{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pairplotr introduction\n",
    "Here I introduce pairplotr, a tool I developed to do pairwise plots of features, including mixtures of numerical and categorical ones, starting from a cleaned Pandas dataframe with neither missing data nor data id columns.   \n",
    "\n",
    "This demo imports an already cleaned Titanic dataset and demonstrates certain features of pyplotr."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot description\n",
    "Plot details vary according to whether they are on- or off-diagonal and whether the intersecting rows and columns correspond to numerical or categorical variables.\n",
    "\n",
    "All descriptions assume the first row/column has index 1.\n",
    "\n",
    "Here's a description of the types of subplot encountered:\n",
    "\n",
    "- On-diagonal:\n",
    "  - Categorical feature:\n",
    "    - Horizontal bar chart of the counts of each feature value colored according to that value.\n",
    "      - It, along with y-tick labels on the left of the grid, acts as a legend for the row feature values.\n",
    "        - See example below for how this works.\n",
    "  - Numerical feature:\n",
    "    - Histogram of feature.\n",
    "- Off-diagonal:\n",
    "  - Categorical feature row and categorical feature column.\n",
    "    - Horizontal stacked bar chart of row feature for each value of the column feature and colored accordingly.\n",
    "  - Categorical feature row and Numerical feature column.\n",
    "    - Overlapping histograms of column feature for each value of the row feature and colored accordingly.\n",
    "  - Numerical feature row and Numerical feature column.\n",
    "    - Scatter plot of row feature veruss column feature.\n",
    "      - Optionally, colored by a feature dictated by scatter_plot_filter keyword argument.\n",
    "      \n",
    "# Import dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import sys\n",
    "\n",
    "import pairplotr.pairplotr as ppr\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unpickle data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_pickle('trimmed_titanic_data.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inspect data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 9 columns):\n",
      "Survived    891 non-null int64\n",
      "Pclass      891 non-null int64\n",
      "Sex         891 non-null object\n",
      "Age         891 non-null float64\n",
      "SibSp       891 non-null int64\n",
      "Parch       891 non-null int64\n",
      "Fare        891 non-null float64\n",
      "Embarked    891 non-null object\n",
      "Title       891 non-null object\n",
      "dtypes: float64(2), int64(4), object(3)\n",
      "memory usage: 62.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note, how the data has no missing values. This is required for the current version of pairplotr."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": 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>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Embarked</th>\n",
       "      <th>Title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Mr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>Mrs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Miss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>Mrs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Mr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.050324</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.4583</td>\n",
       "      <td>Q</td>\n",
       "      <td>Mr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51.8625</td>\n",
       "      <td>S</td>\n",
       "      <td>Mr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>21.0750</td>\n",
       "      <td>S</td>\n",
       "      <td>Child</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>11.1333</td>\n",
       "      <td>S</td>\n",
       "      <td>Mrs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>female</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30.0708</td>\n",
       "      <td>C</td>\n",
       "      <td>Mrs</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Survived  Pclass     Sex        Age  SibSp  Parch     Fare Embarked  Title\n",
       "0         0       3    male  22.000000      1      0   7.2500        S     Mr\n",
       "1         1       1  female  38.000000      1      0  71.2833        C    Mrs\n",
       "2         1       3  female  26.000000      0      0   7.9250        S   Miss\n",
       "3         1       1  female  35.000000      1      0  53.1000        S    Mrs\n",
       "4         0       3    male  35.000000      0      0   8.0500        S     Mr\n",
       "5         0       3    male  35.050324      0      0   8.4583        Q     Mr\n",
       "6         0       1    male  54.000000      0      0  51.8625        S     Mr\n",
       "7         0       3    male   2.000000      3      1  21.0750        S  Child\n",
       "8         1       3  female  27.000000      0      2  11.1333        S    Mrs\n",
       "9         1       2  female  14.000000      1      0  30.0708        C    Mrs"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Additionally, the data must have no fields that could be considered an id. For instance, the Titanic survival dataset had a PassengerId field that I removed. The reason for this is to avoid a high number of categorical feature values that causes the code to slow to a crawl. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Set categorical features as that type\n",
    "The first step, starting from squeaky clean data, is to set categorical features as such:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 9 columns):\n",
      "Survived    891 non-null category\n",
      "Pclass      891 non-null category\n",
      "Sex         891 non-null category\n",
      "Age         891 non-null float64\n",
      "SibSp       891 non-null category\n",
      "Parch       891 non-null category\n",
      "Fare        891 non-null float64\n",
