJETERlu0Xich9fsZuX2Bj5//mT+z1WnKXkhkiIzx2Xy+1sWEfR5WLJs\nJSu21qU6JBEREREZZEftgQGUArv7vK4EFhyujXMuamZNQB5wuCvI0uRx+h6z9FANzWwpiZ4alJdr\nfm4ZGbqjcR5YtZPN1a0snlXMNz50aqpDGlCPEZHRbEphhEe/8D5uvHsVn7lnFR8/q4zTy7JTHZbI\nkOvsieExI+BTEl1EREa3gSQwDlWbwh1Hm+Nq75xbBiwDmDdv3pGOKTIsOrpj/OaVHexuaOdjZ5Zy\n9sTcVIckIknFWSEevmURn/vNGn63ejetnVHOmZKf6rBEhsymqhZ+++pOYnFHfkaQV7bXM2tcJgsn\n53HGeCXwBsvRbhJcu0A32UREhsNAEhiVwPg+r8uAvYdpU2lmPiALaDjKMcuOckyREae5s4dfr9hB\nbWsXn5pffmCcvXo/iIwcWWE/9940n4///GX+8tY+WruiXDKzCNWKltFmc3UieVEYCTKjJJN9TZ28\ntrORx95IXFJ9/KxSvvnhmeSmq7C0iIiMDgNJYKwGpprZJGAPsAS4tl+b5cCNwCvAVcAzydoWh+Sc\n22dmLWa2EHgVuAH4yXHELzJsGtq6uXtFBa2dUW5cNJEphRmpDklEDiPk93LtgnL+/Ppent9cS2tX\nlCvPKMXrURJDRoct1S3cv3InBZEgnz13EmmBxCXdtQvK2d/ezZ0vVvCfz2/juU21fOsjM7nijHFK\n4omIyEnvqAmMZE2LW4EnAS9wt3NuvZndBqxxzi0H7gLuM7OtJHpeLOnd38x2AJlAwMyuBC5JzmDy\nBeDXQJjE7COagURGrL37O/jNyzuIxh03nTuJ8blpqQ5JRI7CY8aVZ4wjEvLxzDs1tHVFWXJ2ueoE\nyElvS00L9yWTFzed827yold2WoCvXjqdj5xewtcffYv//rvX+cO6PfzPxdNTFLGIiMjgGEgPDJxz\nj5OY6rTvum/1We4Erj7MvhMPs34N751aVWTE2VLTwgOv7iLk97L03EkUZYZSHZKIDJCZ8cFTi8gI\n+njsjb3cs6KCGxZNJBzwpjo0keOys76N+17ZSX5GkM+eM4m04OEv5WYUZ/LoF97Hfa/s4AdPbuLD\nP36J8tw0Fk7OZfa4LM2cJSIiJ50BJTBExqp1uxp59LVKCiMhbnzfRLLC/lSHJCLHYeHkPNKDPh5e\ns5tfv1zBZ8+dRNCnJIacXJxzPP7WPjKCPm46dxLpR0he9PJ6jM+cM4mPnVnG79fu5hfPbePhNZX8\nJVjFaWVZlGaHKckKURAJ4vMooSEiIiObEhgih+Cc4/lNNTy5oZrJ+elcv3ACIb9+7IiczOaUZuE1\n44FVO7l/5U5uXDRRd6DlpLJmZyO7Gzv46OnjBpS86Csrzc/N500m5PeyraaVldvrWV3RwCvxRMky\nj0FhJMQr2+uZWpiReBRlMCEvHb/+TkREZIRQAkOkn+5onH9dvp4nN1RzWlkWV51Vph85MiQ0e83w\nmzkuk4+fVcYjayv53ZrdLDm7XIU95aTxy+e3kRbwMrc857iP4TFjalGEqUURYnFHfWsXVc2d7Gvq\npKqpk9d3vzuLSaI9lGSFKcsJMz43jca2bsIBL0Gfl6DPQ8jvJeT3kB7wkRb04pxTsVARERkySmCI\n9NHQ1s0X7l/LqxUNXDCtgItnFuHRhdiopOTB2HVWeQ4d3TH+8tY+/rRuDx87qzTVIYkc1daaFv6+\nsYb3zygctEK0Xo9RmBmiMDPEacnJ7a9dUE57d5TttW1sqWmhoraN3Y0d7G5o58UttVQ3dx3xmLf/\n9R1y0wPkZwQpiAQpSD5np/l5s7KJgNeDz2sEfB7Cfi/hgJe0gI+wejmKiMgAKIEhkrS5uoWbfrOa\n6uYufnTNGbR3x1IdkogMkXOm5NPRE+OZd2oIB7xcv3BCqkMa08xsMXAHidnO7nTO3d5vexC4F5gL\n1APXOOd2mNlErko9yQAAIABJREFUYCOwKdl0pXPuluGKezgte2E7Ib+HhZPzhvy90gI+ZpdmMbs0\n6z3b7n1lB109cbqicTp7YnRF43R0x2jvjtLeHWNCXhr1bd3UtXZR3dzJW3uaqG/tIjlS5Yh++uwW\nZhRncmpJJqeWRJhRnMnkAg1hERGRdymBIQI8vbGaf3zodcIBLw9/fhFnjM/WHXqRUe4DMwrp6I7x\n0tY6frd6F9ecXZ7qkMYkM/MCPwMuBiqB1Wa2PDnleq+bgEbn3BQzWwJ8H7gmuW2bc+6MYQ16mFU3\nd/LHdXv41PxyMo6x9sVg83k8+IIe0oOH3n7tgvf+HcXijtauKA+u2kU05uiJxemOxunoiR2U/MhK\n87NxXwsvb9tOTyyR8fB7jSmFEU4tjtDRE6MoM0RBRpCsNL96SIqIjEFKYMiYFo3F+eFTm/n5c9uY\nU5rFshvmUpIVTnVYIjIMzIwPn1ZCbWsX//Kn9UwrinDmCdQWkOM2H9jqnNsOYGYPAVcAfRMYVwDf\nTi4/AvzUxlChhXtW7CAWd9x87mRe2lqX6nCOmddjZIX9ZIaOPJNXb/KjJxZne20bG/c1805VC+9U\nNfPytnqqmjsPtPV77cAwlQl56UzOT1f9DRGRMUAJDBmzqps7+dKD61hV0cCSs8fz7ctnaaYRkTHG\nY8aSeeP5zcod3HL/Wh770rkURkKpDmusKQV293ldCSw4XBvnXNTMmoDesRSTzGwd0Ax80zn3Yv83\nMLOlwFKA8vKTq6dNS2cPv125k8vmlFCelwZbUx3R0PN7PUwvjjC9OHLQ+jtf2E5NSxe1LV3UtnZR\n09LJjro23qxsAuC+lTuZPzGXc6fm84FTC4f1hsTRem0eqmeKiIgcOyUwZEzpvcDYWtPK71bvojsW\n5+q5ZZxWls0fXtuT4uhEJBXSgj5+ef08Pv6LFXzxt6/x25sXDlqRRBmQQ90y718x4XBt9gHlzrl6\nM5sL/MnMZjnnmg9q6NwyYBnAvHnzBlCNYeR4cNUuWrqifP78yakOJeXSgj4mBn1MzE8/sM45R2N7\nDxV1rYCxcns9T6yv4pt/gtmlmXxgRhEfOLWQWePeW89DREROPkpgyJgSjcd5emMNL2yuJT8S5Ob5\n5RRl6m6ryFg3c1wm/+eq0/nyg+v4zn9t4DtXzk51SGNJJTC+z+syYO9h2lSamQ/IAhqccw7oAnDO\nrTWzbcA0YM2QRz0MemJx7n5pB4sm53FaWXaqwxmRzIzc9AC56blcu6Ac5xzbalv5+8Ya/r6hmp88\ns4U7nt5CJOSjNDvMpPx0JuWnU5IV1hTKIiInISUwZMzYVNXCL57bxr6mTuZOyOGjp43TXVYROeDy\n08fx9p4mlr2wnTmlWXzy7PFH30kGw2pgqplNAvYAS4Br+7VZDtwIvAJcBTzjnHNmVkAikREzs8nA\nVGD78IU+tJ55p4aq5k5uu2JWqkM5aZglin5OKYxwywWn0NDWzQuba3m1op6nNlTzTlULkKihMS4r\nTGlOmLKcMOOywnRFYwR9hx9KGneOxrbud4extHQR8nsozgpTnBWiMBLUjCkiIkNMCQwZ9eJxx10v\nVfCDJzfh9xrXL5jAzHGZqQ5LREagf7p0Ouv3NvHNP7/NjJKI7noPg2RNi1uBJ0lMo3q3c269md0G\nrHHOLQfuAu4zs61AA4kkB8D5wG1mFgViwC3OuYbhP4uh8dCqXRRlBnn/jMJUh3LSyk0PcOWZpVx5\nZilzSnfR3NlDRV0blQ3tVDZ2sHpHAy9vS4wquuOZLRRFQozPDTM+Jw0HNLR109jeza6Gdlo7o0T7\nzAebEfTR2RM7sM5jUJod5sozS1UQXERkiCiBISe9IxXOqmvt4g+v7WFHfRunlmTysTNLUz4FnYiM\nXD6vh5986iw++pOXuOW+RFHPvIzDzBcpg8Y59zjweL913+qz3AlcfYj9HgUeHfIAU2DP/g6e31zL\nFy+agk939QdNZsjP6WXZnJ5MTsbijpqWTqqaOinNCbO7oYPdje28WtGAGeSlB8hND+A1IyPooyAS\npDASpCASIhzwEneO+tZuqpo7qWrqYM3ORn7x3DYum1PCwkm5mhVFRGSQDeiXnJktBu4gcWfkTufc\n7f22B4F7gblAPXCNc25Hcts3SMzfHgO+7Jx7Mrl+B9CSXB91zs0bhPMRARIXJC9tqeXpd2rweY1P\nnFXKWeU5upAQkaPKTQ/wy0/P5RO/eJkvPbiOez87Xz8gZdg9vHo3DvjkPA1lGkpej1GSFaYkK3zE\nmUIOd7PEY0ZBJDGd65zSLBadks+jayt57I29bKtp5eNnlZIW0I0TEZHBctQrMjPzAj8DLgNmAp8y\ns5n9mt0ENDrnpgD/AXw/ue9MEt08ZwGLgZ8nj9frIufcGUpeyGDa09jBz5/bypMbqpleHOG/f3Aa\ncyfoLoiIDNzs0iy+97E5vLytnu8/8U6qw5ExJhZ3/H7Nbs6dks/43LRUhyPHICPo49OLJvChOSVs\nqmrhJ89spbKxPdVhiYiMGgNJCc8HtjrntgOY2UPAFcCGPm2uAL6dXH4E+Kklfi1eATzknOsCKpJj\nV+eTKMIlMqg6e2I8vbGal7fVkxH0ce38cmaXato0ETk+V80t483K/fzqxQrmlGVz+enjUh2SjBEv\nbK5lb1Mn3/xI//tFcjLwmHHulHwm5qXx4Kpd3PVSBR+cWcRZ5TmH3edIw2GBI/YOEREZSwaSwCgF\ndvd5XQksOFybZDGuJiAvuX5lv31Lk8sO+JuZOeCXyTna38PMlgJLAcrL9eEt7+Wc4809TTz+1j5a\nO6PMm5jL4lnFhAOHryQuIjIQ3/zwTDbua+Zrv3+D4swQ8yflHvWHRi/94JDj9eCqXeRnBPjgqUWp\nDkVOQFlOGkvPP4VfvbidG+5axb03zT9iEkNERI5uIIN6D9Xv3g2wzZH2Pcc5dxaJoSlfNLPzD/Xm\nzrllzrl5zrl5BQUFAwhXxpKtNa3ctaKC363eTSTk45YLTuFjZ5YqeSEigyLg8/DLT8+jLCfMTb9e\nzdt7mlIdkoxyNc2dPP1ODZ+YW6apvkeBrLCfz503mfyMADfctYq1OxtTHZKIyEltIN+MlUDfClJl\nwN7DtTEzH5BFYpqzw+7rnOt9rgH+SGJoiciANHX0cNtjG1j8oxfYu7+Dy08fxz9cOEVjhUVk0OWm\nB7j/5gVkhv3cePcqalu6Uh2SjGK/X1tJLO5YcrZ68IwWWWE/Dy1dRH5GgBvvXsXanaNmpl8RkWE3\nkATGamCqmU0yswCJopzL+7VZDtyYXL4KeMY555Lrl5hZ0MwmAVOBVWaWbmYRADNLBy4B3j7x05HR\nLhZ33L9yJxf93+e45+UKrppbxv/44DQWTs7DoyKdIjJESrLC3H/zAszg7hUV7G/vTnVIMgrF446H\nVu9i0eQ8JuWnpzocGUTFWSEeWrqIgkiQT9+1iiferkp1SCIiJ6WjJjCcc1HgVuBJYCPwsHNuvZnd\nZmaXJ5vdBeQli3R+Bfh6ct/1wMMkCn4+AXzRORcDioCXzOwNYBXwF+fcE4N7ajLavLillg//+EW+\n+ae3mVKYwWO3nsvtnziNSMif6tBEZAyYlJ/OvZ9dQFc0xt0rKmju7El1SDLKrNhWx+6GDpbM19Sp\no1FxVojfLV3ItKIIt9y/ljv+voV4vP+obBEROZIBTUztnHsceLzfum/1We4Erj7Mvt8Dvtdv3Xbg\n9GMNVsam9XubuP2v7/DiljrKcsL8/LqzuGx2saZFFRnBBlro8mQzc1wmNy6ayD0rdvDzZ7dy3YIJ\nGromg2bZC9vJzwhw6aziVIciQ6QwM8RDSxfyz398i//4+2beqWrm3z954pfER/rMVUFhERlNBpTA\nEEmFysZ2fvi3zfzx9T1khf1888On8ulFEwj6VKBTRFJnQl46n79gMvev3MmyF7dzxenjmDcxN9Vh\nyUlu7c5GXtxSxz9/aAYhv77nRrOQ38u/X306M0sy+V+Pb6Ti521cOquYosxQqkMTERnxlMCQEaem\nuZOfPbuVB1ftBoPPn38KX7jwFLLCGioiIiNDSVaYL140hYdW7+YP6/awZ38HHz6tBJ9Hs0bI8bnj\n6S3kpQe4fuGEVIciw8DMuPm8yUwpzODLD67jx09vYU5ZFu+fUUhhRIkMEZHDUQJDRoyGtm7+8/lt\n3PvKDqIxx9XzyvjS+6cyLjuc6tBERN4jLeDjxkUT+duGKl7cUsee/R1ceUapPrPkmK3b1cgLm2v5\n+mUzSAvo0mwsuXB6Ic9+9UL+x+9e55Xt9bxV2cTp47O5cHrBsCUyjjbkT0NQRGQk0bekDKtDfUm2\ndkV5aUsdKyvq6YnGOWN8Nj9acgYT8lSBXURGNq/HuGx2CWU5aSx/fQ8/e3YrCybncvGpqmEgA3fH\n01vITQ/wafW+GJPyMoIsnl3CuVMLeHFzLSsr6nl9937GZYWYXZrFrHFZqQ5RRGTEUAJDUqapo4cX\nttSyZkcD0Zhjdmmi62RRZkjJCxE5qcwpzWJKQQZ/31jNyuRd1EjIx1Vzy/B4VHBYDu/13ft5blMt\n/7R4OulBXZaNZRlBH5fNKeHcqfm8vns/b+9p4m8bqvnbhmoef2sfF0wvYOHkXM6emKsZ2ERkzNI3\npQy76uZOVmytY92u/TgcZ4zP4YJpBRREgqkOTUTkuIUDXj56+jjmTsjhsTf28k+PvsndKyr46iXT\n+cCphZo5SQ7px09vITvNzw2LJqY6FBkhIiE/500t4LypBTR19LB+bxN1rV38esUOlr2wHY8lkqZn\nT8xlVmkmM0uyiMUd3hQlSzUERUSGkxIYMiycczy/uZZ7VlSwpaYVn8eYNzGH86cWkJMeeE/70ToF\no4iMfuOywyw9fzIZIR//8dRmbr53DWeMz+Zrl07nnCn5qQ5PRpA3K/fzzDs1fO3S6WSo94UcQlbY\nz/tOyefaBeV09sR4bWcjr2yvZ+X2eu5duZPuaBwAn8coygxREAmSnxEgPyNIfkaQvENcY4mInMz0\nbSlDqrGtmz+u28MDq3axtaaVSMjHxTOLmD8xV11lRWTUMjOuOKOUD80p4dG1lfz46S1cd+erLJqc\nx1cumcbZmnZ1zHPO8aO/byEr7OeGRap9IUcX8nt535R83pdMhEZjcbbXtbFhbzOPrq1kX1MnFXVt\nvL57/0H7/fiZLYzPTWN8ThpluWGKM0MURkIUZgYpjATpisYIeD3qJSYiJwX9gpRBF487Vm6v58HV\nu3ny7Sq6Y3FOK8vih588ndauqKYZFJExw+/1sGR+OVeeWcqDq3bxs2e3cfV/vsJ5U/P5HxdP46zy\nnFSHKCly10sVPPNODd+4bIbqGchx8Xk9TCuKMK0oQnt37MD67mic+rYu6lu7qW/tIi8SZHdDOxv2\nNfPUhmq6Y/H3HstjpAd9pAe9ZAR9ZAT9ZIZ8RMJ+ctP9FGWGKMkKUxAJpmyoiogIKIEhg8Q5x7rd\n+3n8zX389e0q9uzvIDPk49oF5Xxy3nhmjssENDRERMamkN/LfztnEkvOLuf+lTv5xfPb+PjPX+ai\n6QV86QNTlcgYY57aUM33Ht/IZbOL+dx5k1MdjowyAZ+HkqwwJVmJKZ371qCIxx37O3qobu6kpqWL\nmuZO/r6xhvauKG3dUdq6YrR2Ralu7qKls4e4g8fe2Htgf6/HKIoEKc4KUZyV6MlR1dRJJOQjK+wn\nK+wnM+zH79XNKhEZGkpgyHHr7ImxekcDz75TyxNv72NvUycBr4fzpubzT4unc+msYkJ+b6rDFBEZ\nMcIBL587fzLXLijnN68kCvJ9/Ocvc86UPL540RQWTc5TN+5Rbv3eJv7xoXWcVprFDz95hmapkWHl\n8Ri56QFy0wOcWpJY1xNzh2wbd462rijnTMmnurmTfU2dVDV1srepg6qmTt6pauGFzXW0dkXfs29a\nwJtIZoT8vL23iZLMRMIjPxIkM+Q/kOx4/K19+Dx22M89FQAVkf6UwJABi8bivFPVwsrt9bywpY5X\nt9fTFY3j9RhTCzM4Z0o+p5ZkEvJ7aeuK8YfX9qQ6ZBGRESk96OMfLpzCjYsm8sCru1j24nau/dWr\nnFWezS0XnML7ZxTi0x3MUae6uZObfr2G7LCfX90wj3BASX4ZuTxmREJ+ZpdmMbs067Dt7nmpgqbO\nHlo6ozS199DU2UNTRw9N7T00d/bwxNtVNLR1H/G9fB7D5zV8Hg8Bn4eQ30PI5+X+lTsJB7xkh/3k\npAXITk88Z4X9eMyU4BAZg5TAkENyzrGvqZMNe5t5bVcjr+1q5M3KpgNjLKcWZnDdggmcNy2fnXXt\nBHy60BYROVbpQR+fO38yn140gd+v2c1/Pr+dpfetpTgzxCfPHs+Ss8czLjuc6jBlELR2RbnpN6tp\n6ezh97e8j8LMUKpDEhkUQb+XQr+Xwsiht/fOoFLd3El9WzdNHT00Jx8vbqmjJ+aIxeNE445ozNEd\ni9PZE6OjJ0ZDWzftjVFaOqP07SfiTfYkeeadGiYXpDMhL41xWWGKs0KUZIXICvsxM03xKjIKKYEx\nxjnnqGnpYnttGxV1bWyubmHjvmbeqWqhqaMHSGTFZ47L5JPzxnPWhBzOnphzYFwlwAP7VddCRORE\nhPxePr1oIkvml/PMOzU88OoufvLMFn76zBYumFbApbOKuWB6wUGfvXJy6OyJHSjg2tDWxZ03zjtQ\nF0pkrAj5vUzIS2dCXvpB670DLOwejcVp6uihob2bxrYeGtq6qGvtZldDGy9sqT0wney77+chLz1I\n3DlCfi/h5CPo9xD0eQj6EsvpQS/pAR8ZIR8ZQd9BhUzDfi8Prtp92JiU/BBJjQElMMxsMXAH4AXu\ndM7d3m97ELgXmAvUA9c453Ykt30DuAmIAV92zj05kGPK4OjsiVHb0kVtaxfVTZ3s2d+ReDQmnnfU\ntdHWp3J1WsDL9OIIH5pTwsySCDNKMpk9LkvdXEVEhoHf6+HSWcVcOquY3Q3tPLxmN4+sreTZTbUA\nTC+KcOH0AuZPymV6cYTS7PCoqJkxFNcZqdYTi/P7NZX85Jkt7GvqZOHkXL526VzmTlDBVpFj5fN6\nyMsIkpcRPGj9tQvKicUd1c2dVDUnanQkanV00NDWw4a9TXT0xKhv66KjO0ZXNE53NH6gN8efX9/7\n3jdL8ljiMznk9x4Y0tK7HA54qWrqICs5nCVR78NHVlpiORLyE/Z7NWOLyBA4agLDzLzAz4CLgUpg\ntZktd85t6NPsJqDROTfFzJYA3weuMbOZwBJgFjAO+LuZTUvuc7RjnvSccziXKILkSDzH48nn5HLM\nOWLxxOto3BGPO3piiW50PbE40VjiufcDtyua+PBt744lHl1R2rpjtHb10NQRTY45THTPq2/tpuUQ\nhZUCPg/ZYT/ZaX5OG59NfkaQ/IwA+RnBA2MKe22pbmVLdesw/quJiAjA+Nw0/r9LpvOVi6exubqV\n5zbV8PzmWu5eUcEvX9gOQHrAy9SiCFMLMyjKDJGXESAvI0h+eoDMsD9x5zGQuPMY8nsI+70jLuEx\nFNcZzrkYw6i1K8qmqmY2VbWyubqFTVUtvFPVTGN7D2eWZ/PvV5/O+6bkD2dIImOG12OMyw4fcrjd\noYaQxF3y2ronzsWzimjtjNLWFaWlK/Hc1hWltStGW1eUtbsa6epJDGnpjCZmaKltjdHRHePVigbc\noeufHuDzGAGfh4DXg9djeDyG1wyvx8iPBDHAjOSz0fvpbAa1LV2JdQbe5LMnua/XY0wriuD3JnqU\n+L2J9/F7ex+G19P7nHhPT/KNPMn3cSR/q5B44XDEe3+3OA4astMbl8cMX/I8fMk4/F7D7/XgS76v\n3+vB5+ldl6hr0tvW63l3f48ZHuPAOfb+G3gMjMQ6+vx7JOKwfq97tx/8b9e7TkangfTAmA9sdc5t\nBzCzh4ArgL4XFlcA304uPwL81BL/11wBPOSc6wIqzGxr8ngM4JjD4uIfPs+e/R0Hrev/YeR476fT\ngT/s5B987+veD4KjfaANJq/HCPoSF6a9F6qRkJ+S7DCRoI9IKDGfdyTkIyctQMjv0R+1iJyUhmoq\n5pE8xbOZMb04wvTiCJ+/4BTauqJs3NfM5up3fyw/v7mW+rZuYvEjf/ksv/UcTivLHqbIB2worjNe\nGabYAfjDa5V868/rgURPxmlFES6eWcTi2cVcNL1Q37kiI4jHLDGExOfllIKMI7Y90nfDkrPH09IZ\npbG9m+bOHpo7ojQnC5i2dPbwakUDPdE43bE43dFEnY+YS0xlG4s7ssJ+XPIHg3Pv/t5wLvHwmCUS\nCnFHj4sfSC7EkvvXt3Ynb3DG6Im9ewNUDq9/4uPd9Uf/jD5Ui/6JFQ5x/P6Htn5H6v87s/9vzIPW\n0SfpxNF/b/Y93/5JHiORNXpP4ucQZ9r/HC6ZWcSPlpx55DcfQgNJYJQCfQeAVQILDtfGORc1syYg\nL7l+Zb99S5PLRzsmAGa2FP5fe/ceI1V5xnH8+wtgxRsUsa0VFSREvERQqMFLjaJp8FIxLUYpjZRo\niC1We1FrTVtTG/8wmlqslhQV8W4tXrrSRjSigooICCK4GhWoUi9oLahVUfTpH+ddma4zu2dmmJ2z\n+PskZM95951z3n32PXMe3j3vO0xOu+9Jej5Hm+vVH3irC86ztXL86ucY1s8xrJ9jWIcJBYzfsEsb\ndug963hto/KMz1TIJRr2+2lNXy9rxME7MaGxr+80ZvWcv8Ftb/jrK+gPvNXMtjU7LjW8Pve12Z3j\nugUV7l7TDThm1fssZq3A1PENOUeuXCLPAEa5Aaf24z2V6lQqL7diT9kxpIiYDkzvqIFbmqTFETGy\nK8+5NXH86ucY1s8xrJ9jWB/HL7dG5Bn/X1Aml/Dvp