      "Embarked    891 non-null category\n",
      "Title       891 non-null category\n",
      "dtypes: category(7), float64(2)\n",
      "memory usage: 20.3 KB\n"
     ]
    }
   ],
   "source": [
    "visualize_df = df.copy()\n",
    "\n",
    "categorical_features = ['Survived','Pclass','Sex','Embarked','Title','Parch','SibSp']\n",
    "\n",
    "for feature in categorical_features:\n",
    "    visualize_df[feature] = visualize_df[feature].astype('category')\n",
    "    \n",
    "visualize_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note, Parch and SibSp are numerical, though I find it easier to visualize them as categories because there are so few values for them (max 8).\n",
    "\n",
    "Now that the desired types have been stored in a dictionary we can move on to graphing the pair plot."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example pairplot and interpretation\n",
    "To plot all pair-wise features simply run the compare_data() method like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 8.23 s, sys: 161 ms, total: 8.39 s\n",
      "Wall time: 8.57 s\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABUcAAAUBCAYAAACv3jCLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJUnBURERERERERERESlJ/x8qc0mikgTQQgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115a78310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "ppr.compare_data(visualize_df,fig_size=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also select specific features to graph using the plot_vars keyword argument:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2.18 s, sys: 36.2 ms, total: 2.22 s\n",
      "Wall time: 2.24 s\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABYUAAAUBCAYAAADTlO4XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1045a75d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "ppr.compare_data(visualize_df,fig_size=16,plot_vars=['Survived','Sex','Pclass','Age','Fare'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can zoom in on individual plots by using the zoom keyword argument:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABXQAAALDCAYAAAC1nYiBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xm8ZGldH/7PU3OX7mERBAamQUBmoJkeFlFEFmVxAwVl\n0biE5Icxv5BAJHFLNIFoMII/YzRGfuZnJO4JECLigiIiiwMIIjIMpIdpYIZ1utmHde7WU8/vj+dc\npubO7Z7unu6qOf28369Xv7q77qlT3zr1rVO3Puc5zym11gAAAAAAcMs3WXQBAAAAAACcGIEuAAAA\nAMBICHQBAAAAAEZCoAsAAAAAMBICXQAAAACAkRDoAgAAAACMhEAXAAAAAGAkBLoAAAAAACMh0AUA\nAAAAGImlRRcAAGerUsoTkjxhlx9dl+QLSd6f5C9qrVfNtbAzpJRyXq314zfj/l+WZK3Wujn8/2lJ\nHprk39VaP3maylyoUsq9k3xPkvOTbCT51d1e/1LKw5I8bZdVTJN8McmHk7y21vp/TqGG5ycptdZ/\nc7L3HbOb259nu5n91S/XWq+Yuf0G262U8mNJ7p3kGbXWehPrfF6SyenutVLKHZM8Lsn+JLdL26d+\nMsn/SfLqWusXT+fjnY1KKb+W5H211v90ivdfSnLrWutnhv9v77N+r9b6ptNXKQCwG4EuAJxZNckb\nkrxv5rZzknx5kkcn+fFSygtqre9eQG2nTSnlqUkuSvKcU7z/I9KCzucm+fRw8yVJ3p3kc6ejxkUr\npZQkT0+yJ8mfpAWzh2/ibpcOf7ZNktw2ySOT/FAp5XdrrX99kqXUJOUk7zNqpZRvT/L4JP980bXc\ngr09yceTXL19wzG2Wx3+nIiXnrbqrq/p3kn+Rdr75y1pQe5yknsm+dYkjyil/ILw/swppdwjyT9L\n8kdpr0GSvCfJbyY5Kw5QAsAtnUAXAM68q2qtb915YynlnUn+bZLvTvIf5l7V6XX/tFFyp2p/kpXZ\nG2qt708bxXy2uF2S2yS5tNb6qhO8z0eO0TtvTfIzSb6rlPKWWuv0NNZ5Nro4pho7rlrr4dz4AMPN\n2m611stuVlG7+/tJ1pL8h50jcUspf5fkmUm+L8mvnIHHprlb2v7sS2qtn0ryqcWUAwD98YstACxI\nrfXDSY4k2VdK2bvoejjjloe/12/uiobTnK9Icm6SfTd3fTAGpZRbpU1X8v7dplWotb4zLZS+YBgR\nz5lh2wLAghmhCwCLtT2ycpJ8aX7K2yb58yRPSTs9/7W11pcPAcWjkzwiyZ3TRsR+MG0e3oPbK5yZ\ny/BXkjwwyYPTpnn4UJJX1FrfM1tAKeV2Sb4jbTTebZJ8Pm0uyldsz494nNremeRrMpzGP8zL+Ce1\n1j8d7vPVSb4hyd2T7E0bWXflsO4PDcs8L8kdhod5finlPbXWXyql/EDaHLrP2Z5D9xS2wX9Ocr9h\nG9wmbQTZG2qtf7ljGzw6ycOGdZa0UOiSWuubcxNKKctpp3o/ZHgem2lTbLxyGGW8PR/ww4bt9LCh\nvjfXWn/nptZ/HNunvZ8zU8tt0k6Rv3/aa/XZtFPp/6zWeswguZRyXpLHJrlvki9L68uPJXljrfWv\nZpYrSb497TW/Y9r2/3CSvxzCtO3lbp3kybl+jtNrk7w37XU/clNPbJgj9QlDPbdKe93eMjzO0Znl\nvj6tR+6aZDVtbupDSf641vqJYZlfyw3780vbfej9J6T1yG2G7XXZUOfO0Z/3S/JtaaMTt4bt+q60\n6Qh+u9b6lpllH5LWp3cbbvpIktfPjrYupdwnyY8m+V9JHpA2L+3nk7wx7f3467XWt++o4avTpu3Y\ndaqNUso/SfLVSf51rfXzM7c/N623f7bW+pGZ2388yR1rrT9ZSvmOtN755VrrFcfbboO7llKeONRd\n0k61f/n2+3pY/w3ma555jOcm+abheZ+b5KNpc9/+zc7ntMNmWm/eu5Ry11rr1bss87O7jVgfXpPH\npPVKTdsfvnq7b4c5YX8y7TXbOY/wM9L2pS+stf7dboXNvJ6/k+ROafuovWn7klfVWi/dsfy5ae+l\nr0py+7T3yBVJ/rTW+tGZ5X4gbd/yU2kjj++d1n/vTvJHs/OLH2t+7GFKm3+YHX26y3P4irT9wIVp\n74etof7XbD/vHfuyHyilPK3W+oxjzaE7vG++Jck90vZVH0vyprT3Qx2WuUOS5yV5edpUGt+Y5Lzh\n35cm+cPZ/Vcp5b5pcyjfddjGn0x7P76y1rp1rOcHAGcTgS4ALMjwJfYuST41Ex7VtPl1vzvJ9mn5\n7x+CtGekBSBXpH0h3pPk4UmeVUr537XW1+x4iKcOf78qLTB+dJIfLqX8f7XWdw013DnJv04Lw96Q\n9uX9bkm+PskDd8xFuWttaQHY96WFey/NMAdnKeWbh2WvSJsz9mjaPJcPS3KfUsqzh+f90rRA9F7D\nv7cDvxvM1XmK2+D/Srv42GuG+h6V5LtLKWvbocNMnW8dtsHSUOPTSinLtdZLcgxDmPtjaWHFO5K8\nNtfPcfuvSin/fQjlLhm2y3enBZuXpIUQp6SUsidte21mOE2+lHLbJM9Ocuu0UPDDSb4iyTenjVj8\nxWMEXXdMm/pjfXj+16SFsI9I8v2llOtqrW8cFv+etG34hrRtund4rs8opfy/tdaDw+v0L9N65XVp\nYeyd0kKai0opPz0bNu5Sz760nixJ/iptXtf7JHnS8HxeOCz3vWkB3aVpQVDSwq4HJ7lXKeXfDc/3\nN9NCxPOGf28fHLhDkp9IC5kuGer8iuH5XFxK+fnt9+UQBv6jJJ9I8oq099M35PqDGbP1f1/ae+2D\naX2ftEDuB0sp96y17pxX9klp84++JC3Y++u0kPmhaSHVrIem9fPbjrH53pEW6B5I8jdDPbdPC3Nr\nWkD+keH2c9N6aDuw3zk37q7bbftpJvnx4fH+d9p+7DFJfqSU8lMzr+/O+Zq31/9DST6T5JVp77dv\nSgsHPzsbpO5Ua90qpbwx7TV6TinlvUkuTzuA8oFa69Fj9PhT0vYxl6f1ylLaa/LMUspLa62vrbUe\nLaX8Rtp74R+UUn6m1rpZSnlUWph7ybHC3B2ekLY/fV3aa/X1Sf5pKeVF2/uS4cDLT6QdAHpzkg8M\n/35U2n73v9Rar9yxzX40bX7xPxyWfXSS+5ZSnl9rvWZm2WONnr2pC9jdK21f9qm0/dgX0g7aPDLJ\n/11KuXaY6/2StFD94cO/33usxyilfEuS70p7D/952v7qq5J8b9p7+r/tKOORadvu9Wn7oa8enufe\nJL81U+cPpQXyf5YWOh9IC8fPS/Lfj/c8AeBsIdAFgDNvdThVeNtyWnD0xLQw6RU7ll9K8qLZ0aGl\nlIemBZk3GCVXSnltWoj3XaWUy2ZHaw3reW6t9dph2bekjYz7vrSRhUmbj/LcJP95duRuKeWytAsP\nPTVtlOsxaxuWf0qS62qtfzv8v6SNoPpQrfWXZxZ9Yynl2rQRW/dJm0/2slLK16SFS5fVWj+d3X3d\nKWyD9STP2w55Spu3+HlpYcT2KLKHJzlSa/3NmXW+Kcm/yfUjLI/lW9NC6lfUWr/0OpZS/irJT6cF\nQ5fXWt9fSvlCWqD7ye3tdAJWdvTOUlp49vi04PYVMyPSnpQWJv/K7EX2Simfy/WjUN+ZG3t0Wojy\ni8M0INv3u3R4Dg9IC4iTtq0ur7W+eGa5t6WFTfdIcjBtNPZXJHlZrfXVM8t9ZKjjHmkjwI/le4fn\n+fxhXtek9c3RtNHN+9JG0j4qrV9mQ6FLSimTtCDobmn999YhlDtvx3b/+2nvxZ8d5v+cfd4/nOQ7\nk7x4GLn5vWkB0/NqrRvDcm9I8u9nCy/tgl2PThs9+YKZvntNkh9J8phSyqW11tkQ7PNJ/uv2aMVh\n+SvSQuVbzYTKt0l7Dd9Sa908xrZ7V1rYdnGGQDct7KppAep9k2yPTr9/Wvj3jt1WdJztlmF9r6q1\nvnKm5s20UO3+aaH08Xy01vqCmft+IC1MfHjawZrjeUlaMPiYtAD/PsPtW6WUd6eN4p7dl90z7X36\nulrr/5q5/TVpBx6eUkp5e631M7XWI6WUl6XtI59cSrkk7T37kZz4Bd5uk+RnZs4qeEPa++gppZS3\nDiNNn5wWyv7ujv3836Tty542HPjY7olJ2oGbX50Z1fretANcT0zy2ydY2/F8S1rv/Kda65cuRFlK\nuSotQH1AkncP+7J9aa/VVTt6o8zc747D8zyc5Odm9lOvLaX84yQPLqU8dMeI4dsm+entz4BSyl+n\nzRX+NaWU/zGs4yFpn5v/tdb6heF+byxtdPrtSynn1FpvznzuADAKAl0AOLNKku8f/syqaaHUi45x\nCuzOUGN7JOAf32AltW6UUl6Zdqrrg5K8eubHr9kOc4dlPzOEuo8s7Srln0wLQw7VHdMw1FovL6W8\nJ20k7a1nvjjvVtuN1FprKWV75O+XlFJWc/3F0/bc1Hp2OJVt8HezI/ZqrZ8agtXbzixzTdrI0Sck\neVut9aNDcPAzJ1jTZtros9maPldKeV1a8HogNx5peaK+Ne0U6BusPu307D+ptf7ZzO1fleTwbJg7\n+Mu0UdQf2+0Baq2/X0p5Vb3hKfol10/lMDu/8zVpp7t/U5J31Fo/Vdu0HD81s8xn0oKhR5ZSPpPk\nYK312mGk8nG3wxBe3yfJO2fC3G1/MDyXj9Varyul/MvsuB7EMOp0Ozg6Zn8Nyx1IC0DXd4TmH0l7\nbzwoyYuTXJQ27cNfbIe5SVJrvXY4mPDEmftu9+if7ui7aSnlT9KC7wfnhqMaD82GuYM3DY/7kLSR\nnhn+XXKcsLTWuj68by+auflA2mjhq9NCtMlQ2wPS+ug9N17TCdm537pqqO92uyx7gzLTRsPP+uDw\n921zE4baf7+U8qq053DftGD3y9LC5AeUUr407UvadqtJ/m7H65y0kc77h/u9YVj/60spF6cF8/dL\n6+VfrzNTfdyEN88eVBr2T69PCzcPDAcMHpR2YOcGB8ZqrYdLu+DhQ9MOjGxvl5p28KbOLHtZKeVI\nkq8qpZRdeuik1Fr/2859/XBwZPs9drLzvD8orR9eVW88DcIfJvnatPfCbB9dOXtAb/gc+XDaSOFb\npe1brhnW+33DPvaq2rzwJOsDgFET6ALAmVWT/EXaiL1tW0k+u2Mk6U6f2/H/OybZnDm1dtbhmWVm\nH3dnIJa0uSqTdgp8Gf4ca07Tw2lByR3TTr89Vm27GkKse5Q27+dd0kakffnMIid7cdaT3QbHqvXo\njsd+adpIt8cnecIQQr47ydvrMDXFcdwpySeOEfYcTtu+O2s6GX+TGwYeW2mvxcd3jOi8VdpI651h\nboYQ8iM7b9/hnCHQvvtQ753Sfk/ceQr37yb5J2mjFv9eKeUTaaexv2171Gmt9bOllJcMy/zgUN+H\n0kbvvqVeP4XHbu4wPN6NwuchaJrtw6Npp6c/IG1KgTukhYmzoxqP5bzhce6f5Bd3+fn2KMilXD9d\nwW6B+JHccPvcceb2nbbne73Djtt3m37iHWnzhz401we6D00LAd+3y/KzLks7Ff8eaaelX5Q2rcLH\n0kZVfmUp5f1pQe87bkYQuPO9tR3ancj3i5333X7/nPA+YTgA8abhT0op56dNE/KNae/jd9Q2x+72\na/3jx1pVbvya/G7a2Qx3TPLSm+jZnY613y1p76tbp4Wj791ludn73zHXB7rJ9f2zc713SRsVfEL7\n5Ztwq1LKt6bNTXuHoYZzcvypHI7lmO+F4cDaRm683Y+1v06u743XJrkg7eDJg5OsDQcx3pnkrbuE\nxwBwVhLoAsCZd6QeZ17IY9g5D+Txvkxv/2xnqLhbyLg96vJETknd/gK9cz03mqNy16LaabVfmxZQ\nXJUWNH04LYD4+yeyjp2rPIGf7az1JsOqWuvHkvz7UsqFaSPy9qdN7/Cw4VTsXz+FWo9X08n4xAn2\nzjk3vcjuSikPTAtpN9NGX1+aFh5dmeTnZ5ettV5VSnl22qjIi9O21SOTPKqU8upa68uG5S4ppfxt\n2vY8MCz3bUkeV0r5b7XWy27iedzUfJ/npE2LcO+0+Uc/mORv0wLMB+TGo5pvtIrh73fk+jlkdzOd\nqWm313FneHS8Hj3h91Nt87m+NcmjS5vneiltGos/Os76t23PaX1gqGc76P/Y8P/7Duvbm2NMt3CC\nTmg/cAynFCKXdoGtA2kXM7vBgZ3aLrb3+6WUtbSpPfan9XEZHu/X0ua03c3OaV7ukbbdatqo5tef\nRPB9pva7u933RNd7k/uHUsoj084k+VzahQWvTDsQ9Jm0eYVP1k0FwJOc2v56K8l/LaXcJe2AzH2H\nPw9M8thSyv8ze2YKAJytBLoAMA6fSHLnUsrtdxmhetfh79lQoqSNTNsZBt5l+PtjuX401L5jPOb2\n7buNiD2uUsoFaWHu39Zaf2PHzy7MqQU6J7sNTqTOyXDf64aRj+8bbr912ryRDyqlnD+ERceq6Y6l\nlKVdRuneNe15nlRNp+jzaWHVnXf+YBi9+9S06Sd2u6jT30sLJn96x7QLNzh1fhiterckX6y1Xp42\nMnf74mI/kuSbSimvSPv9cl+Sjwzza27Pq3yftBD229NCx91sj1q/y84fDCMwH582n+9t08LcV9Va\nX75juUccY927Pc7KboH5EHJ/cRhl/vG099NdcuO5f++SG/byJ4a/9+XGIzBPtkf/Om2e2K9JC+Sm\nufE0BzdSa71mGBG9PXfuZtqp7NeVUg6nhV/npvXLwROs5ZbibmkjcD+WYwfxH0l7vbbnGd6eH/mz\ntdYPzC5YSrlT2mu4PnPbbdKmb7km7TV4fFrP/mlOzHm73LbdJx9NG2W+npve7+7sk/Ny/RkW2+6c\n5Av1+otqTpOs7LLO405lMby3vyutf780T/TwswuOd9/j+ETa67Av7UDL7OPdMW3+6pPeN5ZSzkty\nm9ouGvfRJK8e6v+etAsVfm2Of5AGAM4KJ3uqIwCwGG9P+3L8nbM3DnPSPjbti/zO0XbfWEpZnln2\nDmkjT6+utR4eTmHfnif3vjvWeyDJhWnze34xN22aG47IuvXw9w2C0CEo3Q7cZn8P2R7td7xRXSe7\nDU4kND4n7WJMPziEu+2Obdtsn2Z9vJGIb08LUL5tR023TZuDcz1zCM2G0YPvTHLXUsr+HT/++rT5\nLI+1PW6V5POzYe5ge5Tr9na5TZKfSLtA2OxjfyptPujk+gty/VhauDLrQ2kjCY85mnCo4aq0uUZ3\nhrrb4eZaru+vG5yGPoQ9D9pR93ZdOx/nfcPj3HvHOu6XNgXH9vO/PG2u2a8fem17udW0C7PN2u7R\nx8/20/Dvx2eYy3W3575TbReo+/DwfB6Y9l480YMrl6Wdlv5VSd43c5GoK9IuPvigtIvb3dTo8Zsz\nCvdMeEvaqM7HDxfmuoFhOz8y7QDF9gUAt1+T79jlNfmBJM9McvuZ1Twtrb9+J+2ClR9I8u2lXVzt\nRDxidq7eYb7mx6QFuVcM79VLk9yhlPLwHfXvS5tG4BN15gKFQ/2P3bHsg9MC3dmLkn0mya1LKV8+\ns9xy2vvmeFbS5jv/9I4wd5I2j3dy4/fT9pQ9s2b3MZcOyz22lLIzZH5iTuK9sMP3J/mRUsqXXrOh\njz801HNL61kAOCOM0AWAM+tk5x08lrekfSl/6PBl/bK0L+APT5ur8A+GYG3WHZL8ZGlXCt+TFjBO\nk/yPmWVenDa35A+VdjX2I2kjCb8+LYB48QnW97kkdy+lfHPaqbrvS5sDdPvL/CfS5o98eK6/WNW5\nO+6fYfmDxzgl/2S3wU1u+1rr1nBxpe9M8q+GaQI208LshyS5bJiS4Vj+Iu0U/28fwpgr0kbDPXJ4\nnr8xxzkd/yDtgmLPKqVckjbVxT3Tts/BtIBlN5cl+bpSyjPTQrCVJF+dFghuZXidhpGfb0oLrJ41\nLFvTplW4V5LXDdvz0rRRkk8cAtYPpL1OD0v73XP2onW7eXFaIPyTw8WkPpV2+vzXJHljrfWDw/yb\nR5N8zzDa77Npffvw7H4Rp88lSSnlO5O8ZxiV+6K03v+XQ+9fneT8tNfu80l+f3jeG6WUl6YFff92\n2AZleKzZIDC11vcM2/4bhvq3w7aHpI0uff0wsvBEvSlt+oSa5DduYtlZlyX5jrSpA/5g5vbL00a4\n3j7twlQ3ZbfttjC1XdjxN9LmZn720GtXph04uWNaGHqnJL9da/3ccJ8rhtfs4Ul+opTytrTe+bq0\n7fP6WusHk6SU8ui0fr5k+7mWUn47yXOS/ONSys/OBp7HsJrWJ5cM//+GtIMmsxdWe3nae/UfDgcU\n3j/U/6ihtt/dZb0PHoLig2kjfh+VdtDpT2aWeUvayPUfLu2CYZPheR/XcIG/9ybZX0r5gbTR5bdK\n69u7pH1uzO6vtw/+PHQIfbcv7valfW6t9ZOllD9K8qQkzxk+hzbTDjLcO+3ChzsvjnciXpm27f71\n8L79bFqw/ai0fcXbTmGdADA6Al0AOLNu1pXHv7SSdrXvX03yTWnB2JPTvhx/IMmLaq07L4ZV04Kc\nfWkjA5M2L+Kf1Fq/dNGeWuuRUsrz0uacfFBa+PDZtCu+v7LW+tmcmD9Mmxf3SUn+ptb6e6WUXx7+\n/w1pv3Nck/Zl+y+T/EzaKeGvGu7/urQA8eFp4d2NAt1T3AbHMnu1+FeWdiG0R6Ztq+0A+g+HWo+9\nklo3Sym/kORxaWHS/dNGkL43yV/sPMV7eNwT7YmT6p0hcH1+WpD31Wnb/ZNpgc+rjzMH6IvSwvsH\npV1A6wtpgewvDev42lLKHYaw/EVppzk/NO21nQz/f0mt9a+GOrZKKf8lbZvcPy0UOpo2z+2v7PI6\n7XweHy6l/FxaTz4iLSD7eFrQ+4ZhmY+WUl4wPNdvGe56TZLXpAXXz04L5rZHAL4yLZj61iRfmTZS\n8vDQ+4/PDXv/bUn+dPaihbXWtwwh8mOHx1wflvt0kqdkZi7dWuuLSrvo2KOGZadpI21/o9a6M2y6\nqX54a9qp8Fs5iflua60fKaV8Ku0ihLMh7HvTRkjXJDd1wb9kl+12Uw+dU9/nndB9a62XllKemxZM\n3zdtP7KS6+d+/fXhYmiz9/m9UspVaa/xE9Jek48l+d1a65uTL03p8V1p75mXzdz3o6WUP07b33xf\n2sjd43nN8Dy+OW1agauS/NZskF9r/dzwXn182ujrr017312att/deRCpJvnVtP777rSDZX+Vtj9f\nm1nvm4YDaI8ansvn0sLWg0n+1S7rnN3ev572nr447eDJ59L2rb+Vtm+/oJSyUmvdTDsw8Nah9nvk\n+ulFbvD61VpfVUo5MmyLx6UFvh9N8uJa6yW5oRN9/d8zfLY8Nm2ffeuh1rck+bPZ7QEAZ7Ny4vP7\nAwBjUEp5WNpowt+rtb5p0fXAmJV2AbY9u009Ukp5XNrp479Ua905Z+7peOy9Sf5jkjfVWl9yutfP\n6TPMEf2jaaHiH5/G9T4t7QDKv5s9yAAA9M0cugBwdnLEFk6Pc5P8YinlH87eOFyI6cFpo48/vNsd\nT4NHp41u3zmaEQCAjplyAQDOTqdr7l7oWq3186WUdyZ5+DBa931pp/g/JG3e3pfVWtdP52OWUn4w\nbaqJByR5++w0KQAAINAFgLOTEbpw+rwwbc7Wr0ubb/e6tHmGf+0YF/C7uW6TNqf0ZbnhRQy5Zbs5\ncwgDAJwwc+gCAAAAAIyEOXTnqJSyUkq5+3D1WQAAAACAk2LKhfm6y1Of+tQPPve5z110HTA3W1tb\n+cQnPpE73elOWV5eXnQ5MDd6n17pfXql9+mV3qdH+v4WoetrhhihO2fXXnttjh49uugyYG62trZy\n5MiRbG1tLboUmCu9T6/0Pr3S+/RK79Mjfc+iCXQBAAAAAEZCoDtnS0tLKaXrUeF0ppSSPXv26Hu6\no/fpld6nV3qfXul9eqTvWbRSa110Dd0opdz96U9/+gef/exn5+53v/uiywEAAACAMeo6TTdCFwAA\nAABgJAS6AAAAAAAjIdAFAAAAABgJgS4AAAAAwEgIdAEAAAAARkKgCwAAAAAwEgJdAAAAAICREOjO\n2TXXXJP19fVFlwFzs7a2loMHD2ZtbW3RpcBc6X16pffpld6nV3qfHul7Fk2gO2dHjx5NrXXRZcDc\n1Fqzvr6u7+mO3qdXep9e6X16pffpkb5n0QS6AAAAAAAjIdAFAAAAABgJgS4AAAAAwEgIdAEAAAAA\nRkKgCwAAAAAwEgJdAAAAAICREOjO2bnnnpulpaVFlwFzs7y8nPPPPz/Ly8uLLgXmSu/TK71Pr/Q+\nvdL79Ejfs2iSxTm71a1u5Q1PV5aXl7Nv375FlwFzp/fpld6nV3qfXul9eqTvWTQjdAEAAAAARkKg\nCwAAAAAwEgJdAAAAAICREOgCAAAAAIyEQBcAAAAAYCQEugAAAAAAIyHQnbOjR49mOp0uugyYm+l0\nmrW1NX1Pd/Q+vdL79Erv0yu9T4/0PYsm0J2za665JhsbG4suA+ZmfX09l19+edbX1xddCsyV3qdX\nep9e6X16pffpkb5n0ZYWXUBvvvCFL+TKK690FIdurK+v5wMf+EAmk0n27Nlz0vc/evRokmRpye6K\ncbm5vT8G3p/spofeh93ofXql9zldLrzwwiwvLy+6DBgF38DmrHzyr7Ny6aHkQ3ZS9GGlJhdubmbp\n4ytJOfn7v/nd1+V53/jLWb7PfU5/cXAmraxk88ILs3IWh53XvfnNedyll+ZOd7rTokvhFqTWmq2t\nrbzjHe9IKaew44eR0vv0Su9zOlxzzTV55jOfmYsuumjRpcAonL3fMm+hbrMnufAuk9zzvHMWXQrM\nxbTWbG6UrKxOMjmFX/Cu+tg0uec9c44PdkamTqcpm5uZrKykTM7OGY6mV12V273//TnvvPMWXQq3\nINPpNJubm1lZWcnkLO192I3ep1d6H2D+7G0BAAAAAEZCoAsAAAAAMBICXQAAAACAkRDoAgAAAACM\nhIuizdnknHNc+ZOulFKysrqq7+lOKSWrKyt6n+6UUrKi9+mQ3qdXep8e7dmzJwcOHMjq6uqiS6FT\nAt0F8DHLPaicAAAgAElEQVRHT0rilzv6VIrep0tF79MpvU+v9D49mkwm2bt376LLoGOmXAAAAAAA\nGAmBLgAAAADASAh0AQAAAABGQqALAAAAADASAl0AAAAAgJEQ6AIAAAAAjIRAd85qnabWuugyYG5q\nrTl69Ki+pzt6n17pfXql9+mV3qdHW1tbOXz4cLa2thZdCp0S6M5Zndb4mKMnNWm/4C26EJi34ctN\nfLmhM77Y0yu9T6/0Pj3a2trKkSNHBLosjEAXAAAAAGAkBLoAAAAAACMh0AUAAAAAGAmBLgAAAADA\nSAh0AQAAAABGQqALAAAAADASAt15K2XRFcDclYldDX2a2OfTqaL36ZTep1d6n96UUrJnzx69z8Is\nLbqA3kwmE1/w6cqklKyurCy6DJi7MplkZXV10WXA3E0mk6zqfTqk9+mV3qdHe/fuzcUXX7zoMuiY\nYXMAAAAAACMh0AUAAAAAGAmBLgAAAADASAh0AQAAAABGQqALAAAAADASAl0AAAAAgJEQ6AIAAAAA\njIRAd86m02mmtS66DJibaa3Z2NzU93SnTqfZ3NhInU4XXQrM1XQ6zcbGRqZ6n87ofXql9+nR2tpa\nDh48mLW1tUWXQqcEuvMm1KJDAi165UAGvap6n07pfXql9+lNrTXr6+t6n4UR6AIAAAAAjIRAFwAA\nAABgJAS6AAAAAAAjIdAFAAAAABgJgS4AAAAAwEgIdAEAAAAARkKgO2dlUlIWXQTMUUmytLSk7+lP\nKVlaWkqK7qcvZej9ovfpjN6nV3qfHi0vL+f888/P8vLyokuhU0uLLqA3pUx80NGV7V/woDd6n17p\nfXql9+mV3qdHy8vL2bdv36LLoGNG6AIAAAAAjIRAFwAAAABgJAS6AAAAAAAjIdAFAAAAABgJgS4A\nAAAAwEgIdAEAAAAARkKguwB10QXAHNUk01r1Pf2pNXU6Tarupy+11kyn01S9T2f0Pr3S+/RoOp1m\nbW0t0+l00aXQKYHunE2vu84HHV2ptWZzY0Pf051aazY2N/U+3am1ZlPv0yG9T6/0Pj1aX1/P5Zdf\nnvX19UWXQqcEugAAAAAAIyHQBQAAAAAYCYEuAAAAAMBICHQBAAAAAEZCoAsAAAAAMBICXQAAAACA\nkRDoAgAAAACMxNKiC+jN5JxzUkpZdBkwN6WUrKyu6nu6U0rJ6sqK3qc7pZSs6H06pPfpld6nR3v2\n7MmBAweyurq66FLolEB3AXzM0ZOS+OWOPpWi9+lS0ft0Su/TK71PjyaTSfbu3bvoMuiYKRcAAAAA\nAEZCoAsAAAAAMBICXQAAAACAkRDoAgAAAACMhEAXAAAAAGAkBLoAAAAAACMh0J2zWqeptS66DJib\nWmuOHj2q7+mO3qdXep9e6X16pffp0dbWVg4fPpytra1Fl0KnBLpzVqc1PuboSU3aL3iLLgTmbfhy\nE19u6Iwv9vRK79MrvU+Ptra2cuTIEYEuCyPQBQAAAAAYCYEuAAAAAMBICHQBAAAAAEZCoAsAAAAA\nMBICXQAAAACAkRDoAgAAAACMhEB33kpZdAUwd2ViV0OfJvb5dKrofTql9+mV3qc3pZTs2bNH77Mw\nS4suoDeTycQXfLoyKSWrKyuLLgPmrkwmWVldXXQZMHeTySSrep8O6X16pffp0d69e3PxxRcvugw6\nZtgcAAAAAMBICHQBAAAAAEZCoAsAAAAAMBICXQAAAACAkRDoAgAAAACMhEAXAAAAAGAkBLoAAAAA\nACMh0J2z6XSaaa2LLgPmZlprNjY39T3dqdNpNjc2UqfTRZcCczWdTrOxsZGp3qczep9e6X16tLa2\nloMHD2ZtbW3RpdApge68CbXokECLXjmQQa+q3qdTep9e6X16U2vN+vq63mdhBLoAAAAAACMh0AUA\nAAAAGAmBLgAAAADASAh0AQAAAABGQqALAAAAADASAl0AAAAAgJEQ6M5ZmZSURRcBc1SSLC0t6Xv6\nU0qWlpaSovvpSxl6v+h9OqP36ZXep0fLy8s5//zzs7y8vOhS6NTSogvoTSkTH3R0ZfsXPOiN3qdX\nep9e6X16pffp0fLycvbt27foMuiYEboAAAAAACMh0AUAAAAAGAmBLgAAAADASAh0AQAAAABGQqAL\nAAAAADASAl0AAAAAgJEQ6C5AXXQBMEc1ybRWfU9/ak2dTpOq++lLrTXT6TRV79MZvU+v9D49mk6n\nWVtby3Q6XXQpdEqgO2fT667zQUdXaq3Z3NjQ93Sn1pqNzU29T3dqrdnU+3RI79MrvU+P1tfXc/nl\nl2d9fX3RpdApgS4AAAAAwEgIdAEAAAAARkKgCwAAAAAwEgJdAAAAAICREOgCAAAAAIyEQBcAAAAA\nYCQEugAAAAAAI7G06AJ6MznnnJRSFl0GzE0pJSurq/qe7pRSsrqyovfpTiklK3qfDul9eqX36dGe\nPXty4MCBrK6uLroUOiXQXQAfc/SkJH65o0+l6H26VPQ+ndL79Erv06PJZJK9e/cuugw6ZsoFAAAA\nAICREOgCAAAAAIyEQBcAAAAAYCQEugAAAAAAIyHQBQAAAAAYCYEuAAAAAMBICHTnrNZpaq2LLgPm\nptaao0eP6nu6o/fpld6nV3qfXul9erS1tZXDhw9na2tr0aXQKYHunNVpjY85elKT9gveoguBeRu+\n3MSXGzrjiz290vv0Su/To62trRw5ckSgy8IIdAEAAAAARkKgu4tSyo+VUn500XUAAAAAAMwS6O7O\nuSIAAAAAwC2OQBcAAAAAYCSWFl3AzVFKeV6Sv05ybpKHpj2fy5L8zySPTvKYJHuSvDvJ79Vary2l\nLCd5QpIHJfnyJEeTvD/Jy2qtHznG45Qkj03yiCS3T/LpJK+rtb7ujD05AAAAAIAdRh3oDr4lyeVJ\nXpjkHkmePPx9TZLfS3KHJN+X5LNJXpLkHyW5MMnLk3wyyXlJvjPJP07y3GM8xlPTAuNXJrkqyb2T\nfE8pZW+t9c/OyLMCAAAAANjhbAh015K8sNZak1xRSnlYktsleX6tdSNJSin3S3JBKeWcJKtJXlJr\nfftw//eWUvYm+a5Sym1qrZ+fXXkp5c5pI3P/oNb66uHmd7dBu/m2Usrra63XnnC17X7QlTIxuwt9\nmtjn06mi9+mU3qdXep/elFKyZ88evc/CnA2B7geGMHfb55Ksb4e5gy8muWut9bokL0iSUsrt0kbn\n3jnJ/Yfldtse+4e/31VKmU2l3pnk29NG6152osVOJhNf8OnKpJSsrqwsugyYuzKZZGV1ddFlwNxN\nJpOs6n06pPfpld6nR3v37s3FF1+86DLo2NkQ6K7vctvmsRYupVyc5O8luctw3w/PLL9b0nqr4fZ/\nv8vPapIvO4laAQAAAABO2dkQ6J6wUsodk/yzJJcmeUGt9VPD7Y9KcuAYd7s2Lbj9pSQbu/z802eg\nVAAAAACAG+ltYst7JFlO8qrtMHdwv+Hv3Ubovnf4+za11g9t/0ly2yRPTBvBCwAAAABwxnU1QjfJ\nB5NMkzyllPKXac//4bk+0L3RxD+11sOllLcm+QellDsM67hLkicl+USSj8+jcAAAAACAsyHQrSd6\nW631k6WUFyb5jiTPTLtY2lVJfjHJjyW5MMnhXdbx20m+Lckjk9w+yeeTvDXJH++4IBsAAAAAwBkz\n6kC31vrsXW77pV1u+52Zf1+aNofuTs841jqG0PbPhj8AAAAAAAvR2xy6AAAAAACjJdCds+l0mqlZ\nGujItNZsbG7qe7pTp9NsbmykTqeLLgXmajqdZmNjI1O9T2f0Pr3S+/RobW0tBw8ezNra2qJLoVMC\n3XkTatEhgRa9ciCDXrnEAL3S+/RK79ObWmvW19f1Pgsj0AUAAAAAGAmBLgAAAADASAh0AQAAAABG\nQqALAAAAADASAl0AAAAAgJEQ6AIAAAAAjIRAd87KpKQsugiYo5JkaWlJ39OfUrK0tJQU3U9fytD7\nRe/TGb1Pr/Q+PVpeXs7555+f5eXlRZdCp5YWXUBvSpn4oKMr27/gQW/0Pr3S+/RK79MrvU+PlpeX\ns2/fvkWXQceM0AUAAAAAGAmBLgAAAADASAh0AQAAAABGQqALAAAAADASAl0AAAAAgJEQ6AIAAAAA\njIRAdwHqoguAOapJprXqe/pTa+p0mlTdT19qrZlOp6l6n87ofXql9+nRdDrN2tpaptPpokuhUwLd\nOZted50POrpSa83mxoa+pzu11mxsbup9ulNrzabep0N6n17pfXq0vr6eyy+/POvr64suhU4JdAEA\nAAAARkKgCwAAAAAwEgJdAAAAAICREOgCAAAAAIyEQBcAAAAAYCQEugAAAAAAIyHQBQAAAAAYiaVF\nF9CbyTnnpJSy6DJgbkopWVld1fd0p5SS1ZUVvU93SilZ0ft0SO/TK71Pj/bs2ZMDBw5kdXV10aXQ\nKYHuAviYoycl8csdfSpF79OlovfplN6nV3qfHk0mk+zdu3fRZdAxUy4AAAAAAIyEQBcAAAAAYCQE\nugAAAAAAIyHQBQAAAAAYCYEuAAAAAMBICHQBAAAAAEZCoDtntU5Ta110GTA3tdYcPXpU39MdvU+v\n9D690vv0Su/To62trRw+fDhbW1uLLoVOCXTnrE5rfMzRk5q0X/AWXQjM2/DlJr7c0Blf7OmV3qdX\nep8ebW1t5ciRIwJdFkagCwAAAAAwEgJdAAAAAICREOgCAAAAAIyEQBcAAAAAYCQEugAAAAAAIyHQ\nBQAAAAAYCYHuvJWy6Apg7srEroY+Tezz6VTR+3RK79MrvU9vSinZs2eP3mdhlhZdQG8mk4kv+HRl\nUkpWV1YWXQbMXZlMsrK6uugyYO4mk0lW9T4d0vv0Su/To7179+biiy9edBl0zLA5AAAAAICREOgC\nAAAAAIyEQBcAAAAAYCQEugAAAAAAIyHQBQAAAAAYCYEuAAAAAMBICHQBAAAAAEZCoDtn0+k001oX\nXQbMzbTWbGxu6nu6U6fTbG5spE6niy4F5mo6nWZjYyNTvU9n9D690vv0aG1tLQcPHsza2tqiS6FT\nAt15E2rRIYEWvXIgg15VvU+n9D690vv0ptaa9fV1vc/CCHQBAAAAAEZCoAsAAAAAMBICXQAAAACA\nkRDoAgAAAACMhEAXAAAAAGAkBLoAAAAAACMh0J2zMikpiy4C5qgkWVpa0vf0p5QsLS0lRffTlzL0\nftH7dEbv0yu9T4+Wl5dz/vnnZ3l5edGl0KmlRRfQm1ImPujoyvYveNAbvU+v9D690vv0Su/To+Xl\n5ezbt2/RZdAxI3QBAAAAAEZCoAsAAAAAMBICXQAAAACAkRDoAgAAAACMhEAXAAAAAGAkBLoAAAAA\nACMh0F2AuugCYI5qkmmt+p7+1Jo6nSZV99OXWmum02mq3qczep9e6X16NJ1Os7a2lul0uuhS6JRA\nd86m113ng46u1FqzubGh7+lOrTUbm5t6n+7UWrOp9+mQ3qdXep8era+v5/LLL8/6+vqiS6FTAl0A\nAAAAgJEQ6AIAAAAAjIRAFwAAAABgJAS6AAAAAAAjIdAFAAAAABgJgS4AAAAAwEgIdAEAAAAARmJp\n0QX0ZnLOOSmlLLoMmJtSSlZWV/U93SmlZHVlRe/TnVJKVvQ+HdL79Erv06M9e/bkwIEDWV1dXXQp\ndEqguwA+5uhJSfxyR59K0ft0qeh9OqX36ZXep0eTySR79+5ddBl0zJQLAAAAAAAjIdAFAAAAABgJ\ngS4AAAAAwEgIdAEAAAAARkKgCwAAAAAwEgJdAAAAAICREOjOWa3T1FoXXQbMTa01R48e1fd0R+/T\nK71Pr/Q+vdL79GhrayuHDx/O1tbWokuhUwLdOavTGh9z9KQm7Re8RRcC8zZ8uYkvN3TGF3t6pffp\nld6nR1tbWzly5IhAl4UR6AIAAAAAjIRAFwAAAABgJAS6AAAAAAAjIdAFAAAAABgJgS4AAAAAwEgI\ndAEAAAAARkKgO2+lLLoCmLsysauhTxP7fDpV9D6d0vv0Su/Tm1JK9uzZo/dZmKVFF9CbyWTiCz5d\nmZSS1ZWVRZcBc1cmk6ysri66DJi7yWSSVb1Ph/Q+vdL79Gjv3r25+OKLF10GHTNsDgAAAABgJAS6\nAAAAAAAjIdAFAAAAABgJgS4AAAAAwEgIdAEAAAAARkKgCwAAAAAwEgJdAAAAAICREOjO2XQ6zbTW\nRZcBczOtNRubm/qe7tTpNJsbG6nT6aJLgbmaTqfZ2NjIVO/TGb1Pr/Q+PVpbW8vBgweztra26FLo\nlEB33oRadEigRa8cyKBXVe/TKb1Pr/Q+vam1Zn19Xe+zMAJdAAAAAICREOgCAAAAAIyEQBcAAAAA\nYCQEugAAAAAAIyHQBQAAAAAYCYEuAAAAAMBICHTnrExKyqKLgDkqSZaWlvQ9/SklS0tLSdH99KUM\nvV/0Pp3R+/RK79Oj5eXlnH/++VleXl50KXRqadEF9KaUiQ86urL9Cx70Ru/TK71Pr/Q+vdL79Gh5\neTn79u1bdBl0zAhdAAAAAICREOgCAAAAAIyEQBcAAAAAYCQEugAAAAAAIyHQBQAAAAAYCYEuAAAA\nAMBILC26gN58fq3mPR+9Ll/clKXTh5qk1qSUpJzC/a/+dE0+8IFct7JyukuDM6vWmeY/le6/5atX\nX53PfOYzWV5eXnQp3ILUWr/073KW9j7sRu/TK73P6XDNNdcsuoSTMp1Os7GxkdXV1Uwm8h3mT6A7\nZ9d9+UOz+VU/nHzlVy66FJiLjfX1XHXVVbnXve6VPXv2nPT9H/aIo3lF7KwYn/WNjZvV+2Nw9GEP\nSx72sCwteYdyvfWbud+HsdL79Ervc7pceOGFiy7hhK2vr+fd7353Lrroopx77rmLLocO+QY2Z7e+\n9a1zwQUXZP/+/YsuBebi2muvzXQ6zf79+33Q0RW9T6/0Pr3S+/RK7wPMn3HhAAAAAAAjIdAFAAAA\nABgJUy4AAAAAAKNz17vedTnJfef4kFdcffXVWydzh/379+9L8itJHpPk2iQvTfJvDh06tHmqRQh0\nAQAAAIAxuu8Lvv+aP7/gvKOnHI6eqCs/vrTyrBff/nFJ3nWSd31Zkk8leUSSOyT5rSRHk/zEqdYi\n0AUAAAAARumC845uPvBuW2c80D0V+/fv35/kIUnufOjQoU8Ot/1Ukl/IzQh0zaELAAAAAHD6fTTJ\n47bD3EFJ8mU3Z6VG6M7Z7W9/+6yuri66DJibPXv25MCBA/qe7uh9eqX36ZXep1d6nx7pe07UoUOH\nPpvk1dv/379/f0nyQ0n+8uasV6A7Z0tLS5lMDIymH5PJJHv37l10GTB3ep9e6X16pffpld6nR/qe\nm+EXknxVkgffnJUIdAEAAAAAzqD9+/f/fJJ/keR7Dh069O6bsy6BLgAAAADAGbJ///4XJPmnSZ56\n6NChP7y56xPoAgAAAACcAfv37//pJE9P8r2HDh16+elYp0AXAAAAABilKz++tHJLfZz9+/dflOQ5\nSZ6f5K/3799/5+2fHTp06GOnWotAFwAAAAAYoyue9eLbP26ej3eSy39nkklaqPuc4baSpCY551SL\nEOgCAAAAAKNz9dVXbyV516LrOJZDhw79fJKfP93rnZzuFXJ8X/ziF7O1tbXoMmButra2cvjwYX1P\nd/Q+vdL79Erv0yu9T4/0PYsm0J2za6+9NkePHl10GTA3W1tbOXLkiA86uqP36ZXep1d6n17pfXqk\n71k0gS4AAAAAwEicUqBbSrnVTfz8XqdWDgAAAAAAx3KqI3R/upRyYOeNpZSlUsp3J/nxm1cWAAAA\nAAA7LZ3i/T6a5FmllNcneVmt9Wgp5Z5JfiDJeUleezqKAwAAAADgeqcU6NZaf6mU8o1Jnpxkfynl\nUJJHJflIkp+rtX74NNYIAAAAAEBOfYRuaq2vLaV8LMkPJTk/Lcz9j7XWo6erOAAAAAAArneqF0U7\np5TyhCTPSPKpJH+ZFur+21LKV57G+s46S0tLKaUsugyYm1JK9uzZo+/pjt6nV3qfXul9eqX36ZG+\nZ9FKrfXk71TKc9Pmyn1D2hy6G6WUfUn+UZK7JXl9rfV/ndZKzwKllLs//elP/+Czn/3s3P3ud190\nOQAAAAAwRiVJ7nrXuy4nue8cH/eKq6++eutU7rh///7VJG9L8s8PHTp0yc0p4lSnXFhO8l9qrVds\n31BrPVxK+bkk3zb8EegCAAAAAGfKfa95wQv+/OgFF2ye6QdauvLKlds/61mPS/Kuk73vEOa+OMmB\n01LLKd7vubXWjZ031lqnSf60lHLZzSsLAAAAAOD4jl5wwebWAx94xgPdU7V///6LkrzodK7zlALd\n7TC3lHK/JBcluV2Slyf5iiQfqrV+5LRVCAAAAAAwTo9K8pokz0ly7elY4SkFuqWUlbQLol2UZD3J\napJXDQV+RSnlP9Vaj5yOAgEAAAAAxujQoUO/tv3v/fv3n5Z1Tk7xfk9Kco8k/znJj2aYiDjJbyX5\nTJIn3vzSAAAAAACYdaqB7oOTvLzWemj2xlrrZ5P8WZILb25hAAAAAADc0KkGuucm+dQxfnZt2hQM\nAAAAAACcRqca6F6d5CHH+NkDkhw+xfWe9a655pqsr68vugyYm7W1tRw8eDBra2uLLgXmSu/TK71P\nr/Q+vdL79Ejfs2indFG0tGkVnlFKuXWSdyapSe5TSnl4kkcm+e+nqb6zztGjR1NrXXQZMDe11qyv\nr+t7uqP36ZXep1d6n17pfXqk729Zlq68cuVsepwTcUqBbq31slLKbyZ5cpL7DTd/d5LPJ/mf9f9v\n7+6jLEvr+tB/n9NVXVUMw8yAM0z34AAyQw/dRMRggADqYBCMIDIqN4mJGhNRyfUFXOsmN7juXffe\nYEiMXCQKrtwQNdeoK15IVJjw6ijKCMiLOnQzxYzD63QPr90wL1XVVb2f+8c5JUXR89LTPXvXrufz\nWatX1dlnn3N+NetbPb2/Z59n1/qBczQfAAAAAMDp3HjRT/zEc/p8vbN8/Dl5F+D+nqGbWut7k7y3\nlPLwJA/OdPmGW2utd52LwQAAAAAA7s6tt966nuSGoee4r5aXl/eci+c5o0K3lPKoJN+Z5P211nfP\nNh9Mcs3suTZKKb9Xa33buRgOAAAAAIAvu8+FbinlEUl+JsmdSa6fbXtkkhcmuS3Jf09yaZLvLqV8\nptb6F+d+XAAAAACAdp3JGbrfkeRTSf7vWuvJ2bZvm319Xa31U0n+opRyQZJnJlHoAgAAAACcQ5Mz\n2PfKJH+wpcxNpsstfG5W5m46nOTyczEcAAAAAABfdiaF7nlJTmzeKKVcmunF0Ja37XcyZ3Gxtd3u\nQQ96UObm/OehHfPz89m3b1/m5+eHHgV6Jfu0SvZplezTKtmnRXLP0M6kWbwzyflbbh9IUpPcuG2/\nfUnuOMu5dq3zzjvPLzxNmZ+fz/79+4ceA3on+7RK9mmV7NMq2adFcs/QzuQM3Y8keUaZmiR5WpKN\nTJdYSJKUUuaSfGuSm8/lkAAAAAAAnNkZutcm+edJ/tXs9sOSvKnWupIkpZS/nWmZ+/Akv3oOZwQA\nAAAAIGdQ6NZaj5ZSXpHkWUkekuQttdZ3btnl+Um6JK+ttX7y3I4JAAAAAMAZXZ2r1nosyX++m7v/\ndZIv1lrrWU8FAAAAAHAPLrvssvkkV/X4kjfeeuut62fygAMHDjwmyS9nunzt55P80vLy8r87myHO\nqNC9J7XWE+fquQAAAAAA7sVVV1999ZsvvPDCkw/0C504cWLvdddd95wkN9zXxxw4cKAkeVOS9yT5\nhiRXJvntAwcOfGp5efm37+8s56zQBQAAAADo04UXXnjy4osvfsAL3fvp4Uk+mOTFy8vLdyb5qwMH\nDrwjydOTKHTHYmNjI13XDT0G9KbruqytrWVhYSGTyWTocaA3sk+rZJ9WyT6tkn1aJPfcV8vLy7cl\n+fubtw8cOPC0JN+c5MfO5nmlrmfHjx/P2tra0GNAb1ZXV3PkyJGsrq4OPQr0SvZplezTKtmnVbJP\ni+Se++PAgQMfS/LOJNcnecPZPJdCFwAAAADggXVNkucleWKSV53NEyl0AQAAAAAeQMvLyx9YXl6+\nNslLkrzowIED93spXIUuAAAAAMA5duDAgUsOHDjw/G2bjyTZm+Qh9/d5FboAAAAAAOfeo5O84cCB\nA/u2bHtSks8uLy9/4f4+6f0+tRcAAAAAYEgnTpzYu4Nf58+SvC/Jfzpw4MBLMy14/22Sf3U2syh0\nAQAAAIAxuvG66657Tp+vdyY7Ly8vd7MlF34pyfVJ7kzyquXl5V86myEUugAAAADA6Nx6663rSW4Y\neo57sry8fFuS7z2Xz6nQ7dlFF12UhYWFoceA3iwuLubgwYNyT3Nkn1bJPq2SfVol+7RI7hmaQrdn\nc3NzmUxci452TCaTLC0tDT0G9E72aZXs0yrZp1WyT4vknqFpFgEAAAAARsIZuj07fvx4brrpptx5\n551Dj8IIbWxsJJme6Q1jJsvAuXLFFVdkfn5+6DEAAKA3jqR7dvstb07e857koQ48OHN/+uFTefkz