3qOWfUcs+o5ZtVxvKrnmFWvSDHLs/TvWmD3\nkv0BQPsVbz6rI6kn0Ad4u4PX5jmmmZmZbf0akWeYmZnZVijPAMYiYIikQZK2IVssq6VdnRZgYtoe\nB8yNbFJXC3CqpC9JGgQMAZ7MeUwzMzPb+jUizzAzM7OtUKdTSNJc07OAOWQfbzYjIlZKuhhYHBEt\nwHXATWnxrLfJkg9SvTvIFuLaBExpWxm83DG3/I9Xsy6dsrIVcvzq5xjWzzGsn2NYH8cvh0blGTn4\n91M9x6x6jln1HLPqOF7Vc8yqV5iYKbry4zLMzMzMzMzMzGqQZwqJmZmZmZmZmVlTeQDDzMzMzMzM\nzArPAxglJI2R9LykFyVd0Oz2dAeSdpf0kKRWSSslnZPK+0l6QNIL6euXm93WIpPUQ9JSSbPT/iBJ\nC1P8/pIWtrMKJPWVNEvSc6kvHuI+WB1JP03X8ApJt0na1v2wY5JmSFonaUVJWdl+p8yV6f6yXNJB\nzWu5+X7fuWr6tzkfqkW6zzwp6ekUs9+mct97OuG8sTqS1kh6RtIySYtTma/NCoqeV3sAI5HUA7ga\nOBbYFxgvad/mtqpb2AT8PCL2AUYBU1LcLgAejIghwINp3yo7B2gt2b8UuCLF7z/A6U1pVfcxFbgv\nIoYCw8hi6T6Yk6TdgLOBkRGxP9lCiqfiftiZmcCYdmWV+t2xZJ+QMQSYDEzrojZaO77f5zaT/P3b\nnA/VYiMwOiKGAcOBMZJG4XtPHs4bq3dURAyPiJFp39dmZYXOqz2AsdnBwIsRsSoiPgJuB8Y2uU2F\nFxGvRcRTaftdsg6+G1nsbkjVbgBOak4Li0/SAOB44Nq0L2A0MCtVcfw6IGkn4AiyTykgIj6KiPW4\nD1arJ9BbUk9gO+A13A87FBHzyD4Ro1SlfjcWuDEyTwB9Je3aNS21dny/z6HK/v2F53yoeun98L20\n2yv9C3zv6ZDzxi3G12YZ3SGv9gDGZrsBr5Tsr01llpOkgcCBwELgqxHxGmQ3deArzWtZ4f0BOB/4\nNO3vDKyPiE1p332xY3sBbwLXp8cpr5W0Pe6DuUXEv4DLgZfJBi42AEtwP6xFpX7ne0xx+HdRO7+v\n5uB8KL80FWIZsA54AHgJ33s647yxegHcL2mJpMmpzNdmeYXPqz2AsZnKlPkzZnOStANwJ/CTiHin\n2e3pLiSdAKyLiCWlxWWqui9W1hM4CJgWEQcC/8WPAVYlzWMcCwwCvg5sT/Z4fXvuh7XzdV0c/l1Y\nwzgfqk5EfBIRw4EBZE9H7VOuWte2qricN9bssIg4iCy3mSLpiGY3qMAKn1d7AGOztcDuJfsDgFeb\n1JZuRVIvspv1LRFxVyp+o+3x6PR1XbPaV3CHASdKWkP2GPNospH1vulRfnBf7MxaYG1ELEz7s8je\neN0H8zsGWB0Rb0bEx8BdwKG4H9aiUr/zPaY4/Luond9XO+B8qHbpEfWHydYP8b2nMueNNYiIV9PX\ndcDdZINlvjbLK3xe7QGMzRYBQ9IqvtuQLWDX0uQ2FV6ad3cd0BoRvy/5VgswMW1PBP7W1W3rDiLi\nlxExICIGkvW5uRExAXgIGJeqOX4diIjXgVck7Z2KjgaexX2wGi8DoyRtl67pthi6H1avUr9rAU5T\nZhSwoe1RTOtyvt/Xzu+rFTgfqp6kXST1Tdu9yQbTW/G9pyLnjdWTtL2kHdu2gW8BK/C1WVZ3yKsV\n4SeM2kg6jmwUswcwIyIuaXKTCk/S4cB84Bk2z8W7kGze5x3AHmT/OTo5ItovBmYlJB0JnBsRJ0ja\ni2xkvR+wFPh+RGxsZvuKTNJwssWstgFWAZPIBmjdB3NKH193CtlK+kuBM8jm0LofViDpNuBIoD/w\nBnARcA9l+l36z81VZJ/q8D4wKSIWN6Pd5vt9HtX072a1sUicD1VP0gFkiwH2IN2zI+Ji50D5OG/M\nJ8Xm7rTbE7g1Ii6RtDO+Nssqel7tAQwzMzMzMzMzKzxPITEzMzMzMzOzwvMAhpmZmZmZmZkVngcw\nzMzMzMzMzKzwPIBhZmZmZmZmZoXnAQwzMzMzMzMzKzwPYJhZhyQNlLSiAce9WNIxZcqPlDQ7bZ8o\n6YK0fZJt0EuvAAAEL0lEQVSkfbd0O8zMzKxrSfqHpL5V1G9ILpLz3O8147xmVl7PZjfAzL6YIuI3\nOeq0AC1p9yRgNvBsI9tlZmZmjRURxzW7DWbWPfkJDDPLo4ekayStlHS/pN6SHpY0EkBSf0lr0vYP\nJN0j6V5JqyWdJelnkpZKekJSv1RvpqRxaXuMpOckPQp8p+2k6VhXSToUOBG4TNIySYMlPVVSb4ik\nJV0XDjMzM6tE0vmSzk7bV0iam7aPlnSzpDUpdxgoqbV9jpHqjpD0tKQFwJSSY+8n6cmUDyxPOcDA\nlEfckMpmSdqu5DiPSFoiaY6kXVP5YEn3pfL5koam8kGSFkhaJOl3XRw6M+uEBzDMLI8hwNURsR+w\nHvhuJ/X3B74HHAxcArwfEQcCC4DTSitK2ha4Bvg28E3ga+0PFhGPkz2JcV5EDI+Il4ANkoanKpOA\nmbX9aGZmZraFzSO7pwOMBHaQ1As4HJjfrm6lHON64OyIOKRd/TOBqRExPB17bSrfG5geEQcA7wA/\nSuf8IzAuIkYAM8jyEoDpwI9T+bnAn1L5VGBaRHwDeL3WAJhZY3gAw8zyWB0Ry9L2EmBgJ/Ufioh3\nI+JNYANwbyp/psxrh6bjvxARAdycs03XApMk9QBOAW7N+TozMzNrrCXACEk7AhvJ/oAxkmxQo/0A\nxudyDEl9gL4R8Ugqv6mk/gLgQkm/APaMiA9S+SsR8VjavplssGRvsj+qPCBpGfArYICkHYBDgb+m\n8j8Du6bXHgbcVua8ZlYAXgPDzPLYWLL9CdAb2MTmQdBtO6j/acn+p5R/34ka2nQncBEwF1gSEf+u\n4RhmZma2hUXEx2lq6STgcWA5cBQwGGhtV71cjiEq5AYRcaukhcDxwBxJZwCrytSPdJyV7Z/ikLQT\nsD49xVH2NB3+gGbWNH4Cw8xqtQYYkbbH1XGc54BBkgan/fEV6r0L7Ni2ExEfAnOAaWSPmZqZmVlx\nzCObmjGP7KmLM4Fl6WnLDkXEerKpooenoglt35O0F7AqIq4km156QPrWHpLaBirGA48CzwO7tJVL\n6iVpv4h4B1gt6eRULknD0msfA05tf14zKwYPYJhZrS4HfijpcaB/rQdJAxGTgb+nRTz/WaHq7cB5\naTHQtsGOW8j+SnJ/rec3MzOzhphPNi1jQUS8AXzI56ePdGQScHVaxPODkvJTgBVp6sdQ4MZU3gpM\nlLQc6Ee2jsVHZH9kuVTS08AysqkjkA1OnJ7KVwJjU/k5wBRJi4A+1fzAZtZ4yjEIamZWSJLOBfpE\nxK+b3RYzMzNrDkkDgdkRsX+Tm2JmDeY1MMysW5J0N9lc2tHNbouZmZmZmTWen8AwMzMzMzMzs8Lz\nGhhmZmZmZmZmVngewDAzMzMzMzOzwvMAhpmZmZmZmZkVngcwzMzMzMzMzKzwPIBhZmZmZmZmZoX3\nPxQapHIzfp2iAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e3259800b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(15,5))\n",
"for i, c in enumerate(continuousVariables):\n",
" ax = plt.subplot(2,2,i+1)\n",
" sns.distplot(train[c].dropna())\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multivariate Analysis\n",
"\n",
"Multivariate Analysis can be used to find the relationship between variables in the dataset and the target variables. We can use boxplot to visualise the relationship between categorical variables and the target variable, and use the scatterplot to visualise the relationship between continuous Variables and the trage variable. In addition, we can use correlation chart to visualise the relationship between variables."