\nX5X5xz526FHgrJz60z/Ncz74wVx88cVDjwKM2PHjx/PiF784j3vc44YeBQAAeqPQ7dn5SyVXXron\nl1+8Z+hRGKFbPt0lj3pU9jhwZeS6W27JhR/9aC655JKhRwEAAIBRsYYuAAAAAMBIKHQBAAAAAEZC\noduzWrvUWoceA3pTa83Gxobc0xzZp1WyT6vW19dz9OjRrK+vDz0K9Er2aZHcMzSFbs9qV+PwhqbM\nDuzjwJ7GKLVolezTqvX19Rw7dszBPc2RfVok9wxNoQsAAAAAMBIKXQAAAACAkVDoAgAAAACMhEIX\nAAAAAGAkFLoAAAAAACOh0AUAAAAAGAmFbt9KGXoC6N1E7mlUkX0aJfu0qJSSxcVF+ac5sk+L5J6h\nzQ09QGsmk4lyi6aUySR7FxaGHgN6N5lMsiD7NEj2adXS0lIOHTo09BjQO9mnRXLP0JyhCwAAAAAw\nEsOUMcQAACAASURBVApdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQBQAAAAAYCYUu\nAAAAAMBIKHR71nVdulqHHgN6U7suJ9fWUrtu6FGgV13XZW1tLZ3s0xjZp1UrKys5fPhwVlZWhh4F\neiX7tEjuGZpCt2/KXBrkTQxaVWWfRsk+Laq1ZnV1Vf5pjuzTIrlnaApdAAAAAICRUOgCAAAAAIyE\nQhcAAAAAYCQUugAAAAAAI6HQBQAAAAAYCYUuAAAAAMBIKHR7ViYlZeghoE+lZG5uLimST1vKLPtF\n9mmM7NOq+fn57Nu3L/Pz80OPAr2SfVok9wxtbugBWlPKxAEOTdk8sIfWyD6tkn1aNT8/n/379w89\nBvRO9mmR3DM0Z+gCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQBQAAAAAYCYUuAAAAAMBIKHQBAAAA\nAEZCoTuAOvQA0KdaU7suqZJPW2qt6bouVfZpjOzTqq7rsrKykq7rhh4FeiX7tEjuGZpCt2fdqVMO\ncGhKrTVrJ0/KPc2pteak7NMg2adVq6urOXLkSFZXV4ceBXol+7RI7hmaQhcAAAAAYCQUugAAAAAA\nI6HQBQAAAAAYCYUuAAAAAMBIKHQBAAAAAEZCoQsAAAAAMBIKXQAAAACAkZgbeoDWTPbsSSll6DGg\nN6WULOzdK/c0p5SSvbJPg2SfVi0uLubgwYNZWFgYehTolezTIrlnaArdATi8oSmlOKinSUX2aZTs\n06rJZJKlpaWhx4DeyT4tknuGZskFAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQBQAA\nAAAYCYUuAAAAAMBIKHR7VmuXWuvQY0Bvaq3Z2NiQe5oj+7RK9mnV+vp6jh49mvX19aFHgV7JPi2S\ne4am0O1Z7Woc3tCU2YF9HNjTGKUWrZJ9WrW+vp5jx445uKc5sk+L5J6hKXQBAAAAAEZCoQsAAAAA\nMBIKXQAAAACAkVDoAgAAAACMhEIXAAAAAGAkFLoAAAAAACOh0O1bKUNPAL2byD2NKrJPo2SfFpVS\nsri4KP80R/ZpkdwztLmhB2jNZDJRbtGUMplk78LC0GNA7yaTSRZknwbJPq1aWlrKoUOHhh4Deif7\ntEjuGZozdAEAAAAARkKhCwAAAAAwEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQ\nBQAAAAAYCYVuz7quS1fr0GNAb2rX5eTaWmrXDT0K9KrruqytraWTfRoj+7RqZWUlhw8fzsrKytCj\nQK9knxbJPUNT6PZNmUuDvIlBq6rs0yjZp0W11qyurso/zZF9WiT3DE2hCwAAAAAwEgpdAAAAAICR\nUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQBQAAAAAYCYVuz8qkpAw9BPSplMzNzSVF8mlLmWW/\nyD6NkX1aNT8/n3379mV+fn7oUaBXsk+L5J6hzQ09QGtKmTjAoSmbB/bQGtmnVbJPq+bn57N///6h\nx4DeyT4tknuG5gxdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQBQAAAAAYCYUuAAAA\nAMBIKHQHUIceAPpUa2rXJVXyaUutNV3Xpco+jZF9WtV1XVZWVtJ13dCjQK9knxbJPUNT6PasO3XK\nAQ5NqbVm7eRJuac5tdaclH0aJPu0anV1NUeOHMnq6urQo0CvZJ8WyT1DU+gCAAAAAIyEQhcAAAAA\nYCQUugAAAAAAI6HQBQAAAAAYCYUuAAAAAMBIKHQBAAAAAEZCoQsAAAAAMBJzQw/QmsmePSmlDD0G\n9KaUkoW9e+We5pRSslf2aZDs06rFxcUcPHgwCwsLQ48CvZJ9WiT3DE2hOwCHNzSlFAf1NKnIPo2S\nfVo1mUyytLQ09BjQO9mnRXLP0Cy5AAAAAAAwEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAA\nAAAAI6HQBQAAAAAYCYVuz2rtUmsdegzoTa01Gxsbck9zZJ9WyT6tWl9fz9GjR7O+vj70KNAr2adF\ncs/QFLo9q12NwxuaMjuwjwN7GqPUolWyT6vW19dz7NgxB/c0R/ZpkdwzNIUuAAAAAMBIKHQBAAAA\nAEZCoQsAAAAAMBIKXQAAAACAkVDoAgAAAACMhEIXAAAAAGAkFLp9K2XoCaB3E7mnUUX2aZTs06JS\nShYXF+Wf5sg+LZJ7hjY39ACtmUwmyi2aUiaT7F1YGHoM6N1kMsmC7NMg2adVS0tLOXTo0NBjQO9k\nnxbJPUNzhi4AAAAAwEgodAEAAAAARkKhCwAAAAAwEjtiDd1SyoVJ/mmSRyVZSfIva63rA87zc0mW\na62/PtQMAAAAAADb7YhCN8m3JXl0ktclOTFkmTtTB359AAAAAICvslMK3QdnWuR+YOhBAAAAAAB2\nqsEL3VLKy5M8dPpteW2SNya5Lsk1SZ6QZCnJJ5P8bq31xi2P+5Ukv5npmb1PTNIleXeS/5bku5I8\nNUlJ8udJfqvWujF73Hmz+/9GkguSrCX5SJLfqbV+/m5mnEvy/CRPSnJ+kk8nubbW+v5z9h8CAAAA\nAOBe7ISLor02yeEkX0zyb5K8K8lLk3x9puXsa5McT/KTpZTHbnvsNUnWk7wmyfVJnpnkZ5NclOny\nDX+Q5GlJrt7ymJ9I8rgkr0/yqiS/n+SqJP/gHmb88STPSPK2JL+c5K+S/Egp5cln+sN2XZeuWtGB\ndtSuy8m1tdSuG3oU6FXXdVlbW0sn+zRG9mnVyspKDh8+nJWVlaFHgV7JPi2Se4Y2+Bm6tdZPlVJu\nT7JRa/1YKeXpSS5L8opa68dnux0upfxMpgXuK7Y8/Git9TeTpJRyU6al654kr6u11iQfLqX8zSSP\nSfK2UsoFSVaT/Nda6y2z57iplHJJkqefbr5SyuOSHEryH7YsCfHhUspCkheUUt47e637+gPf511h\nt/AmBq06k/89wG4i+7So1prV1VX5pzmyT4vknqHthDN0t7sqyZeSfLKUMtn8k+QvkzyylLK0Zd/N\nUjazUvWOJB/fVrDekeRBs32+WGt9Va31llLKw0opjyulXJ1p4Xt35fZVmV4k7UOnmefCTMtnAAAA\nAIAH3OBn6J7GeZmubfuabds3S9oLkmye0366c9tP3tOTl1L+VpIXZFrG3pXkE/fymPMyXYv31ae5\nr87m+dQ9vSYAAAAAwLmwEwvdlUwvOvYfMy1St/vc/X3iUsoVSf5xknckeWut9Uuz7ddkepbu3c2z\nmuQX7maez9zfeQAAAAAAzsROXHLhI0kemuSOWusnNv9kuo7ts5OczRU2vm729Y1bytxJkoP3Ms9C\nksm2eR6R5LmZrtkLAAAAAPCA24ln6F6f5OokP11K+R9JvpBp4frsJO+otZ5Nofux2de/X0p5V5IH\nJ/mWzNbBLaUs1FrXtj3mQ0luTvLiUsqbktyW5NFJnpfkhlrrnWcxDwAAAADAfbaTCt2aJLXWk6WU\nn890ndtrkiwl+XyS19da3759/7t7nrt57o+UUn4rybOSfGOmF19bTvIrSX4syRVJDm97TC2lvDrJ\n85N8R5Lzk5xI8tYk196vnxQAAAAA4H7YEYVurfXXt92+I8n/ey+P+fHTbHvZaba9ctvtdyZ552me\n8se37PMVz1NrXU/y/83+nJUyKaddiBd2rVIyNzeXFMmnLWWW/SL7NEb2adX8/Hz27duX+fn5oUeB\nXsk+LZJ7hrYjCt2WlDJxgENTNg/soTWyT6tkn1bNz89n//79Q48BvZN9WiT3DG0nXhQNAAAAAIDT\nUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQBQAAAAAYCYUuAAAAAMBIKHQHUIceAPpUa2rXJVXy\naUutNV3Xpco+jZF9WtV1XVZWVtJ13dCjQK9knxbJPUNT6PasO3XKAQ5NqbVm7eRJuac5tdaclH0a\nJPu0anV1NUeOHMnq6urQo0CvZJ8WyT1DU+gCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQBQAAAAAY\nCYUuAAAAAMBIKHQBAAAAAEZCoQsAAAAAMBJzQw/QmsmePSmlDD0G9KaUkoW9e+We5pRSslf2aZDs\n06rFxcUcPHgwCwsLQ48CvZJ9WiT3DE2hOwCHNzSlFAf1NKnIPo2SfVo1mUyytLQ09BjQO9mnRXLP\n0Cy5AAAAAAAwEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQBQAAAAAYCYVuz2rt\nUmsdegzoTa01Gxsbck9zZJ9WyT6tWl9fz9GjR7O+vj70KNAr2adFcs/QFLo9q12NwxuaMjuwjwN7\nGqPUolWyT6vW19dz7NgxB/c0R/ZpkdwzNIUuAAAAAMBIKHQBAAAAAEZCoQsAAAAAMBIKXQAAAACA\nkVDoAgAAAACMhEIXAAAAAGAkFLp9K2XoCaB3E7mnUUX2aZTs06JSShYXF+Wf5sg+LZJ7hjY39ACt\nmUwmyi2aUiaT7F1YGHoM6N1kMsmC7NMg2adVS0tLOXTo0NBjQO9knxbJPUNzhi4AAAAAwEgodAEA\nAAAARkKhCwAAAAAwEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQ7VnXdelqHXoM\n6E3tupxcW0vtuqFHgV51XZe1tbV0sk9jZJ9Wrays5PDhw1lZWRl6FOiV7NMiuWdoCt2+KXNpkDcx\naFWVfRol+7So1prV1VX5pzmyT4vknqEpdAEAAAAARkKhCwAAAAAwEgpdAAAAAICRUOgCAAAAAIyE\nQhcAAAAAYCQUugAAAAAAI6HQ7VmZlJShh4A+lZK5ubmkSD5tKbPsF9mnMbJPq+bn57Nv377Mz88P\nPQr0SvZpkdwztLmhB2hNKRMHODRl88AeWiP7tEr2adX8/Hz2798/9BjQO9mnRXLP0JyhCwAAAAAw\nEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQBQAAAAAYCYXuAOrQA0Cfak3tuqRK\nPm2ptabrulTZpzGyT6u6rsvKykq6rht6FOiV7NMiuWdoCt2edadOOcChKbXWrJ08Kfc0p9aak7JP\ng2SfVq2urubIkSNZXV0dehTolezTIrlnaApdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAA\nI6HQBQAAAAAYCYUuAAAAAMBIKHQBAAAAAEZibugBWjPZsyellKHHgN6UUrKwd6/c05xSSvbKPg2S\nfVq1uLiYgwcPZmFhYehRoFeyT4vknqEpdAfg8IamlOKgniYV2adRsk+rJpNJlpaWhh4Deif7tEju\nGZolFwAAAAAARkKhCwAAAAAwEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQ7Vmt\nXWqtQ48Bvam1ZmNjQ+5pjuzTKtmnVevr6zl69GjW19eHHgV6Jfu0SO4ZmkK3Z7WrcXhDU2YH9nFg\nT2OUWrRK9mnV+vp6jh075uCe5sg+LZJ7hqbQBQAAAAAYCYUuAAAAAMBIKHQBAAAAAEZCoQsAAAAA\nMBIKXQAAAACAkVDoAgAAAACMhEK3b6UMPQH0biL3NKrIPo2SfVpUSsni4qL80xzZp0Vyz9Dmhh6g\nNZPJRLlFU8pkkr0LC0OPAb2bTCZZkH0aJPu0amlpKYcOHRp6DOid7NMiuWdoztAFAAAAABgJhS4A\nAAAAwEgodAEAAAAARkKhCwAAAAAwEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUuj3rui5drUOP\nAb2pXZeTa2upXTf0KNCrruuytraWTvZpjOzTqpWVlRw+fDgrKytDjwK9kn1aJPcMTaHbN2UuDfIm\nBq2qsk+jZJ8W1Vqzuroq/zRH9mmR3DM0hS4AAAAAwEgodAEAAAAARkKhCwAAAAAwEgpdAAAAAICR\nUOgCAAAAAIyEQhcAAAAAYCQUuj0rk5Iy9BDQp1IyNzeXFMmnLWWW/SL7NEb2adX8/Hz27duX+fn5\noUeBXsk+LZJ7hjY39ACtKWXiAIembB7YQ2tkn1bJPq2an5/P/v37hx4Deif7tEjuGZozdAEAAAAA\nRkKhCwAAAAAwEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQUugAAAAAAI6HQHUAdegDoU62pXZdU\nyacttdZ0XZcq+zRG9mlV13VZWVlJ13VDjwK9kn1aJPcMTaHbs+7UKQc4NKXWmrWTJ+We5tRac1L2\naZDs06rV1dUcOXIkq6urQ48CvZJ9WiT3DE2hCwAAAAAwEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAA\nYCQUugAAAAAAI6HQBQAAAAAYCYUuAAAAAMBIzA09QGsme/aklDL0GNCbUkoW9u6Ve5pTSsle2adB\nsk+rFhcXc/DgwSwsLAw9CvRK9mmR3DM0hW7Pbl+pufm2U7nrpJOjOXO3fqEmH/tYTu3dO/QocFbq\nrbfmxIkTmZ+fH3oUYMSOHz8+9Ajw1yaTSZaWloYeA3on+7RI7hlaqbUOPUMzSimXf9/3fd/Hf/RH\nfzT79+8fehxGaGNjI0kyN+e9GMZNloFz5YorrvDmEABAe5r+OJgj6Z5ddNFFufLKK3P55ZcPPQoA\nAAAAMDI+9w8AAAAAMBIKXQAAAACAkVDoAgAAAACMhEIXAAAAAGAkFLo9u/POO7O+vj70GNCb9fX1\nHD16VO5pjuzTKtmnVbJPq2SfFsk9Q1Po9uyuu+7KxsbG0GNAb9bX13Ps2DH/o6M5sk+rZJ9WyT6t\nkn1aJPcMTaELAAAAADASCl0AAAAAgJFQ6AIAAAAAjIRCFwAAAABgJBS6AAAAAAAjodAFAAAAABgJ\nhW7P5ubmUkoZegzoTSkli4uLck9zZJ9WyT6tkn1aJfu0SO4ZWqm1Dj1DM0opl7/oRS/6+Mte9rJc\nfvnlQ48DAAAAAGPUdJvuDF0AAAAAgJFQ6AIAAAAAjIRCFwAAAABgJBS6AAAAAAAjodAFAAAAABgJ\nhS4AAAAAwEgodAEAAAAARkKh27Pjx49ndXV16DGgNysrKzl8+HBWVlaGHgV6Jfu0SvZplezTKtmn\nRXLP0BS6PdvY2EitdegxoDe11qyurso9zZF9WiX7tEr2aZXs0yK5Z2gKXQAAAACAkVDoAgAAAACM\nhEIXAAAAAGAkFLoAAAAAACOh0AUAAAAAGAmFLgAAAADASJRa69AzNKOUcnmSlyV5ea31E0PPAwAA\nAACMi0K3R6WUvUkuTXJbrfXk0PMAAAAAAOOi0AUAAAAAGAlr6AIAAAAAjIRCFwAAAABgJBS6AAAA\nAAAjodAFAAAAABgJhS4AAAAAwEgodAEAAAAARkKhCwAAAAAwEgpdAAAAAICRmBt6gFaUUg4meX6S\n/Um+lOQPa61vG3YqOHullIuS/G9JXlNrvWnL9ouTvDDJFUm6JO9P8oZa6+qWfRaSXJPkiUkWktyU\n5HdqrZ/u7yeA+66UUpI8I8m3JPmaJLcn+Yskv7+ZbdlnN5pl/+9kmv+Lknw6yVtrre/dso/ss6uV\nUn4sydfWWl+2ZZvcs+uUUuaSvDpffQLYWq31p2b7yD67Uinl65J8d5JHJVlLcjjJ62utt8/ul312\nBIVuD2Z/IfyzJH+W5Hcz/cW/ppQyqbW+ZdDh4CzMytyfSrK4bftSkpcm+WKSX01yfpLvSfKwJP9+\ny67/JMmjk7w+yWqS5yZ5SSnl/6i1rjzgPwCcuWcn+a4kb0mynOSSfPnNul+UfXax70ryrCS/l+Tj\nSR6f5IdLKV2t9X2yz25XSnlykm9I8vkt2+Se3eqyJCXJ65J8dsv2msg+u1cp5ZFJXpLkSJLXJrkg\n02L2kiT/VvbZSRS6/Xhekk/UWn9tdvtIKWVPku8opbyj1rox3Ghw5mZnaj0lyffezS7fkuRBSf6v\nWutds8ecSPITpZSvq7XeMnuj4+uTvLrWemS2z81JXj57/Jsf4B8Dzsgs99+e5I9qrb8723xjKeXO\nJP+0lHJ5koORfXaZUsp8kmcmeUet9a2zzcuzg55nJnlf/L3PLlZKuSDJ/5Tk+La75J7d6hGZnnn4\ngVrrqdPcL/vsVtdk2t28dnNDKWUtyQtLKQ9L8k2RfXYIa+g+wGYfV7kyyZ9vu+sDmZ7VeEXvQ8HZ\nuyzJ9ye5PtN3Jsu2+w8muXnzf3IzRzJ9d/Lxs9uHMv0Iy4c3d6i13pHpx1H+xgMzNpyVxSTvzvTT\nFlttfnTq4sg+u9NGkn+T5O3btp9KMj/7XvbZzf5Rph+5vXHbdrlnt/raJLfdTZmbyD67UCnlvCSP\nTfKHW7fXWj9Ya/1fa62fj+yzgyh0H3hfk+mZ0NvXStn86MrD+x0HzokvJPnZWuvrk5zM7ONXW+zL\ntszXWmuSzyW5dLbp0iSfnW3f6jPxe8EOVGtdqbX+11rrLdvu+obZ16ORfXahOnV0y9px55dSnpPk\nqnz5oEf22ZVKKU9PcnmS3z7N3XLPbvW1SbpSyk+VUl5dSnllKeX7Z+uCJrLP7nTZ7OudpZQfLqX8\n4uzPD82WWkhknx3EkgsPvM1f/NVt21e33Q+jMXtH8q572GUpX535ZPpO5eZ6u4t3s89qtq3JCztV\nKeXRma6r+5e11mOzf+zJPrtWKeWbMl0Xria5Icl7ZnfJPrvO7OO135vk12qtd05X3vkKcs9utVls\n/XGSN2V6cajnJrm0lPLKyD670/mZfvL0B5J8KMlrMl079wWZnqj37yL77CAK3QfeV/3Lb5vt79rA\nbnBPud/M/D19QsDvBTteKeUxmV7w8rNJfn1z8z08RPbZDT6a6QHNZZleEPAnk7wyss/u9I+S3FBr\n3b502ia5Z9eZXTPgl5PcUWs9Ntt8cynlS0n+caYfOZd9dqM9s68fr7X+xuz75VLKSpJ/Ukp5XGSf\nHUSh+8DbvILhwrbti9vuh91kJad/93ExX76gyEqm74JutxS/F+xwpZQnJfnBJLcl+fdb1tGSfXa1\nWuvnMv1Y4c2zi4T8YCnlysg+u0wp5epM37j4P0spmwfnZXbfJNODcrln15l9TPym09x1Q6a/A4+I\n7LM7rc2+3rBt++FMs/+1kX12EGvoPvA+m+kVQi/Ztn3z9rHA7vPpTC8Q9ddm7/Z/Tb6c+dtmt7e7\neHYf7EillGdl+pHzv0ryC7XWL225W/bZdUopDy6lPKWU8uBtd30i0wOch0T22X2emOTBSX4+04/d\nvibJU5I8LNOzF/9u5J5dqJRyQSnl6aWUi7bdtXkRzNsj++xOn5l93X7i4+aZu+uRfXYQhe4DrNa6\nkek7nE/cdtc3ZroG6cf6ngl6cCTJY2dXCt10KMne2X3J9KqfC6WUQ5s7lFLOT3Jlpu+Cwo5TSvnm\nJN+T5H1JXl1r3b4+luyzG80n+aEkT9u2/WCmZyneGtln9/mNJP86yc9t+fOXSU7Mvv/jyD270yTJ\nP0zyjG3bvynTE5VujuyzC82WGPl8plnf6gmZ/nvnpsg+O4glF/pxbZKfLqW8KMm7kjwmybOSvKHW\nuj7oZHBubF9L6I+SXJ3kJaWUN2Z6hss1ST5Ua/1oktRabyql3JTkh0spb8j0DY7vnH19Z2+Tw31U\nSnlIku/L9OPmf5jkkdsukPPZyD67UK31eCnlXUmeW0rpknwy04OSZyd5V631tlKK7LOr1Fo/s31b\nKeXOJKdqrZ+c3ZZ7dp3Z3/nXJ/n2UspGkluSXJHkOUn+oNb6GdlnF3t9kh8ppfxIpm/c7c/0mgEf\nqLV+qpRyIrLPDlGmS+TwQCulPCHJ85Jcmuk7+9fVWt8x7FRw9kopj03ykiSvrLXetGX7viQvzPQN\njNUkf57k9bXWtS37LGVakH1DpqXwzUl+53QHUTC0UsrfzvQCOXfn12ut75Z9dqPZmqHfnuSpmX7k\n/AtJ/rjW+rYt+8g+u1op5QeTXFlr/dkt2+SeXaeUsifTv/OfkuShma4N6u98mlBKeXyS52a6jvqd\nSd6T5Pdqradm98s+O4JCFwAAAABgJKyhCwAAAAAwEgpdAAAAAICRUOgCAAAAAIyEQhcAAAAAYCQU\nugAAAAAAI6HQBQAAAAAYCYUuAAAAAMBIKHQBAAAAAEZCoQsAAAAAMBJzQw8AAECbSik/mOSpd3N3\nTfIfaq0f7HEkAADY8RS6AAAM6YtJXns3932mz0EAAGAMFLoAAAxpo9b6saGHAACAsVDoAgCwY5VS\nXprkRKb/bn18kr+qtf5iKWUuyfOTPCnJ+Uk+neTaWuv7tzy2JPm7SZ6e5MFJPpzk3UlelORf1lq/\nUEr5oSRX1lpftuVxD0vy8iS/Vmt992zbg5Jck+QJSZaSfDLJ79Zab9zyuF9J8ltJLk/yxCR7knwo\nyW/XWm/fst9TknxbkkuT3JHkPUl+L8nDk/zvSX6j1vonW/a/KMnPJflPtdY/u9//MQEA2BUUugAA\nDKqU8lUX6q21dltuPinTIvaXk5TZth9P8phMi9BjmRaoP1JKmau1vme2z/ckuTrJtUk+muRvJfmH\nma7P+9cvdR/mm0vy0iQPSfLfMl0m4mlJfrKU8qpa60e27P78JH+e5P9J8jVJXpikS/K62XN9a5K/\nl+SPk7whycVJvjfJg2qtv1lK+WiSJyf5ky3P+dQkq0msJwwAgEIXAIBBPSzJa7Ztq6WU/15rfcvs\n9nqS/1JrPZUkpZTHJTmU6UXTPjDb58OllIUkLyilvDfTs2ivTvL2WuubZvscKaX8VJKrznDGpyS5\nLMkraq0fn207XEr5mUzP2n3Fln1vrbX+580bpZRHJ/nG2fclyXcm+WCt9b9smXtvkm+aFdvvSvL9\npZSH1Vo/P9vnyUn+rNa6cYZzAwCwCyl0AQAY0ol85Zm3m45v+f62zTJ35qpMz6z90Laze/8y07Nw\nL0tyQZLJbNtW78mZF7pXJflSkk+e5vWuKaUs1VpXZttuOc3PsTD7/pJMl4f4ijNta61vT/L2M+PM\nfAAAAt9JREFUJCmlvC/Ts3qfnOTaUspjZo/71TOcGQCAXUqhCwDAkE7VWj95L/usbbt9XqYF8KtP\ns2/NtMw9b3b79m33nzjjCafPdUFOcybx7OsFSTYL3ZN3s08yXcf3dDN9eedaV0sp78/0rOBrM11u\n4dMuHAcAwCaFLgAAY7OS6Zqyv5CvPrM3ST6T5Otm9z1kdnvTeafZf/savgvbbq9ketG1/3g3r/e5\nex85SXLX7Ov5WzeWUs7L9EJqN9da15Ncn+QppZRHZro28Jvv4/MDANCAr7oABQAA7HAfybR0ndRa\nP7H5J8kjkjw3yZ5Mlz44meRvbnvsE7bdXkny4NmFzzZdka88s/YjSR6a5I5tr3coybMzvejZfXFb\nkjuSfP227U9N8j9ndrJFrfWmJJ/N9KJuS5kuEwEAAEmcoQsAwPh8KMnNSV5cSnlTpkXpo5M8L8kN\ntdY7k6SU8sYk311KOZnkxiSPT/Kkbc91Q6YXT/uBUsqfZFoK/518ZaF7/Wyfny6l/I8kX0hyMNMy\n9x211vtU6NZaaynl95P8vVLK7ZmuwXtppiX0dVvW4U2mF0d7wezn+dJ9eX4AANqg0AUAYEj13nf5\nyn1mxeirkzw/yXdkuoTBiSRvzXTd2c393lpKWU3yrCTPzLQEvjbJd27Z58OllNdnWtg+Mcknkrw2\nyf+yZZ+TpZSfz7RgvSbTs2Y/n+T1swua3eefpdb6R6WUtSTfnuQZmV407c1J3rJt1xtmr3f9vT0n\nAABtKbXel39DAwDA+JVSnprkB5K8rNb6haHnuTullGcn+bYk/+K+ngEMAEAbnKELAAA7RCnlKUku\nS/KtSd6ozAUAYDuFLgAA7ByPSPLNSd6f5G0DzwIAwA5kyQUAAAAAgJGYDD0AAAAAAAD3jUIXAAAA\nAGAkFLoAAAAAACOh0AUAAAAAGAmFLgAAAADASCh0AQAAAABGQqELAAAAADASCl0AAAAAgJH4/wGu\nsjcnpDJvPQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11760ad90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 640 ms, sys: 81.7 ms, total: 722 ms\n",
      "Wall time: 502 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "ppr.compare_data(visualize_df,fig_size=16,zoom=['Sex','Pclass'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABWMAAALCCAYAAAC7s8G1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCxMAAAAAAIMAUFjnLa4vy20AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116dd4390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 953 ms, sys: 108 ms, total: 1.06 s\n",
      "Wall time: 845 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "ppr.compare_data(visualize_df,fig_size=16,zoom=['Pclass','Age'],plot_medians=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note how there is now a scale for the Age feature and the frequencies corresponding to each bin.\n",
    "\n",
    "This currently only works for category vs category and category vs numerical comparisons and only for different features. This will be changed soon.\n",
    "\n",
    "Additionally, we can make it so that numerical vs numerical feature comparisons highlight points based on a particular color using the scatter_plot_filter keyword argument:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 8.4 s, sys: 110 ms, total: 8.51 s\n",
      "Wall time: 8.78 s\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABUcAAAUBCAYAAACv3jCLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116b51590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "ppr.compare_data(visualize_df,fig_size=16,scatter_plot_filter='Survived')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is an example interpretation using pairplotr:\n",
    "\n",
    "Row/column 1/1 indicates that survival (1) and death (0) are indicated by cyan and gray, respectively.\n",
    "\n",
    "Row/column 3/1 indicates that most women survived (I'd guess about ~80%). \n",
    "\n",
    "Row/column 3/2 indicates that more than half of all women were from Pclasses 1 and 2. This makes me curious about what characteristics women from Pclass 3 might have.\n",
    "\n",
    "We can slice the data using normal Pandas notation and use it with pairplotr. Here's an example that investigates women from Pclass 3:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 7.83 s, sys: 59.1 ms, total: 7.89 s\n",
      "Wall time: 8 s\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABUcAAAUBCAYAAACv3jCLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12050d8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "where = (visualize_df['Sex']=='female')&(visualize_df['Pclass']==3) # Women from Pclass 3\n",
    "\n",
    "ppr.compare_data(visualize_df[where],scatter_plot_filter='Survived')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Row/column 1/1 automatically shows that only about half of Pclass 3 women survived.\n",
    "\n",
    "Row/column 8/1 is interesting. It seems to indicate that most women from Embarked values Q and C survived, while the bulk of Pclass 3 women from Embarked S died.\n",
    "\n",
    "Row/column pairs 8/5 and 8/6 seem to indicate that Embarked S had a higher concentration of larger amounts of Siblings/Spouses and Parents/Childen. \n",
    "\n",
    "Additionally, row/colum pairs 5/1 and 6/1 seem to indicate that women with less family had a better chance to survive. Here I zoom in on these two figures to check:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABUsAAALDCAYAAAAsZVE0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115abf550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 692 ms, sys: 84.4 ms, total: 777 ms\n",
      "Wall time: 544 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "where = (visualize_df['Sex']=='female')&(visualize_df['Pclass']==3) # Women from Pclass 3\n",
    "\n",
    "ppr.compare_data(visualize_df[where],scatter_plot_filter='Survived',zoom=['SibSp','Survived'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABUsAAALDCAYAAAAsZVE0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5nbOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115abfd50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 692 ms, sys: 83.6 ms, total: 775 ms\n",
      "Wall time: 586 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "where = (visualize_df['Sex']=='female')&(visualize_df['Pclass']==3) # Women from Pclass 3\n",
    "\n",
    "ppr.compare_data(visualize_df[where],scatter_plot_filter='Survived',zoom=['Parch','Survived'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indeed, more than half of Pclass 3 women with no family survived while less than half did with otherwise. \n",
    "\n",
    "# Summary\n",
    "I've introduced pairplotr and showed how to set features as categorical, graph mixed numerical/categorical features, restrict the graphed features, and zoom in on individual plots, graph subsets of the data. Additionally, I demonstrated a simple interpretation of the Titanic dataset.\n",
    "\n",
    "I hope you find this tool useful and please give me any suggestions for improving it."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}