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Categorical variables"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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7qMcAcEgia2C4+2pJOztsvkBSXXC7TtLH222/w7MekTTEzEZL+ktJ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\nIt2FJAqbN29Ww/7dGvvig1F3peQa9se1efNA1N2oabfffrt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/FkSm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\nEREREREpef8XCML2phbPV4cAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e325d55cf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(15,10))\n",
"for i, c in enumerate(categoricalVariables):\n",
" ax = plt.subplot(3,3,i+1)\n",
" sns.boxplot(x=train[c], y=train[\"count\"])\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Continuous Variables"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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AnxVC3AdAB/B7AF4C8A0hxHEA6wD+yHvJHwFYF0LcA+Ab3vMIguiQZvNmv2qW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rhsBoDI2kSVPQo6WRGde63KdHBMD6exUbNDGY+Nmo3pYSGbQQgmC6lg4TUIMFlIBY7cZD6a/SDa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Yq7iR963VO5Hs76wfuHrdC9d2cG2njVongGORiGHnXMXVFW9lxvn+t5zAzFgBrk17ZPJx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ujXaZTAQSN8Cb3YLJa7pqA7xYK7U1W9Q1W3qeq21atX12mzoheUA/fec9cCEORsG7ba7k/3hnqO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\nIiIiangMYBARERERERFRw/v/GvxupC/w6OMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e327597160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(15,10))\n",
"for i, c in enumerate(continuousVariables):\n",
" ax = plt.subplot(2,2,i+1)\n",
" sns.regplot(x=train[c], y=train[\"count\"])\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Variable Correlation"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WrDmITwlX/vpxAAu/7M20eZvJyhvdubs6Epwqj9DwGNxdHO9bJtmkcTsugcJOBfR6DEv1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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1e32758f7b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(17,11))\n",
"sns.heatmap(train.iloc[:,1:30].corr(), cmap= 'viridis', annot=True)\n",
"plt.show()"
]
}
],
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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